R/cor_tables.R
cor_matrix.RdCalculates the correlation matrix between the numeric variables in a given dataframe and
includes descriptives (mean and standard deviation) - ready for creating a nice table with report_cor_table()
Adapted from http://www.sthda.com/english/wiki/elegant-correlation-table-using-xtable-r-package
Dataframe. Only numeric variables are included into correlation matrix.
A named character vector with new variable names or a tibble as provided by get_rename_tribbles()
for variables. If NULL, then the variables are not renamed. If names are provided, only the variables included here are retained.
This is most helpful when the results are passed to some print function, such as report_cor_table()
How should missing data be dealt with? Options are "pairwise" deletion, "listwise" deletion or "fiml" for full information maximum likelihood estimation of the correlation table. Note that if you use "fiml", this will also be applied to the estimation of means and standard deviations.
Confidence level to use for confidence intervals, defaults to .95
method="pearson" is the default value. The alternatives to be passed to cor are "spearman" and "kendall". These last two are much slower, particularly for big data sets.
What adjustment for multiple tests should be used? ("holm", "hochberg", "hommel", "bonferroni", "BH", "BY", "fdr", "none"). See p.adjust for details about why to use "holm" rather than "bonferroni").
When using FIML estimation (with missing = "fiml"), significance tests and confidence intervals can be bootstrapped. If you want to do that, pass the number of desired bootstrap resamples (e.g., 5000) to this parameter, but beware that this can take a while.
Pass an integer to set the seed for bootstrapping and thus make this reproducible
A list including the correlation matrix, p-values, standard errors, t-values, pairwise number of observations, confidence intervals, descriptives and (if var_names was provided) a tibble with old and new variable names
By setting missing to "fiml", this function uses the lavaan package to estimate the correlations (and descriptives)
by using a full-information maximum likelihood algorithm. This estimates the covariances separately
for each pattern of missingness and then combines them based on the frequency of each pattern. This
will take longer than pairwise deletion, but should yield more precise estimates in the presence of
missing data. To date, FIML correlation matrices can be obtained with the psych::corFiml()
function, but that function does not report significance tests or confidence intervals, or with the
lavaan::lavCor() function - this function also uses lavaan for the estimation,
but facilitates bootstrapping and returns the results in a more accessible format.
When bootstrap is used, confidence intervals are calculated using the
Bias-Corrected and Accelerated (BCa) bootstrap method. In the rare case
that BCa calculations fail for a given correlation, the function will
automatically fall back to the simpler percentile method for that value and
issue a warning.
For evidence on the utility of the FIML estimator, see Enders, C. K. (2001) The performance of the full information maximum likelihood estimator in multiple regression models with missing data
# Basic correlation matrix
cor_matrix(iris)
#> $cors
#> Sepal.Length Sepal.Width Petal.Length Petal.Width
#> Sepal.Length 1.0000000 -0.1175698 0.8717538 0.8179411
#> Sepal.Width -0.1175698 1.0000000 -0.4284401 -0.3661259
