std()
computes a z-transformation (standardized and centered)
on the input. center()
centers the input. std_if()
and
center_if()
are scoped variants of std()
and center()
,
where transformation will be applied only to those variables that match the
logical condition of predicate
.
std(
x,
...,
robust = c("sd", "2sd", "gmd", "mad"),
include.fac = FALSE,
append = TRUE,
suffix = "_z"
)
std_if(
x,
predicate,
robust = c("sd", "2sd", "gmd", "mad"),
include.fac = FALSE,
append = TRUE,
suffix = "_z"
)
center(x, ..., include.fac = FALSE, append = TRUE, suffix = "_c")
center_if(x, predicate, include.fac = FALSE, append = TRUE, suffix = "_c")
A vector or data frame.
Optional, unquoted names of variables that should be selected for
further processing. Required, if x
is a data frame (and no
vector) and only selected variables from x
should be processed.
You may also use functions like :
or tidyselect's
select-helpers.
See 'Examples' or package-vignette.
Character vector, indicating the method applied when
standardizing variables with std()
. By default, standardization is
achieved by dividing the centered variables by their standard deviation
(robust = "sd"
). However, for skewed distributions, the median
absolute deviation (MAD, robust = "mad"
) or Gini's mean difference
(robust = "gmd"
) might be more robust measures of dispersion. For
the latter option, sjstats needs to be installed.
robust = "2sd"
divides the centered variables by two standard
deviations, following a suggestion by Gelman (2008), so the
rescaled input is comparable to binary variables.
Logical, if TRUE
, factors will be converted to numeric
vectors and also standardized or centered.
Logical, if TRUE
(the default) and x
is a data frame,
x
including the new variables as additional columns is returned;
if FALSE
, only the new variables are returned.
Indicates which suffix will be added to each dummy variable.
Use "numeric"
to number dummy variables, e.g. x_1,
x_2, x_3 etc. Use "label"
to add value label,
e.g. x_low, x_mid, x_high. May be abbreviated.
A predicate function to be applied to the columns. The
variables for which predicate
returns TRUE
are selected.
If x
is a vector, returns a vector with standardized or
centered variables. If x
is a data frame, for append = TRUE
,
x
including the transformed variables as new columns is returned;
if append = FALSE
, only the transformed variables will be returned.
If append = TRUE
and suffix = ""
, recoded variables will
replace (overwrite) existing variables.
std()
and center()
also work on grouped data frames
(see group_by
). In this case, standardization
or centering is applied to the subsets of variables in x
.
See 'Examples'.
For more complicated models with many predictors, Gelman and Hill (2007)
suggest leaving binary inputs as is and only standardize continuous predictors
by dividing by two standard deviations. This ensures a rough comparability
in the coefficients.
std()
and center()
only return a vector, if x
is
a vector. If x
is a data frame and only one variable is specified
in the ...
-ellipses argument, both functions do return a
data frame (see 'Examples').
Gelman A (2008) Scaling regression inputs by dividing by two
standard deviations. Statistics in Medicine 27: 2865-2873.
http://www.stat.columbia.edu/~gelman/research/published/standardizing7.pdf
Gelman A, Hill J (2007) Data Analysis Using Regression and Multilevel/Hierarchical
Models. Cambdridge, Cambdrige University Press: 55-57
data(efc)
std(efc$c160age) %>% head()
#> [1] 0.19002509 0.04023278 1.98753275 1.16367507 -0.48404028 0.19002509
std(efc, e17age, c160age, append = FALSE) %>% head()
#> e17age_z c160age_z
#> 1 0.4791992 0.19002509
#> 2 1.0969170 0.04023278
#> 3 0.3556557 1.98753275
#> 4 -1.4974976 1.16367507
#> 5 0.6027428 -0.48404028
#> 6 0.7262864 0.19002509
center(efc$c160age) %>% head()
#> [1] 2.5371809 0.5371809 26.5371809 15.5371809 -6.4628191 2.5371809
center(efc, e17age, c160age, append = FALSE) %>% head()
#> e17age_c c160age_c
#> 1 3.878788 2.5371809
#> 2 8.878788 0.5371809
#> 3 2.878788 26.5371809
#> 4 -12.121212 15.5371809
#> 5 4.878788 -6.4628191
#> 6 5.878788 2.5371809
# NOTE!
std(efc$e17age) # returns a vector
#> [1] 0.47919925 1.09691703 0.35565569 -1.49749765 0.60274280 0.72628636
#> [7] -0.63269276 0.97337347 -0.01497498 0.47919925 -1.37395409 2.20880903
#> [13] 0.10856858 -0.50914920 0.35565569 1.22046058 0.10856858 -0.87977987
#> [19] 1.83817836 -0.01497498 1.22046058 -1.49749765 1.83817836 0.47919925
#> [25] 0.72628636 0.10856858 1.09691703 -0.38560564 0.60274280 1.96172192
#> [31] 1.09691703 0.97337347 1.22046058 0.10856858 -0.50914920 0.35565569
#> [37] -1.25041054 1.46754769 0.84982991 0.84982991 0.60274280 -1.25041054
#> [43] -1.49749765 -1.49749765 -1.62104120 -0.01497498 -0.87977987 -1.74458476
#> [49] -0.50914920 0.97337347 -1.37395409 -0.50914920 -1.74458476 -1.49749765
#> [55] 0.23211214 0.47919925 NA 0.35565569 -0.01497498 -0.87977987
#> [61] 0.97337347 0.72628636 1.09691703 -0.63269276 0.97337347 1.09691703
#> [67] -0.38560564 0.23211214 0.10856858 -1.37395409 0.35565569 NA
#> [73] 1.46754769 -1.62104120 1.22046058 -0.01497498 -1.25041054 1.59109125
#> [79] -0.50914920 -0.38560564 -0.26206209 NA -0.38560564 -0.38560564
#> [85] -0.01497498 -0.26206209 -1.49749765 -1.62104120 -0.13851853 0.60274280
#> [91] -0.01497498 -0.26206209 -1.62104120 1.83817836 -1.74458476 1.34400414
#> [97] -1.62104120 1.34400414 0.72628636 -0.26206209 -0.38560564 -1.62104120
#> [103] -0.38560564 0.10856858 1.22046058 -1.25041054 -0.50914920 -0.50914920
#> [109] 0.10856858 0.10856858 -0.63269276 0.35565569 1.46754769 0.10856858
#> [115] -0.63269276 1.34400414 0.47919925 0.35565569 -0.75623631 0.60274280
#> [121] 1.34400414 -1.74458476 0.60274280 -0.87977987 1.96172192 -1.49749765
#> [127] 0.23211214 1.59109125 0.47919925 -0.63269276 1.46754769 -0.13851853
#> [133] 0.23211214 -0.38560564 1.71463481 2.20880903 1.71463481 0.23211214
#> [139] -0.50914920 0.60274280 -0.13851853 0.60274280 0.97337347 0.47919925
#> [145] 1.83817836 0.72628636 -1.12686698 -1.25041054 -0.38560564 0.47919925
#> [151] 1.46754769 1.34400414 0.97337347 1.46754769 -0.87977987 -0.75623631
#> [157] -0.01497498 0.60274280 0.35565569 -1.74458476 -0.13851853 1.83817836
#> [163] 1.46754769 NA 0.10856858 -1.12686698 0.60274280 0.35565569
#> [169] -0.38560564 -0.26206209 -1.62104120 1.34400414 -0.38560564 -1.25041054
#> [175] 1.09691703 -1.00332342 1.71463481 2.20880903 0.60274280 -0.01497498
#> [181] 1.46754769 0.60274280 -0.50914920 0.23211214 -0.26206209 -0.50914920
#> [187] -0.63269276 1.59109125 -0.01497498 -0.63269276 -0.38560564 NA
#> [193] 0.60274280 -1.74458476 0.72628636 -0.50914920 1.34400414 0.47919925
#> [199] 0.97337347 0.84982991 1.71463481 1.59109125 1.59109125 0.60274280
#> [205] 0.47919925 0.35565569 0.97337347 1.22046058 1.46754769 0.60274280
#> [211] 1.71463481 0.72628636 -0.01497498 0.60274280 -1.74458476 1.22046058
#> [217] 0.60274280 0.23211214 -0.26206209 -1.74458476 1.71463481 2.08526547
#> [223] 1.34400414 0.84982991 1.09691703 -0.01497498 1.46754769 0.60274280
#> [229] -1.00332342 -1.49749765 0.97337347 0.60274280 0.97337347 0.60274280
#> [235] 0.84982991 0.47919925 -1.25041054 -0.50914920 -0.01497498 -0.38560564
#> [241] -0.38560564 0.35565569 1.09691703 1.34400414 0.97337347 -0.38560564
#> [247] -0.38560564 0.84982991 0.47919925 1.22046058 0.35565569 -0.01497498
#> [253] -1.49749765 -0.75623631 1.22046058 1.96172192 -1.74458476 1.22046058
#> [259] 0.47919925 0.84982991 0.35565569 1.71463481 1.34400414 -0.01497498
#> [265] 2.20880903 -0.13851853 -0.63269276 0.84982991 1.09691703 -0.26206209
#> [271] -0.38560564 -0.63269276 -0.38560564 -1.00332342 -0.63269276 0.35565569
#> [277] 0.35565569 -0.63269276 -0.75623631 -1.49749765 -1.12686698 -1.12686698
#> [283] -1.12686698 -1.49749765 0.10856858 -1.25041054 1.22046058 0.47919925
#> [289] 0.47919925 -1.49749765 0.60274280 1.34400414 0.10856858 0.23211214
#> [295] 0.97337347 -0.75623631 -1.00332342 0.10856858 -1.25041054 -0.75623631
#> [301] 1.09691703 -0.75623631 -0.13851853 0.84982991 -0.50914920 1.22046058
#> [307] 0.47919925 -0.13851853 -1.25041054 -1.12686698 0.84982991 -1.49749765
#> [313] -0.63269276 0.97337347 -1.62104120 -1.37395409 -0.87977987 0.10856858
#> [319] 1.22046058 0.60274280 1.71463481 0.84982991 0.60274280 0.84982991
#> [325] 0.47919925 0.84982991 1.09691703 -0.50914920 -0.38560564 NA
#> [331] 0.23211214 -0.13851853 0.47919925 1.83817836 0.60274280 -1.00332342
#> [337] 0.84982991 1.22046058 1.71463481 -0.50914920 -0.75623631 -1.12686698
#> [343] -0.50914920 NA -0.50914920 2.95007036 -1.12686698 0.60274280
#> [349] -0.13851853 0.72628636 0.23211214 1.34400414 -0.38560564 -0.50914920
#> [355] -0.63269276 -0.50914920 1.22046058 -0.75623631 -0.01497498 0.47919925
#> [361] 1.46754769 0.23211214 -0.26206209 -1.74458476 -0.75623631 -0.75623631
#> [367] -1.25041054 -0.01497498 0.35565569 -0.38560564 0.60274280 0.84982991
#> [373] 1.09691703 -0.38560564 1.83817836 -0.13851853 -1.49749765 0.23211214
#> [379] -1.25041054 -0.26206209 -0.75623631 -1.12686698 0.35565569 1.71463481
#> [385] 0.23211214 -1.12686698 -0.13851853 0.60274280 0.47919925 0.35565569
#> [391] 0.72628636 0.47919925 -1.37395409 -1.12686698 -0.38560564 -0.75623631
#> [397] -0.38560564 0.10856858 -1.49749765 -0.26206209 -0.01497498 -0.87977987
#> [403] 1.34400414 1.34400414 -1.62104120 0.10856858 0.23211214 0.72628636
#> [409] 0.47919925 0.72628636 0.60274280 -1.74458476 -1.00332342 -1.37395409
#> [415] -1.74458476 -0.75623631 -1.37395409 -1.49749765 -0.75623631 0.60274280
#> [421] 2.33235258 -0.13851853 0.35565569 1.22046058 0.60274280 -1.12686698
#> [427] -0.13851853 0.35565569 1.83817836 1.22046058 -0.75623631 0.10856858
#> [433] 0.60274280 -0.13851853 0.47919925 -0.26206209 0.35565569 0.23211214
#> [439] -0.87977987 1.09691703 0.10856858 -0.01497498 -1.62104120 0.84982991
#> [445] 0.72628636 -0.01497498 0.60274280 NA 0.97337347 -1.00332342
#> [451] -1.00332342 -0.38560564 0.10856858 0.23211214 1.34400414 0.35565569
#> [457] -0.26206209 1.96172192 0.84982991 0.35565569 1.34400414 -0.01497498
#> [463] 1.96172192 0.97337347 -0.13851853 0.47919925 -0.50914920 0.10856858
#> [469] -0.87977987 -0.38560564 0.60274280 -1.62104120 -0.26206209 0.60274280
#> [475] -1.37395409 -0.13851853 -1.74458476 -0.87977987 -1.49749765 -0.13851853
#> [481] -1.49749765 0.35565569 -0.50914920 0.35565569 -0.01497498 -0.38560564
#> [487] 1.22046058 1.59109125 -1.62104120 1.22046058 -0.01497498 -0.75623631
#> [493] 1.22046058 -0.01497498 NA 0.23211214 0.60274280 -0.26206209
#> [499] -0.75623631 -0.01497498 -0.75623631 0.10856858 -0.75623631 1.09691703
#> [505] 0.35565569 1.71463481 -1.12686698 -1.25041054 -1.12686698 0.84982991
#> [511] -0.50914920 0.23211214 -1.74458476 0.84982991 1.46754769 -0.87977987
#> [517] 0.97337347 -0.26206209 -1.74458476 0.23211214 -0.87977987 1.71463481
#> [523] -1.74458476 -0.26206209 -0.26206209 -0.38560564 0.72628636 -0.01497498
#> [529] 0.35565569 0.47919925 0.84982991 -1.00332342 -0.50914920 0.47919925
#> [535] -0.13851853 -0.63269276 1.09691703 0.84982991 0.35565569 1.22046058
#> [541] 1.46754769 1.34400414 -0.26206209 -1.74458476 -1.25041054 -1.37395409
#> [547] -1.12686698 0.35565569 -0.26206209 0.35565569 -1.25041054 0.23211214
#> [553] 0.84982991 0.72628636 -1.49749765 -1.12686698 -0.13851853 0.47919925
#> [559] 0.23211214 -0.63269276 -0.13851853 0.47919925 -1.25041054 2.20880903
#> [565] -1.12686698 1.59109125 1.46754769 -1.74458476 NA 1.83817836
#> [571] -1.25041054 -0.13851853 0.97337347 0.35565569 0.60274280 -0.01497498
#> [577] 0.72628636 -1.74458476 -0.38560564 -1.74458476 -0.13851853 1.46754769
#> [583] 1.09691703 0.47919925 -0.75623631 -0.01497498 0.84982991 0.35565569
#> [589] -0.50914920 -1.62104120 1.71463481 0.84982991 0.84982991 -1.25041054
#> [595] -1.62104120 0.47919925 -1.74458476 -1.00332342 0.47919925 1.59109125
#> [601] 0.47919925 1.96172192 -0.38560564 0.23211214 -0.01497498 0.97337347
#> [607] -0.63269276 -1.12686698 0.10856858 -0.50914920 -1.37395409 -1.25041054
#> [613] -1.37395409 -1.12686698 1.22046058 NA 0.47919925 -1.12686698
#> [619] 0.35565569 0.60274280 0.35565569 0.10856858 0.84982991 -1.25041054
#> [625] 0.97337347 -1.00332342 -1.62104120 0.72628636 0.72628636 1.96172192
#> [631] -0.38560564 -1.25041054 -1.37395409 0.35565569 1.59109125 -1.62104120
#> [637] -0.63269276 -0.50914920 1.34400414 -0.87977987 1.59109125 -1.12686698
#> [643] -0.01497498 -0.01497498 -1.25041054 -1.12686698 0.35565569 -0.01497498
#> [649] -0.87977987 -0.38560564 -1.74458476 1.59109125 -1.12686698 1.22046058
#> [655] -0.87977987 -0.50914920 -0.75623631 0.35565569 0.10856858 0.35565569
#> [661] 0.35565569 -1.00332342 -0.26206209 -0.75623631 0.10856858 -1.00332342
#> [667] -1.74458476 0.47919925 -1.49749765 -1.37395409 -1.00332342 -0.26206209
#> [673] -0.87977987 -1.37395409 -0.26206209 -1.12686698 0.60274280 1.22046058
#> [679] -1.37395409 1.22046058 -1.37395409 -0.87977987 -0.13851853 0.60274280
#> [685] 1.59109125 -1.37395409 -1.62104120 -1.00332342 -1.74458476 0.23211214
#> [691] 0.35565569 -0.50914920 0.10856858 -1.12686698 1.46754769 1.83817836
#> [697] -1.62104120 0.97337347 0.84982991 0.47919925 -0.75623631 -1.12686698
#> [703] -0.75623631 0.47919925 -0.38560564 1.34400414 -0.87977987 -0.13851853
#> [709] -1.00332342 -0.87977987 0.84982991 -1.12686698 -1.49749765 -1.74458476
#> [715] -0.63269276 -0.38560564 -0.01497498 -1.62104120 -0.75623631 1.34400414
#> [721] -1.37395409 -1.49749765 0.84982991 -0.01497498 -0.50914920 0.72628636
#> [727] -0.26206209 -0.01497498 1.71463481 0.10856858 -0.26206209 0.23211214
#> [733] 0.10856858 0.84982991 -1.49749765 1.46754769 -0.87977987 0.35565569
#> [739] 1.83817836 1.22046058 0.47919925 -0.50914920 1.22046058 0.10856858
#> [745] 0.60274280 -0.26206209 -0.50914920 -0.01497498 0.72628636 0.97337347
#> [751] 0.35565569 1.34400414 0.47919925 0.72628636 0.10856858 -1.62104120
#> [757] -0.01497498 1.46754769 1.22046058 -1.25041054 -0.75623631 0.47919925
#> [763] -0.01497498 0.72628636 0.23211214 0.72628636 -1.62104120 -0.63269276
#> [769] -0.75623631 -0.38560564 0.47919925 -0.13851853 1.09691703 1.22046058
#> [775] 0.60274280 -0.75623631 1.59109125 -1.74458476 -1.25041054 -0.26206209
#> [781] -0.01497498 -0.75623631 -1.37395409 -1.25041054 0.10856858 0.23211214
#> [787] -1.49749765 -0.63269276 1.09691703 -1.12686698 -0.75623631 -1.49749765
#> [793] -0.63269276 0.97337347 1.46754769 -0.38560564 0.97337347 -0.87977987
#> [799] -0.26206209 1.22046058 0.60274280 -0.13851853 0.23211214 -0.63269276
#> [805] 0.10856858 -0.26206209 -0.01497498 1.22046058 1.34400414 0.97337347
#> [811] 0.23211214 0.35565569 -1.00332342 -0.50914920 -1.25041054 -0.26206209
#> [817] 0.23211214 0.97337347 -0.75623631 -1.74458476 -1.37395409 -0.87977987
#> [823] -1.12686698 -1.37395409 -1.12686698 -1.37395409 -1.25041054 -0.13851853
#> [829] -0.63269276 -1.37395409 0.84982991 -0.01497498 -0.50914920 0.72628636
#> [835] -1.00332342 -0.63269276 -0.63269276 0.84982991 -1.62104120 -1.12686698
#> [841] 0.84982991 0.72628636 0.35565569 -0.01497498 -1.25041054 -1.49749765
#> [847] 1.83817836 -0.50914920 -0.01497498 -0.13851853 -1.62104120 -1.74458476
#> [853] 1.09691703 -0.13851853 0.47919925 0.97337347 2.45589614 -1.62104120
#> [859] 1.22046058 -1.00332342 0.35565569 -1.25041054 0.23211214 0.60274280
#> [865] 1.34400414 0.10856858 -0.01497498 -1.49749765 -1.00332342 -0.50914920
#> [871] -1.37395409 -0.50914920 -0.75623631 0.23211214 -0.38560564 -1.74458476
#> [877] 0.47919925 -0.01497498 -0.75623631 -0.13851853 0.47919925 -0.63269276
#> [883] 0.23211214 0.97337347 -1.49749765 -0.01497498 0.23211214 -1.12686698
#> [889] -1.74458476 1.71463481 -0.63269276 -0.26206209 -0.50914920 1.34400414
#> [895] 1.46754769 0.84982991 -1.74458476 0.35565569 0.10856858 -0.63269276
#> [901] -1.74458476 -1.49749765 NA NA NA NA
#> [907] NA NA
#> attr(,"label")
#> [1] "elder' age"
std(efc, e17age) # returns a data frame
#> c12hour e15relat e16sex e17age e42dep c82cop1 c83cop2 c84cop3 c85cop4
#> 1 16 2 2 83 3 3 2 2 2
#> 2 148 2 2 88 3 3 3 3 3
#> 3 70 1 2 82 3 2 2 1 4
#> 4 168 1 2 67 4 4 1 3 1
#> 5 168 2 2 84 4 3 2 1 2
#> 6 16 2 2 85 4 2 2 3 3
#> 7 161 1 1 74 4 4 2 4 1
#> 8 110 4 2 87 4 3 2 2 1
#> 9 28 2 2 79 4 3 2 3 2
#> 10 40 2 2 83 4 3 2 1 2
#> 11 100 1 1 68 4 3 4 4 4
#> 12 25 8 2 97 3 3 3 3 1
#> 13 25 2 2 80 4 3 2 2 2
#> 14 24 1 2 75 3 3 2 4 4
#> 15 56 2 2 82 3 2 3 3 3
#> 16 20 2 2 89 3 4 2 1 3
#> 17 25 1 1 80 1 3 2 1 2
#> 18 126 1 1 72 3 4 2 1 2
#> 19 168 2 1 94 3 3 2 1 2
#> 20 118 1 1 79 4 3 2 4 2
#> 21 150 2 2 89 4 3 2 3 2
#> 22 50 1 1 67 3 4 1 2 1
#> 23 18 2 2 94 4 3 1 1 1
#> 24 168 2 2 83 4 3 2 2 4
#> 25 15 2 2 85 3 3 2 1 2
#> 26 168 1 1 80 4 2 3 4 4
#> 27 12 2 2 88 4 2 3 3 NA
#> 28 7 1 1 76 2 2 2 2 2
#> 29 35 2 2 84 3 3 2 2 2
#> 30 168 2 2 95 4 2 2 1 2
#> 31 150 2 1 88 4 3 2 4 4
#> 32 168 1 1 87 4 3 1 3 1
#> 33 168 4 2 89 3 3 2 2 3
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#> 777 4 2 2 92 3 3 2 1 2
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#> 783 21 4 2 68 3 3 1 1 2
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#> 787 21 4 2 67 4 2 3 3 3
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#> 800 30 8 2 89 3 3 2 2 2
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#> 809 168 7 2 90 4 4 2 1 1
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#> 819 10 2 2 73 1 3 1 1 1
#> 820 10 8 1 65 3 3 2 2 1
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#> 822 20 2 1 72 2 3 4 3 3
#> 823 15 2 1 70 2 3 3 2 3
#> 824 20 5 1 68 3 2 3 2 2
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#> 826 20 2 2 68 2 4 2 2 2
#> 827 25 2 2 69 2 3 3 4 4
#> 828 7 2 1 78 3 3 3 1 1
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#> 832 50 1 1 79 3 3 3 1 2
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#> 835 5 6 2 71 1 4 2 1 1