#> Petal.Length 0.8717538 -0.4284401 1.0000000 0.9628654
#> Petal.Width 0.8179411 -0.3661259 0.9628654 1.0000000
#>
#> $std.err
#> Sepal.Length Sepal.Width Petal.Length Petal.Width
#> Sepal.Length 0.00000000 0.08162941 0.04027317 0.04728953
#> Sepal.Width 0.08162941 0.00000000 0.07427301 0.07649200
#> Petal.Length 0.04027317 0.07427301 0.00000000 0.02219237
#> Petal.Width 0.04728953 0.07649200 0.02219237 0.00000000
#>
#> $p.values
#> Sepal.Length Sepal.Width Petal.Length Petal.Width
#> Sepal.Length 0.000000e+00 1.518983e-01 1.038667e-47 2.325498e-37
#> Sepal.Width 1.518983e-01 0.000000e+00 4.513314e-08 4.073229e-06
#> Petal.Length 1.038667e-47 4.513314e-08 0.000000e+00 4.675004e-86
#> Petal.Width 2.325498e-37 4.073229e-06 4.675004e-86 0.000000e+00
#>
#> $t.values
#> Sepal.Length Sepal.Width Petal.Length Petal.Width
#> Sepal.Length Inf -1.440287 21.646019 17.296454
#> Sepal.Width -1.440287 Inf -5.768449 -4.786461
#> Petal.Length 21.646019 -5.768449 Inf 43.387237
#> Petal.Width 17.296454 -4.786461 43.387237 Inf
#>
#> $n
#> Sepal.Length Sepal.Width Petal.Length Petal.Width
#> Sepal.Length 150 150 150 150
#> Sepal.Width 150 150 150 150
#> Petal.Length 150 150 150 150
#> Petal.Width 150 150 150 150
#>
#> $ci.low
#> Sepal.Length Sepal.Width Petal.Length Petal.Width
#> Sepal.Length NA NA NA NA
#> Sepal.Width -0.2726932 NA NA NA
#> Petal.Length 0.8270363 -0.5508771 NA NA
#> Petal.Width 0.7568971 -0.4972130 0.9490525 NA
#>
#> $ci.high
#> Sepal.Length Sepal.Width Petal.Length Petal.Width
#> Sepal.Length NA NA NA NA
#> Sepal.Width 0.04351158 NA NA NA
#> Petal.Length 0.90550805 -0.2879499 NA NA
#> Petal.Width 0.86483606 -0.2186966 0.9729853 NA
#>
#> $desc
#> # A tibble: 4 × 3
#> var M SD
#> <chr> <dbl> <dbl>
#> 1 Sepal.Length 5.84 0.828
#> 2 Sepal.Width 3.06 0.436
#> 3 Petal.Length 3.76 1.77
#> 4 Petal.Width 1.20 0.762
#>
#> attr(,"class")
#> [1] "cor_matrix" "list"
# With renamed variables
cor_matrix(ess_health, var_names = c(health = "Self-rated health",
dosprt = "Days of sport per week",
etfruit = "Fruit consumption"))
#> $cors
#> Self-rated health Days of sport per week
#> Self-rated health 1.00000000 -0.1825322
#> Days of sport per week -0.18253222 1.0000000
#> Fruit consumption 0.06028032 -0.1098591
#> Fruit consumption
#> Self-rated health 0.06028032
#> Days of sport per week -0.10985908
#> Fruit consumption 1.00000000
#>
#> $std.err
#> Self-rated health Days of sport per week
#> Self-rated health 0.00000000 0.01159115
#> Days of sport per week 0.01159115 0.00000000
#> Fruit consumption 0.01175308 0.01171785
#> Fruit consumption
#> Self-rated health 0.01175308
#> Days of sport per week 0.01171785
#> Fruit consumption 0.00000000
#>
#> $p.values
#> Self-rated health Days of sport per week
#> Self-rated health 0.000000e+00 5.863886e-55
#> Days of sport per week 5.863886e-55 0.000000e+00
#> Fruit consumption 2.990367e-07 9.051710e-21
#> Fruit consumption
#> Self-rated health 2.990367e-07
#> Days of sport per week 9.051710e-21
#> Fruit consumption 0.000000e+00
#>
#> $t.values
#> Self-rated health Days of sport per week
#> Self-rated health Inf -15.747554
#> Days of sport per week -15.747554 Inf
#> Fruit consumption 5.128898 -9.375362
#> Fruit consumption
#> Self-rated health 5.128898
#> Days of sport per week -9.375362
#> Fruit consumption Inf
#>
#> $n
#> Self-rated health Days of sport per week
#> Self-rated health 7219 7197
#> Days of sport per week 7197 7201
#> Fruit consumption 7215 7197
#> Fruit consumption
#> Self-rated health 7215
#> Days of sport per week 7197
#> Fruit consumption 7220
#>
#> $ci.low
#> Self-rated health Days of sport per week
#> Self-rated health NA NA
#> Days of sport per week -0.20477256 NA
#> Fruit consumption 0.03725707 -0.1326264
#> Fruit consumption
#> Self-rated health NA
#> Days of sport per week NA
#> Fruit consumption NA
#>
#> $ci.high
#> Self-rated health Days of sport per week
#> Self-rated health NA NA
#> Days of sport per week -0.16010349 NA
#> Fruit consumption 0.08323962 -0.08697593
#> Fruit consumption
#> Self-rated health NA
#> Days of sport per week NA
#> Fruit consumption NA
#>
#> $desc
#> # A tibble: 3 × 3
#> var M SD
#> <chr> <dbl> <dbl>
#> 1 Self-rated health 2.26 0.915
#> 2 Days of sport per week 3.26 2.65
#> 3 Fruit consumption 3.04 1.43
#>
#> $var_renames
#> # A tibble: 3 × 2
#> old new
#> <chr> <chr>
#> 1 health Self-rated health
#> 2 dosprt Days of sport per week
#> 3 etfruit Fruit consumption
#>
#> attr(,"class")
#> [1] "cor_matrix" "list"
# Using Spearman correlations
cor_matrix(ess_health, method = "spearman")
#> $cors
#> gndr agea eisced pweight pspwght
#> gndr 1.000000000 0.001386349 -0.06526763 0.032451978 -0.0021480123
#> agea 0.001386349 1.000000000 -0.13526441 0.006501118 -0.2612718582
#> eisced -0.065267630 -0.135264415 1.00000000 -0.079046012 -0.2279951708
#> pweight 0.032451978 0.006501118 -0.07904601 1.000000000 -0.0605226880
#> pspwght -0.002148012 -0.261271858 -0.22799517 -0.060522688 1.0000000000
#> health 0.040269814 0.279280368 -0.19233407 -0.040681347 -0.0664840683
#> height -0.701472237 -0.173518043 0.16177522 -0.143695496 0.0306269586
#> weight -0.496441325 0.097456972 0.02015338 -0.143365003 0.0006768299
#> icbrnct 0.010667440 -0.066686172 0.04080379 0.031434448 0.0934315321
#> etfruit -0.157460226 -0.202748574 -0.08256422 -0.039299716 0.0742627669
#> eatveg -0.139681656 -0.074995202 -0.12799220 -0.186685060 0.0201678008
#> dosprt -0.044080879 -0.040694067 0.08855172 -0.185977879 0.0010716258
#> cgtsmke 0.125444202 0.085488116 0.05642249 0.014604397 0.0068491201
#> alcfreq 0.247070726 -0.124940421 -0.17516795 0.006827024 0.0740425545
#> fltdpr 0.122260210 -0.014768762 -0.09421071 0.009608483 -0.0300145877
#> flteeff 0.083332063 -0.040623197 -0.08417074 -0.091590042 0.0167958980
#> slprl 0.140037028 0.026930830 -0.06347684 0.014411901 -0.0207707980
#> wrhpp -0.019182365 -0.048963910 0.02544220 0.061142113 0.0687911999
#> fltlnl 0.083435108 0.013134952 -0.13993147 0.166426779 -0.1032335975
#> enjlf -0.056723921 -0.016553630 0.02918938 0.185169787 0.0414642773
#> fltsd 0.157131253 0.012811709 -0.09694603 0.120445676 -0.0313050433
#> cldgng 0.069362902 0.009148542 -0.11652475 -0.051713280 0.0115115491
#> health height weight icbrnct etfruit
#> gndr 0.04026981 -0.70147224 -0.4964413246 0.010667440 -0.15746023
#> agea 0.27928037 -0.17351804 0.0974569724 -0.066686172 -0.20274857
#> eisced -0.19233407 0.16177522 0.0201533834 0.040803785 -0.08256422
#> pweight -0.04068135 -0.14369550 -0.1433650027 0.031434448 -0.03929972
#> pspwght -0.06648407 0.03062696 0.0006768299 0.093431532 0.07426277
#> health 1.00000000 -0.10316612 0.1178557257 -0.021273042 0.05193874
#> height -0.10316612 1.00000000 0.5533330286 -0.052660561 0.13890733
#> weight 0.11785573 0.55333303 1.0000000000 -0.011173691 0.06910988
#> icbrnct -0.02127304 -0.05266056 -0.0111736912 1.000000000 -0.06986703
#> etfruit 0.05193874 0.13890733 0.0691098764 -0.069867031 1.00000000