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#> 837 5 3 1 74 1 3 2 1 1
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#> 841 30 8 2 86 4 3 2 2 2
#> 842 40 2 2 85 2 3 2 2 2
#> 843 15 2 2 82 2 4 1 2 1
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#> 850 14 8 2 78 2 4 2 1 2
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#> 853 6 8 2 88 3 3 3 1 1
#> 854 10 4 2 78 1 4 1 1 1
#> 855 30 4 2 83 4 3 2 1 2
#> 856 14 8 2 87 2 3 2 1 1
#> 857 10 8 2 99 3 4 1 1 1
#> 858 10 5 2 66 3 3 2 2 2
#> 859 28 2 2 89 2 3 2 2 2
#> 860 8 5 2 71 2 4 1 1 1
#> 861 6 5 1 82 2 4 2 1 1
#> 862 20 2 1 69 3 3 2 2 1
#> 863 5 2 2 81 1 3 2 1 1
#> 864 7 2 2 84 2 3 2 1 1
#> 865 20 8 2 90 3 3 2 1 2
#> 866 18 8 1 80 3 3 2 1 1
#> 867 12 8 2 79 2 3 2 1 1
#> 868 17 8 2 67 2 3 2 1 2
#> 869 14 4 2 71 2 3 2 2 2
#> 870 5 8 2 75 1 4 1 1 1
#> 871 6 8 2 68 2 4 1 1 1
#> 872 4 6 2 75 2 3 2 1 1
#> 873 4 5 1 73 2 3 2 1 2
#> 874 6 8 2 81 3 2 2 1 1
#> 875 10 2 2 76 2 4 1 1 1
#> 876 6 2 2 65 2 3 2 2 1
#> 877 14 2 2 83 4 3 2 2 2
#> 878 30 2 2 79 3 3 2 1 2
#> 879 35 1 2 73 4 3 3 4 4
#> 880 10 2 2 78 2 3 2 1 1
#> 881 100 2 2 83 3 3 2 1 1
#> 882 8 2 2 74 1 3 1 1 1
#> 883 10 2 2 81 2 3 2 1 1
#> 884 20 4 1 87 3 2 3 2 2
#> 885 40 2 2 67 3 2 3 2 2
#> 886 40 1 1 79 2 3 3 4 3
#> 887 40 3 1 81 4 1 3 2 1
#> 888 6 2 1 70 3 3 2 1 1
#> 889 30 1 1 65 3 4 2 1 2
#> 890 28 2 2 93 2 3 2 1 2
#> 891 20 2 1 74 2 4 1 1 1
#> 892 25 2 2 77 3 3 2 1 2
#> 893 30 2 2 75 3 4 2 3 3
#> 894 50 2 2 90 3 3 3 4 3
#> 895 20 2 2 91 4 3 2 1 1
#> 896 15 4 2 86 2 3 2 1 2
#> 897 110 2 2 65 4 2 3 1 2
#> 898 28 8 2 82 3 4 1 1 2
#> 899 85 2 2 80 3 3 1 1 1
#> 900 160 1 1 74 4 3 2 1 4
#> 901 10 2 2 65 1 3 1 1 1
#> 902 8 2 2 67 2 3 1 1 1
#> 903 NA NA NA NA NA NA NA NA NA
#> 904 NA NA NA NA NA NA NA NA NA
#> 905 NA NA NA NA NA NA NA NA NA
#> 906 NA NA NA NA NA NA NA NA NA
#> 907 NA NA NA NA NA NA NA NA NA
#> 908 NA NA NA NA NA NA NA NA NA
#> c86cop5 c87cop6 c88cop7 c89cop8 c90cop9 c160age c161sex c172code c175empl
#> 1 1 1 2 3 3 56 2 2 1
#> 2 4 1 3 2 2 54 2 2 1
#> 3 1 1 1 4 3 80 1 1 0
#> 4 1 1 1 2 4 69 1 2 0
#> 5 2 2 1 4 4 47 2 2 0
#> 6 3 2 2 1 1 56 1 2 1
#> 7 1 2 4 1 4 61 2 2 0
#> 8 1 1 2 3 3 67 2 2 0
#> 9 2 1 3 1 3 59 2 NA 0
#> 10 1 1 1 1 3 49 2 2 0
#> 11 4 4 4 1 1 66 2 2 0
#> 12 3 1 4 3 1 47 2 2 1
#> 13 2 1 2 4 4 58 2 3 0
#> 14 1 1 2 4 4 75 1 1 0
#> 15 2 2 1 1 1 49 2 3 1
#> 16 3 1 2 1 3 56 2 2 0
#> 17 1 1 2 4 4 75 2 2 0
#> 18 1 1 2 3 3 70 2 2 0
#> 19 2 1 3 1 4 52 1 3 1
#> 20 1 3 3 2 2 48 2 3 1
#> 21 1 1 1 1 3 58 2 2 1
#> 22 1 1 1 2 2 65 2 2 0
#> 23 1 1 1 2 4 49 2 2 1
#> 24 1 1 2 3 4 60 2 2 0
#> 25 1 1 2 3 3 55 2 2 0
#> 26 3 1 4 1 4 62 2 2 0
#> 27 1 1 4 2 2 68 2 3 0
#> 28 1 1 1 3 2 76 2 2 0
#> 29 4 1 2 2 1 58 2 2 0
#> 30 1 1 1 2 4 65 2 1 0
#> 31 4 4 4 1 3 63 1 2 1
#> 32 1 1 1 1 4 79 2 1 0
#> 33 1 1 3 1 1 65 2 2 0
#> 34 2 1 4 2 3 74 2 2 0
#> 35 1 1 1 3 4 76 1 2 0
#> 36 1 1 1 4 4 73 2 1 0
#> 37 1 1 4 1 1 67 2 2 0
#> 38 1 1 1 4 4 62 2 2 0
#> 39 1 3 2 1 4 80 2 2 0
#> 40 2 1 2 3 3 49 2 2 1
#> 41 3 1 4 1 3 46 2 3 1
#> 42 1 3 2 1 4 68 2 2 0
#> 43 1 2 1 3 3 62 2 3 0
#> 44 2 1 3 1 2 65 2 2 0
#> 45 2 2 4 2 2 63 2 2 0
#> 46 1 2 4 3 1 81 2 2 0
#> 47 1 4 2 1 2 72 1 2 0
#> 48 1 1 2 3 3 64 2 NA 0
#> 49 1 1 3 2 4 73 2 NA 0
#> 50 1 1 3 2 1 73 2 2 0
#> 51 1 2 3 1 4 64 2 2 0
#> 52 1 1 1 3 NA 67 2 2 0
#> 53 1 1 2 1 1 60 2 2 0
#> 54 2 1 2 2 2 64 2 2 0
#> 55 1 1 1 3 3 85 1 3 0
#> 56 1 2 1 1 4 55 2 2 1
#> 57 3 3 4 1 4 72 2 2 0
#> 58 3 3 3 4 2 52 2 3 1
#> 59 3 1 4 3 3 63 2 2 0
#> 60 1 3 4 1 2 69 2 2 0
#> 61 2 1 1 1 3 61 2 NA 1
#> 62 1 2 1 3 4 79 2 2 0
#> 63 1 1 1 4 4 64 2 NA 0
#> 64 1 4 4 2 4 44 1 3 1
#> 65 1 1 2 3 NA 59 1 2 1
#> 66 1 1 4 1 4 52 2 3 1
#> 67 1 1 4 3 1 46 2 3 0
#> 68 1 2 2 3 4 59 1 2 0
#> 69 1 1 1 1 4 83 1 2 0
#> 70 1 1 3 1 4 76 1 NA 0
#> 71 1 1 1 4 4 31 1 2 0
#> 72 3 1 2 2 3 60 2 2 0
#> 73 1 2 1 3 4 57 2 2 0
#> 74 1 1 4 2 1 63 2 3 0
#> 75 2 1 1 4 4 59 2 3 1
#> 76 1 1 1 1 3 72 2 2 0
#> 77 1 1 4 4 1 47 2 1 1
#> 78 1 1 2 2 3 56 2 2 1
#> 79 1 1 3 2 2 47 2 3 1
#> 80 1 2 3 2 2 69 2 2 0
#> 81 1 1 1 1 4 74 2 2 0
#> 82 1 3 1 3 3 67 1 2 0
#> 83 1 1 1 2 4 72 2 2 0
#> 84 2 1 2 3 3 48 2 2 1
#> 85 1 1 1 1 4 55 2 2 0
#> 86 2 2 2 1 4 57 2 2 0
#> 87 3 3 2 1 2 62 2 2 0
#> 88 1 1 3 3 3 70 2 2 0
#> 89 4 3 4 3 1 34 2 3 1
#> 90 1 1 1 3 3 55 2 2 0
#> 91 1 1 1 2 4 69 2 1 0
#> 92 1 1 2 3 4 69 2 2 0
#> 93 1 1 2 2 2 60 1 2 0
#> 94 1 1 1 1 3 66 1 NA 0
#> 95 1 1 2 4 4 60 2 NA 0
#> 96 2 1 2 1 4 54 2 2 0
#> 97 1 1 2 3 NA 64 2 NA 0
#> 98 1 1 1 3 3 75 2 NA 0
#> 99 1 1 2 3 3 80 2 1 0
#> 100 2 2 3 2 2 49 1 2 0
#> 101 1 1 1 1 2 68 1 NA 0
#> 102 1 1 2 2 2 64 2 2 0
#> 103 1 1 1 1 4 72 2 1 0
#> 104 1 1 1 4 2 54 2 NA 1
#> 105 2 1 2 2 3 62 2 2 0
#> 106 3 1 2 4 3 65 2 2 0
#> 107 1 1 2 4 4 75 2 1 0
#> 108 1 1 1 4 4 77 1 NA 0
#> 109 1 1 4 2 2 50 2 2 1
#> 110 2 1 2 3 3 54 2 2 1
#> 111 1 2 2 2 4 72 2 2 0
#> 112 2 1 2 2 1 46 2 2 1
#> 113 1 2 4 1 2 61 2 3 0
#> 114 1 1 1 4 4 83 1 2 1
#> 115 1 2 2 3 3 44 2 2 1
#> 116 2 1 2 1 3 67 2 1 0
#> 117 1 1 2 1 3 61 2 2 0
#> 118 1 2 2 2 3 78 2 2 0
#> 119 1 1 3 1 3 77 1 1 0
#> 120 1 1 2 1 1 75 2 1 0
#> 121 1 2 1 3 4 61 1 3 0
#> 122 1 1 3 1 NA 65 1 1 0
#> 123 1 2 3 2 NA 74 2 1 0
#> 124 1 1 4 1 2 63 2 2 0
#> 125 1 1 4 4 4 66 2 2 0
#> 126 1 1 4 3 3 62 1 2 0
#> 127 1 1 2 2 NA 49 2 2 1
#> 128 2 1 2 1 NA 55 2 2 0
#> 129 2 1 1 1 4 45 2 3 0
#> 130 1 3 4 1 4 76 1 1 0
#> 131 1 2 3 2 2 65 2 1 0
#> 132 1 1 1 4 4 56 2 2 1
#> 133 1 1 2 2 2 75 2 1 0
#> 134 1 NA 4 1 NA 45 2 1 1
#> 135 2 1 3 1 2 59 1 2 1
#> 136 2 1 2 1 3 66 1 3 0
#> 137 2 1 4 1 1 61 2 1 0
#> 138 1 1 1 4 4 50 1 2 1
#> 139 1 2 1 3 4 75 1 1 0
#> 140 1 1 2 3 3 76 2 2 0
#> 141 3 3 4 2 2 35 2 2 1
#> 142 2 1 2 1 3 42 2 NA 0
#> 143 2 1 2 1 2 65 2 2 0
#> 144 1 1 1 4 NA 81 2 2 0
#> 145 2 1 2 2 4 43 2 2 0
#> 146 1 1 2 2 4 76 1 3 0
#> 147 2 1 2 3 1 67 1 NA 0
#> 148 1 1 2 1 3 63 2 NA 0
#> 149 1 1 2 3 3 56 2 1 0
#> 150 2 2 3 2 3 49 2 2 0
#> 151 1 1 3 1 4 55 2 2 0
#> 152 1 1 2 1 3 60 2 2 0
#> 153 2 1 1 1 3 59 1 3 1
#> 154 1 1 2 3 3 62 2 3 0
#> 155 1 2 2 3 4 62 2 1 0
#> 156 1 1 2 2 2 79 1 2 0
#> 157 1 1 2 3 4 54 2 3 1
#> 158 1 1 2 4 4 57 2 3 0
#> 159 1 1 2 1 3 74 1 3 0
#> 160 1 1 2 3 3 67 2 3 0
#> 161 2 2 3 1 3 51 2 3 0
#> 162 1 1 3 2 4 55 2 3 1
#> 163 2 1 3 1 1 56 2 NA 1
#> 164 1 1 2 NA 3 58 2 2 1
#> 165 1 1 2 3 4 43 2 3 0
#> 166 1 1 3 3 4 71 1 3 0
#> 167 2 1 NA 1 NA 50 2 NA 1
#> 168 1 1 4 1 NA 57 2 2 0
#> 169 1 1 2 3 1 52 2 2 1
#> 170 1 1 2 4 NA 53 1 3 1
#> 171 1 1 2 4 4 60 1 3 1
#> 172 1 1 2 1 2 65 2 2 0
#> 173 1 1 1 4 4 72 2 2 0
#> 174 1 1 1 2 4 64 2 1 0
#> 175 1 1 2 1 4 57 2 2 1
#> 176 1 1 1 1 3 47 2 3 1
#> 177 1 1 2 1 1 62 2 2 0
#> 178 1 1 3 1 2 67 2 NA 0
#> 179 1 1 1 1 2 63 2 3 0
#> 180 1 1 1 1 4 77 1 2 0
#> 181 1 1 1 1 4 60 2 1 0
#> 182 1 1 2 1 3 48 2 3 1
#> 183 1 1 4 1 1 73 2 2 0
#> 184 1 1 2 4 3 25 2 NA 1
#> 185 2 1 3 2 NA 58 2 1 0
#> 186 1 1 3 3 3 50 2 2 0
#> 187 1 4 NA 2 4 45 2 3 1
#> 188 2 1 3 2 3 53 1 3 0
#> 189 1 1 1 1 3 59 1 1 0
#> 190 1 1 2 3 3 80 1 2 0
#> 191 1 2 3 3 3 57 2 3 1
#> 192 1 1 3 4 4 66 1 3 0
#> 193 2 1 1 1 2 63 1 NA 0
#> 194 1 2 2 2 3 56 2 2 0
#> 195 1 1 1 4 4 61 2 2 0
#> 196 1 1 1 4 4 70 2 1 0
#> 197 1 1 4 3 3 62 2 3 0
#> 198 1 1 2 1 3 47 2 3 1
#> 199 2 1 2 4 1 67 2 1 0
#> 200 2 1 1 1 3 64 1 NA 0
#> 201 1 1 1 2 4 65 2 NA 0
#> 202 2 1 3 1 1 55 2 2 1
#> 203 1 1 1 3 4 66 2 3 0
#> 204 1 1 3 2 1 52 2 2 1
#> 205 1 1 1 1 3 64 2 1 0
#> 206 1 1 1 1 3 49 2 2 1
#> 207 2 3 2 2 4 42 2 2 0
#> 208 1 1 2 1 4 58 2 2 0
#> 209 1 1 1 4 4 87 2 1 0
#> 210 1 1 2 1 2 65 2 NA 0
#> 211 2 1 1 1 3 65 2 3 0
#> 212 2 2 2 1 3 63 2 3 0
#> 213 1 1 1 1 3 43 2 3 1
#> 214 1 1 3 2 1 54 2 3 0
#> 215 2 2 4 2 3 42 2 3 1
#> 216 1 1 2 4 4 61 1 2 1
#> 217 2 1 2 2 4 54 2 2 1
#> 218 1 4 2 1 1 47 2 2 0
#> 219 2 1 1 2 4 46 1 1 0
#> 220 2 1 1 4 4 54 1 3 1
#> 221 2 1 3 3 1 58 1 2 1
#> 222 4 3 4 3 3 64 2 3 0
#> 223 2 1 2 3 2 51 2 2 0
#> 224 1 1 2 3 3 57 2 2 1
#> 225 1 1 4 1 3 63 2 1 0
#> 226 1 1 1 1 3 49 2 3 1
#> 227 1 1 3 1 4 66 1 1 0
#> 228 2 1 4 1 2 56 2 2 0
#> 229 2 1 2 3 3 62 1 3 0
#> 230 1 1 3 3 4 29 2 2 0
#> 231 3 1 2 2 4 55 1 3 1
#> 232 3 2 3 4 4 55 1 NA 0
#> 233 1 1 1 2 4 81 2 NA 0
#> 234 2 1 2 1 3 62 1 NA 1
#> 235 1 1 3 1 4 49 2 NA 1
#> 236 2 1 2 1 3 43 1 NA 1
#> 237 1 1 2 1 3 60 2 2 1
#> 238 1 1 2 2 3 39 2 2 1
#> 239 2 1 1 3 3 41 2 2 1
#> 240 1 1 1 4 4 25 2 2 0
#> 241 1 1 1 4 3 27 1 2 1
#> 242 1 1 1 3 4 26 2 2 0
#> 243 2 1 1 3 2 52 1 1 0
#> 244 1 1 2 3 3 56 2 NA 1
#> 245 1 1 2 3 3 29 2 2 0
#> 246 2 1 2 2 4 45 2 2 1
#> 247 1 1 1 2 3 64 2 2 0
#> 248 1 2 1 2 2 47 2 2 1
#> 249 1 2 2 1 3 62 2 1 0
#> 250 2 1 2 2 3 55 2 NA 1
#> 251 1 1 3 2 2 70 2 NA 0
#> 252 1 1 2 3 2 51 2 1 1
#> 253 1 2 2 2 4 67 2 NA 0
#> 254 2 1 2 2 3 23 2 2 0
#> 255 2 1 1 1 2 52 2 2 1
#> 256 3 1 4 1 2 62 2 2 0
#> 257 2 1 2 3 3 33 2 2 1
#> 258 1 1 4 4 2 83 2 1 0
#> 259 2 1 1 4 3 75 2 2 0
#> 260 4 3 1 1 2 60 1 3 1
#> 261 1 1 1 1 4 63 2 2 0
#> 262 1 1 1 1 4 65 2 3 0
#> 263 1 1 2 1 1 60 1 2 0
#> 264 1 1 1 1 2 54 2 1 0
#> 265 1 1 1 3 4 63 2 2 0
#> 266 1 2 2 2 3 58 2 NA 0
#> 267 3 2 2 3 1 42 2 2 1
#> 268 1 1 4 1 1 58 1 3 0
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#> 542 75 9 14 19 1 3 1 1
#> 543 80 9 15 21 0 0 1 1
#> 544 100 8 13 14 1 1 1 1
#> 545 95 7 15 20 0 0 0 NA
#> 546 80 8 14 17 0 0 0 NA
#> 547 65 9 16 19 0 0 0 NA
#> 548 25 17 12 13 2 0 0 NA
#> 549 75 17 9 13 0 1 3 3
#> 550 75 8 10 17 0 2 1 1
#> 551 55 9 15 16 0 0 0 NA
#> 552 100 9 15 9 1 0 3 3
#> 553 100 10 12 6 0 0 0 NA
#> 554 100 9 16 10 0 0 0 NA
#> 555 90 7 12 16 0 0 0 NA
#> 556 100 8 16 20 0 0 0 NA
#> 557 15 27 15 16 0 0 0 NA
#> 558 0 25 15 17 0 1 3 3
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#> 561 35 16 15 23 0 0 0 NA
#> 562 60 11 16 22 0 1 0 NA
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#> 564 75 7 11 16 0 0 2 2
#> 565 50 9 16 18 1 1 1 1
#> 566 90 7 15 25 1 0 2 2
#> 567 100 7 16 18 0 0 0 NA
#> 568 65 8 14 20 0 1 0 NA
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#> 570 5 19 11 5 0 0 1 1
#> 571 50 15 11 25 0 1 3 3
#> 572 5 14 13 10 0 0 2 2
#> 573 0 20 11 18 0 1 3 3
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#> 580 65 14 11 14 0 2 2 2
#> 581 0 11 15 16 0 1 1 1
#> 582 95 13 10 13 0 3 1 1
#> 583 80 16 8 7 0 0 0 NA
#> 584 65 13 10 4 1 0 1 1
#> 585 100 10 13 18 1 3 1 1
#> 586 100 17 8 11 0 0 0 NA
#> 587 95 10 13 18 0 1 0 NA
#> 588 0 12 12 12 0 0 0 NA
#> 589 50 11 12 11 1 0 3 3
#> 590 40 7 14 17 1 0 2 2
#> 591 80 8 12 19 0 0 2 2
#> 592 0 15 9 9 0 0 0 NA
#> 593 30 13 10 10 0 1 3 3
#> 594 45 11 14 14 0 1 2 2
#> 595 35 7 16 19 1 1 4 3
#> 596 5 18 8 8 1 3 2 2
#> 597 50 17 10 9 2 1 0 NA
#> 598 90 12 11 20 0 1 3 3
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#> 600 10 17 12 10 0 2 3 3
#> 601 50 13 13 9 2 1 3 3
#> 602 10 10 13 12 0 3 1 1
#> 603 65 19 11 2 1 0 4 3
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#> 605 95 8 14 18 0 1 0 NA
#> 606 95 10 7 16 2 1 0 NA
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#> 609 90 19 13 19 0 0 0 NA
#> 610 90 8 16 24 1 0 0 NA
#> 611 75 12 14 7 0 2 1 1
#> 612 50 10 13 13 1 2 2 2
#> 613 45 14 10 10 1 0 2 2
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#> 615 85 13 13 20 0 0 0 NA
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#> 619 80 9 12 17 0 0 1 1
#> 620 40 15 15 17 0 1 1 1
#> 621 85 11 10 12 0 1 1 1
#> 622 95 7 12 20 0 0 0 NA
#> 623 85 8 11 18 0 2 0 NA
#> 624 45 11 16 21 0 1 2 2
#> 625 60 21 6 5 0 0 0 NA
#> 626 85 8 15 21 0 2 0 NA
#> 627 30 11 15 17 0 4 0 NA
#> 628 25 10 14 18 0 1 2 2
#> 629 80 10 14 20 0 2 1 1
#> 630 85 11 14 25 0 3 2 2
#> 631 85 10 13 8 1 1 0 NA
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#> 634 90 13 11 7 0 0 0 NA
#> 635 55 17 9 12 1 3 2 2
#> 636 100 9 10 18 0 4 0 NA
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#> 642 60 14 15 21 0 0 1 1
#> 643 65 9 16 20 0 0 1 1
#> 644 60 12 16 20 1 0 2 2
#> 645 75 8 16 21 0 1 0 NA
#> 646 70 11 12 20 0 0 0 NA
#> 647 NA 10 12 14 0 0 0 NA
#> 648 40 11 12 18 0 0 0 NA
#> 649 80 11 13 14 0 0 0 NA
#> 650 90 10 12 18 0 0 1 1
#> 651 90 10 15 13 0 2 2 2
#> 652 60 10 15 17 0 0 0 NA
#> 653 45 12 9 11 0 2 1 1
#> 654 20 13 11 18 0 0 0 NA
#> 655 100 7 16 18 0 2 2 2
#> 656 95 8 15 17 0 0 1 1
#> 657 65 12 15 19 0 0 2 2
#> 658 75 8 15 19 0 0 0 NA
#> 659 75 8 16 20 0 0 0 NA
#> 660 45 13 15 17 0 1 0 NA
#> 661 80 10 15 16 0 1 0 NA
#> 662 90 12 12 12 1 0 0 NA
#> 663 95 16 6 9 0 1 0 NA
#> 664 60 8 13 15 0 1 0 NA
#> 665 95 10 12 12 0 1 3 3
#> 666 95 13 13 15 1 0 0 NA
#> 667 95 10 12 10 0 1 0 NA
#> 668 95 9 10 13 0 0 2 2
#> 669 100 10 13 13 0 0 1 1
#> 670 80 12 13 18 0 1 0 NA
#> 671 80 11 11 13 0 0 0 NA
#> 672 75 9 11 21 0 0 0 NA
#> 673 70 10 9 21 0 0 0 NA
#> 674 NA 9 15 18 0 0 NA NA
#> 675 30 13 8 17 0 3 1 1
#> 676 95 10 12 18 0 0 0 NA
#> 677 30 9 15 11 0 1 0 NA
#> 678 55 10 13 17 0 1 1 1
#> 679 95 8 12 18 0 1 2 2
#> 680 75 7 15 22 0 0 0 NA
#> 681 100 8 15 19 0 1 2 2
#> 682 95 7 14 18 0 1 2 2
#> 683 90 7 14 19 0 0 0 NA
#> 684 65 9 14 18 0 0 2 2
#> 685 90 8 13 18 0 0 0 NA
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#> 687 95 9 13 18 0 0 0 NA
#> 688 90 10 13 16 1 0 1 1
#> 689 95 12 12 14 0 1 0 NA
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#> 699 65 10 13 15 0 1 3 3
#> 700 10 18 9 9 0 1 2 2
#> 701 75 13 10 12 0 1 1 1
#> 702 100 12 12 8 1 1 2 2
#> 703 40 18 12 5 0 3 1 1
#> 704 100 9 12 15 0 2 2 2
#> 705 90 12 12 14 1 2 0 NA
#> 706 45 13 12 10 0 1 0 NA
#> 707 80 9 11 19 0 0 0 NA
#> 708 90 7 12 17 0 0 0 NA
#> 709 55 10 11 15 1 0 0 NA
#> 710 95 7 13 20 0 2 1 1
#> 711 100 8 12 19 0 1 0 NA
#> 712 0 17 13 6 0 0 0 NA
#> 713 60 11 9 16 0 1 2 2
#> 714 NA 14 13 13 0 0 0 NA
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#> 718 85 8 11 14 2 0 3 3
#> 719 100 7 14 6 0 0 2 2
#> 720 55 15 10 10 1 6 2 2
#> 721 95 8 15 21 1 2 2 2
#> 722 100 12 14 13 0 0 0 NA
#> 723 90 9 13 17 0 0 0 NA
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#> 725 75 17 10 9 0 0 0 NA
#> 726 70 13 10 14 0 0 1 1
#> 727 0 13 11 14 0 1 2 2
#> 728 90 10 10 10 1 1 2 2
#> 729 65 20 11 6 2 0 1 1
#> 730 80 10 12 13 0 0 1 1
#> 731 65 11 12 9 0 1 3 3
#> 732 60 25 9 2 0 0 0 NA
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#> 734 5 12 14 16 0 0 1 1
#> 735 90 10 15 17 0 0 0 NA
#> 736 75 12 12 7 1 0 0 NA
#> 737 90 10 11 14 0 1 0 NA
#> 738 75 8 14 2 0 1 3 3
#> 739 95 14 15 21 0 0 0 NA
#> 740 100 8 15 22 0 0 0 NA
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#> 743 70 15 9 17 0 2 0 NA
#> 744 100 11 12 22 0 2 0 NA
#> 745 25 12 11 3 0 5 3 3
#> 746 85 10 12 15 0 1 1 1
#> 747 75 7 11 16 2 0 2 2
#> 748 75 10 9 14 1 1 0 NA
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#> 753 65 14 12 9 0 1 2 2
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#> 755 90 11 9 19 0 0 2 2
#> 756 95 11 12 13 0 2 3 3
#> 757 90 9 15 15 3 6 2 2
#> 758 35 7 14 19 0 0 2 2
#> 759 45 15 11 13 1 0 0 NA
#> 760 85 9 14 18 0 0 0 NA
#> 761 80 9 15 18 0 0 0 NA
#> 762 50 18 9 8 0 0 0 NA
#> 763 90 8 15 19 2 3 2 2
#> 764 95 15 10 13 0 5 0 NA
#> 765 90 7 16 24 0 4 0 NA
#> 766 100 8 15 15 0 1 2 2
#> 767 70 13 11 2 1 0 0 NA
#> 768 70 8 15 15 0 0 1 1
#> 769 85 8 16 22 1 1 0 NA
#> 770 90 9 16 18 0 0 0 NA
#> 771 100 7 16 20 0 2 1 1
#> 772 85 7 12 3 1 1 1 1
#> 773 75 9 12 14 0 0 0 NA
#> 774 100 8 12 15 1 1 1 1
#> 775 65 8 14 20 0 1 0 NA
#> 776 80 13 9 15 0 1 0 NA
#> 777 90 10 10 15 0 0 0 NA
#> 778 80 11 11 15 0 0 0 NA
#> 779 85 13 11 21 0 2 1 1
#> 780 60 11 13 20 0 0 1 1
#> 781 90 8 11 21 0 1 1 1
#> 782 85 12 9 14 0 0 1 1
#> 783 65 8 14 15 0 1 0 NA
#> 784 75 9 11 12 0 1 0 NA
#> 785 45 16 8 11 0 1 0 NA
#> 786 70 11 13 16 0 0 0 NA
#> 787 20 19 8 6 0 0 0 NA
#> 788 70 12 12 15 0 0 0 NA
#> 789 20 12 13 15 1 0 1 1
#> 790 100 9 14 15 0 1 1 1
#> 791 100 10 14 19 1 1 2 2
#> 792 95 10 8 10 0 0 1 1
#> 793 90 9 7 7 0 0 2 2
#> 794 40 13 10 15 1 0 0 NA
#> 795 90 7 14 13 0 0 0 NA
#> 796 90 11 11 16 1 0 0 NA
#> 797 90 13 12 18 0 0 0 NA
#> 798 95 10 12 9 0 0 4 3
#> 799 100 10 11 21 0 3 1 1
#> 800 60 13 15 20 0 0 0 NA
#> 801 60 9 15 19 0 0 0 NA
#> 802 45 14 16 16 0 0 0 NA
#> 803 55 15 15 20 0 0 0 NA
#> 804 15 15 12 3 0 1 2 2
#> 805 85 9 15 23 0 0 0 NA
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#> 808 60 8 14 25 0 1 1 1
#> 809 40 9 16 25 0 0 0 NA
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#> 811 60 9 13 15 0 1 0 NA
#> 812 85 9 13 17 0 0 0 NA
#> 813 70 9 13 14 0 0 0 NA
#> 814 55 13 9 12 0 2 0 NA
#> 815 95 9 12 16 0 3 NA NA
#> 816 90 12 12 18 0 0 0 NA
#> 817 90 14 11 6 0 0 0 NA
#> 818 90 12 10 11 2 1 2 2
#> 819 100 8 15 13 0 0 0 NA
#> 820 65 10 11 14 0 0 0 NA
#> 821 95 7 13 16 0 0 0 NA
#> 822 95 22 12 19 0 0 0 NA
#> 823 85 18 12 17 0 0 0 NA
#> 824 75 16 10 21 0 0 0 NA
#> 825 80 13 15 22 0 0 0 NA
#> 826 90 15 16 22 0 0 0 NA
#> 827 95 24 14 19 0 1 0 NA
#> 828 65 11 8 6 0 0 0 NA
#> 829 95 14 9 7 0 0 0 NA
#> 830 40 12 12 16 0 0 0 NA
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#> 832 40 10 15 14 0 1 0 NA
#> 833 85 7 16 21 0 1 0 NA
#> 834 90 10 11 19 1 2 0 NA
#> 835 95 10 11 9 2 0 0 NA
#> 836 90 12 11 17 0 0 0 NA
#> 837 95 10 11 17 0 0 0 NA
#> 838 95 7 12 22 0 0 0 NA
#> 839 80 9 15 18 0 0 0 NA
#> 840 65 16 15 16 0 0 0 NA
#> 841 10 14 15 16 0 0 0 NA
#> 842 70 12 15 13 1 1 2 2
#> 843 90 9 14 20 0 1 0 NA
#> 844 90 10 14 20 0 1 0 NA
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#> 846 80 9 10 20 0 1 3 3
#> 847 95 7 16 19 0 1 0 NA
#> 848 95 8 10 22 0 0 0 NA
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#> 850 90 9 15 19 0 0 0 NA
#> 851 90 8 13 20 0 0 0 NA
#> 852 55 10 15 15 0 2 3 3
#> 853 95 10 12 21 0 0 0 NA
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#> 871 100 7 16 21 0 2 0 NA
#> 872 100 8 13 16 0 1 0 NA
#> 873 100 9 11 20 0 0 0 NA
#> 874 100 9 9 12 0 0 0 NA
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#> 877 10 15 10 10 0 0 0 NA
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#> 880 100 8 11 16 0 1 0 NA
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#> 885 55 18 10 8 0 1 2 2
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#> 889 85 11 13 14 0 0 0 NA
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#> 891 85 7 16 11 0 2 2 2
#> 892 70 9 12 15 0 1 0 NA
#> 893 55 17 15 11 0 2 3 3
#> 894 50 23 11 8 0 1 0 NA
#> 895 70 12 9 11 2 2 NA NA
#> 896 100 13 10 12 0 2 0 NA
#> 897 35 15 11 12 0 1 2 2
#> 898 80 8 16 20 0 1 1 1
#> 899 70 8 13 15 2 2 2 2
#> 900 25 14 14 15 2 4 2 2
#> 901 100 10 14 16 2 2 0 NA
#> 902 85 10 13 16 1 0 0 NA
#> 903 NA NA NA NA 1 4 2 2
#> 904 NA NA NA NA 0 1 2 2
#> 905 NA NA NA NA 0 1 1 1
#> 906 NA NA NA NA 0 1 2 2
#> 907 NA NA NA NA 0 0 0 NA
#> 908 NA NA NA NA 0 0 0 NA
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#> 294 0.23211214
#> 295 0.97337347
#> 296 -0.75623631
#> 297 -1.00332342
#> 298 0.10856858
#> 299 -1.25041054
#> 300 -0.75623631
#> 301 1.09691703
#> 302 -0.75623631
#> 303 -0.13851853
#> 304 0.84982991
#> 305 -0.50914920
#> 306 1.22046058
#> 307 0.47919925
#> 308 -0.13851853
#> 309 -1.25041054
#> 310 -1.12686698
#> 311 0.84982991
#> 312 -1.49749765
#> 313 -0.63269276
#> 314 0.97337347
#> 315 -1.62104120
#> 316 -1.37395409
#> 317 -0.87977987
#> 318 0.10856858
#> 319 1.22046058
#> 320 0.60274280
#> 321 1.71463481
#> 322 0.84982991
#> 323 0.60274280
#> 324 0.84982991
#> 325 0.47919925
#> 326 0.84982991
#> 327 1.09691703
#> 328 -0.50914920
#> 329 -0.38560564
#> 330 NA
#> 331 0.23211214
#> 332 -0.13851853
#> 333 0.47919925
#> 334 1.83817836
#> 335 0.60274280
#> 336 -1.00332342
#> 337 0.84982991
#> 338 1.22046058
#> 339 1.71463481
#> 340 -0.50914920
#> 341 -0.75623631
#> 342 -1.12686698
#> 343 -0.50914920
#> 344 NA
#> 345 -0.50914920
#> 346 2.95007036
#> 347 -1.12686698
#> 348 0.60274280
#> 349 -0.13851853
#> 350 0.72628636
#> 351 0.23211214
#> 352 1.34400414
#> 353 -0.38560564
#> 354 -0.50914920
#> 355 -0.63269276
#> 356 -0.50914920
#> 357 1.22046058
#> 358 -0.75623631
#> 359 -0.01497498
#> 360 0.47919925
#> 361 1.46754769
#> 362 0.23211214
#> 363 -0.26206209
#> 364 -1.74458476
#> 365 -0.75623631
#> 366 -0.75623631
#> 367 -1.25041054
#> 368 -0.01497498
#> 369 0.35565569
#> 370 -0.38560564
#> 371 0.60274280
#> 372 0.84982991
#> 373 1.09691703
#> 374 -0.38560564
#> 375 1.83817836
#> 376 -0.13851853
#> 377 -1.49749765
#> 378 0.23211214
#> 379 -1.25041054
#> 380 -0.26206209
#> 381 -0.75623631
#> 382 -1.12686698
#> 383 0.35565569
#> 384 1.71463481
#> 385 0.23211214
#> 386 -1.12686698
#> 387 -0.13851853
#> 388 0.60274280
#> 389 0.47919925
#> 390 0.35565569
#> 391 0.72628636
#> 392 0.47919925
#> 393 -1.37395409
#> 394 -1.12686698
#> 395 -0.38560564
#> 396 -0.75623631
#> 397 -0.38560564
#> 398 0.10856858
#> 399 -1.49749765
#> 400 -0.26206209
#> 401 -0.01497498
#> 402 -0.87977987
#> 403 1.34400414
#> 404 1.34400414
#> 405 -1.62104120
#> 406 0.10856858
#> 407 0.23211214
#> 408 0.72628636
#> 409 0.47919925
#> 410 0.72628636
#> 411 0.60274280
#> 412 -1.74458476
#> 413 -1.00332342
#> 414 -1.37395409
#> 415 -1.74458476
#> 416 -0.75623631
#> 417 -1.37395409
#> 418 -1.49749765
#> 419 -0.75623631
#> 420 0.60274280
#> 421 2.33235258
#> 422 -0.13851853
#> 423 0.35565569
#> 424 1.22046058
#> 425 0.60274280
#> 426 -1.12686698
#> 427 -0.13851853
#> 428 0.35565569
#> 429 1.83817836
#> 430 1.22046058
#> 431 -0.75623631
#> 432 0.10856858
#> 433 0.60274280
#> 434 -0.13851853
#> 435 0.47919925
#> 436 -0.26206209
#> 437 0.35565569
#> 438 0.23211214
#> 439 -0.87977987
#> 440 1.09691703
#> 441 0.10856858
#> 442 -0.01497498
#> 443 -1.62104120
#> 444 0.84982991
#> 445 0.72628636
#> 446 -0.01497498
#> 447 0.60274280
#> 448 NA
#> 449 0.97337347
#> 450 -1.00332342
#> 451 -1.00332342
#> 452 -0.38560564
#> 453 0.10856858
#> 454 0.23211214
#> 455 1.34400414
#> 456 0.35565569
#> 457 -0.26206209
#> 458 1.96172192
#> 459 0.84982991
#> 460 0.35565569
#> 461 1.34400414
#> 462 -0.01497498
#> 463 1.96172192
#> 464 0.97337347
#> 465 -0.13851853
#> 466 0.47919925
#> 467 -0.50914920
#> 468 0.10856858
#> 469 -0.87977987
#> 470 -0.38560564
#> 471 0.60274280
#> 472 -1.62104120
#> 473 -0.26206209
#> 474 0.60274280
#> 475 -1.37395409
#> 476 -0.13851853
#> 477 -1.74458476
#> 478 -0.87977987
#> 479 -1.49749765
#> 480 -0.13851853
#> 481 -1.49749765
#> 482 0.35565569
#> 483 -0.50914920
#> 484 0.35565569
#> 485 -0.01497498
#> 486 -0.38560564
#> 487 1.22046058
#> 488 1.59109125
#> 489 -1.62104120
#> 490 1.22046058
#> 491 -0.01497498
#> 492 -0.75623631
#> 493 1.22046058
#> 494 -0.01497498
#> 495 NA
#> 496 0.23211214
#> 497 0.60274280
#> 498 -0.26206209
#> 499 -0.75623631
#> 500 -0.01497498
#> 501 -0.75623631
#> 502 0.10856858
#> 503 -0.75623631
#> 504 1.09691703
#> 505 0.35565569
#> 506 1.71463481
#> 507 -1.12686698
#> 508 -1.25041054
#> 509 -1.12686698
#> 510 0.84982991
#> 511 -0.50914920
#> 512 0.23211214
#> 513 -1.74458476
#> 514 0.84982991
#> 515 1.46754769
#> 516 -0.87977987
#> 517 0.97337347
#> 518 -0.26206209
#> 519 -1.74458476
#> 520 0.23211214
#> 521 -0.87977987
#> 522 1.71463481
#> 523 -1.74458476
#> 524 -0.26206209
#> 525 -0.26206209
#> 526 -0.38560564
#> 527 0.72628636
#> 528 -0.01497498
#> 529 0.35565569
#> 530 0.47919925
#> 531 0.84982991
#> 532 -1.00332342
#> 533 -0.50914920
#> 534 0.47919925
#> 535 -0.13851853
#> 536 -0.63269276
#> 537 1.09691703
#> 538 0.84982991
#> 539 0.35565569
#> 540 1.22046058
#> 541 1.46754769
#> 542 1.34400414
#> 543 -0.26206209
#> 544 -1.74458476
#> 545 -1.25041054
#> 546 -1.37395409
#> 547 -1.12686698
#> 548 0.35565569
#> 549 -0.26206209
#> 550 0.35565569
#> 551 -1.25041054
#> 552 0.23211214
#> 553 0.84982991
#> 554 0.72628636
#> 555 -1.49749765
#> 556 -1.12686698
#> 557 -0.13851853
#> 558 0.47919925
#> 559 0.23211214
#> 560 -0.63269276
#> 561 -0.13851853
#> 562 0.47919925
#> 563 -1.25041054
#> 564 2.20880903
#> 565 -1.12686698
#> 566 1.59109125
#> 567 1.46754769
#> 568 -1.74458476
#> 569 NA
#> 570 1.83817836
#> 571 -1.25041054
#> 572 -0.13851853
#> 573 0.97337347
#> 574 0.35565569
#> 575 0.60274280
#> 576 -0.01497498
#> 577 0.72628636
#> 578 -1.74458476
#> 579 -0.38560564
#> 580 -1.74458476
#> 581 -0.13851853
#> 582 1.46754769
#> 583 1.09691703
#> 584 0.47919925
#> 585 -0.75623631
#> 586 -0.01497498
#> 587 0.84982991
#> 588 0.35565569
#> 589 -0.50914920
#> 590 -1.62104120
#> 591 1.71463481
#> 592 0.84982991
#> 593 0.84982991
#> 594 -1.25041054
#> 595 -1.62104120
#> 596 0.47919925
#> 597 -1.74458476
#> 598 -1.00332342
#> 599 0.47919925
#> 600 1.59109125
#> 601 0.47919925
#> 602 1.96172192
#> 603 -0.38560564
#> 604 0.23211214
#> 605 -0.01497498
#> 606 0.97337347
#> 607 -0.63269276
#> 608 -1.12686698
#> 609 0.10856858
#> 610 -0.50914920
#> 611 -1.37395409
#> 612 -1.25041054
#> 613 -1.37395409
#> 614 -1.12686698
#> 615 1.22046058
#> 616 NA
#> 617 0.47919925
#> 618 -1.12686698
#> 619 0.35565569
#> 620 0.60274280
#> 621 0.35565569
#> 622 0.10856858
#> 623 0.84982991
#> 624 -1.25041054
#> 625 0.97337347
#> 626 -1.00332342
#> 627 -1.62104120
#> 628 0.72628636
#> 629 0.72628636
#> 630 1.96172192
#> 631 -0.38560564
#> 632 -1.25041054
#> 633 -1.37395409
#> 634 0.35565569
#> 635 1.59109125
#> 636 -1.62104120
#> 637 -0.63269276
#> 638 -0.50914920
#> 639 1.34400414
#> 640 -0.87977987
#> 641 1.59109125
#> 642 -1.12686698
#> 643 -0.01497498
#> 644 -0.01497498
#> 645 -1.25041054
#> 646 -1.12686698
#> 647 0.35565569
#> 648 -0.01497498
#> 649 -0.87977987
#> 650 -0.38560564
#> 651 -1.74458476
#> 652 1.59109125
#> 653 -1.12686698
#> 654 1.22046058
#> 655 -0.87977987
#> 656 -0.50914920
#> 657 -0.75623631
#> 658 0.35565569
#> 659 0.10856858
#> 660 0.35565569
#> 661 0.35565569
#> 662 -1.00332342
#> 663 -0.26206209
#> 664 -0.75623631
#> 665 0.10856858
#> 666 -1.00332342
#> 667 -1.74458476
#> 668 0.47919925
#> 669 -1.49749765
#> 670 -1.37395409
#> 671 -1.00332342
#> 672 -0.26206209
#> 673 -0.87977987
#> 674 -1.37395409
#> 675 -0.26206209
#> 676 -1.12686698
#> 677 0.60274280
#> 678 1.22046058
#> 679 -1.37395409
#> 680 1.22046058
#> 681 -1.37395409
#> 682 -0.87977987
#> 683 -0.13851853
#> 684 0.60274280
#> 685 1.59109125
#> 686 -1.37395409
#> 687 -1.62104120
#> 688 -1.00332342
#> 689 -1.74458476
#> 690 0.23211214
#> 691 0.35565569
#> 692 -0.50914920
#> 693 0.10856858
#> 694 -1.12686698
#> 695 1.46754769
#> 696 1.83817836
#> 697 -1.62104120
#> 698 0.97337347
#> 699 0.84982991
#> 700 0.47919925
#> 701 -0.75623631
#> 702 -1.12686698
#> 703 -0.75623631
#> 704 0.47919925
#> 705 -0.38560564
#> 706 1.34400414
#> 707 -0.87977987
#> 708 -0.13851853
#> 709 -1.00332342
#> 710 -0.87977987
#> 711 0.84982991
#> 712 -1.12686698
#> 713 -1.49749765
#> 714 -1.74458476
#> 715 -0.63269276
#> 716 -0.38560564
#> 717 -0.01497498
#> 718 -1.62104120
#> 719 -0.75623631
#> 720 1.34400414
#> 721 -1.37395409
#> 722 -1.49749765
#> 723 0.84982991
#> 724 -0.01497498
#> 725 -0.50914920
#> 726 0.72628636
#> 727 -0.26206209
#> 728 -0.01497498
#> 729 1.71463481
#> 730 0.10856858
#> 731 -0.26206209
#> 732 0.23211214
#> 733 0.10856858
#> 734 0.84982991
#> 735 -1.49749765
#> 736 1.46754769
#> 737 -0.87977987
#> 738 0.35565569
#> 739 1.83817836
#> 740 1.22046058
#> 741 0.47919925
#> 742 -0.50914920
#> 743 1.22046058
#> 744 0.10856858
#> 745 0.60274280
#> 746 -0.26206209
#> 747 -0.50914920
#> 748 -0.01497498
#> 749 0.72628636
#> 750 0.97337347
#> 751 0.35565569
#> 752 1.34400414
#> 753 0.47919925
#> 754 0.72628636
#> 755 0.10856858
#> 756 -1.62104120
#> 757 -0.01497498
#> 758 1.46754769
#> 759 1.22046058
#> 760 -1.25041054
#> 761 -0.75623631
#> 762 0.47919925
#> 763 -0.01497498
#> 764 0.72628636
#> 765 0.23211214
#> 766 0.72628636
#> 767 -1.62104120
#> 768 -0.63269276
#> 769 -0.75623631
#> 770 -0.38560564
#> 771 0.47919925
#> 772 -0.13851853
#> 773 1.09691703
#> 774 1.22046058
#> 775 0.60274280
#> 776 -0.75623631
#> 777 1.59109125
#> 778 -1.74458476
#> 779 -1.25041054
#> 780 -0.26206209
#> 781 -0.01497498
#> 782 -0.75623631
#> 783 -1.37395409
#> 784 -1.25041054
#> 785 0.10856858
#> 786 0.23211214
#> 787 -1.49749765
#> 788 -0.63269276
#> 789 1.09691703
#> 790 -1.12686698
#> 791 -0.75623631
#> 792 -1.49749765
#> 793 -0.63269276
#> 794 0.97337347
#> 795 1.46754769
#> 796 -0.38560564
#> 797 0.97337347
#> 798 -0.87977987
#> 799 -0.26206209
#> 800 1.22046058
#> 801 0.60274280
#> 802 -0.13851853
#> 803 0.23211214
#> 804 -0.63269276
#> 805 0.10856858
#> 806 -0.26206209
#> 807 -0.01497498
#> 808 1.22046058
#> 809 1.34400414
#> 810 0.97337347
#> 811 0.23211214
#> 812 0.35565569
#> 813 -1.00332342
#> 814 -0.50914920
#> 815 -1.25041054
#> 816 -0.26206209
#> 817 0.23211214
#> 818 0.97337347
#> 819 -0.75623631
#> 820 -1.74458476
#> 821 -1.37395409
#> 822 -0.87977987
#> 823 -1.12686698
#> 824 -1.37395409
#> 825 -1.12686698
#> 826 -1.37395409
#> 827 -1.25041054
#> 828 -0.13851853
#> 829 -0.63269276
#> 830 -1.37395409
#> 831 0.84982991
#> 832 -0.01497498
#> 833 -0.50914920
#> 834 0.72628636
#> 835 -1.00332342
#> 836 -0.63269276
#> 837 -0.63269276
#> 838 0.84982991
#> 839 -1.62104120
#> 840 -1.12686698
#> 841 0.84982991
#> 842 0.72628636
#> 843 0.35565569
#> 844 -0.01497498
#> 845 -1.25041054
#> 846 -1.49749765
#> 847 1.83817836
#> 848 -0.50914920
#> 849 -0.01497498
#> 850 -0.13851853
#> 851 -1.62104120
#> 852 -1.74458476
#> 853 1.09691703
#> 854 -0.13851853
#> 855 0.47919925
#> 856 0.97337347
#> 857 2.45589614
#> 858 -1.62104120
#> 859 1.22046058
#> 860 -1.00332342
#> 861 0.35565569
#> 862 -1.25041054
#> 863 0.23211214
#> 864 0.60274280
#> 865 1.34400414
#> 866 0.10856858
#> 867 -0.01497498
#> 868 -1.49749765
#> 869 -1.00332342
#> 870 -0.50914920
#> 871 -1.37395409
#> 872 -0.50914920
#> 873 -0.75623631
#> 874 0.23211214
#> 875 -0.38560564
#> 876 -1.74458476
#> 877 0.47919925
#> 878 -0.01497498
#> 879 -0.75623631
#> 880 -0.13851853
#> 881 0.47919925
#> 882 -0.63269276
#> 883 0.23211214
#> 884 0.97337347
#> 885 -1.49749765
#> 886 -0.01497498
#> 887 0.23211214
#> 888 -1.12686698
#> 889 -1.74458476
#> 890 1.71463481
#> 891 -0.63269276
#> 892 -0.26206209
#> 893 -0.50914920
#> 894 1.34400414
#> 895 1.46754769
#> 896 0.84982991
#> 897 -1.74458476
#> 898 0.35565569
#> 899 0.10856858
#> 900 -0.63269276
#> 901 -1.74458476
#> 902 -1.49749765
#> 903 NA
#> 904 NA
#> 905 NA
#> 906 NA
#> 907 NA
#> 908 NA
# with quasi-quotation
x <- "e17age"
center(efc, !!x, append = FALSE) %>% head()
#> e17age_c
#> 1 3.878788
#> 2 8.878788
#> 3 2.878788
#> 4 -12.121212
#> 5 4.878788
#> 6 5.878788
# works with mutate()
library(dplyr)
efc %>%
select(e17age, neg_c_7) %>%
mutate(age_std = std(e17age), burden = center(neg_c_7)) %>%
head()
#> e17age neg_c_7 age_std burden
#> 1 83 12 0.4791992 0.1502242
#> 2 88 20 1.0969170 8.1502242
#> 3 82 11 0.3556557 -0.8497758
#> 4 67 10 -1.4974976 -1.8497758
#> 5 84 12 0.6027428 0.1502242
#> 6 85 19 0.7262864 7.1502242
# works also with grouped data frames
mtcars %>% std(disp)
#> mpg cyl disp hp drat wt qsec vs am gear carb
#> Mazda RX4 21.0 6 160.0 110 3.90 2.620 16.46 0 1 4 4
#> Mazda RX4 Wag 21.0 6 160.0 110 3.90 2.875 17.02 0 1 4 4
#> Datsun 710 22.8 4 108.0 93 3.85 2.320 18.61 1 1 4 1
#> Hornet 4 Drive 21.4 6 258.0 110 3.08 3.215 19.44 1 0 3 1
#> Hornet Sportabout 18.7 8 360.0 175 3.15 3.440 17.02 0 0 3 2
#> Valiant 18.1 6 225.0 105 2.76 3.460 20.22 1 0 3 1
#> Duster 360 14.3 8 360.0 245 3.21 3.570 15.84 0 0 3 4
#> Merc 240D 24.4 4 146.7 62 3.69 3.190 20.00 1 0 4 2
#> Merc 230 22.8 4 140.8 95 3.92 3.150 22.90 1 0 4 2
#> Merc 280 19.2 6 167.6 123 3.92 3.440 18.30 1 0 4 4
#> Merc 280C 17.8 6 167.6 123 3.92 3.440 18.90 1 0 4 4
#> Merc 450SE 16.4 8 275.8 180 3.07 4.070 17.40 0 0 3 3
#> Merc 450SL 17.3 8 275.8 180 3.07 3.730 17.60 0 0 3 3
#> Merc 450SLC 15.2 8 275.8 180 3.07 3.780 18.00 0 0 3 3
#> Cadillac Fleetwood 10.4 8 472.0 205 2.93 5.250 17.98 0 0 3 4
#> Lincoln Continental 10.4 8 460.0 215 3.00 5.424 17.82 0 0 3 4
#> Chrysler Imperial 14.7 8 440.0 230 3.23 5.345 17.42 0 0 3 4
#> Fiat 128 32.4 4 78.7 66 4.08 2.200 19.47 1 1 4 1
#> Honda Civic 30.4 4 75.7 52 4.93 1.615 18.52 1 1 4 2
#> Toyota Corolla 33.9 4 71.1 65 4.22 1.835 19.90 1 1 4 1
#> Toyota Corona 21.5 4 120.1 97 3.70 2.465 20.01 1 0 3 1
#> Dodge Challenger 15.5 8 318.0 150 2.76 3.520 16.87 0 0 3 2
#> AMC Javelin 15.2 8 304.0 150 3.15 3.435 17.30 0 0 3 2
#> Camaro Z28 13.3 8 350.0 245 3.73 3.840 15.41 0 0 3 4
#> Pontiac Firebird 19.2 8 400.0 175 3.08 3.845 17.05 0 0 3 2
#> Fiat X1-9 27.3 4 79.0 66 4.08 1.935 18.90 1 1 4 1
#> Porsche 914-2 26.0 4 120.3 91 4.43 2.140 16.70 0 1 5 2
#> Lotus Europa 30.4 4 95.1 113 3.77 1.513 16.90 1 1 5 2
#> Ford Pantera L 15.8 8 351.0 264 4.22 3.170 14.50 0 1 5 4
#> Ferrari Dino 19.7 6 145.0 175 3.62 2.770 15.50 0 1 5 6
#> Maserati Bora 15.0 8 301.0 335 3.54 3.570 14.60 0 1 5 8
#> Volvo 142E 21.4 4 121.0 109 4.11 2.780 18.60 1 1 4 2
#> disp_z
#> Mazda RX4 -0.57061982
#> Mazda RX4 Wag -0.57061982
#> Datsun 710 -0.99018209
#> Hornet 4 Drive 0.22009369
#> Hornet Sportabout 1.04308123
#> Valiant -0.04616698
#> Duster 360 1.04308123
#> Merc 240D -0.67793094
#> Merc 230 -0.72553512
#> Merc 280 -0.50929918
#> Merc 280C -0.50929918
#> Merc 450SE 0.36371309
#> Merc 450SL 0.36371309
#> Merc 450SLC 0.36371309
#> Cadillac Fleetwood 1.94675381
#> Lincoln Continental 1.84993175
#> Chrysler Imperial 1.68856165
#> Fiat 128 -1.22658929
#> Honda Civic -1.25079481
#> Toyota Corolla -1.28790993
#> Toyota Corona -0.89255318
#> Dodge Challenger 0.70420401
#> AMC Javelin 0.59124494
#> Camaro Z28 0.96239618
#> Pontiac Firebird 1.36582144
#> Fiat X1-9 -1.22416874
#> Porsche 914-2 -0.89093948
#> Lotus Europa -1.09426581
#> Ford Pantera L 0.97046468
#> Ferrari Dino -0.69164740
#> Maserati Bora 0.56703942
#> Volvo 142E -0.88529152
# compare new column "disp_z" w/ output above
mtcars %>%
group_by(cyl) %>%
std(disp)
#> # A tibble: 32 × 12
#> # Groups: cyl [3]
#> mpg cyl disp hp drat wt qsec vs am gear carb disp_z
#> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 21 6 160 110 3.9 2.62 16.5 0 1 4 4 -0.561
#> 2 21 6 160 110 3.9 2.88 17.0 0 1 4 4 -0.561
#> 3 22.8 4 108 93 3.85 2.32 18.6 1 1 4 1 0.107
#> 4 21.4 6 258 110 3.08 3.22 19.4 1 0 3 1 1.80
#> 5 18.7 8 360 175 3.15 3.44 17.0 0 0 3 2 0.102
#> 6 18.1 6 225 105 2.76 3.46 20.2 1 0 3 1 1.00
#> 7 14.3 8 360 245 3.21 3.57 15.8 0 0 3 4 0.102
#> 8 24.4 4 147. 62 3.69 3.19 20 1 0 4 2 1.55
#> 9 22.8 4 141. 95 3.92 3.15 22.9 1 0 4 2 1.33
#> 10 19.2 6 168. 123 3.92 3.44 18.3 1 0 4 4 -0.378
#> # … with 22 more rows
data(iris)
# also standardize factors
std(iris, include.fac = TRUE, append = FALSE)
#> Sepal.Length_z Sepal.Width_z Petal.Length_z Petal.Width_z Species_z
#> 1 -0.89767388 1.01560199 -1.33575163 -1.3110521482 -1.220656
#> 2 -1.13920048 -0.13153881 -1.33575163 -1.3110521482 -1.220656
#> 3 -1.38072709 0.32731751 -1.39239929 -1.3110521482 -1.220656
#> 4 -1.50149039 0.09788935 -1.27910398 -1.3110521482 -1.220656
#> 5 -1.01843718 1.24503015 -1.33575163 -1.3110521482 -1.220656
#> 6 -0.53538397 1.93331463 -1.16580868 -1.0486667950 -1.220656
#> 7 -1.50149039 0.78617383 -1.33575163 -1.1798594716 -1.220656
#> 8 -1.01843718 0.78617383 -1.27910398 -1.3110521482 -1.220656
#> 9 -1.74301699 -0.36096697 -1.33575163 -1.3110521482 -1.220656
#> 10 -1.13920048 0.09788935 -1.27910398 -1.4422448248 -1.220656
#> 11 -0.53538397 1.47445831 -1.27910398 -1.3110521482 -1.220656
#> 12 -1.25996379 0.78617383 -1.22245633 -1.3110521482 -1.220656
#> 13 -1.25996379 -0.13153881 -1.33575163 -1.4422448248 -1.220656
#> 14 -1.86378030 -0.13153881 -1.50569459 -1.4422448248 -1.220656
#> 15 -0.05233076 2.16274279 -1.44904694 -1.3110521482 -1.220656
#> 16 -0.17309407 3.08045544 -1.27910398 -1.0486667950 -1.220656
#> 17 -0.53538397 1.93331463 -1.39239929 -1.0486667950 -1.220656
#> 18 -0.89767388 1.01560199 -1.33575163 -1.1798594716 -1.220656
#> 19 -0.17309407 1.70388647 -1.16580868 -1.1798594716 -1.220656
#> 20 -0.89767388 1.70388647 -1.27910398 -1.1798594716 -1.220656
#> 21 -0.53538397 0.78617383 -1.16580868 -1.3110521482 -1.220656
#> 22 -0.89767388 1.47445831 -1.27910398 -1.0486667950 -1.220656
#> 23 -1.50149039 1.24503015 -1.56234224 -1.3110521482 -1.220656
#> 24 -0.89767388 0.55674567 -1.16580868 -0.9174741184 -1.220656
#> 25 -1.25996379 0.78617383 -1.05251337 -1.3110521482 -1.220656
#> 26 -1.01843718 -0.13153881 -1.22245633 -1.3110521482 -1.220656
#> 27 -1.01843718 0.78617383 -1.22245633 -1.0486667950 -1.220656