#> eatveg 0.10175935 0.11224638 0.0905486021 -0.055562773 0.50010878
#> dosprt -0.18957208 0.06676695 -0.0217212222 -0.015987593 -0.11049009
#> cgtsmke -0.11933749 -0.11681699 -0.0657451382 0.073362029 -0.22026202
#> alcfreq 0.08242663 -0.20065328 -0.1203337628 0.162937351 -0.02403993
#> fltdpr 0.28144176 -0.10843668 -0.0520720747 0.015609138 0.04311065
#> flteeff 0.30218753 -0.07012818 -0.0016186777 -0.010472176 0.06914567
#> slprl 0.24895361 -0.12093752 -0.0085783855 -0.041785895 0.03706653
#> wrhpp -0.24891462 0.02231862 -0.0234711771 0.016958579 -0.06254538
#> fltlnl 0.18081519 -0.10805002 -0.0676134671 0.034664423 0.02917289
#> enjlf -0.26036094 0.03087964 -0.0097134083 -0.002203857 -0.07366855
#> fltsd 0.21047857 -0.15024985 -0.0808236647 0.047231574 0.00399417
#> cldgng 0.25495232 -0.05507991 0.0375397771 0.003338221 0.08305732
#> eatveg dosprt cgtsmke alcfreq fltdpr
#> gndr -0.139681656 -0.044080879 0.12544420 0.247070726 0.122260210
#> agea -0.074995202 -0.040694067 0.08548812 -0.124940421 -0.014768762
#> eisced -0.127992200 0.088551717 0.05642249 -0.175167954 -0.094210715
#> pweight -0.186685060 -0.185977879 0.01460440 0.006827024 0.009608483
#> pspwght 0.020167801 0.001071626 0.00684912 0.074042554 -0.030014588
#> health 0.101759348 -0.189572079 -0.11933749 0.082426633 0.281441757
#> height 0.112246378 0.066766949 -0.11681699 -0.200653275 -0.108436676
#> weight 0.090548602 -0.021721222 -0.06574514 -0.120333763 -0.052072075
#> icbrnct -0.055562773 -0.015987593 0.07336203 0.162937351 0.015609138
#> etfruit 0.500108778 -0.110490092 -0.22026202 -0.024039934 0.043110654
#> eatveg 1.000000000 -0.064525042 -0.15251485 0.043373617 0.065584179
#> dosprt -0.064525042 1.000000000 0.03829197 -0.068573012 -0.086799506
#> cgtsmke -0.152514854 0.038291968 1.00000000 0.147252199 -0.076665521
#> alcfreq 0.043373617 -0.068573012 0.14725220 1.000000000 0.076727262
#> fltdpr 0.065584179 -0.086799506 -0.07666552 0.076727262 1.000000000
#> flteeff 0.083398356 -0.113091317 -0.07863904 0.087888591 0.405667902
#> slprl 0.041430025 -0.088935131 -0.05829569 0.052449542 0.302687542
#> wrhpp -0.104138032 0.062397566 0.06935764 -0.017222877 -0.424389165
#> fltlnl 0.065636555 -0.081783861 -0.05035156 0.103152964 0.356631703
#> enjlf -0.130477069 0.079351409 0.05634298 -0.046306899 -0.400179271
#> fltsd 0.009120405 -0.068882309 -0.03905719 0.085496503 0.505956076
#> cldgng 0.090852895 -0.124335214 -0.07371113 0.089219795 0.311425385
#> flteeff slprl wrhpp fltlnl enjlf
#> gndr 0.083332063 0.140037028 -0.01918236 0.08343511 -0.056723921
#> agea -0.040623197 0.026930830 -0.04896391 0.01313495 -0.016553630
#> eisced -0.084170737 -0.063476839 0.02544220 -0.13993147 0.029189382
#> pweight -0.091590042 0.014411901 0.06114211 0.16642678 0.185169787
#> pspwght 0.016795898 -0.020770798 0.06879120 -0.10323360 0.041464277
#> health 0.302187528 0.248953606 -0.24891462 0.18081519 -0.260360935
#> height -0.070128179 -0.120937523 0.02231862 -0.10805002 0.030879639
#> weight -0.001618678 -0.008578386 -0.02347118 -0.06761347 -0.009713408
#> icbrnct -0.010472176 -0.041785895 0.01695858 0.03466442 -0.002203857
#> etfruit 0.069145672 0.037066527 -0.06254538 0.02917289 -0.073668545
#> eatveg 0.083398356 0.041430025 -0.10413803 0.06563655 -0.130477069
#> dosprt -0.113091317 -0.088935131 0.06239757 -0.08178386 0.079351409
#> cgtsmke -0.078639040 -0.058295688 0.06935764 -0.05035156 0.056342984
#> alcfreq 0.087888591 0.052449542 -0.01722288 0.10315296 -0.046306899