#> 28 -0.77691058 1.01560199 -1.27910398 -1.3110521482 -1.220656
#> 29 -0.77691058 0.78617383 -1.33575163 -1.3110521482 -1.220656
#> 30 -1.38072709 0.32731751 -1.22245633 -1.3110521482 -1.220656
#> 31 -1.25996379 0.09788935 -1.22245633 -1.3110521482 -1.220656
#> 32 -0.53538397 0.78617383 -1.27910398 -1.0486667950 -1.220656
#> 33 -0.77691058 2.39217095 -1.27910398 -1.4422448248 -1.220656
#> 34 -0.41462067 2.62159911 -1.33575163 -1.3110521482 -1.220656
#> 35 -1.13920048 0.09788935 -1.27910398 -1.3110521482 -1.220656
#> 36 -1.01843718 0.32731751 -1.44904694 -1.3110521482 -1.220656
#> 37 -0.41462067 1.01560199 -1.39239929 -1.3110521482 -1.220656
#> 38 -1.13920048 1.24503015 -1.33575163 -1.4422448248 -1.220656
#> 39 -1.74301699 -0.13153881 -1.39239929 -1.3110521482 -1.220656
#> 40 -0.89767388 0.78617383 -1.27910398 -1.3110521482 -1.220656
#> 41 -1.01843718 1.01560199 -1.39239929 -1.1798594716 -1.220656
#> 42 -1.62225369 -1.73753594 -1.39239929 -1.1798594716 -1.220656
#> 43 -1.74301699 0.32731751 -1.39239929 -1.3110521482 -1.220656
#> 44 -1.01843718 1.01560199 -1.22245633 -0.7862814418 -1.220656
#> 45 -0.89767388 1.70388647 -1.05251337 -1.0486667950 -1.220656
#> 46 -1.25996379 -0.13153881 -1.33575163 -1.1798594716 -1.220656
#> 47 -0.89767388 1.70388647 -1.22245633 -1.3110521482 -1.220656
#> 48 -1.50149039 0.32731751 -1.33575163 -1.3110521482 -1.220656
#> 49 -0.65614727 1.47445831 -1.27910398 -1.3110521482 -1.220656
#> 50 -1.01843718 0.55674567 -1.33575163 -1.3110521482 -1.220656
#> 51 1.39682886 0.32731751 0.53362088 0.2632599711 0.000000
#> 52 0.67224905 0.32731751 0.42032558 0.3944526477 0.000000
#> 53 1.27606556 0.09788935 0.64691619 0.3944526477 0.000000
#> 54 -0.41462067 -1.73753594 0.13708732 0.1320672944 0.000000
#> 55 0.79301235 -0.59039513 0.47697323 0.3944526477 0.000000
#> 56 -0.17309407 -0.59039513 0.42032558 0.1320672944 0.000000
#> 57 0.55148575 0.55674567 0.53362088 0.5256453243 0.000000
#> 58 -1.13920048 -1.50810778 -0.25944625 -0.2615107354 0.000000
#> 59 0.91377565 -0.36096697 0.47697323 0.1320672944 0.000000
#> 60 -0.77691058 -0.81982329 0.08043967 0.2632599711 0.000000
#> 61 -1.01843718 -2.42582042 -0.14615094 -0.2615107354 0.000000
#> 62 0.06843254 -0.13153881 0.25038262 0.3944526477 0.000000
#> 63 0.18919584 -1.96696410 0.13708732 -0.2615107354 0.000000
#> 64 0.30995914 -0.36096697 0.53362088 0.2632599711 0.000000
#> 65 -0.29385737 -0.36096697 -0.08950329 0.1320672944 0.000000
#> 66 1.03453895 0.09788935 0.36367793 0.2632599711 0.000000
#> 67 -0.29385737 -0.13153881 0.42032558 0.3944526477 0.000000
#> 68 -0.05233076 -0.81982329 0.19373497 -0.2615107354 0.000000
#> 69 0.43072244 -1.96696410 0.42032558 0.3944526477 0.000000
#> 70 -0.29385737 -1.27867961 0.08043967 -0.1303180588 0.000000
#> 71 0.06843254 0.32731751 0.59026853 0.7880306775 0.000000
#> 72 0.30995914 -0.59039513 0.13708732 0.1320672944 0.000000
#> 73 0.55148575 -1.27867961 0.64691619 0.3944526477 0.000000
#> 74 0.30995914 -0.59039513 0.53362088 0.0008746178 0.000000
#> 75 0.67224905 -0.36096697 0.30703027 0.1320672944 0.000000
#> 76 0.91377565 -0.13153881 0.36367793 0.2632599711 0.000000
#> 77 1.15530226 -0.59039513 0.59026853 0.2632599711 0.000000
#> 78 1.03453895 -0.13153881 0.70356384 0.6568380009 0.000000
#> 79 0.18919584 -0.36096697 0.42032558 0.3944526477 0.000000
#> 80 -0.17309407 -1.04925145 -0.14615094 -0.2615107354 0.000000
#> 81 -0.41462067 -1.50810778 0.02379201 -0.1303180588 0.000000
#> 82 -0.41462067 -1.50810778 -0.03285564 -0.2615107354 0.000000
#> 83 -0.05233076 -0.81982329 0.08043967 0.0008746178 0.000000
#> 84 0.18919584 -0.81982329 0.76021149 0.5256453243 0.000000
#> 85 -0.53538397 -0.13153881 0.42032558 0.3944526477 0.000000
#> 86 0.18919584 0.78617383 0.42032558 0.5256453243 0.000000
#> 87 1.03453895 0.09788935 0.53362088 0.3944526477 0.000000
#> 88 0.55148575 -1.73753594 0.36367793 0.1320672944 0.000000
#> 89 -0.29385737 -0.13153881 0.19373497 0.1320672944 0.000000
#> 90 -0.41462067 -1.27867961 0.13708732 0.1320672944 0.000000
#> 91 -0.41462067 -1.04925145 0.36367793 0.0008746178 0.000000
#> 92 0.30995914 -0.13153881 0.47697323 0.2632599711 0.000000
#> 93 -0.05233076 -1.04925145 0.13708732 0.0008746178 0.000000
#> 94 -1.01843718 -1.73753594 -0.25944625 -0.2615107354 0.000000
#> 95 -0.29385737 -0.81982329 0.25038262 0.1320672944 0.000000
#> 96 -0.17309407 -0.13153881 0.25038262 0.0008746178 0.000000
#> 97 -0.17309407 -0.36096697 0.25038262 0.1320672944 0.000000
#> 98 0.43072244 -0.36096697 0.30703027 0.1320672944 0.000000
#> 99 -0.89767388 -1.27867961 -0.42938920 -0.1303180588 0.000000
#> 100 -0.17309407 -0.59039513 0.19373497 0.1320672944 0.000000
#> 101 0.55148575 0.55674567 1.27004036 1.7063794137 1.220656
#> 102 -0.05233076 -0.81982329 0.76021149 0.9192233541 1.220656
#> 103 1.51759216 -0.13153881 1.21339271 1.1816087073 1.220656
#> 104 0.55148575 -0.36096697 1.04344975 0.7880306775 1.220656
#> 105 0.79301235 -0.13153881 1.15674505 1.3128013839 1.220656
#> 106 2.12140867 -0.13153881 1.60992627 1.1816087073 1.220656
#> 107 -1.13920048 -1.27867961 0.42032558 0.6568380009 1.220656
#> 108 1.75911877 -0.36096697 1.43998331 0.7880306775 1.220656
#> 109 1.03453895 -1.27867961 1.15674505 0.7880306775 1.220656
#> 110 1.63835547 1.24503015 1.32668801 1.7063794137 1.220656
#> 111 0.79301235 0.32731751 0.76021149 1.0504160307 1.220656
#> 112 0.67224905 -0.81982329 0.87350679 0.9192233541 1.220656
#> 113 1.15530226 -0.13153881 0.98680210 1.1816087073 1.220656
#> 114 -0.17309407 -1.27867961 0.70356384 1.0504160307 1.220656
#> 115 -0.05233076 -0.59039513 0.76021149 1.5751867371 1.220656
#> 116 0.67224905 0.32731751 0.87350679 1.4439940605 1.220656
#> 117 0.79301235 -0.13153881 0.98680210 0.7880306775 1.220656
#> 118 2.24217198 1.70388647 1.66657392 1.3128013839 1.220656
#> 119 2.24217198 -1.04925145 1.77986923 1.4439940605 1.220656
#> 120 0.18919584 -1.96696410 0.70356384 0.3944526477 1.220656
#> 121 1.27606556 0.32731751 1.10009740 1.4439940605 1.220656
#> 122 -0.29385737 -0.59039513 0.64691619 1.0504160307 1.220656
#> 123 2.24217198 -0.59039513 1.66657392 1.0504160307 1.220656
#> 124 0.55148575 -0.81982329 0.64691619 0.7880306775 1.220656
#> 125 1.03453895 0.55674567 1.10009740 1.1816087073 1.220656
#> 126 1.63835547 0.32731751 1.27004036 0.7880306775 1.220656
#> 127 0.43072244 -0.59039513 0.59026853 0.7880306775 1.220656
#> 128 0.30995914 -0.13153881 0.64691619 0.7880306775 1.220656
#> 129 0.67224905 -0.59039513 1.04344975 1.1816087073 1.220656
#> 130 1.63835547 -0.13153881 1.15674505 0.5256453243 1.220656
#> 131 1.87988207 -0.59039513 1.32668801 0.9192233541 1.220656
#> 132 2.48369858 1.70388647 1.49663097 1.0504160307 1.220656
#> 133 0.67224905 -0.59039513 1.04344975 1.3128013839 1.220656
#> 134 0.55148575 -0.59039513 0.76021149 0.3944526477 1.220656
#> 135 0.30995914 -1.04925145 1.04344975 0.2632599711 1.220656
#> 136 2.24217198 -0.13153881 1.32668801 1.4439940605 1.220656
#> 137 0.55148575 0.78617383 1.04344975 1.5751867371 1.220656
#> 138 0.67224905 0.09788935 0.98680210 0.7880306775 1.220656
#> 139 0.18919584 -0.13153881 0.59026853 0.7880306775 1.220656
#> 140 1.27606556 0.09788935 0.93015445 1.1816087073 1.220656
#> 141 1.03453895 0.09788935 1.04344975 1.5751867371 1.220656
#> 142 1.27606556 0.09788935 0.76021149 1.4439940605 1.220656
#> 143 -0.05233076 -0.81982329 0.76021149 0.9192233541 1.220656
#> 144 1.15530226 0.32731751 1.21339271 1.4439940605 1.220656
#> 145 1.03453895 0.55674567 1.10009740 1.7063794137 1.220656
#> 146 1.03453895 -0.13153881 0.81685914 1.4439940605 1.220656
#> 147 0.55148575 -1.27867961 0.70356384 0.9192233541 1.220656
#> 148 0.79301235 -0.13153881 0.81685914 1.0504160307 1.220656
#> 149 0.43072244 0.78617383 0.93015445 1.4439940605 1.220656
#> 150 0.06843254 -0.13153881 0.76021149 0.7880306775 1.220656
# don't standardize factors
std(iris, include.fac = FALSE, append = FALSE)
#> Sepal.Length_z Sepal.Width_z Petal.Length_z Petal.Width_z Species_z
#> 1 -0.89767388 1.01560199 -1.33575163 -1.3110521482 setosa
#> 2 -1.13920048 -0.13153881 -1.33575163 -1.3110521482 setosa
#> 3 -1.38072709 0.32731751 -1.39239929 -1.3110521482 setosa
#> 4 -1.50149039 0.09788935 -1.27910398 -1.3110521482 setosa
#> 5 -1.01843718 1.24503015 -1.33575163 -1.3110521482 setosa
#> 6 -0.53538397 1.93331463 -1.16580868 -1.0486667950 setosa
#> 7 -1.50149039 0.78617383 -1.33575163 -1.1798594716 setosa
#> 8 -1.01843718 0.78617383 -1.27910398 -1.3110521482 setosa
#> 9 -1.74301699 -0.36096697 -1.33575163 -1.3110521482 setosa
#> 10 -1.13920048 0.09788935 -1.27910398 -1.4422448248 setosa
#> 11 -0.53538397 1.47445831 -1.27910398 -1.3110521482 setosa
#> 12 -1.25996379 0.78617383 -1.22245633 -1.3110521482 setosa
#> 13 -1.25996379 -0.13153881 -1.33575163 -1.4422448248 setosa
#> 14 -1.86378030 -0.13153881 -1.50569459 -1.4422448248 setosa
#> 15 -0.05233076 2.16274279 -1.44904694 -1.3110521482 setosa
#> 16 -0.17309407 3.08045544 -1.27910398 -1.0486667950 setosa
#> 17 -0.53538397 1.93331463 -1.39239929 -1.0486667950 setosa
#> 18 -0.89767388 1.01560199 -1.33575163 -1.1798594716 setosa
#> 19 -0.17309407 1.70388647 -1.16580868 -1.1798594716 setosa
#> 20 -0.89767388 1.70388647 -1.27910398 -1.1798594716 setosa
#> 21 -0.53538397 0.78617383 -1.16580868 -1.3110521482 setosa
#> 22 -0.89767388 1.47445831 -1.27910398 -1.0486667950 setosa
#> 23 -1.50149039 1.24503015 -1.56234224 -1.3110521482 setosa
#> 24 -0.89767388 0.55674567 -1.16580868 -0.9174741184 setosa
#> 25 -1.25996379 0.78617383 -1.05251337 -1.3110521482 setosa
#> 26 -1.01843718 -0.13153881 -1.22245633 -1.3110521482 setosa
#> 27 -1.01843718 0.78617383 -1.22245633 -1.0486667950 setosa
#> 28 -0.77691058 1.01560199 -1.27910398 -1.3110521482 setosa
#> 29 -0.77691058 0.78617383 -1.33575163 -1.3110521482 setosa
#> 30 -1.38072709 0.32731751 -1.22245633 -1.3110521482 setosa
#> 31 -1.25996379 0.09788935 -1.22245633 -1.3110521482 setosa
#> 32 -0.53538397 0.78617383 -1.27910398 -1.0486667950 setosa
#> 33 -0.77691058 2.39217095 -1.27910398 -1.4422448248 setosa
#> 34 -0.41462067 2.62159911 -1.33575163 -1.3110521482 setosa
#> 35 -1.13920048 0.09788935 -1.27910398 -1.3110521482 setosa
#> 36 -1.01843718 0.32731751 -1.44904694 -1.3110521482 setosa
#> 37 -0.41462067 1.01560199 -1.39239929 -1.3110521482 setosa
#> 38 -1.13920048 1.24503015 -1.33575163 -1.4422448248 setosa
#> 39 -1.74301699 -0.13153881 -1.39239929 -1.3110521482 setosa
#> 40 -0.89767388 0.78617383 -1.27910398 -1.3110521482 setosa
#> 41 -1.01843718 1.01560199 -1.39239929 -1.1798594716 setosa
#> 42 -1.62225369 -1.73753594 -1.39239929 -1.1798594716 setosa
#> 43 -1.74301699 0.32731751 -1.39239929 -1.3110521482 setosa
#> 44 -1.01843718 1.01560199 -1.22245633 -0.7862814418 setosa
#> 45 -0.89767388 1.70388647 -1.05251337 -1.0486667950 setosa
#> 46 -1.25996379 -0.13153881 -1.33575163 -1.1798594716 setosa
#> 47 -0.89767388 1.70388647 -1.22245633 -1.3110521482 setosa
#> 48 -1.50149039 0.32731751 -1.33575163 -1.3110521482 setosa
#> 49 -0.65614727 1.47445831 -1.27910398 -1.3110521482 setosa
#> 50 -1.01843718 0.55674567 -1.33575163 -1.3110521482 setosa
#> 51 1.39682886 0.32731751 0.53362088 0.2632599711 versicolor
#> 52 0.67224905 0.32731751 0.42032558 0.3944526477 versicolor
#> 53 1.27606556 0.09788935 0.64691619 0.3944526477 versicolor
#> 54 -0.41462067 -1.73753594 0.13708732 0.1320672944 versicolor
#> 55 0.79301235 -0.59039513 0.47697323 0.3944526477 versicolor
#> 56 -0.17309407 -0.59039513 0.42032558 0.1320672944 versicolor
#> 57 0.55148575 0.55674567 0.53362088 0.5256453243 versicolor
#> 58 -1.13920048 -1.50810778 -0.25944625 -0.2615107354 versicolor
#> 59 0.91377565 -0.36096697 0.47697323 0.1320672944 versicolor
#> 60 -0.77691058 -0.81982329 0.08043967 0.2632599711 versicolor
#> 61 -1.01843718 -2.42582042 -0.14615094 -0.2615107354 versicolor
#> 62 0.06843254 -0.13153881 0.25038262 0.3944526477 versicolor
#> 63 0.18919584 -1.96696410 0.13708732 -0.2615107354 versicolor
#> 64 0.30995914 -0.36096697 0.53362088 0.2632599711 versicolor
#> 65 -0.29385737 -0.36096697 -0.08950329 0.1320672944 versicolor
#> 66 1.03453895 0.09788935 0.36367793 0.2632599711 versicolor
#> 67 -0.29385737 -0.13153881 0.42032558 0.3944526477 versicolor
#> 68 -0.05233076 -0.81982329 0.19373497 -0.2615107354 versicolor
#> 69 0.43072244 -1.96696410 0.42032558 0.3944526477 versicolor
#> 70 -0.29385737 -1.27867961 0.08043967 -0.1303180588 versicolor
#> 71 0.06843254 0.32731751 0.59026853 0.7880306775 versicolor
#> 72 0.30995914 -0.59039513 0.13708732 0.1320672944 versicolor
#> 73 0.55148575 -1.27867961 0.64691619 0.3944526477 versicolor
#> 74 0.30995914 -0.59039513 0.53362088 0.0008746178 versicolor
#> 75 0.67224905 -0.36096697 0.30703027 0.1320672944 versicolor
#> 76 0.91377565 -0.13153881 0.36367793 0.2632599711 versicolor
#> 77 1.15530226 -0.59039513 0.59026853 0.2632599711 versicolor
#> 78 1.03453895 -0.13153881 0.70356384 0.6568380009 versicolor
#> 79 0.18919584 -0.36096697 0.42032558 0.3944526477 versicolor
#> 80 -0.17309407 -1.04925145 -0.14615094 -0.2615107354 versicolor
#> 81 -0.41462067 -1.50810778 0.02379201 -0.1303180588 versicolor
#> 82 -0.41462067 -1.50810778 -0.03285564 -0.2615107354 versicolor
#> 83 -0.05233076 -0.81982329 0.08043967 0.0008746178 versicolor
#> 84 0.18919584 -0.81982329 0.76021149 0.5256453243 versicolor
#> 85 -0.53538397 -0.13153881 0.42032558 0.3944526477 versicolor
#> 86 0.18919584 0.78617383 0.42032558 0.5256453243 versicolor
#> 87 1.03453895 0.09788935 0.53362088 0.3944526477 versicolor
#> 88 0.55148575 -1.73753594 0.36367793 0.1320672944 versicolor
#> 89 -0.29385737 -0.13153881 0.19373497 0.1320672944 versicolor
#> 90 -0.41462067 -1.27867961 0.13708732 0.1320672944 versicolor
#> 91 -0.41462067 -1.04925145 0.36367793 0.0008746178 versicolor
#> 92 0.30995914 -0.13153881 0.47697323 0.2632599711 versicolor
#> 93 -0.05233076 -1.04925145 0.13708732 0.0008746178 versicolor
#> 94 -1.01843718 -1.73753594 -0.25944625 -0.2615107354 versicolor
#> 95 -0.29385737 -0.81982329 0.25038262 0.1320672944 versicolor
#> 96 -0.17309407 -0.13153881 0.25038262 0.0008746178 versicolor
#> 97 -0.17309407 -0.36096697 0.25038262 0.1320672944 versicolor
#> 98 0.43072244 -0.36096697 0.30703027 0.1320672944 versicolor
#> 99 -0.89767388 -1.27867961 -0.42938920 -0.1303180588 versicolor
#> 100 -0.17309407 -0.59039513 0.19373497 0.1320672944 versicolor
#> 101 0.55148575 0.55674567 1.27004036 1.7063794137 virginica
#> 102 -0.05233076 -0.81982329 0.76021149 0.9192233541 virginica
#> 103 1.51759216 -0.13153881 1.21339271 1.1816087073 virginica
#> 104 0.55148575 -0.36096697 1.04344975 0.7880306775 virginica
#> 105 0.79301235 -0.13153881 1.15674505 1.3128013839 virginica
#> 106 2.12140867 -0.13153881 1.60992627 1.1816087073 virginica
#> 107 -1.13920048 -1.27867961 0.42032558 0.6568380009 virginica
#> 108 1.75911877 -0.36096697 1.43998331 0.7880306775 virginica
#> 109 1.03453895 -1.27867961 1.15674505 0.7880306775 virginica
#> 110 1.63835547 1.24503015 1.32668801 1.7063794137 virginica
#> 111 0.79301235 0.32731751 0.76021149 1.0504160307 virginica
#> 112 0.67224905 -0.81982329 0.87350679 0.9192233541 virginica
#> 113 1.15530226 -0.13153881 0.98680210 1.1816087073 virginica
#> 114 -0.17309407 -1.27867961 0.70356384 1.0504160307 virginica
#> 115 -0.05233076 -0.59039513 0.76021149 1.5751867371 virginica
#> 116 0.67224905 0.32731751 0.87350679 1.4439940605 virginica
#> 117 0.79301235 -0.13153881 0.98680210 0.7880306775 virginica
#> 118 2.24217198 1.70388647 1.66657392 1.3128013839 virginica
#> 119 2.24217198 -1.04925145 1.77986923 1.4439940605 virginica
#> 120 0.18919584 -1.96696410 0.70356384 0.3944526477 virginica
#> 121 1.27606556 0.32731751 1.10009740 1.4439940605 virginica
#> 122 -0.29385737 -0.59039513 0.64691619 1.0504160307 virginica
#> 123 2.24217198 -0.59039513 1.66657392 1.0504160307 virginica
#> 124 0.55148575 -0.81982329 0.64691619 0.7880306775 virginica
#> 125 1.03453895 0.55674567 1.10009740 1.1816087073 virginica
#> 126 1.63835547 0.32731751 1.27004036 0.7880306775 virginica
#> 127 0.43072244 -0.59039513 0.59026853 0.7880306775 virginica
#> 128 0.30995914 -0.13153881 0.64691619 0.7880306775 virginica
#> 129 0.67224905 -0.59039513 1.04344975 1.1816087073 virginica
#> 130 1.63835547 -0.13153881 1.15674505 0.5256453243 virginica
#> 131 1.87988207 -0.59039513 1.32668801 0.9192233541 virginica
#> 132 2.48369858 1.70388647 1.49663097 1.0504160307 virginica
#> 133 0.67224905 -0.59039513 1.04344975 1.3128013839 virginica
#> 134 0.55148575 -0.59039513 0.76021149 0.3944526477 virginica
#> 135 0.30995914 -1.04925145 1.04344975 0.2632599711 virginica
#> 136 2.24217198 -0.13153881 1.32668801 1.4439940605 virginica
#> 137 0.55148575 0.78617383 1.04344975 1.5751867371 virginica
#> 138 0.67224905 0.09788935 0.98680210 0.7880306775 virginica
#> 139 0.18919584 -0.13153881 0.59026853 0.7880306775 virginica
#> 140 1.27606556 0.09788935 0.93015445 1.1816087073 virginica
#> 141 1.03453895 0.09788935 1.04344975 1.5751867371 virginica
#> 142 1.27606556 0.09788935 0.76021149 1.4439940605 virginica
#> 143 -0.05233076 -0.81982329 0.76021149 0.9192233541 virginica
#> 144 1.15530226 0.32731751 1.21339271 1.4439940605 virginica
#> 145 1.03453895 0.55674567 1.10009740 1.7063794137 virginica
#> 146 1.03453895 -0.13153881 0.81685914 1.4439940605 virginica
#> 147 0.55148575 -1.27867961 0.70356384 0.9192233541 virginica
#> 148 0.79301235 -0.13153881 0.81685914 1.0504160307 virginica
#> 149 0.43072244 0.78617383 0.93015445 1.4439940605 virginica
#> 150 0.06843254 -0.13153881 0.76021149 0.7880306775 virginica
# standardize only variables with more than 10 unique values
p <- function(x) dplyr::n_distinct(x) > 10
std_if(efc, predicate = p, append = FALSE)
#> c12hour_z e17age_z c160age_z barthtot_z neg_c_7_z pos_v_4_z
#> 1 -0.519615996 0.47919925 0.19002509 0.35385338 0.03890892 -0.2125309
#> 2 2.078551270 1.09691703 0.04023278 0.35385338 2.11095413 -0.6583397
#> 3 0.543270613 0.35565569 1.98753275 -1.00022044 -0.22009673 0.2332779
#> 4 2.472212977 -1.49749765 1.16367507 -2.18503504 -0.47910238 1.1248956
#> 5 2.472212977 0.60274280 -0.48404028 -1.33873890 0.03890892 1.1248956
#> 6 -0.519615996 0.72628636 0.19002509 -0.15392430 1.85194848 -1.5499574
#> 7 2.334431379 -0.63269276 0.56450585 -2.01577581 0.81592587 0.2332779
#> 8 1.330594027 0.97337347 1.01388277 -1.00022044 -0.22009673 0.6790868
#> 9 -0.283418972 -0.01497498 0.41471355 -1.67725736 0.81592587 0.2332779
#> 10 -0.047221948 0.47919925 -0.33424798 -2.18503504 -0.47910238 0.2332779
#> 11 1.133763173 -1.37395409 0.93898661 -1.33873890 4.18299934 -1.5499574
#> 12 -0.342468228 2.20880903 -0.48404028 0.69237184 1.59294283 -1.9957662
#> 13 -0.342468228 0.10856858 0.33981739 -1.67725736 0.29791457 0.6790868
#> 14 -0.362151313 -0.50914920 1.61305199 0.18459415 1.59294283 0.6790868
#> 15 0.267707418 0.35565569 -0.33424798 NA 1.07493153 -1.5499574
#> 16 -0.440883654 1.22046058 0.19002509 -2.18503504 0.29791457 0.6790868
#> 17 -0.342468228 0.10856858 1.61305199 1.03089029 -0.22009673 1.1248956
#> 18 1.645523392 -0.87977987 1.23857122 -0.32318353 -0.22009673 0.2332779
#> 19 2.472212977 1.83817836 -0.10955952 -0.32318353 0.29791457 0.2332779
#> 20 1.488058709 -0.01497498 -0.40914413 -0.66170199 1.33393718 -0.2125309
#> 21 2.117917441 1.22046058 0.33981739 -2.18503504 -0.22009673 -0.6583397
#> 22 0.149608906 -1.49749765 0.86409046 0.18459415 -0.73810803 -0.2125309
#> 23 -0.480249825 1.83817836 -0.33424798 -1.50799813 -0.99711368 1.1248956
#> 24 2.472212977 0.47919925 0.48960970 -2.18503504 0.55692022 1.1248956
#> 25 -0.539299081 0.72628636 0.11512894 1.03089029 -0.22009673 0.6790868
#> 26 2.472212977 0.10856858 0.63940200 -1.84651659 2.88797109 -0.2125309
#> 27 -0.598348337 1.09691703 1.08877892 0.35385338 NA -1.1041485
#> 28 -0.696763764 -0.38560564 1.68794814 0.86163107 -0.22009673 -1.5499574
#> 29 -0.145637374 0.60274280 0.33981739 -0.15392430 0.81592587 -0.6583397
#> 30 2.472212977 1.96172192 0.86409046 -1.50799813 -0.22009673 NA
#> 31 2.117917441 1.09691703 0.71429816 NA 3.40598239 0.2332779
#> 32 2.472212977 0.97337347 1.91263660 -0.49244276 -0.73810803 -0.2125309
#> 33 2.472212977 1.22046058 0.86409046 0.35385338 0.81592587 -1.5499574
#> 34 1.507741795 0.10856858 1.53815583 -0.49244276 2.11095413 -0.2125309
#> 35 2.472212977 -0.50914920 1.68794814 -1.16947967 -0.73810803 1.1248956
#> 36 2.472212977 0.35565569 1.46325968 -2.18503504 -0.47910238 0.6790868
#> 37 2.472212977 -1.25041054 1.01388277 -1.16947967 1.85194848 -1.5499574
#> 38 -0.283418972 1.46754769 0.63940200 0.86163107 -0.99711368 0.6790868
#> 39 2.472212977 0.84982991 1.98753275 -1.67725736 1.33393718 1.1248956
#> 40 -0.244052801 0.84982991 -0.33424798 0.18459415 1.07493153 -0.2125309
#> 41 -0.558982167 0.60274280 -0.55893644 0.69237184 1.33393718 -0.2125309
#> 42 2.472212977 -1.25041054 1.08877892 NA 0.55692022 0.6790868
#> 43 2.472212977 -1.49749765 0.63940200 -2.18503504 0.55692022 -0.6583397
#> 44 0.149608906 -1.49749765 0.86409046 -1.16947967 1.07493153 -0.6583397
#> 45 2.472212977 -1.62104120 0.71429816 -0.15392430 1.85194848 -0.2125309
#> 46 -0.362151313 -0.01497498 2.06242890 -1.33873890 NA -1.1041485
#> 47 2.472212977 -0.87977987 1.38836353 NA 1.33393718 -1.5499574
#> 48 -0.007855777 -1.74458476 0.78919431 -1.16947967 0.81592587 -0.2125309
#> 49 2.196649782 -0.50914920 1.46325968 0.69237184 1.07493153 0.6790868
#> 50 0.346439759 0.97337347 1.46325968 -2.18503504 1.85194848 -2.8873838
#> 51 2.472212977 -1.37395409 0.78919431 -2.18503504 1.33393718 1.1248956
#> 52 2.472212977 -0.50914920 1.01388277 -2.18503504 -0.47910238 NA
#> 53 -0.362151313 -1.74458476 0.48960970 -1.84651659 0.55692022 -2.4415750
#> 54 2.472212977 -1.49749765 0.78919431 -1.84651659 0.55692022 -1.1041485
#> 55 2.117917441 0.23211214 2.36201351 -1.50799813 -0.73810803 1.1248956
#> 56 2.472212977 0.47919925 0.11512894 -2.18503504 0.03890892 0.6790868
#> 57 2.472212977 NA 1.38836353 -2.18503504 3.40598239 NA
#> 58 2.472212977 0.35565569 -0.10955952 -0.49244276 NA -1.9957662
#> 59 2.472212977 -0.01497498 0.71429816 0.69237184 1.33393718 -1.5499574
#> 60 2.472212977 -0.87977987 1.16367507 -2.01577581 2.62896543 -2.4415750
#> 61 1.684889563 0.97337347 0.56450585 -2.18503504 0.29791457 1.1248956
#> 62 2.472212977 0.72628636 1.91263660 -0.83096122 0.81592587 1.1248956
#> 63 -0.618031423 1.09691703 0.78919431 -0.49244276 -1.25611934 1.1248956
#> 64 0.149608906 -0.63269276 -0.70872874 0.52311261 1.85194848 -0.6583397
#> 65 0.740101466 0.97337347 0.41471355 0.18459415 -0.22009673 NA
#> 66 -0.539299081 1.09691703 -0.10955952 0.18459415 0.81592587 1.1248956
#> 67 -0.696763764 -0.38560564 -0.55893644 0.01533492 0.29791457 -1.9957662
#> 68 -0.421200569 0.23211214 0.41471355 0.86163107 -0.22009673 -0.2125309
#> 69 2.472212977 0.10856858 2.21222121 -2.18503504 0.55692022 NA
#> 70 -0.362151313 -1.37395409 1.68794814 -0.49244276 1.33393718 -0.6583397
#> 71 -0.716446849 0.35565569 -1.68237873 0.18459415 -1.25611934 1.5707044
#> 72 -0.244052801 NA 0.48960970 0.18459415 0.81592587 -0.2125309
#> 73 2.472212977 1.46754769 0.26492124 -0.66170199 -0.22009673 0.2332779
#> 74 -0.007855777 -1.62104120 0.71429816 -0.83096122 1.85194848 -1.9957662
#> 75 -0.244052801 1.22046058 0.41471355 -1.50799813 -0.47910238 1.1248956
#> 76 0.838516893 -0.01497498 1.38836353 0.69237184 -0.47910238 0.2332779
#> 77 -0.145637374 -1.25041054 -0.48404028 -1.67725736 2.11095413 -1.9957662
#> 78 0.543270613 1.59109125 0.19002509 0.69237184 -0.47910238 -0.2125309
#> 79 -0.657397593 -0.50914920 -0.48404028 0.52311261 0.03890892 -1.9957662
#> 80 2.472212977 -0.38560564 1.16367507 -1.50799813 0.81592587 -1.1041485
#> 81 0.681052210 -0.26206209 1.53815583 NA -1.25611934 1.5707044
#> 82 -0.362151313 NA 1.01388277 0.69237184 0.29791457 0.2332779
#> 83 0.956615405 -0.38560564 1.38836353 -0.66170199 0.03890892 0.6790868
#> 84 -0.716446849 -0.38560564 -0.40914413 NA 1.07493153 -0.6583397
#> 85 -0.401517484 -0.01497498 0.11512894 -0.49244276 -0.47910238 0.6790868
#> 86 2.472212977 -0.26206209 0.26492124 -2.18503504 0.81592587 1.1248956
#> 87 2.472212977 -1.49749765 0.63940200 -1.84651659 0.81592587 -0.6583397
#> 88 2.472212977 -1.62104120 1.23857122 -0.49244276 0.81592587 -0.2125309
#> 89 2.472212977 -0.13851853 -1.45769027 -1.00022044 3.40598239 -1.1041485
#> 90 0.149608906 0.60274280 0.11512894 -0.49244276 -0.22009673 NA
#> 91 -0.047221948 -0.01497498 1.16367507 0.35385338 -0.47910238 0.2332779
#> 92 -0.657397593 -0.26206209 1.16367507 1.03089029 -0.22009673 1.1248956
#> 93 -0.342468228 -1.62104120 0.48960970 1.03089029 0.55692022 -0.2125309
#> 94 -0.558982167 1.83817836 0.93898661 1.20014952 -0.47910238 0.6790868
#> 95 0.129925821 -1.74458476 0.48960970 0.52311261 -0.47910238 0.2332779
#> 96 -0.736129935 1.34400414 0.04023278 0.86163107 0.29791457 NA
#> 97 -0.696763764 -1.62104120 0.78919431 0.35385338 0.03890892 NA
#> 98 -0.421200569 1.34400414 1.61305199 -0.15392430 -0.47910238 -1.1041485
#> 99 -0.362151313 0.72628636 1.98753275 NA -0.22009673 0.6790868
#> 100 -0.696763764 -0.26206209 -0.33424798 -0.15392430 1.59294283 -1.1041485
#> 101 2.472212977 -0.38560564 1.08877892 0.01533492 0.55692022 -1.5499574
#> 102 2.472212977 -1.62104120 0.78919431 0.35385338 0.03890892 -0.6583397
#> 103 -0.755813020 -0.38560564 1.38836353 0.52311261 -0.47910238 1.5707044
#> 104 2.472212977 0.10856858 0.04023278 -2.18503504 -0.73810803 -1.1041485
#> 105 2.472212977 1.22046058 0.63940200 -1.16947967 0.29791457 0.2332779
#> 106 -0.539299081 -1.25041054 0.86409046 0.01533492 0.55692022 0.2332779
#> 107 2.472212977 -0.50914920 1.61305199 0.52311261 -0.47910238 1.1248956
#> 108 2.472212977 -0.50914920 1.76284429 0.86163107 -0.47910238 0.2332779
#> 109 -0.440883654 0.10856858 -0.25935183 0.01533492 0.29791457 -0.2125309
#> 110 0.326756674 0.10856858 0.04023278 -0.32318353 0.29791457 -0.2125309
#> 111 -0.362151313 -0.63269276 1.38836353 -0.49244276 0.03890892 1.1248956
#> 112 -0.696763764 0.35565569 -0.55893644 0.35385338 0.03890892 -1.1041485
#> 113 1.133763173 1.46754769 0.56450585 -1.00022044 1.59294283 -1.1041485
#> 114 2.472212977 0.10856858 2.21222121 -1.67725736 -1.25611934 1.5707044
#> 115 2.472212977 -0.63269276 -0.70872874 -1.33873890 0.29791457 0.2332779
#> 116 -0.283418972 1.34400414 1.01388277 0.52311261 0.55692022 0.2332779
#> 117 -0.440883654 0.47919925 0.56450585 0.52311261 -0.22009673 0.2332779
#> 118 0.149608906 0.35565569 1.83774044 0.52311261 1.07493153 -0.2125309
#> 119 0.917249234 -0.75623631 1.76284429 -1.16947967 0.81592587 -0.6583397
#> 120 2.472212977 0.60274280 1.61305199 0.18459415 0.81592587 -1.1041485
#> 121 -0.598348337 1.34400414 0.56450585 -0.32318353 -0.73810803 1.5707044
#> 122 -0.362151313 -1.74458476 0.86409046 -0.32318353 1.33393718 NA
#> 123 0.956615405 0.60274280 1.53815583 -2.01577581 1.33393718 NA
#> 124 2.472212977 -0.87977987 0.71429816 -1.00022044 2.62896543 -1.1041485
#> 125 2.472212977 1.96172192 0.93898661 1.20014952 1.07493153 0.2332779
#> 126 2.472212977 -1.49749765 0.63940200 -2.01577581 0.55692022 -0.2125309
#> 127 -0.618031423 0.23211214 -0.33424798 1.20014952 -0.73810803 NA
#> 128 -0.145637374 1.59109125 0.11512894 -2.18503504 0.29791457 NA
#> 129 -0.637714508 0.47919925 -0.63383259 0.52311261 -0.73810803 1.1248956
#> 130 1.625840307 -0.63269276 1.68794814 -0.66170199 1.33393718 1.5707044
#> 131 1.921086587 1.46754769 0.86409046 0.52311261 1.33393718 -1.9957662
#> 132 -0.283418972 -0.13851853 0.19002509 0.18459415 -0.73810803 0.6790868
#> 133 0.818833808 0.23211214 1.61305199 -2.18503504 0.29791457 0.2332779
#> 134 -0.539299081 -0.38560564 -0.63383259 0.35385338 NA NA
#> 135 -0.539299081 1.71463481 0.41471355 -0.15392430 0.55692022 -0.6583397
#> 136 -0.558982167 2.20880903 0.93898661 0.01533492 0.03890892 0.2332779
#> 137 -0.362151313 1.71463481 0.56450585 -1.84651659 1.59294283 -0.2125309
#> 138 -0.755813020 0.23211214 -0.25935183 0.35385338 -1.25611934 1.1248956
#> 139 1.921086587 -0.50914920 1.61305199 -2.18503504 -0.47910238 1.5707044
#> 140 2.472212977 0.60274280 1.68794814 0.52311261 0.03890892 0.6790868
#> 141 -0.716446849 -0.13851853 -1.38279411 -0.32318353 2.11095413 -1.1041485
#> 142 -0.637714508 0.60274280 -0.85852105 -0.66170199 0.03890892 -1.1041485
#> 143 -0.440883654 0.97337347 0.86409046 -0.15392430 0.55692022 -1.1041485
#> 144 -0.539299081 0.47919925 2.06242890 -0.15392430 NA NA
#> 145 0.444855186 1.83817836 -0.78362489 -1.00022044 0.03890892 0.2332779
#> 146 -0.145637374 0.72628636 1.68794814 -0.83096122 -0.47910238 0.6790868
#> 147 1.232178600 -1.12686698 1.01388277 -1.84651659 NA 0.2332779
#> 148 0.149608906 -1.25041054 0.71429816 -1.16947967 0.03890892 -0.6583397
#> 149 2.472212977 -0.38560564 0.19002509 -0.66170199 -0.22009673 -0.2125309
#> 150 0.681052210 0.47919925 -0.33424798 -0.49244276 0.55692022 -0.2125309
#> 151 2.472212977 1.46754769 0.11512894 -1.67725736 -0.22009673 1.5707044
#> 152 -0.007855777 1.34400414 0.48960970 -1.84651659 0.29791457 -0.2125309
#> 153 -0.755813020 0.97337347 0.41471355 0.35385338 -0.47910238 -0.2125309
#> 154 2.472212977 1.46754769 0.63940200 -2.01577581 0.03890892 0.6790868
#> 155 2.472212977 -0.87977987 0.63940200 -2.18503504 0.03890892 1.5707044
#> 156 -0.007855777 -0.75623631 1.91263660 0.35385338 -0.47910238 0.2332779
#> 157 -0.716446849 -0.01497498 0.04023278 -0.15392430 -0.73810803 -0.2125309
#> 158 2.472212977 0.60274280 0.26492124 -2.01577581 0.81592587 1.5707044
#> 159 0.543270613 0.35565569 1.53815583 -0.15392430 0.03890892 -0.2125309
#> 160 -0.539299081 -1.74458476 1.01388277 -0.66170199 -0.22009673 0.2332779
#> 161 -0.244052801 -0.13851853 -0.18445567 0.01533492 0.55692022 -1.1041485
#> 162 -0.657397593 1.83817836 0.11512894 -0.49244276 1.07493153 0.2332779
#> 163 -0.519615996 1.46754769 0.19002509 -1.16947967 1.59294283 -2.4415750
#> 164 -0.145637374 NA 0.33981739 -2.18503504 -0.22009673 -0.6583397
#> 165 -0.283418972 0.10856858 -0.78362489 0.35385338 -0.22009673 1.1248956
#> 166 2.472212977 -1.12686698 1.31346738 -2.18503504 0.55692022 1.5707044
#> 167 -0.657397593 0.60274280 -0.25935183 0.18459415 NA NA
#> 168 2.472212977 0.35565569 0.26492124 -2.01577581 0.55692022 NA
#> 169 -0.539299081 -0.38560564 -0.10955952 0.35385338 0.03890892 -1.9957662
#> 170 -0.716446849 -0.26206209 -0.03466337 -1.16947967 -0.47910238 NA
#> 171 -0.558982167 -1.62104120 0.48960970 0.86163107 -0.73810803 1.1248956
#> 172 -0.145637374 1.34400414 0.86409046 0.18459415 0.03890892 0.6790868
#> 173 -0.696763764 -0.38560564 1.38836353 0.35385338 -0.99711368 1.1248956
#> 174 -0.598348337 -1.25041054 0.78919431 0.35385338 -0.47910238 1.5707044
#> 175 0.149608906 1.09691703 0.26492124 -1.00022044 -0.22009673 1.5707044
#> 176 -0.716446849 -1.00332342 -0.48404028 -0.49244276 -0.47910238 -0.2125309
#> 177 -0.401517484 1.71463481 0.63940200 0.01533492 -0.22009673 -1.1041485
#> 178 -0.145637374 2.20880903 1.01388277 -0.66170199 0.29791457 0.2332779
#> 179 -0.716446849 0.60274280 0.71429816 -0.32318353 -1.25611934 -0.2125309
#> 180 2.472212977 -0.01497498 1.76284429 -1.67725736 -0.47910238 0.6790868
#> 181 -0.283418972 1.46754769 0.48960970 -2.01577581 -0.22009673 1.5707044
#> 182 -0.637714508 0.60274280 -0.40914413 0.69237184 0.03890892 0.2332779
#> 183 0.956615405 -0.50914920 1.46325968 0.18459415 0.81592587 -1.9957662
#> 184 -0.677080679 0.23211214 -2.13175564 -0.15392430 -0.47910238 0.2332779
#> 185 2.472212977 -0.26206209 0.33981739 -1.67725736 1.07493153 NA
#> 186 -0.362151313 -0.50914920 -0.25935183 -1.67725736 0.29791457 0.6790868
#> 187 2.472212977 -0.63269276 -0.63383259 -2.01577581 NA 0.6790868
#> 188 2.472212977 1.59109125 -0.03466337 -0.66170199 2.11095413 -0.6583397
#> 189 -0.558982167 -0.01497498 0.41471355 0.69237184 -1.25611934 0.2332779
#> 190 -0.283418972 -0.63269276 1.98753275 -0.66170199 0.03890892 0.6790868
#> 191 -0.519615996 -0.38560564 0.26492124 -0.49244276 1.33393718 0.2332779
#> 192 2.472212977 NA 0.93898661 -1.16947967 0.55692022 0.6790868
#> 193 -0.716446849 0.60274280 0.71429816 1.03089029 -0.47910238 -1.1041485
#> 194 2.472212977 -1.74458476 0.19002509 -2.18503504 0.03890892 0.2332779
#> 195 -0.283418972 0.72628636 0.56450585 0.35385338 -0.73810803 1.1248956
#> 196 2.314748294 -0.50914920 1.23857122 1.03089029 -1.25611934 0.6790868
#> 197 -0.066905033 1.34400414 0.63940200 -0.32318353 1.07493153 NA
#> 198 -0.539299081 0.47919925 -0.48404028 NA 0.29791457 NA
#> 199 -0.637714508 0.97337347 1.01388277 NA 0.55692022 -0.6583397
#> 200 -0.637714508 0.84982991 0.78919431 0.69237184 -0.99711368 -0.2125309
#> 201 -0.499932911 1.71463481 0.86409046 0.86163107 -0.99711368 1.5707044
#> 202 2.472212977 1.59109125 0.11512894 -1.84651659 2.11095413 -3.3331927
#> 203 0.543270613 1.59109125 0.93898661 0.01533492 -1.25611934 1.5707044
#> 204 0.149608906 0.60274280 -0.10955952 NA 0.81592587 -2.8873838
#> 205 -0.598348337 0.47919925 0.78919431 0.35385338 -1.25611934 0.6790868
#> 206 -0.637714508 0.35565569 -0.33424798 0.86163107 -0.73810803 0.2332779
#> 207 2.472212977 0.97337347 -0.85852105 -2.18503504 0.55692022 0.2332779
#> 208 2.472212977 1.22046058 0.33981739 -1.33873890 -0.22009673 1.5707044
#> 209 2.472212977 1.46754769 2.51180582 0.35385338 0.03890892 1.1248956
#> 210 -0.283418972 0.60274280 0.86409046 -0.32318353 -0.22009673 -0.2125309
#> 211 -0.598348337 1.71463481 0.86409046 0.01533492 0.03890892 -0.2125309
#> 212 -0.677080679 0.72628636 0.71429816 -0.32318353 1.59294283 -0.6583397
#> 213 -0.421200569 -0.01497498 -0.78362489 0.18459415 -0.99711368 0.2332779
#> 214 -0.362151313 0.60274280 0.04023278 -1.16947967 0.29791457 -1.9957662
#> 215 -0.539299081 -1.74458476 -0.85852105 0.69237184 1.07493153 0.6790868
#> 216 -0.677080679 1.22046058 0.56450585 0.35385338 -0.99711368 1.1248956
#> 217 -0.519615996 0.60274280 0.04023278 -0.83096122 0.29791457 1.5707044
#> 218 0.267707418 0.23211214 -0.48404028 -0.83096122 0.55692022 -1.9957662
#> 219 -0.007855777 -0.26206209 -0.55893644 0.35385338 -0.22009673 1.1248956
#> 220 -0.755813020 -1.74458476 0.04023278 1.20014952 -0.99711368 0.6790868
#> 221 -0.342468228 1.71463481 0.33981739 -0.15392430 0.03890892 -1.1041485
#> 222 -0.145637374 2.08526547 0.78919431 -0.83096122 3.14697674 0.2332779
#> 223 -0.244052801 1.34400414 -0.18445567 0.18459415 -0.22009673 0.2332779
#> 224 -0.716446849 0.84982991 0.26492124 0.01533492 -0.22009673 0.2332779
#> 225 1.330594027 1.09691703 0.71429816 -1.67725736 0.29791457 0.2332779
#> 226 -0.244052801 -0.01497498 -0.33424798 -0.15392430 -0.73810803 -0.6583397
#> 227 -0.362151313 1.46754769 0.93898661 -0.66170199 0.29791457 1.1248956
#> 228 -0.558982167 0.60274280 0.19002509 0.01533492 2.11095413 -1.5499574
#> 229 -0.755813020 -1.00332342 0.63940200 1.03089029 0.03890892 0.6790868
#> 230 -0.440883654 -1.49749765 -1.83217103 1.20014952 1.07493153 -0.2125309
#> 231 -0.637714508 0.97337347 0.11512894 -0.15392430 0.81592587 0.6790868
#> 232 -0.696763764 0.60274280 0.11512894 0.35385338 2.11095413 -0.2125309
#> 233 2.334431379 0.97337347 2.06242890 -1.67725736 -0.47910238 1.1248956
#> 234 -0.283418972 0.60274280 0.63940200 0.52311261 0.03890892 -1.1041485
#> 235 -0.558982167 0.84982991 -0.33424798 -0.66170199 0.03890892 0.2332779
#> 236 -0.755813020 0.47919925 -0.78362489 -0.15392430 0.03890892 -1.1041485
#> 237 0.149608906 -1.25041054 0.48960970 1.03089029 -0.22009673 1.1248956
#> 238 -0.637714508 -0.50914920 -1.08320950 0.86163107 -0.47910238 0.2332779
#> 239 -0.480249825 -0.01497498 -0.93341720 1.03089029 -0.73810803 1.1248956
#> 240 -0.539299081 -0.38560564 -2.13175564 0.69237184 -0.47910238 0.6790868
#> 241 -0.716446849 -0.38560564 -1.98196334 1.03089029 -0.99711368 -0.2125309
#> 242 -0.499932911 0.35565569 -2.05685949 0.18459415 -0.47910238 0.2332779
#> 243 -0.558982167 1.09691703 -0.10955952 0.18459415 0.03890892 -1.1041485