#> fltdpr 0.405667902 0.302687542 -0.42438916 0.35663170 -0.400179271
#> flteeff 1.000000000 0.303919044 -0.28046560 0.21616827 -0.311265316
#> slprl 0.303919044 1.000000000 -0.21918025 0.19778059 -0.207779995
#> wrhpp -0.280465598 -0.219180246 1.00000000 -0.28748958 0.601279059
#> fltlnl 0.216168274 0.197780595 -0.28748958 1.00000000 -0.272102324
#> enjlf -0.311265316 -0.207779995 0.60127906 -0.27210232 1.000000000
#> fltsd 0.297352287 0.270760098 -0.35352761 0.40540274 -0.320363148
#> cldgng 0.402420313 0.270991133 -0.23344351 0.22734598 -0.260732908
#> fltsd cldgng
#> gndr 0.157131253 0.069362902
#> agea 0.012811709 0.009148542
#> eisced -0.096946033 -0.116524746
#> pweight 0.120445676 -0.051713280
#> pspwght -0.031305043 0.011511549
#> health 0.210478568 0.254952319
#> height -0.150249849 -0.055079907
#> weight -0.080823665 0.037539777
#> icbrnct 0.047231574 0.003338221
#> etfruit 0.003994170 0.083057321
#> eatveg 0.009120405 0.090852895
#> dosprt -0.068882309 -0.124335214
#> cgtsmke -0.039057195 -0.073711131
#> alcfreq 0.085496503 0.089219795
#> fltdpr 0.505956076 0.311425385
#> flteeff 0.297352287 0.402420313
#> slprl 0.270760098 0.270991133
#> wrhpp -0.353527612 -0.233443505
#> fltlnl 0.405402742 0.227345976
#> enjlf -0.320363148 -0.260732908
#> fltsd 1.000000000 0.268770318
#> cldgng 0.268770318 1.000000000
#>
#> $std.err
#> gndr agea eisced pweight pspwght health
#> gndr 1.753199e-10 1.179576e-02 1.176571e-02 0.01175932 0.01176549 0.01176168
#> agea 1.179576e-02 2.485772e-10 1.170774e-02 0.01179552 0.01138604 0.01132956
#> eisced 1.176571e-02 1.170774e-02 1.756973e-10 0.01175395 0.01148030 0.01157473
#> pweight 1.175932e-02 1.179552e-02 1.175395e-02 0.00000000 0.01174395 0.01176148
#> pspwght 1.176549e-02 1.138604e-02 1.148030e-02 0.01174395 0.00000000 0.01174518
#> health 1.176168e-02 1.132956e-02 1.157473e-02 0.01176148 0.01174518 0.00000000
#> height 8.415005e-03 1.165337e-02 1.167455e-02 0.01168474 0.01180173 0.01174919
#> weight 1.037839e-02 1.192096e-02 1.197297e-02 0.01183220 0.01195570 0.01187662
#> icbrnct 1.176485e-02 1.176951e-02 1.178103e-02 0.01175971 0.01171405 0.01176856
#> etfruit 1.162358e-02 1.155480e-02 1.175468e-02 0.01176132 0.01173791 0.01175860
#> eatveg 1.165663e-02 1.176828e-02 1.169956e-02 0.01156509 0.01176965 0.01171499
#> dosprt 1.177448e-02 1.180325e-02 1.176335e-02 0.01158031 0.01178592 0.01157543
#> cgtsmke 1.167581e-02 1.175422e-02 1.177370e-02 0.01176752 0.01176850 0.01168953
#> alcfreq 1.140866e-02 1.170904e-02 1.161500e-02 0.01177340 0.01174135 0.01173849
#> fltdpr 1.169751e-02 1.181175e-02 1.175476e-02 0.01178539 0.01178062 0.01131345
#> flteeff 1.174168e-02 1.179999e-02 1.176291e-02 0.01173313 0.01178100 0.01123570
#> slprl 1.166656e-02 1.180546e-02 1.178100e-02 0.01178143 0.01178012 0.01141565
#> wrhpp 1.179114e-02 1.180629e-02 1.181169e-02 0.01177124 0.01176537 0.01142609
#> fltlnl 1.174157e-02 1.180872e-02 1.168866e-02 0.01161834 0.01171971 0.01159247
#> enjlf 1.177350e-02 1.181554e-02 1.180965e-02 0.01158855 0.01178234 0.01138895
#> fltsd 1.163952e-02 1.181124e-02 1.175248e-02 0.01170013 0.01178015 0.01152511
#> cldgng 1.176000e-02 1.181419e-02 1.173011e-02 0.01177261 0.01178761 0.01140120
#> height weight icbrnct etfruit eatveg dosprt
#> gndr 0.008415005 0.010378390 0.01176485 0.01162358 0.01165663 0.01177448
#> agea 0.011653373 0.011920962 0.01176951 0.01155480 0.01176828 0.01180325
#> eisced 0.011674551 0.011972972 0.01178103 0.01175468 0.01169956 0.01176335