#> 244 -0.736129935 1.34400414 0.19002509 0.69237184 -0.47910238 0.2332779
#> 245 -0.637714508 0.97337347 -1.83217103 0.01533492 -0.73810803 0.2332779
#> 246 -0.244052801 -0.38560564 -0.63383259 0.35385338 -0.22009673 1.1248956
#> 247 -0.637714508 -0.38560564 0.78919431 1.03089029 -1.25611934 0.2332779
#> 248 -0.637714508 0.84982991 -0.48404028 1.20014952 -0.73810803 -1.1041485
#> 249 0.818833808 0.47919925 0.63940200 0.52311261 -0.22009673 0.6790868
#> 250 -0.637714508 1.22046058 0.11512894 -0.15392430 -0.22009673 -0.6583397
#> 251 -0.716446849 0.35565569 1.23857122 1.20014952 0.03890892 -1.1041485
#> 252 -0.539299081 -0.01497498 -0.18445567 0.35385338 -0.22009673 -1.1041485
#> 253 -0.047221948 -1.49749765 1.01388277 1.20014952 0.55692022 0.6790868
#> 254 -0.421200569 -0.75623631 -2.28154795 -1.84651659 0.03890892 -0.6583397
#> 255 -0.618031423 1.22046058 -0.10955952 1.20014952 0.03890892 -1.1041485
#> 256 -0.677080679 1.96172192 0.63940200 0.35385338 1.85194848 -1.1041485
#> 257 -0.736129935 -1.74458476 -1.53258642 1.03089029 0.03890892 0.6790868
#> 258 -0.598348337 1.22046058 2.21222121 -1.67725736 0.81592587 -0.6583397
#> 259 -0.637714508 0.47919925 1.61305199 0.86163107 -0.22009673 -0.2125309
#> 260 -0.440883654 0.84982991 0.48960970 0.86163107 1.33393718 -0.2125309
#> 261 -0.598348337 0.35565569 0.71429816 -0.15392430 -0.99711368 -0.2125309
#> 262 -0.362151313 1.71463481 0.86409046 -1.16947967 0.29791457 0.6790868
#> 263 -0.303102057 1.34400414 0.48960970 -0.83096122 -0.22009673 -1.1041485
#> 264 -0.558982167 -0.01497498 0.04023278 0.52311261 -0.47910238 0.2332779
#> 265 -0.480249825 2.20880903 0.71429816 0.35385338 -0.99711368 1.1248956
#> 266 2.472212977 -0.13851853 0.33981739 0.35385338 -0.47910238 -0.2125309
#> 267 -0.558982167 -0.63269276 -0.85852105 0.86163107 1.85194848 -1.5499574
#> 268 -0.637714508 0.84982991 0.33981739 NA NA -1.9957662
#> 269 -0.716446849 1.09691703 0.11512894 1.20014952 -0.47910238 -0.2125309
#> 270 -0.421200569 -0.26206209 -0.70872874 0.01533492 1.59294283 -1.5499574
#> 271 -0.519615996 -0.38560564 -0.55893644 0.69237184 -0.99711368 -0.2125309
#> 272 -0.539299081 -0.63269276 -1.15810566 0.18459415 -0.22009673 -0.6583397
#> 273 -0.440883654 -0.38560564 -0.70872874 0.69237184 -0.73810803 -0.6583397
#> 274 -0.637714508 -1.00332342 -0.78362489 0.86163107 -0.47910238 0.2332779
#> 275 -0.401517484 -0.63269276 -1.45769027 -0.15392430 0.29791457 -0.6583397
#> 276 -0.145637374 0.35565569 -0.78362489 -0.15392430 -0.22009673 -0.2125309
#> 277 -0.244052801 0.35565569 0.93898661 0.18459415 -0.73810803 -0.2125309
#> 278 -0.519615996 -0.63269276 -0.55893644 0.18459415 -0.73810803 -0.2125309
#> 279 -0.362151313 -0.75623631 1.08877892 1.03089029 -0.73810803 0.6790868
#> 280 2.472212977 -1.49749765 0.48960970 0.35385338 -0.99711368 1.1248956
#> 281 2.472212977 -1.12686698 -1.38279411 0.86163107 -0.73810803 1.1248956
#> 282 -0.047221948 -1.12686698 -1.15810566 1.03089029 -0.99711368 1.1248956
#> 283 -0.047221948 -1.12686698 -0.93341720 1.20014952 -0.99711368 1.1248956
#> 284 0.149608906 -1.49749765 -1.00831335 1.20014952 -0.22009673 1.1248956
#> 285 -0.440883654 0.10856858 -1.08320950 1.20014952 -0.73810803 0.6790868
#> 286 -0.440883654 -1.25041054 -0.70872874 1.20014952 -0.47910238 1.1248956
#> 287 -0.716446849 1.22046058 0.26492124 NA 0.03890892 -1.9957662
#> 288 -0.736129935 0.47919925 -0.40914413 0.52311261 -0.73810803 0.6790868
#> 289 0.110242735 0.47919925 0.19002509 0.01533492 1.33393718 -0.6583397
#> 290 2.472212977 -1.49749765 -1.00831335 -1.33873890 2.11095413 -0.6583397
#> 291 -0.716446849 0.60274280 0.56450585 0.86163107 0.03890892 -1.9957662
#> 292 -0.677080679 1.34400414 0.71429816 0.01533492 -1.25611934 0.6790868
#> 293 0.011827308 0.10856858 0.41471355 0.86163107 -0.73810803 -1.5499574
#> 294 0.936932320 0.23211214 1.16367507 -0.32318353 -1.25611934 1.5707044
#> 295 1.133763173 0.97337347 0.48960970 -0.15392430 -0.99711368 -0.2125309
#> 296 -0.677080679 -0.75623631 -0.33424798 1.03089029 -0.99711368 -0.2125309
#> 297 -0.539299081 -1.00332342 -0.93341720 0.18459415 0.55692022 0.2332779
#> 298 -0.736129935 0.10856858 1.38836353 0.52311261 -1.25611934 0.2332779
#> 299 -0.677080679 -1.25041054 0.78919431 0.52311261 -0.47910238 0.2332779
#> 300 -0.637714508 -0.75623631 -0.55893644 1.03089029 -0.99711368 1.1248956
#> 301 -0.244052801 1.09691703 0.78919431 -0.49244276 1.07493153 -0.2125309
#> 302 2.472212977 -0.75623631 1.91263660 -0.83096122 -0.73810803 -0.6583397
#> 303 -0.440883654 -0.13851853 -1.08320950 0.18459415 1.07493153 -0.6583397
#> 304 -0.244052801 0.84982991 -0.85852105 -0.15392430 0.29791457 1.1248956
#> 305 -0.244052801 -0.50914920 -1.08320950 1.20014952 -0.99711368 1.1248956
#> 306 -0.598348337 1.22046058 -0.85852105 0.35385338 2.11095413 1.5707044
#> 307 -0.244052801 0.47919925 0.04023278 -0.32318353 1.07493153 -0.2125309
#> 308 -0.244052801 -0.13851853 1.68794814 1.03089029 -0.73810803 0.2332779
#> 309 -0.558982167 -1.25041054 1.16367507 0.69237184 -0.73810803 -1.1041485
#> 310 -0.539299081 -1.12686698 1.08877892 0.86163107 -0.99711368 0.6790868
#> 311 0.149608906 0.84982991 0.93898661 0.01533492 0.81592587 -0.2125309
#> 312 -0.440883654 -1.49749765 -1.38279411 -0.49244276 1.07493153 -0.6583397
#> 313 -0.342468228 -0.63269276 -1.75727488 -0.32318353 1.85194848 -0.6583397
#> 314 -0.047221948 0.97337347 0.04023278 -1.84651659 -0.99711368 1.1248956
#> 315 -0.657397593 -1.62104120 0.19002509 0.52311261 0.03890892 -0.2125309
#> 316 -0.480249825 -1.37395409 0.48960970 -0.15392430 1.33393718 0.2332779
#> 317 -0.342468228 -0.87977987 -2.05685949 -0.49244276 0.03890892 -0.6583397
#> 318 1.133763173 0.10856858 1.08877892 -0.66170199 0.55692022 -0.6583397
#> 319 -0.716446849 1.22046058 -0.18445567 1.03089029 -0.22009673 -0.6583397
#> 320 -0.342468228 0.60274280 0.04023278 1.03089029 -0.73810803 1.5707044
#> 321 -0.539299081 1.71463481 -0.10955952 0.35385338 -0.22009673 0.6790868
#> 322 -0.440883654 0.84982991 -0.03466337 1.20014952 -0.73810803 1.5707044
#> 323 -0.637714508 0.60274280 0.04023278 1.20014952 -0.99711368 0.6790868
#> 324 -0.283418972 0.84982991 -0.10955952 -2.18503504 -0.47910238 -0.2125309
#> 325 -0.637714508 0.47919925 -0.40914413 0.69237184 -0.99711368 -0.2125309
#> 326 -0.244052801 0.84982991 -0.55893644 -0.15392430 -0.47910238 -0.2125309
#> 327 -0.716446849 1.09691703 1.08877892 0.18459415 0.81592587 -0.2125309
#> 328 -0.047221948 -0.50914920 -0.33424798 -0.32318353 0.29791457 -1.1041485
#> 329 -0.696763764 -0.38560564 -2.58113256 1.20014952 -0.99711368 1.1248956
#> 330 -0.677080679 NA -0.33424798 1.20014952 -0.47910238 -1.5499574
#> 331 -0.539299081 0.23211214 -1.53258642 1.20014952 -0.47910238 -0.2125309
#> 332 -0.755813020 -0.13851853 -0.85852105 -1.67725736 0.03890892 0.2332779
#> 333 -0.755813020 0.47919925 -1.45769027 -0.49244276 0.55692022 0.6790868
#> 334 2.472212977 1.83817836 0.93898661 -2.18503504 0.03890892 1.1248956
#> 335 -0.696763764 0.60274280 -1.98196334 0.69237184 -1.25611934 1.5707044
#> 336 -0.401517484 -1.00332342 -1.23300181 0.35385338 -0.99711368 1.5707044
#> 337 -0.244052801 0.84982991 0.04023278 -0.49244276 1.07493153 -1.5499574
#> 338 -0.539299081 1.22046058 0.86409046 0.01533492 -0.73810803 1.5707044
#> 339 -0.244052801 1.71463481 1.38836353 0.35385338 1.07493153 0.2332779
#> 340 -0.440883654 -0.50914920 -1.00831335 1.20014952 -1.25611934 1.5707044
#> 341 -0.342468228 -0.75623631 -2.05685949 1.20014952 -0.99711368 1.1248956
#> 342 -0.440883654 -1.12686698 -1.83217103 0.86163107 0.29791457 1.1248956
#> 343 -0.440883654 -0.50914920 -1.75727488 1.20014952 -0.73810803 -1.5499574
#> 344 -0.342468228 NA -1.75727488 1.03089029 -1.25611934 1.5707044
#> 345 -0.558982167 -0.50914920 -1.53258642 -0.32318353 -0.73810803 0.2332779
#> 346 -0.244052801 2.95007036 -0.85852105 0.52311261 -0.73810803 -0.2125309
#> 347 -0.440883654 -1.12686698 -0.18445567 0.52311261 -0.99711368 0.2332779
#> 348 -0.539299081 0.60274280 0.04023278 -0.49244276 1.33393718 -1.1041485
#> 349 -0.716446849 -0.13851853 -1.15810566 1.20014952 -1.25611934 1.5707044
#> 350 -0.736129935 0.72628636 -1.00831335 0.86163107 -0.99711368 0.6790868
#> 351 0.149608906 0.23211214 -0.25935183 -1.84651659 -0.73810803 -0.6583397
#> 352 -0.677080679 1.34400414 0.93898661 1.20014952 -1.25611934 1.1248956
#> 353 -0.440883654 -0.38560564 -0.70872874 0.35385338 -0.47910238 -1.5499574
#> 354 -0.558982167 -0.50914920 -0.85852105 1.03089029 -0.47910238 -0.2125309
#> 355 -0.480249825 -0.63269276 -0.78362489 0.18459415 -0.22009673 -0.6583397
#> 356 -0.519615996 -0.50914920 0.11512894 -0.15392430 1.59294283 -1.5499574
#> 357 -0.440883654 1.22046058 1.01388277 -1.00022044 -0.73810803 -0.2125309
#> 358 -0.539299081 -0.75623631 -2.28154795 NA -0.47910238 0.2332779
#> 359 -0.342468228 -0.01497498 1.23857122 0.01533492 0.29791457 -1.1041485
#> 360 -0.480249825 0.47919925 0.63940200 1.20014952 -0.99711368 0.2332779
#> 361 -0.401517484 1.46754769 0.93898661 -0.32318353 0.03890892 -0.2125309
#> 362 -0.480249825 0.23211214 0.41471355 0.35385338 -0.73810803 -0.6583397
#> 363 0.110242735 -0.26206209 1.68794814 1.03089029 -1.25611934 0.6790868
#> 364 0.346439759 -1.74458476 -0.70872874 0.18459415 -0.47910238 1.1248956
#> 365 -0.637714508 -0.75623631 -0.85852105 0.69237184 -0.99711368 0.2332779
#> 366 -0.696763764 -0.75623631 -0.03466337 1.20014952 -1.25611934 1.5707044
#> 367 -0.736129935 -1.25041054 -0.70872874 1.20014952 -1.25611934 1.5707044
#> 368 -0.145637374 -0.01497498 0.63940200 0.18459415 0.03890892 -0.2125309
#> 369 -0.283418972 0.35565569 -0.03466337 0.86163107 0.03890892 -0.6583397
#> 370 -0.736129935 -0.38560564 0.33981739 0.86163107 -0.73810803 1.1248956
#> 371 -0.342468228 0.60274280 -1.15810566 0.86163107 -0.99711368 0.6790868
#> 372 -0.047221948 0.84982991 -0.40914413 -0.49244276 -0.47910238 0.2332779
#> 373 0.129925821 1.09691703 -0.10955952 -1.33873890 1.59294283 0.2332779
#> 374 -0.755813020 -0.38560564 -0.03466337 1.03089029 1.07493153 -1.9957662
#> 375 0.543270613 1.83817836 1.01388277 0.86163107 -0.22009673 -0.2125309
#> 376 -0.716446849 -0.13851853 0.04023278 0.01533492 0.81592587 -2.4415750
#> 377 -0.696763764 -1.49749765 -1.68237873 0.01533492 -0.47910238 0.2332779
#> 378 -0.047221948 0.23211214 -0.18445567 0.69237184 -0.73810803 1.5707044
#> 379 0.149608906 -1.25041054 -0.40914413 -1.00022044 -0.73810803 0.2332779
#> 380 -0.244052801 -0.26206209 -0.10955952 -2.01577581 0.03890892 -0.6583397
#> 381 0.543270613 -0.75623631 -0.63383259 -1.00022044 1.59294283 -0.6583397
#> 382 -0.558982167 -1.12686698 -0.48404028 0.69237184 0.03890892 -1.5499574
#> 383 0.543270613 0.35565569 -0.85852105 -0.49244276 0.29791457 0.2332779
#> 384 -0.696763764 1.71463481 0.86409046 -0.83096122 1.33393718 -1.1041485
#> 385 -0.716446849 0.23211214 -0.33424798 0.18459415 -0.73810803 0.6790868
#> 386 -0.558982167 -1.12686698 -0.55893644 1.20014952 -0.99711368 -0.2125309
#> 387 -0.637714508 -0.13851853 0.86409046 1.03089029 -1.25611934 1.1248956
#> 388 -0.342468228 0.60274280 -0.48404028 -1.50799813 1.07493153 0.6790868
#> 389 -0.736129935 0.47919925 0.04023278 0.69237184 0.03890892 0.6790868
#> 390 -0.618031423 0.35565569 -0.33424798 0.35385338 0.55692022 -1.9957662
#> 391 1.527424880 0.72628636 -0.48404028 -1.84651659 0.81592587 -1.1041485
#> 392 -0.480249825 0.47919925 0.41471355 0.52311261 -0.47910238 -0.2125309
#> 393 -0.716446849 -1.37395409 1.16367507 1.20014952 -0.73810803 -0.2125309
#> 394 -0.440883654 -1.12686698 -1.45769027 0.01533492 1.33393718 0.2332779
#> 395 -0.539299081 -0.38560564 -1.75727488 -0.15392430 1.33393718 -0.2125309
#> 396 -0.145637374 -0.75623631 1.23857122 -1.84651659 2.36995978 -0.2125309
#> 397 -0.539299081 -0.38560564 -1.60748257 -0.32318353 1.33393718 -0.6583397
#> 398 -0.539299081 0.10856858 -0.93341720 -0.32318353 1.33393718 -0.6583397
#> 399 1.527424880 -1.49749765 0.71429816 -1.33873890 0.81592587 -0.2125309
#> 400 -0.283418972 -0.26206209 2.21222121 0.01533492 -0.73810803 1.1248956
#> 401 -0.637714508 -0.01497498 -0.70872874 -1.84651659 0.03890892 0.2332779
#> 402 1.527424880 -0.87977987 1.23857122 -0.32318353 0.03890892 0.2332779
#> 403 1.133763173 1.34400414 0.19002509 -0.83096122 2.62896543 -1.1041485
#> 404 -0.480249825 1.34400414 0.78919431 0.52311261 -0.22009673 1.1248956
#> 405 -0.677080679 -1.62104120 -0.78362489 1.20014952 0.55692022 -0.2125309
#> 406 -0.047221948 0.10856858 -0.03466337 1.20014952 -0.22009673 -1.1041485
#> 407 1.921086587 0.23211214 0.11512894 0.35385338 -0.73810803 0.2332779
#> 408 -0.716446849 0.72628636 -0.55893644 0.69237184 -0.99711368 -0.2125309
#> 409 -0.618031423 0.47919925 0.78919431 -1.00022044 0.03890892 -2.4415750
#> 410 -0.539299081 0.72628636 0.26492124 0.01533492 0.29791457 -0.2125309
#> 411 0.740101466 0.60274280 0.48960970 -1.84651659 0.29791457 1.1248956
#> 412 -0.736129935 -1.74458476 -0.85852105 1.03089029 -0.73810803 -0.6583397
#> 413 -0.716446849 -1.00332342 0.71429816 1.03089029 -0.47910238 -0.2125309
#> 414 -0.047221948 -1.37395409 1.08877892 0.52311261 0.03890892 -0.2125309
#> 415 -0.736129935 -1.74458476 1.01388277 0.86163107 -0.73810803 -0.2125309
#> 416 -0.696763764 -0.75623631 1.16367507 0.69237184 -0.22009673 -0.2125309
#> 417 -0.755813020 -1.37395409 -0.10955952 1.03089029 0.29791457 -1.1041485
#> 418 -0.362151313 -1.49749765 0.48960970 -0.66170199 -0.22009673 -0.2125309
#> 419 -0.283418972 -0.75623631 -0.40914413 -1.67725736 1.33393718 -0.6583397
#> 420 -0.342468228 0.60274280 0.48960970 -0.32318353 -0.47910238 -0.2125309
#> 421 1.921086587 2.33235258 1.01388277 -0.49244276 1.59294283 -0.2125309
#> 422 -0.558982167 -0.13851853 -1.30789796 0.18459415 -0.47910238 0.2332779
#> 423 -0.047221948 0.35565569 1.61305199 -1.67725736 1.07493153 0.6790868
#> 424 -0.736129935 1.22046058 -1.83217103 0.18459415 -0.47910238 -0.2125309
#> 425 -0.440883654 0.60274280 -0.48404028 -0.83096122 -0.47910238 -1.1041485
#> 426 2.472212977 -1.12686698 0.63940200 -2.01577581 0.55692022 -1.1041485
#> 427 -0.047221948 -0.13851853 0.41471355 0.18459415 -0.22009673 0.2332779
#> 428 0.740101466 0.35565569 -0.18445567 -1.00022044 -0.22009673 0.6790868
#> 429 1.527424880 1.83817836 -1.45769027 -1.84651659 -0.47910238 0.6790868
#> 430 2.314748294 1.22046058 0.41471355 0.35385338 -0.22009673 1.5707044
#> 431 -0.696763764 -0.75623631 -1.68237873 1.03089029 -0.99711368 -0.6583397
#> 432 -0.696763764 0.10856858 -1.23300181 0.18459415 0.81592587 -0.6583397
#> 433 -0.755813020 0.60274280 0.56450585 0.52311261 0.03890892 -0.2125309
#> 434 -0.716446849 -0.13851853 -0.03466337 1.03089029 -0.47910238 0.2332779
#> 435 -0.558982167 0.47919925 2.66159812 0.69237184 0.29791457 -0.6583397
#> 436 -0.696763764 -0.26206209 -0.03466337 1.20014952 0.29791457 -0.2125309
#> 437 -0.283418972 0.35565569 -0.55893644 0.35385338 0.29791457 -1.5499574
#> 438 -0.342468228 0.23211214 0.41471355 -1.16947967 0.03890892 -0.2125309
#> 439 -0.283418972 -0.87977987 1.53815583 0.52311261 -0.73810803 1.1248956
#> 440 -0.696763764 1.09691703 -0.25935183 0.52311261 0.29791457 -1.5499574
#> 441 -0.421200569 0.10856858 -0.25935183 NA -0.47910238 -1.1041485
#> 442 -0.244052801 -0.01497498 -0.03466337 -0.49244276 0.81592587 1.1248956
#> 443 -0.342468228 -1.62104120 0.11512894 -0.83096122 1.59294283 1.1248956
#> 444 0.444855186 0.84982991 -0.18445567 0.69237184 -0.22009673 -0.2125309
#> 445 -0.480249825 0.72628636 -0.78362489 0.35385338 0.55692022 -2.4415750
#> 446 -0.047221948 -0.01497498 -0.78362489 -1.67725736 -0.22009673 0.2332779
#> 447 -0.440883654 0.60274280 0.41471355 0.01533492 0.03890892 0.2332779
#> 448 0.740101466 NA 1.38836353 -0.83096122 0.03890892 -0.6583397
#> 449 -0.696763764 0.97337347 0.19002509 -0.15392430 0.55692022 -1.1041485
#> 450 0.149608906 -1.00332342 0.93898661 -0.15392430 0.81592587 0.2332779
#> 451 -0.244052801 -1.00332342 -0.48404028 0.69237184 -0.99711368 1.1248956
#> 452 -0.637714508 -0.38560564 -0.63383259 1.20014952 -0.47910238 0.2332779
#> 453 -0.677080679 0.10856858 NA 1.20014952 -0.73810803 0.6790868
#> 454 -0.716446849 0.23211214 -2.28154795 1.03089029 -1.25611934 1.1248956
#> 455 -0.716446849 1.34400414 -2.13175564 0.52311261 -0.99711368 0.2332779
#> 456 -0.007855777 0.35565569 0.26492124 -1.00022044 1.59294283 -2.4415750
#> 457 -0.637714508 -0.26206209 -0.03466337 1.03089029 -1.25611934 1.5707044
#> 458 -0.244052801 1.96172192 0.78919431 -1.33873890 -1.25611934 0.2332779
#> 459 -0.539299081 0.84982991 0.19002509 1.03089029 -1.25611934 0.6790868
#> 460 -0.637714508 0.35565569 -0.93341720 1.03089029 -0.22009673 1.1248956
#> 461 -0.637714508 1.34400414 0.33981739 0.52311261 -0.99711368 0.2332779
#> 462 1.724255734 -0.01497498 1.68794814 0.35385338 -0.22009673 0.6790868
#> 463 2.314748294 1.96172192 1.16367507 -2.18503504 -0.22009673 -0.2125309
#> 464 2.472212977 0.97337347 0.19002509 -0.66170199 1.07493153 -1.1041485
#> 465 -0.362151313 -0.13851853 1.61305199 -1.67725736 0.29791457 -0.2125309
#> 466 -0.362151313 0.47919925 -0.03466337 -1.67725736 0.55692022 0.2332779
#> 467 -0.244052801 -0.50914920 -0.03466337 -1.67725736 0.55692022 -0.2125309
#> 468 -0.440883654 0.10856858 0.33981739 0.86163107 -1.25611934 1.1248956
#> 469 -0.637714508 -0.87977987 -0.40914413 0.86163107 -0.73810803 -0.2125309
#> 470 -0.696763764 -0.38560564 -1.38279411 1.03089029 -1.25611934 0.2332779
#> 471 1.527424880 0.60274280 0.41471355 -1.67725736 1.33393718 0.2332779
#> 472 -0.716446849 -1.62104120 -1.45769027 1.03089029 -1.25611934 1.5707044
#> 473 -0.716446849 -0.26206209 -1.08320950 0.69237184 -0.47910238 -0.2125309
#> 474 -0.637714508 0.60274280 0.19002509 1.20014952 -0.73810803 0.6790868
#> 475 -0.440883654 -1.37395409 0.48960970 1.20014952 -0.73810803 0.6790868
#> 476 -0.736129935 -0.13851853 -0.78362489 NA -1.25611934 1.5707044
#> 477 0.346439759 -1.74458476 0.19002509 -1.00022044 0.03890892 -0.6583397
#> 478 -0.440883654 -0.87977987 -1.15810566 0.86163107 0.55692022 -0.2125309