#> pweight 0.011684736 0.011832199 0.01175971 0.01176132 0.01156509 0.01158031
#> pspwght 0.011801733 0.011955700 0.01171405 0.01173791 0.01176965 0.01178592
#> health 0.011749185 0.011876625 0.01176856 0.01175860 0.01171499 0.01157543
#> height 0.000000000 0.009975749 0.01179089 0.01169607 0.01173757 0.01179986
#> weight 0.009975749 0.000000000 0.01195496 0.01192882 0.01190914 0.01197086
#> icbrnct 0.011790890 0.011954956 0.00000000 0.01174165 0.01175385 0.01178443
#> etfruit 0.011696067 0.011928822 0.01174165 0.00000000 0.01019415 0.01171702
#> eatveg 0.011737565 0.011909143 0.01175385 0.01019415 0.00000000 0.01176627
#> dosprt 0.011799859 0.011970862 0.01178443 0.01171702 0.01176627 0.00000000
#> cgtsmke 0.011728886 0.011932394 0.01173707 0.01148372 0.01163674 0.01177974
#> alcfreq 0.011574403 0.011876468 0.01161633 0.01177435 0.01176749 0.01176309
#> fltdpr 0.011748300 0.011948880 0.01178450 0.01177743 0.01176464 0.01175943
#> flteeff 0.011785599 0.011961673 0.01178201 0.01175691 0.01174487 0.01172499
#> slprl 0.011727968 0.011962104 0.01177237 0.01177701 0.01177581 0.01175393
#> wrhpp 0.011823302 0.011971246 0.01179161 0.01177267 0.01173245 0.01178837
#> fltlnl 0.011745517 0.011935169 0.01177558 0.01178010 0.01176133 0.01176116
#> enjlf 0.011818955 0.011972264 0.01179246 0.01176290 0.01169574 0.01177168
#> fltsd 0.011683829 0.011926822 0.01177278 0.01178829 0.01178872 0.01177594
#> cldgng 0.011802519 0.011960104 0.01178832 0.01175011 0.01174290 0.01171483
#> cgtsmke alcfreq fltdpr flteeff slprl wrhpp
#> gndr 1.167581e-02 0.01140866 1.169751e-02 0.01174168 0.01166656 0.011791136
#> agea 1.175422e-02 0.01170904 1.181175e-02 0.01179999 0.01180546 0.011806285
#> eisced 1.177370e-02 0.01161500 1.175476e-02 0.01176291 0.01178100 0.011811687
#> pweight 1.176752e-02 0.01177340 1.178539e-02 0.01173313 0.01178143 0.011771241
#> pspwght 1.176850e-02 0.01174135 1.178062e-02 0.01178100 0.01178012 0.011765368
#> health 1.168953e-02 0.01173849 1.131345e-02 0.01123570 0.01141565 0.011426090
#> height 1.172889e-02 0.01157440 1.174830e-02 0.01178560 0.01172797 0.011823302
#> weight 1.193239e-02 0.01187647 1.194888e-02 0.01196167 0.01196210 0.011971246
#> icbrnct 1.173707e-02 0.01161633 1.178450e-02 0.01178201 0.01177237 0.011791610
#> etfruit 1.148372e-02 0.01177435 1.177743e-02 0.01175691 0.01177701 0.011772672
#> eatveg 1.163674e-02 0.01176749 1.176464e-02 0.01174487 0.01177581 0.011732448
#> dosprt 1.177974e-02 0.01176309 1.175943e-02 0.01172499 0.01175393 0.011788374
#> cgtsmke 1.753685e-10 0.01164775 1.175369e-02 0.01174862 0.01176507 0.011767361
#> alcfreq 1.164775e-02 0.00000000 1.175691e-02 0.01174195 0.01177134 0.011796479
#> fltdpr 1.175369e-02 0.01175691 1.756241e-10 0.01077558 0.01123695 0.010685291
#> flteeff 1.174862e-02 0.01174195 1.077558e-02 0.00000000 0.01122765 0.011323121
#> slprl 1.176507e-02 0.01177134 1.123695e-02 0.01122765 0.00000000 0.011509746
#> wrhpp 1.176736e-02 0.01179648 1.068529e-02 0.01132312 0.01150975 0.000000000
#> fltlnl 1.176935e-02 0.01172550 1.101477e-02 0.01150727 0.01155312 0.011298580
#> enjlf 1.177621e-02 0.01178475 1.081384e-02 0.01120979 0.01153833 0.009433815
#> fltsd 1.177939e-02 0.01174767 1.017172e-02 0.01125517 0.01134805 0.011037116
#> cldgng 1.175877e-02 0.01174627 1.120839e-02 0.01079324 0.01134965 0.011475444
#> fltlnl enjlf fltsd cldgng
#> gndr 0.01174157 0.011773499 0.01163952 0.01176000
#> agea 0.01180872 0.011815542 0.01181124 0.01181419
#> eisced 0.01168866 0.011809653 0.01175248 0.01173011
#> pweight 0.01161834 0.011588553 0.01170013 0.01177261
#> pspwght 0.01171971 0.011782344 0.01178015 0.01178761
#> health 0.01159247 0.011388947 0.01152511 0.01140120
#> height 0.01174552 0.011818955 0.01168383 0.01180252
#> weight 0.01193517 0.011972264 0.01192682 0.01196010
#> icbrnct 0.01177558 0.011792457 0.01177278 0.01178832
#> etfruit 0.01178010 0.011762897 0.01178829 0.01175011
#> eatveg 0.01176133 0.011695742 0.01178872 0.01174290
#> dosprt 0.01176116 0.011771682 0.01177594 0.01171483
#> cgtsmke 0.01176935 0.011776210 0.01177939 0.01175877
#> alcfreq 0.01172550 0.011784753 0.01174767 0.01174627
#> fltdpr 0.01101477 0.010813838 0.01017172 0.01120839
#> flteeff 0.01150727 0.011209789 0.01125517 0.01079324
#> slprl 0.01155312 0.011538331 0.01134805 0.01134965
#> wrhpp 0.01129858 0.009433815 0.01103712 0.01147544
#> fltlnl 0.00000000 0.011350693 0.01077622 0.01148289
#> enjlf 0.01135069 0.000000000 0.01117485 0.01139093
#> fltsd 0.01077622 0.011174846 0.00000000 0.01135778
#> cldgng 0.01148289 0.011390933 0.01135778 0.00000000
#>
#> $p.values
#> gndr agea eisced pweight pspwght
#> gndr 0.000000e+00 9.064438e-01 3.004652e-08 5.800366e-03 8.551415e-01
#> agea 9.064438e-01 0.000000e+00 1.323384e-30 5.815469e-01 1.627006e-112
#> eisced 3.004652e-08 1.323384e-30 0.000000e+00 1.889845e-11 1.720384e-85
#> pweight 5.800366e-03 5.815469e-01 1.889845e-11 0.000000e+00 2.624177e-07
#> pspwght 8.551415e-01 1.627006e-112 1.720384e-85 2.624177e-07 0.000000e+00
#> health 6.209187e-04 7.283029e-129 7.131934e-61 5.455948e-04 1.566862e-08
#> height 0.000000e+00 2.099403e-49 4.148426e-43 2.066502e-34 9.474942e-03
#> weight 0.000000e+00 3.478210e-16 9.237343e-02 1.864938e-33 9.548563e-01
#> icbrnct 3.645845e-01 1.518127e-08 5.362689e-04 7.533078e-03 1.744638e-15
#> etfruit 2.645066e-41 1.592478e-67 2.354475e-12 8.376879e-04 2.653426e-10
#> eatveg 8.914046e-33 1.972710e-10 1.225846e-27 1.306110e-57 8.665554e-02
#> dosprt 1.826955e-04 5.686331e-04 5.792361e-14 4.740980e-57 9.275553e-01
#> cgtsmke 1.006948e-26 3.888490e-13 1.682318e-06 2.146178e-01 5.605934e-01
#> alcfreq 8.139076e-101 2.205354e-26 1.275128e-50 5.620213e-01 3.029701e-10
#> fltdpr 2.182993e-25 2.112144e-01 1.279504e-15 4.149345e-01 1.086127e-02
#> flteeff 1.395353e-12 5.793452e-04 9.155565e-13 6.732919e-15 1.540049e-01
#> slprl 7.021243e-33 2.256472e-02 7.348087e-08 2.212670e-01 7.790778e-02
#> wrhpp 1.038136e-01 3.403455e-05 3.127457e-02 2.112550e-07 5.226744e-09
#> fltlnl 1.309484e-12 2.660425e-01 1.024773e-32 6.546443e-46 1.568379e-18
#> enjlf 1.480249e-06 1.612560e-01 1.347201e-02 1.675580e-56 4.355480e-04
#> fltsd 4.935968e-41 2.780891e-01 1.884115e-16 1.107055e-24 7.891071e-03
#> cldgng 3.841131e-09 4.387383e-01 4.182002e-23 1.135683e-05 3.288096e-01
#> health height weight icbrnct etfruit
#> gndr 6.209187e-04 0.000000e+00 0.000000e+00 3.645845e-01 2.645066e-41
#> agea 7.283029e-129 2.099403e-49 3.478210e-16 1.518127e-08 1.592478e-67
#> eisced 7.131934e-61 4.148426e-43 9.237343e-02 5.362689e-04 2.354475e-12
#> pweight 5.455948e-04 2.066502e-34 1.864938e-33 7.533078e-03 8.376879e-04
#> pspwght 1.566862e-08 9.474942e-03 9.548563e-01 1.744638e-15 2.653426e-10
#> health 0.000000e+00 2.006578e-18 4.678977e-23 7.070786e-02 1.015007e-05
#> height 2.006578e-18 0.000000e+00 0.000000e+00 8.083823e-06 3.143472e-32
#> weight 4.678977e-23 0.000000e+00 0.000000e+00 3.500013e-01 7.191906e-09
#> icbrnct 7.070786e-02 8.083823e-06 3.500013e-01 0.000000e+00 2.800621e-09