#> 479 -0.716446849 -1.49749765 0.04023278 1.20014952 -1.25611934 1.1248956
#> 480 -0.637714508 -0.13851853 -2.13175564 0.35385338 -0.47910238 0.2332779
#> 481 0.818833808 -1.49749765 0.93898661 -1.84651659 2.11095413 1.1248956
#> 482 -0.677080679 0.35565569 0.33981739 0.69237184 -1.25611934 -0.6583397
#> 483 2.472212977 -0.50914920 1.61305199 0.01533492 -0.99711368 1.5707044
#> 484 -0.047221948 0.35565569 -1.75727488 -0.32318353 -0.73810803 0.6790868
#> 485 -0.047221948 -0.01497498 -0.85852105 -0.32318353 -0.22009673 0.2332779
#> 486 -0.440883654 -0.38560564 -1.15810566 -0.32318353 -0.47910238 1.5707044
#> 487 0.267707418 1.22046058 0.71429816 -0.15392430 0.55692022 0.6790868
#> 488 -0.716446849 1.59109125 0.26492124 1.20014952 -1.25611934 -0.6583397
#> 489 -0.696763764 -1.62104120 -0.93341720 1.20014952 -0.99711368 1.1248956
#> 490 -0.598348337 1.22046058 0.78919431 0.52311261 -0.99711368 -0.2125309
#> 491 -0.637714508 -0.01497498 -1.60748257 0.35385338 -0.47910238 0.2332779
#> 492 -0.558982167 -0.75623631 -1.15810566 0.35385338 -0.99711368 -0.2125309
#> 493 -0.283418972 1.22046058 0.86409046 -0.66170199 0.03890892 -0.2125309
#> 494 -0.598348337 -0.01497498 -1.68237873 0.35385338 -0.47910238 -1.1041485
#> 495 -0.283418972 NA -0.78362489 0.01533492 0.55692022 -1.1041485
#> 496 -0.618031423 0.23211214 -1.83217103 0.35385338 -0.22009673 -0.2125309
#> 497 -0.519615996 0.60274280 0.63940200 0.69237184 -0.99711368 -0.2125309
#> 498 -0.598348337 -0.26206209 -0.55893644 0.01533492 -0.22009673 -1.1041485
#> 499 -0.401517484 -0.75623631 -0.78362489 0.01533492 1.33393718 -1.5499574
#> 500 -0.499932911 -0.01497498 -0.70872874 1.03089029 -0.47910238 -0.2125309
#> 501 -0.519615996 -0.75623631 -0.48404028 0.69237184 2.62896543 0.2332779
#> 502 0.149608906 0.10856858 -0.33424798 -2.18503504 -0.99711368 -0.2125309
#> 503 -0.716446849 -0.75623631 -0.55893644 0.69237184 -0.73810803 0.2332779
#> 504 -0.736129935 1.09691703 -0.55893644 0.35385338 1.85194848 -0.2125309
#> 505 0.051193479 0.35565569 0.48960970 -1.84651659 -0.22009673 -0.6583397
#> 506 -0.519615996 1.71463481 0.86409046 -0.83096122 1.59294283 -0.6583397
#> 507 -0.539299081 -1.12686698 -1.60748257 0.01533492 1.07493153 -0.6583397
#> 508 -0.440883654 -1.25041054 1.38836353 -0.66170199 1.59294283 -0.6583397
#> 509 -0.440883654 -1.12686698 -1.38279411 -0.32318353 0.81592587 -1.1041485
#> 510 -0.677080679 0.84982991 0.56450585 -0.66170199 1.85194848 -2.8873838
#> 511 -0.677080679 -0.50914920 0.93898661 0.86163107 -0.47910238 0.2332779
#> 512 -0.539299081 0.23211214 -0.03466337 -0.15392430 0.29791457 -1.5499574
#> 513 -0.637714508 -1.74458476 -1.38279411 -0.49244276 0.81592587 1.1248956
#> 514 -0.539299081 0.84982991 0.26492124 0.86163107 -1.25611934 0.6790868
#> 515 -0.303102057 1.46754769 0.63940200 0.52311261 -0.99711368 1.1248956
#> 516 -0.558982167 -0.87977987 1.23857122 0.18459415 2.62896543 -1.9957662
#> 517 -0.283418972 0.97337347 -0.03466337 -0.49244276 -0.99711368 1.1248956
#> 518 2.472212977 -0.26206209 1.83774044 -1.50799813 2.11095413 NA
#> 519 2.472212977 -1.74458476 0.86409046 -2.18503504 1.85194848 -0.2125309
#> 520 -0.421200569 0.23211214 0.33981739 1.03089029 -0.47910238 0.2332779
#> 521 -0.598348337 -0.87977987 0.63940200 1.03089029 -1.25611934 0.2332779
#> 522 0.385805930 1.71463481 -0.40914413 -0.32318353 3.40598239 0.6790868
#> 523 -0.440883654 -1.74458476 -0.18445567 0.69237184 -0.73810803 -0.2125309
#> 524 -0.696763764 -0.26206209 -1.38279411 0.52311261 -0.22009673 -0.2125309
#> 525 -0.637714508 -0.26206209 0.41471355 0.52311261 -1.25611934 1.5707044
#> 526 -0.440883654 -0.38560564 -0.85852105 0.52311261 -0.22009673 -1.5499574
#> 527 -0.677080679 0.72628636 -0.10955952 0.86163107 -0.73810803 -0.6583397
#> 528 -0.657397593 -0.01497498 -0.33424798 0.86163107 -0.99711368 1.1248956
#> 529 -0.598348337 0.35565569 -0.55893644 0.86163107 0.03890892 -1.5499574
#> 530 -0.637714508 0.47919925 0.19002509 0.86163107 -0.73810803 1.1248956
#> 531 -0.145637374 0.84982991 -0.18445567 -0.66170199 2.11095413 -1.9957662
#> 532 -0.736129935 -1.00332342 -0.63383259 1.20014952 -1.25611934 1.5707044
#> 533 -0.480249825 -0.50914920 -0.25935183 -0.66170199 0.03890892 -0.2125309
#> 534 -0.539299081 0.47919925 -0.40914413 0.86163107 -0.73810803 0.2332779
#> 535 -0.716446849 -0.13851853 -0.93341720 1.03089029 -0.73810803 -0.2125309
#> 536 -0.677080679 -0.63269276 -0.40914413 1.20014952 -0.99711368 0.2332779
#> 537 -0.598348337 1.09691703 -1.00831335 1.20014952 -0.47910238 -0.2125309
#> 538 -0.342468228 0.84982991 -1.83217103 -2.18503504 -0.99711368 -0.6583397
#> 539 -0.637714508 0.35565569 -0.25935183 -0.15392430 1.33393718 -1.9957662
#> 540 -0.047221948 1.22046058 -0.40914413 NA 0.03890892 -0.2125309
#> 541 -0.440883654 1.46754769 0.71429816 -0.66170199 NA -0.2125309
#> 542 -0.716446849 1.34400414 0.04023278 0.35385338 -0.73810803 0.6790868
#> 543 2.472212977 -0.26206209 0.86409046 0.52311261 -0.73810803 1.1248956
#> 544 -0.755813020 -1.74458476 -0.10955952 1.20014952 -0.99711368 0.2332779
#> 545 2.472212977 -1.25041054 -0.93341720 1.03089029 -1.25611934 1.1248956
#> 546 -0.362151313 -1.37395409 -0.70872874 0.52311261 -0.99711368 0.6790868
#> 547 -0.342468228 -1.12686698 -0.03466337 0.01533492 -0.73810803 1.5707044
#> 548 -0.047221948 0.35565569 0.63940200 -1.33873890 1.33393718 -0.2125309
#> 549 -0.480249825 -0.26206209 -0.85852105 0.35385338 1.33393718 -1.5499574
#> 550 -0.440883654 0.35565569 -1.68237873 0.35385338 -0.99711368 -1.1041485
#> 551 -0.047221948 -1.25041054 -1.00831335 -0.32318353 -0.73810803 1.1248956
#> 552 -0.716446849 0.23211214 -0.70872874 1.20014952 -0.73810803 1.1248956
#> 553 -0.736129935 0.84982991 -0.25935183 1.20014952 -0.47910238 -0.2125309
#> 554 -0.244052801 0.72628636 -0.33424798 1.20014952 -0.73810803 1.5707044
#> 555 -0.558982167 -1.49749765 -2.20665179 0.86163107 -1.25611934 -0.2125309
#> 556 -0.677080679 -1.12686698 -0.78362489 1.20014952 -0.99711368 1.5707044
#> 557 -0.283418972 -0.13851853 0.56450585 -1.67725736 3.92399369 1.1248956
#> 558 0.051193479 0.47919925 -1.38279411 -2.18503504 3.40598239 1.1248956
#> 559 -0.047221948 0.23211214 -1.00831335 -1.67725736 0.55692022 1.1248956
#> 560 -0.244052801 -0.63269276 -0.03466337 -0.32318353 4.18299934 1.1248956
#> 561 -0.283418972 -0.13851853 0.33981739 -1.00022044 1.07493153 1.1248956
#> 562 0.149608906 0.47919925 -0.40914413 -0.15392430 -0.22009673 1.5707044
#> 563 0.818833808 -1.25041054 0.86409046 -1.00022044 0.81592587 0.2332779
#> 564 -0.598348337 2.20880903 0.56450585 0.35385338 -1.25611934 -0.6583397
#> 565 -0.047221948 -1.12686698 -1.68237873 -0.49244276 -0.73810803 1.5707044
#> 566 -0.637714508 1.59109125 0.33981739 0.86163107 -1.25611934 1.1248956
#> 567 -0.539299081 1.46754769 -0.03466337 1.20014952 -1.25611934 1.5707044
#> 568 -0.047221948 -1.74458476 0.71429816 0.01533492 -0.99711368 0.6790868
#> 569 -0.362151313 NA 1.98753275 -0.49244276 0.29791457 -0.2125309
#> 570 2.472212977 1.83817836 0.56450585 -2.01577581 1.85194848 -0.6583397
#> 571 2.314748294 -1.25041054 -0.55893644 -0.49244276 0.81592587 -0.6583397
#> 572 2.354114465 -0.13851853 1.61305199 -2.01577581 0.55692022 0.2332779
#> 573 1.133763173 0.97337347 -0.33424798 -2.18503504 2.11095413 -0.6583397
#> 574 1.330594027 0.35565569 -0.40914413 -0.66170199 2.11095413 -0.6583397
#> 575 1.921086587 0.60274280 0.63940200 -1.84651659 0.55692022 -0.6583397
#> 576 -0.342468228 -0.01497498 -0.33424798 0.01533492 -0.47910238 -0.2125309
#> 577 -0.539299081 0.72628636 -0.33424798 -0.66170199 -0.22009673 -1.1041485
#> 578 -0.145637374 -1.74458476 0.48960970 1.03089029 0.81592587 -1.1041485
#> 579 -0.244052801 -0.38560564 -1.98196334 -0.66170199 -1.25611934 1.5707044
#> 580 -0.047221948 -1.74458476 0.71429816 0.01533492 0.55692022 -0.6583397
#> 581 -0.637714508 -0.13851853 0.26492124 -2.18503504 -0.22009673 1.1248956
#> 582 -0.342468228 1.46754769 0.19002509 1.03089029 0.29791457 -1.1041485
#> 583 -0.598348337 1.09691703 0.71429816 0.52311261 1.07493153 -1.9957662
#> 584 -0.145637374 0.47919925 1.83774044 0.01533492 0.29791457 -1.1041485
#> 585 -0.637714508 -0.75623631 -1.30789796 1.20014952 -0.47910238 0.2332779
#> 586 -0.244052801 -0.01497498 0.41471355 1.20014952 1.33393718 -1.9957662
#> 587 -0.637714508 0.84982991 0.63940200 1.03089029 -0.47910238 0.2332779
#> 588 1.133763173 0.35565569 -0.85852105 -2.18503504 0.03890892 -0.2125309
#> 589 -0.598348337 -0.50914920 0.04023278 -0.49244276 -0.22009673 -0.2125309
#> 590 0.267707418 -1.62104120 0.78919431 -0.83096122 -1.25611934 0.6790868
#> 591 -0.047221948 1.71463481 0.86409046 0.52311261 -0.99711368 -0.2125309
#> 592 -0.244052801 0.84982991 -0.10955952 -2.18503504 0.81592587 -1.5499574
#> 593 0.346439759 0.84982991 1.83774044 -1.16947967 0.29791457 -1.1041485
#> 594 1.133763173 -1.25041054 -0.48404028 -0.66170199 -0.22009673 0.6790868
#> 595 -0.440883654 -1.62104120 1.01388277 -1.00022044 -1.25611934 1.5707044
#> 596 -0.145637374 0.47919925 -1.90706718 -2.01577581 1.59294283 -1.9957662
#> 597 2.472212977 -1.74458476 -0.78362489 -0.49244276 1.33393718 -1.1041485
#> 598 -0.401517484 -1.00332342 -1.00831335 0.86163107 0.03890892 -0.6583397
#> 599 0.346439759 0.47919925 -0.03466337 -2.18503504 1.59294283 -1.5499574
#> 600 -0.362151313 1.59109125 -1.90706718 -1.84651659 1.33393718 -0.2125309
#> 601 -0.440883654 0.47919925 1.83774044 -0.49244276 0.29791457 0.2332779
#> 602 0.543270613 1.96172192 0.33981739 -1.84651659 -0.47910238 0.2332779
#> 603 -0.342468228 -0.38560564 -0.78362489 0.01533492 1.85194848 -0.6583397
#> 604 -0.716446849 0.23211214 0.04023278 1.20014952 -1.25611934 0.6790868
#> 605 -0.480249825 -0.01497498 -1.90706718 1.03089029 -0.99711368 0.6790868
#> 606 -0.637714508 0.97337347 0.26492124 1.03089029 -0.47910238 -2.4415750
#> 607 -0.539299081 -0.63269276 -0.48404028 1.20014952 1.59294283 0.2332779
#> 608 -0.440883654 -1.12686698 -1.38279411 1.03089029 1.33393718 -0.6583397
#> 609 -0.440883654 0.10856858 -1.75727488 0.86163107 1.85194848 0.2332779
#> 610 -0.637714508 -0.50914920 -0.25935183 0.86163107 -0.99711368 1.5707044
#> 611 -0.401517484 -1.37395409 -1.30789796 0.35385338 0.03890892 0.6790868
#> 612 -0.539299081 -1.25041054 -1.15810566 -0.49244276 -0.47910238 0.2332779
#> 613 0.110242735 -1.37395409 0.33981739 -0.66170199 0.55692022 -1.1041485
#> 614 0.740101466 -1.12686698 -1.53258642 -1.16947967 -0.47910238 1.1248956
#> 615 0.681052210 1.22046058 0.41471355 0.69237184 0.29791457 0.2332779
#> 616 -0.716446849 NA -1.75727488 0.69237184 -0.73810803 -0.6583397
#> 617 -0.716446849 0.47919925 -2.20665179 0.01533492 -0.99711368 0.6790868
#> 618 -0.677080679 -1.12686698 -1.75727488 0.69237184 -0.99711368 1.5707044
#> 619 -0.440883654 0.35565569 -1.08320950 0.52311261 -0.73810803 -0.2125309
#> 620 -0.440883654 0.60274280 -1.00831335 -0.83096122 0.81592587 1.1248956
#> 621 -0.677080679 0.35565569 -0.18445567 0.69237184 -0.22009673 -1.1041485
#> 622 -0.716446849 0.10856858 -0.33424798 1.03089029 -1.25611934 -0.2125309
#> 623 -0.677080679 0.84982991 0.48960970 0.69237184 -0.99711368 -0.6583397
#> 624 -0.539299081 -1.25041054 -1.38279411 -0.66170199 -0.22009673 1.5707044
#> 625 -0.637714508 0.97337347 -0.03466337 -0.15392430 2.36995978 -2.8873838
#> 626 -0.637714508 -1.00332342 -1.38279411 0.69237184 -0.99711368 1.1248956
#> 627 -0.539299081 -1.62104120 -1.08320950 -1.16947967 -0.22009673 1.1248956
#> 628 -0.677080679 0.72628636 0.04023278 -1.33873890 -0.47910238 0.6790868
#> 629 -0.716446849 0.72628636 0.86409046 0.52311261 -0.47910238 0.6790868
#> 630 0.267707418 1.96172192 0.71429816 0.69237184 -0.22009673 0.6790868
#> 631 -0.716446849 -0.38560564 -0.03466337 0.69237184 -0.47910238 0.2332779
#> 632 -0.677080679 -1.25041054 0.78919431 -1.33873890 -0.22009673 -0.6583397
#> 633 -0.283418972 -1.37395409 -0.78362489 0.86163107 -0.73810803 -0.6583397
#> 634 -0.440883654 0.35565569 0.33981739 0.86163107 0.29791457 -0.6583397
#> 635 0.543270613 1.59109125 1.01388277 -0.32318353 1.33393718 -1.5499574
#> 636 -0.677080679 -1.62104120 -1.75727488 1.20014952 -0.73810803 -1.1041485
#> 637 -0.696763764 -0.63269276 -2.20665179 0.35385338 -0.99711368 -0.2125309
#> 638 -0.637714508 -0.50914920 0.19002509 0.69237184 -0.99711368 -0.2125309
#> 639 -0.637714508 1.34400414 -0.70872874 0.52311261 -0.73810803 0.6790868
#> 640 -0.637714508 -0.87977987 1.16367507 -0.32318353 0.29791457 -1.1041485
#> 641 2.472212977 1.59109125 -1.68237873 0.69237184 0.55692022 -1.1041485
#> 642 -0.047221948 -1.12686698 0.71429816 -0.15392430 0.55692022 1.1248956
#> 643 -0.047221948 -0.01497498 -0.70872874 0.01533492 -0.73810803 1.5707044
#> 644 -0.244052801 -0.01497498 -0.85852105 -0.15392430 0.03890892 1.5707044
#> 645 -0.244052801 -1.25041054 -0.85852105 0.35385338 -0.99711368 1.5707044
#> 646 -0.283418972 -1.12686698 -0.93341720 0.18459415 -0.22009673 -0.2125309
#> 647 -0.558982167 0.35565569 1.76284429 NA -0.47910238 -0.2125309
#> 648 -0.047221948 -0.01497498 -0.48404028 -0.83096122 -0.22009673 -0.2125309
#> 649 -0.637714508 -0.87977987 1.23857122 0.52311261 -0.22009673 0.2332779
#> 650 -0.755813020 -0.38560564 -2.35644410 0.86163107 -0.47910238 -0.2125309
#> 651 -0.558982167 -1.74458476 -1.23300181 0.86163107 -0.47910238 1.1248956
#> 652 -0.007855777 1.59109125 0.78919431 -0.15392430 -0.47910238 1.1248956
#> 653 -0.007855777 -1.12686698 -0.25935183 -0.66170199 0.03890892 -1.5499574
#> 654 0.444855186 1.22046058 1.16367507 -1.50799813 0.29791457 -0.6583397
#> 655 -0.736129935 -0.87977987 -0.70872874 1.20014952 -1.25611934 1.5707044
#> 656 -0.637714508 -0.50914920 -0.48404028 1.03089029 -0.99711368 1.1248956
#> 657 0.051193479 -0.75623631 -0.93341720 0.01533492 0.03890892 1.1248956
#> 658 0.248024333 0.35565569 0.11512894 0.35385338 -0.99711368 1.1248956
#> 659 0.149608906 0.10856858 0.48960970 0.35385338 -0.99711368 1.5707044
#> 660 -0.145637374 0.35565569 0.19002509 -0.66170199 0.29791457 1.1248956
#> 661 -0.047221948 0.35565569 0.93898661 0.52311261 -0.47910238 1.1248956
#> 662 -0.539299081 -1.00332342 -0.55893644 0.86163107 0.03890892 -0.2125309
#> 663 -0.677080679 -0.26206209 0.11512894 1.03089029 1.07493153 -2.8873838
#> 664 -0.342468228 -0.75623631 -1.00831335 -0.15392430 -0.99711368 0.2332779
#> 665 -0.736129935 0.10856858 -0.18445567 1.03089029 -0.47910238 -0.2125309
#> 666 -0.736129935 -1.00332342 -1.23300181 1.03089029 0.29791457 0.2332779
#> 667 -0.755813020 -1.74458476 0.33981739 1.03089029 -0.47910238 -0.2125309
#> 668 -0.558982167 0.47919925 0.26492124 1.03089029 -0.73810803 -1.1041485
#> 669 -0.440883654 -1.49749765 -2.13175564 1.20014952 -0.47910238 0.2332779
#> 670 -0.637714508 -1.37395409 -0.78362489 0.52311261 0.03890892 0.2332779
#> 671 0.149608906 -1.00332342 1.16367507 0.52311261 -0.22009673 -0.6583397
#> 672 -0.519615996 -0.26206209 -1.38279411 0.35385338 -0.73810803 -0.6583397
#> 673 -0.401517484 -0.87977987 -0.40914413 0.18459415 -0.47910238 -1.5499574
#> 674 1.133763173 -1.37395409 0.93898661 NA -0.73810803 1.1248956
#> 675 1.133763173 -0.26206209 -0.70872874 -1.16947967 0.29791457 -1.9957662
#> 676 -0.244052801 -1.12686698 1.53815583 1.03089029 -0.47910238 -0.2125309
#> 677 1.527424880 0.60274280 1.76284429 -1.16947967 -0.73810803 1.1248956
#> 678 1.133763173 1.22046058 0.56450585 -0.32318353 -0.47910238 0.2332779
#> 679 -0.637714508 -1.37395409 -0.93341720 1.03089029 -0.99711368 -0.2125309
#> 680 1.527424880 1.22046058 0.78919431 0.35385338 -1.25611934 1.1248956
#> 681 -0.716446849 -1.37395409 -2.50623640 1.20014952 -0.99711368 1.1248956
#> 682 -0.716446849 -0.87977987 -1.98196334 1.03089029 -1.25611934 0.6790868
#> 683 -0.736129935 -0.13851853 -0.03466337 0.86163107 -1.25611934 0.6790868
#> 684 -0.637714508 0.60274280 -0.18445567 0.01533492 -0.73810803 0.6790868
#> 685 -0.657397593 1.59109125 0.04023278 0.86163107 -0.99711368 0.2332779
#> 686 -0.657397593 -1.37395409 1.16367507 1.03089029 -0.22009673 0.2332779
#> 687 -0.598348337 -1.62104120 -0.78362489 1.03089029 -0.73810803 0.2332779
#> 688 -0.440883654 -1.00332342 1.16367507 0.86163107 -0.47910238 0.2332779
#> 689 -0.637714508 -1.74458476 1.23857122 1.03089029 0.03890892 -0.2125309
#> 690 2.314748294 0.23211214 0.48960970 0.18459415 -0.22009673 -0.2125309
#> 691 1.133763173 0.35565569 -0.40914413 0.01533492 -1.25611934 1.1248956
#> 692 -0.440883654 -0.50914920 -1.53258642 -0.66170199 1.07493153 -0.2125309
#> 693 0.267707418 0.10856858 0.26492124 -0.49244276 0.03890892 -0.2125309
#> 694 -0.696763764 -1.12686698 -1.23300181 1.03089029 -0.47910238 0.2332779
#> 695 -0.145637374 1.46754769 -0.78362489 -1.84651659 -0.99711368 0.6790868
#> 696 1.527424880 1.83817836 1.46325968 -0.83096122 0.03890892 0.2332779
#> 697 0.346439759 -1.62104120 0.56450585 0.69237184 2.88797109 -1.1041485
#> 698 -0.637714508 0.97337347 0.04023278 -2.01577581 -0.47910238 -1.5499574
#> 699 -0.558982167 0.84982991 0.26492124 0.01533492 -0.47910238 0.2332779
#> 700 -0.421200569 0.47919925 -0.55893644 -1.84651659 1.59294283 -1.5499574
#> 701 -0.637714508 -0.75623631 0.04023278 0.35385338 0.29791457 -1.1041485
#> 702 -0.696763764 -1.12686698 -0.40914413 1.20014952 0.03890892 -0.2125309
#> 703 -0.480249825 -0.75623631 1.23857122 -0.83096122 1.59294283 -0.2125309
#> 704 -0.755813020 0.47919925 -0.33424798 1.20014952 -0.73810803 -0.2125309
#> 705 -0.677080679 -0.38560564 -0.48404028 0.86163107 0.03890892 -0.2125309
#> 706 -0.637714508 1.34400414 0.78919431 -0.66170199 0.29791457 -0.2125309
#> 707 -0.716446849 -0.87977987 -0.40914413 0.52311261 -0.73810803 -0.6583397
#> 708 -0.637714508 -0.13851853 1.31346738 0.86163107 -1.25611934 -0.2125309
#> 709 -0.244052801 -1.00332342 0.93898661 -0.32318353 -0.47910238 -0.6583397
#> 710 -0.637714508 -0.87977987 0.19002509 1.03089029 -1.25611934 0.2332779
#> 711 -0.657397593 0.84982991 -0.55893644 1.20014952 -0.99711368 -0.2125309
#> 712 -0.125954289 -1.12686698 0.63940200 -2.18503504 1.33393718 0.2332779
#> 713 -0.539299081 -1.49749765 -0.33424798 -0.15392430 -0.22009673 -1.5499574
#> 714 -0.145637374 -1.74458476 0.11512894 NA 0.55692022 0.2332779
#> 715 -0.421200569 -0.63269276 -0.48404028 0.01533492 -0.22009673 -0.2125309
#> 716 2.472212977 -0.38560564 -0.48404028 -0.66170199 2.88797109 0.2332779
#> 717 2.472212977 -0.01497498 -0.78362489 -0.83096122 0.55692022 -0.2125309
#> 718 -0.637714508 -1.62104120 0.56450585 0.69237184 -0.99711368 -0.6583397
#> 719 -0.716446849 -0.75623631 -0.63383259 1.20014952 -1.25611934 0.6790868
#> 720 -0.440883654 1.34400414 0.11512894 -0.32318353 0.81592587 -1.1041485
#> 721 -0.716446849 -1.37395409 -1.53258642 1.03089029 -0.99711368 1.1248956
#> 722 -0.677080679 -1.49749765 -0.55893644 1.20014952 0.03890892 0.6790868
#> 723 -0.539299081 0.84982991 -0.18445567 0.86163107 -0.73810803 0.2332779
#> 724 0.818833808 -0.01497498 -0.33424798 -2.01577581 0.81592587 -0.6583397
#> 725 0.051193479 -0.50914920 -0.40914413 0.35385338 1.33393718 -1.1041485
#> 726 -0.047221948 0.72628636 0.71429816 0.18459415 0.29791457 -1.1041485
#> 727 0.936932320 -0.26206209 1.08877892 -2.18503504 0.29791457 -0.6583397
#> 728 -0.145637374 -0.01497498 -0.10955952 0.86163107 -0.47910238 -1.1041485
#> 729 0.543270613 1.71463481 1.08877892 0.01533492 2.11095413 -0.6583397
#> 730 -0.736129935 0.10856858 -2.65602871 0.52311261 -0.47910238 -0.2125309
#> 731 -0.440883654 -0.26206209 -0.10955952 0.01533492 -0.22009673 -0.2125309
#> 732 -0.145637374 0.23211214 0.33981739 -0.15392430 3.40598239 -1.5499574
#> 733 -0.677080679 0.10856858 0.19002509 0.86163107 -0.47910238 1.1248956
#> 734 -0.244052801 0.84982991 -0.48404028 -2.01577581 0.03890892 0.6790868
#> 735 -0.755813020 -1.49749765 0.48960970 0.86163107 -0.47910238 1.1248956
#> 736 0.818833808 1.46754769 0.11512894 0.35385338 0.03890892 -0.2125309
#> 737 -0.637714508 -0.87977987 1.08877892 0.86163107 -0.47910238 -0.6583397
#> 738 -0.342468228 0.35565569 0.41471355 0.35385338 -0.99711368 0.6790868
#> 739 0.346439759 1.83817836 0.86409046 1.03089029 0.55692022 1.1248956
#> 740 -0.716446849 1.22046058 0.78919431 1.20014952 -0.99711368 1.1248956
#> 741 -0.322785142 0.47919925 -0.10955952 -2.18503504 1.59294283 0.6790868
#> 742 -0.598348337 -0.50914920 0.04023278 0.86163107 -0.99711368 0.2332779
#> 743 -0.342468228 1.22046058 -0.25935183 0.18459415 0.81592587 -1.5499574
#> 744 -0.539299081 0.10856858 -0.33424798 1.20014952 -0.22009673 -0.2125309
#> 745 0.149608906 0.60274280 1.46325968 -1.33873890 0.03890892 -0.6583397
#> 746 -0.480249825 -0.26206209 -0.70872874 0.69237184 -0.47910238 -0.2125309
#> 747 -0.598348337 -0.50914920 -1.38279411 0.35385338 -1.25611934 -0.6583397
#> 748 -0.401517484 -0.01497498 -0.70872874 0.35385338 -0.47910238 -1.5499574
#> 749 -0.421200569 0.72628636 -0.25935183 -0.32318353 0.29791457 0.6790868
#> 750 0.543270613 0.97337347 0.33981739 0.18459415 0.55692022 0.2332779
#> 751 2.472212977 0.35565569 1.31346738 -1.16947967 -1.25611934 1.5707044
#> 752 -0.736129935 1.34400414 0.48960970 -1.67725736 -1.25611934 1.5707044
#> 753 -0.244052801 0.47919925 -0.33424798 0.01533492 0.55692022 -0.2125309
#> 754 0.543270613 0.72628636 0.63940200 -0.83096122 -0.22009673 0.2332779
#> 755 2.472212977 0.10856858 0.41471355 0.86163107 -0.22009673 -1.5499574
#> 756 -0.657397593 -1.62104120 0.26492124 1.03089029 -0.22009673 -0.2125309
#> 757 -0.716446849 -0.01497498 -0.25935183 0.86163107 -0.73810803 1.1248956
#> 758 -0.755813020 1.46754769 0.78919431 -1.00022044 -1.25611934 0.6790868
#> 759 -0.440883654 1.22046058 -0.40914413 -0.66170199 0.81592587 -0.6583397
#> 760 -0.677080679 -1.25041054 0.19002509 0.69237184 -0.73810803 0.6790868
#> 761 -0.558982167 -0.75623631 -0.10955952 0.52311261 -0.73810803 1.1248956
#> 762 -0.657397593 0.47919925 0.33981739 -0.49244276 1.59294283 -1.5499574
#> 763 -0.716446849 -0.01497498 1.16367507 0.86163107 -0.99711368 1.1248956
#> 764 -0.558982167 0.72628636 -0.70872874 1.03089029 0.81592587 -1.1041485
#> 765 -0.696763764 0.23211214 0.48960970 0.86163107 -1.25611934 1.5707044
#> 766 -0.716446849 0.72628636 -2.58113256 1.20014952 -0.99711368 1.1248956
#> 767 -0.440883654 -1.62104120 0.71429816 0.18459415 0.29791457 -0.6583397
#> 768 -0.440883654 -0.63269276 -1.38279411 0.18459415 -0.99711368 1.1248956
#> 769 0.110242735 -0.75623631 1.16367507 0.69237184 -0.99711368 1.5707044
#> 770 -0.637714508 -0.38560564 -0.70872874 0.86163107 -0.73810803 1.5707044
#> 771 -0.736129935 0.47919925 0.33981739 1.20014952 -1.25611934 1.5707044
#> 772 -0.716446849 -0.13851853 -0.85852105 0.69237184 -1.25611934 -0.2125309
#> 773 -0.677080679 1.09691703 0.86409046 0.35385338 -0.73810803 -0.2125309
#> 774 -0.677080679 1.22046058 -0.03466337 1.20014952 -0.99711368 -0.2125309
#> 775 -0.677080679 0.60274280 -0.03466337 0.01533492 -0.99711368 0.6790868
#> 776 -0.677080679 -0.75623631 -0.93341720 0.52311261 0.29791457 -1.5499574
#> 777 -0.755813020 1.59109125 1.01388277 0.86163107 -0.47910238 -1.1041485
#> 778 -0.755813020 -1.74458476 -1.53258642 0.52311261 -0.22009673 -0.6583397
#> 779 -0.677080679 -1.25041054 -1.08320950 0.69237184 0.29791457 -0.6583397
#> 780 -0.342468228 -0.26206209 1.46325968 -0.15392430 -0.22009673 0.2332779
#> 781 -0.440883654 -0.01497498 0.19002509 0.86163107 -0.99711368 -0.6583397
#> 782 -0.716446849 -0.75623631 -0.25935183 0.69237184 0.03890892 -1.5499574
#> 783 -0.421200569 -1.37395409 -0.63383259 0.01533492 -0.99711368 0.6790868
#> 784 -0.283418972 -1.25041054 -0.18445567 0.35385338 -0.73810803 -0.6583397
#> 785 0.543270613 0.10856858 -0.33424798 -0.66170199 1.07493153 -1.9957662
#> 786 -0.677080679 0.23211214 -1.45769027 0.18459415 -0.22009673 0.2332779
#> 787 -0.421200569 -1.49749765 -0.48404028 -1.50799813 1.85194848 -1.9957662
#> 788 -0.283418972 -0.63269276 -0.25935183 0.18459415 0.03890892 -0.2125309
#> 789 -0.558982167 1.09691703 -0.33424798 -1.50799813 0.03890892 0.2332779
#> 790 -0.755813020 -1.12686698 -1.23300181 1.20014952 -0.73810803 0.6790868
#> 791 -0.736129935 -0.75623631 -0.55893644 1.20014952 -0.47910238 0.6790868
#> 792 -0.716446849 -1.49749765 -0.10955952 1.03089029 -0.47910238 -1.9957662
#> 793 -0.696763764 -0.63269276 1.23857122 0.86163107 -0.73810803 -2.4415750
#> 794 1.921086587 0.97337347 0.63940200 -0.83096122 0.29791457 -1.1041485
#> 795 -0.755813020 1.46754769 -2.28154795 0.86163107 -1.25611934 0.6790868
#> 796 -0.677080679 -0.38560564 -2.35644410 0.86163107 -0.22009673 -0.6583397
#> 797 -0.696763764 0.97337347 -2.43134025 0.86163107 0.29791457 -0.2125309
#> 798 -0.677080679 -0.87977987 -0.40914413 1.03089029 -0.47910238 -0.2125309
#> 799 -0.696763764 -0.26206209 -0.10955952 1.20014952 -0.47910238 -0.6583397
#> 800 -0.244052801 1.22046058 -0.93341720 -0.15392430 0.29791457 1.1248956
#> 801 -0.047221948 0.60274280 1.08877892 -0.15392430 -0.73810803 1.1248956
#> 802 0.149608906 -0.13851853 -1.60748257 -0.66170199 0.55692022 1.5707044
#> 803 -0.145637374 0.23211214 -0.25935183 -0.32318353 0.81592587 1.1248956
#> 804 -0.007855777 -0.63269276 1.08877892 -1.67725736 0.81592587 -0.2125309
#> 805 -0.047221948 0.10856858 0.11512894 0.69237184 -0.73810803 1.1248956
#> 806 2.472212977 -0.26206209 1.23857122 0.69237184 -0.47910238 1.1248956
#> 807 2.117917441 -0.01497498 1.16367507 0.52311261 -0.99711368 0.6790868
#> 808 2.472212977 1.22046058 0.71429816 -0.15392430 -0.99711368 0.6790868
#> 809 2.472212977 1.34400414 1.76284429 -0.83096122 -0.73810803 1.5707044
#> 810 2.472212977 0.97337347 1.76284429 -0.66170199 -0.73810803 1.1248956
#> 811 -0.558982167 0.23211214 -1.83217103 -0.15392430 -0.73810803 0.2332779
#> 812 -0.716446849 0.35565569 -1.53258642 0.69237184 -0.73810803 0.2332779
#> 813 -0.677080679 -1.00332342 -0.78362489 0.18459415 -0.73810803 0.2332779
#> 814 -0.401517484 -0.50914920 0.04023278 -0.32318353 0.29791457 -1.5499574
#> 815 -0.637714508 -1.25041054 -1.15810566 1.03089029 -0.73810803 -0.2125309
#> 816 -0.716446849 -0.26206209 -0.63383259 0.86163107 0.03890892 -0.2125309
#> 817 -0.244052801 0.23211214 1.23857122 0.86163107 0.55692022 -0.6583397
#> 818 -0.677080679 0.97337347 -0.03466337 0.86163107 0.03890892 -1.1041485
#> 819 -0.637714508 -0.75623631 -0.03466337 1.20014952 -0.99711368 1.1248956
#> 820 -0.637714508 -1.74458476 -1.38279411 0.01533492 -0.47910238 -0.6583397
#> 821 -0.598348337 -1.37395409 -0.85852105 1.03089029 -1.25611934 0.2332779
#> 822 -0.440883654 -0.87977987 -1.00831335 1.03089029 2.62896543 -0.2125309
#> 823 -0.539299081 -1.12686698 -1.30789796 0.69237184 1.59294283 -0.2125309
#> 824 -0.440883654 -1.37395409 -1.60748257 0.35385338 1.07493153 -1.1041485
#> 825 -0.539299081 -1.12686698 -1.08320950 0.52311261 0.29791457 1.1248956
#> 826 -0.440883654 -1.37395409 -1.00831335 0.86163107 0.81592587 1.5707044
#> 827 -0.342468228 -1.25041054 -1.38279411 1.03089029 3.14697674 0.6790868
#> 828 -0.696763764 -0.13851853 -0.33424798 0.01533492 -0.22009673 -1.9957662
#> 829 -0.755813020 -0.63269276 -0.48404028 1.03089029 0.55692022 -1.5499574
#> 830 -0.440883654 -1.37395409 -0.70872874 -0.83096122 0.03890892 -0.2125309
#> 831 -0.637714508 0.84982991 -1.15810566 0.86163107 -0.22009673 1.5707044
#> 832 0.149608906 -0.01497498 1.23857122 -0.83096122 -0.47910238 1.1248956
#> 833 -0.440883654 -0.50914920 0.11512894 0.69237184 -1.25611934 1.5707044
#> 834 -0.342468228 0.72628636 -0.10955952 0.86163107 -0.47910238 -0.6583397
#> 835 -0.736129935 -1.00332342 -0.40914413 1.03089029 -0.47910238 -0.6583397
#> 836 -0.696763764 -0.63269276 -0.48404028 0.86163107 0.03890892 -0.6583397
#> 837 -0.736129935 -0.63269276 0.63940200 1.03089029 -0.47910238 -0.6583397
#> 838 -0.598348337 0.84982991 0.26492124 1.03089029 -1.25611934 -0.2125309
#> 839 -0.145637374 -1.62104120 -2.50623640 0.52311261 -0.73810803 1.1248956
#> 840 -0.145637374 -1.12686698 -1.83217103 0.01533492 1.07493153 1.1248956
#> 841 -0.244052801 0.84982991 -1.53258642 -1.84651659 0.55692022 1.1248956
#> 842 -0.047221948 0.72628636 0.48960970 0.18459415 0.03890892 1.1248956
#> 843 -0.539299081 0.35565569 0.33981739 0.86163107 -0.73810803 0.6790868
#> 844 -0.637714508 -0.01497498 -0.70872874 0.86163107 -0.47910238 0.6790868
#> 845 -0.677080679 -1.25041054 -0.78362489 1.03089029 -0.99711368 0.2332779
#> 846 -0.736129935 -1.49749765 -0.93341720 0.52311261 -0.73810803 -1.1041485
#> 847 -0.558982167 1.83817836 0.19002509 1.03089029 -1.25611934 1.5707044
#> 848 -0.558982167 -0.50914920 -0.40914413 1.03089029 -0.99711368 -1.1041485
#> 849 -0.716446849 -0.01497498 -0.48404028 1.03089029 -0.47910238 0.2332779
#> 850 -0.558982167 -0.13851853 -0.70872874 0.86163107 -0.73810803 1.1248956
#> 851 -0.696763764 -1.62104120 -1.08320950 0.86163107 -0.99711368 0.2332779
#> 852 -0.440883654 -1.74458476 -1.68237873 -0.32318353 -0.47910238 1.1248956
#> 853 -0.716446849 1.09691703 -0.48404028 1.03089029 -0.47910238 -0.2125309
#> 854 -0.637714508 -0.13851853 -1.38279411 1.20014952 -1.25611934 1.5707044
#> 855 -0.244052801 0.47919925 -0.55893644 -0.32318353 -0.22009673 0.6790868
#> 856 -0.558982167 0.97337347 -1.68237873 0.18459415 -0.99711368 0.6790868
#> 857 -0.637714508 2.45589614 -0.70872874 0.69237184 -0.47910238 1.5707044
#> 858 -0.637714508 -1.62104120 -1.45769027 0.52311261 -0.22009673 -1.1041485
#> 859 -0.283418972 1.22046058 0.33981739 0.69237184 0.55692022 -1.9957662
#> 860 -0.677080679 -1.00332342 -1.23300181 1.20014952 -1.25611934 0.2332779
#> 861 -0.716446849 0.35565569 -0.78362489 1.20014952 -0.99711368 1.5707044
#> 862 -0.440883654 -1.25041054 -0.63383259 1.20014952 -0.47910238 0.6790868
#> 863 -0.736129935 0.23211214 0.04023278 1.03089029 -0.47910238 0.2332779
#> 864 -0.696763764 0.60274280 0.26492124 1.03089029 -0.22009673 -1.1041485
#> 865 -0.440883654 1.34400414 0.26492124 0.86163107 -0.22009673 -0.2125309
#> 866 -0.480249825 0.10856858 -1.90706718 1.20014952 -0.99711368 1.1248956
#> 867 -0.598348337 -0.01497498 0.63940200 0.86163107 -0.99711368 0.2332779
#> 868 -0.499932911 -1.49749765 0.78919431 0.86163107 -0.73810803 1.1248956
#> 869 -0.558982167 -1.00332342 -0.40914413 0.69237184 -0.22009673 -0.2125309
#> 870 -0.736129935 -0.50914920 -1.15810566 1.20014952 -1.25611934 1.5707044
#> 871 -0.716446849 -1.37395409 -1.15810566 1.20014952 -1.25611934 1.5707044
#> 872 -0.755813020 -0.50914920 -1.53258642 1.20014952 -0.99711368 0.2332779
#> 873 -0.755813020 -0.75623631 -0.33424798 1.20014952 -0.73810803 -0.6583397
#> 874 -0.716446849 0.23211214 -0.85852105 1.20014952 -0.73810803 -1.5499574
#> 875 -0.637714508 -0.38560564 0.11512894 1.20014952 -1.25611934 1.5707044
#> 876 -0.716446849 -1.74458476 -0.63383259 1.20014952 0.29791457 -0.6583397
#> 877 -0.558982167 0.47919925 1.08877892 -1.84651659 0.81592587 -1.1041485
#> 878 -0.244052801 -0.01497498 -1.08320950 0.01533492 -0.22009673 -0.6583397
#> 879 -0.145637374 -0.75623631 1.91263660 -0.49244276 3.14697674 -1.5499574
#> 880 -0.637714508 -0.13851853 -0.40914413 1.20014952 -0.99711368 -0.6583397
#> 881 1.133763173 0.47919925 -0.33424798 1.20014952 -0.73810803 -1.1041485
#> 882 -0.677080679 -0.63269276 -1.45769027 1.20014952 -1.25611934 -0.6583397
#> 883 -0.637714508 0.23211214 -0.03466337 1.20014952 -0.47910238 -1.1041485
#> 884 -0.440883654 0.97337347 0.86409046 -1.00022044 0.81592587 -1.5499574
#> 885 -0.047221948 -1.49749765 -1.08320950 -0.32318353 1.59294283 -1.1041485
#> 886 -0.047221948 -0.01497498 1.53815583 0.01533492 2.62896543 0.2332779
#> 887 -0.047221948 0.23211214 1.68794814 -1.84651659 1.59294283 -1.1041485
#> 888 -0.716446849 -1.12686698 -0.93341720 -0.15392430 -0.73810803 0.6790868
#> 889 -0.244052801 -1.74458476 0.56450585 0.69237184 -0.22009673 0.2332779
#> 890 -0.283418972 1.71463481 0.56450585 0.69237184 0.55692022 -1.1041485
#> 891 -0.440883654 -0.63269276 -1.00831335 0.69237184 -1.25611934 1.5707044
#> 892 -0.342468228 -0.26206209 -0.63383259 0.18459415 -0.73810803 -0.2125309
#> 893 -0.244052801 -0.50914920 -1.30789796 -0.32318353 1.33393718 1.1248956
#> 894 0.149608906 1.34400414 0.48960970 -0.49244276 2.88797109 -0.6583397
#> 895 -0.440883654 1.46754769 -0.25935183 0.18459415 0.03890892 -1.5499574
#> 896 -0.539299081 0.84982991 0.11512894 1.20014952 0.29791457 -1.1041485
#> 897 1.330594027 -1.74458476 -1.15810566 -1.00022044 0.81592587 -0.6583397
#> 898 -0.283418972 0.35565569 2.13732505 0.52311261 -0.99711368 1.5707044
#> 899 0.838516893 0.10856858 -1.30789796 0.18459415 -0.99711368 0.2332779
#> 900 2.314748294 -0.63269276 1.31346738 -1.33873890 0.55692022 0.6790868
#> 901 -0.637714508 -1.74458476 -0.70872874 1.20014952 -0.47910238 0.6790868
#> 902 -0.677080679 -1.49749765 -0.63383259 0.69237184 -0.47910238 0.2332779
#> 903 NA NA NA NA NA NA
#> 904 NA NA NA NA NA NA
#> 905 NA NA NA NA NA NA
#> 906 NA NA NA NA NA NA
#> 907 NA NA NA NA NA NA
#> 908 NA NA NA NA NA NA
#> quol_5_z
#> 1 -0.06947491
#> 2 -0.82257457
#> 3 -1.38739931
#> 4 -0.44602474
#> 5 0.87189966
#> 6 -1.19912439
#> 7 1.06017457
#> 8 1.06017457
#> 9 -1.19912439
#> 10 0.11880000
#> 11 -2.51704879
#> 12 0.87189966
#> 13 -0.44602474
#> 14 -1.19912439
#> 15 -1.19912439
#> 16 -1.57567422
#> 17 0.30707491
#> 18 -0.06947491
#> 19 0.11880000
#> 20 -0.82257457
#> 21 0.11880000
#> 22 1.24844948
#> 23 0.68362474
#> 24 0.11880000
#> 25 0.30707491
#> 26 -2.70532370
#> 27 -0.82257457
#> 28 -0.06947491
#> 29 -1.95222405
#> 30 0.11880000
#> 31 -1.01084948
#> 32 0.68362474
#> 33 -0.44602474
#> 34 -2.51704879
#> 35 -1.95222405
#> 36 -0.25774983
#> 37 -1.95222405
#> 38 0.30707491
#> 39 -0.63429965
#> 40 -1.76394913
#> 41 -0.63429965
#> 42 -0.06947491
#> 43 -1.19912439
#> 44 0.30707491
#> 45 -1.01084948
#> 46 -0.25774983
#> 47 -1.01084948
#> 48 -1.01084948
#> 49 -0.06947491
#> 50 0.68362474
#> 51 -1.95222405
#> 52 0.11880000
#> 53 -1.01084948
#> 54 -1.01084948
#> 55 1.06017457
#> 56 -0.06947491
#> 57 -0.82257457
#> 58 -2.14049896
#> 59 -1.76394913
#> 60 -2.70532370
#> 61 -2.70532370
#> 62 0.11880000
#> 63 1.06017457
#> 64 -1.76394913
#> 65 0.68362474
#> 66 0.30707491
#> 67 -1.76394913
#> 68 0.87189966
#> 69 -2.51704879
#> 70 NA
#> 71 0.87189966
#> 72 -0.63429965
#> 73 -0.82257457
#> 74 -1.95222405
#> 75 0.87189966
#> 76 -0.25774983
#> 77 -1.76394913
#> 78 1.24844948
#> 79 0.11880000
#> 80 -1.01084948
#> 81 1.62499931
#> 82 NA
#> 83 -1.38739931
#> 84 -2.51704879
#> 85 -0.06947491
#> 86 -1.95222405
#> 87 -1.95222405
#> 88 -0.44602474
#> 89 -2.14049896
#> 90 NA
#> 91 -0.25774983
#> 92 1.06017457
#> 93 -1.19912439
#> 94 1.24844948
#> 95 0.87189966
#> 96 -2.14049896
#> 97 -0.06947491
#> 98 0.49534983
#> 99 NA
#> 100 -0.63429965
#> 101 -0.63429965
#> 102 0.11880000
#> 103 0.49534983
#> 104 -0.44602474
#> 105 0.30707491
#> 106 -1.19912439
#> 107 -0.25774983
#> 108 1.43672440
#> 109 0.11880000
#> 110 0.49534983
#> 111 -0.25774983
#> 112 -0.25774983
#> 113 -2.14049896
#> 114 2.00154914
#> 115 -1.01084948
#> 116 -0.82257457
#> 117 -0.06947491
#> 118 -0.82257457
#> 119 -0.82257457
#> 120 -1.76394913
#> 121 0.68362474
#> 122 -0.63429965
#> 123 -1.38739931
#> 124 -2.14049896
#> 125 -0.25774983
#> 126 -0.06947491
#> 127 -1.76394913
#> 128 -1.19912439
#> 129 -1.19912439
#> 130 -0.06947491
#> 131 -1.38739931
#> 132 0.30707491
#> 133 -0.63429965
#> 134 -0.63429965
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#> 870 0.87189966
#> 871 1.24844948
#> 872 0.30707491
#> 873 1.06017457
#> 874 -0.44602474
#> 875 1.06017457
#> 876 0.49534983
#> 877 -0.82257457
#> 878 -0.82257457
#> 879 -0.63429965
#> 880 0.30707491
#> 881 -0.06947491
#> 882 0.11880000
#> 883 -0.25774983
#> 884 -0.63429965
#> 885 -1.19912439
#> 886 -0.44602474
#> 887 -1.57567422
#> 888 0.30707491
#> 889 -0.06947491
#> 890 -1.76394913
#> 891 -0.63429965
#> 892 0.11880000
#> 893 -0.63429965
#> 894 -1.19912439
#> 895 -0.63429965
#> 896 -0.44602474
#> 897 -0.44602474
#> 898 1.06017457
#> 899 0.11880000
#> 900 0.11880000
#> 901 0.30707491
#> 902 0.30707491
#> 903 NA
#> 904 NA
#> 905 NA
#> 906 NA
#> 907 NA
#> 908 NA