#> etfruit 1.015007e-05 3.143472e-32 7.191906e-09 2.800621e-09 0.000000e+00
#> eatveg 4.580738e-18 1.537264e-21 3.264642e-14 2.319585e-06 0.000000e+00
#> dosprt 3.253373e-59 1.588064e-08 6.964252e-02 1.749282e-01 5.424889e-21
#> cgtsmke 2.644804e-24 3.233553e-23 3.720284e-08 4.325357e-10 5.165662e-80
#> alcfreq 2.388235e-12 5.518643e-66 5.823082e-24 4.057466e-44 4.121558e-02
#> fltdpr 4.073062e-131 3.500829e-20 1.331942e-05 1.853629e-01 2.535792e-04
#> flteeff 6.579056e-152 2.802143e-09 8.923612e-01 3.741255e-01 4.253209e-09
#> slprl 3.725094e-102 9.270717e-25 4.733178e-01 3.884399e-04 1.654232e-03
#> wrhpp 6.088317e-102 5.910926e-02 4.996202e-02 1.504236e-01 1.112181e-07
#> fltlnl 5.734739e-54 4.645741e-20 1.528165e-08 3.252913e-03 1.329222e-02
#> enjlf 1.019978e-111 9.001237e-03 4.172062e-01 8.517545e-01 3.999336e-10
#> fltsd 7.141811e-73 1.966826e-37 1.330440e-11 6.083403e-05 7.347514e-01
#> cldgng 3.881159e-107 3.115037e-06 1.703771e-03 7.770468e-01 1.711546e-12
#> eatveg dosprt cgtsmke alcfreq fltdpr
#> gndr 8.914046e-33 1.826955e-04 1.006948e-26 8.139076e-101 2.182993e-25
#> agea 1.972710e-10 5.686331e-04 3.888490e-13 2.205354e-26 2.112144e-01
#> eisced 1.225846e-27 5.792361e-14 1.682318e-06 1.275128e-50 1.279504e-15
#> pweight 1.306110e-57 4.740980e-57 2.146178e-01 5.620213e-01 4.149345e-01
#> pspwght 8.665554e-02 9.275553e-01 5.605934e-01 3.029701e-10 1.086127e-02
#> health 4.580738e-18 3.253373e-59 2.644804e-24 2.388235e-12 4.073062e-131
#> height 1.537264e-21 1.588064e-08 3.233553e-23 5.518643e-66 3.500829e-20
#> weight 3.264642e-14 6.964252e-02 3.720284e-08 5.823082e-24 1.331942e-05
#> icbrnct 2.319585e-06 1.749282e-01 4.325357e-10 4.057466e-44 1.853629e-01
#> etfruit 0.000000e+00 5.424889e-21 5.165662e-80 4.121558e-02 2.535792e-04
#> eatveg 0.000000e+00 4.301896e-08 8.388400e-39 2.295811e-04 2.569636e-08
#> dosprt 4.301896e-08 0.000000e+00 1.156661e-03 5.799608e-09 1.744322e-13
#> cgtsmke 8.388400e-39 1.156661e-03 0.000000e+00 2.992626e-36 7.374377e-11
#> alcfreq 2.295811e-04 5.799608e-09 2.992626e-36 0.000000e+00 7.206903e-11
#> fltdpr 2.569636e-08 1.744322e-13 7.374377e-11 7.206903e-11 0.000000e+00
#> flteeff 1.358691e-12 6.980542e-22 2.343189e-11 8.004868e-14 2.773591e-283
#> slprl 4.371157e-04 4.314771e-14 7.398820e-07 8.488651e-06 2.402753e-152
#> wrhpp 8.629070e-19 1.237971e-07 3.938378e-09 1.443334e-01 4.926457e-312
#> fltlnl 2.482547e-08 3.870867e-12 1.908531e-05 1.732041e-18 8.238880e-215
#> enjlf 1.150790e-28 1.696674e-11 1.748542e-06 8.595996e-05 1.555238e-274
#> fltsd 4.391600e-01 5.150008e-09 9.185920e-04 3.754118e-13 0.000000e+00
#> cldgng 1.158357e-14 4.026737e-26 3.853355e-10 3.451594e-14 1.762286e-161
#> flteeff slprl wrhpp fltlnl enjlf
#> gndr 1.395353e-12 7.021243e-33 1.038136e-01 1.309484e-12 1.480249e-06
#> agea 5.793452e-04 2.256472e-02 3.403455e-05 2.660425e-01 1.612560e-01
#> eisced 9.155565e-13 7.348087e-08 3.127457e-02 1.024773e-32 1.347201e-02
#> pweight 6.732919e-15 2.212670e-01 2.112550e-07 6.546443e-46 1.675580e-56
#> pspwght 1.540049e-01 7.790778e-02 5.226744e-09 1.568379e-18 4.355480e-04
#> health 6.579056e-152 3.725094e-102 6.088317e-102 5.734739e-54 1.019978e-111
#> height 2.802143e-09 9.270717e-25 5.910926e-02 4.645741e-20 9.001237e-03
#> weight 8.923612e-01 4.733178e-01 4.996202e-02 1.528165e-08 4.172062e-01
#> icbrnct 3.741255e-01 3.884399e-04 1.504236e-01 3.252913e-03 8.517545e-01
#> etfruit 4.253209e-09 1.654232e-03 1.112181e-07 1.329222e-02 3.999336e-10
#> eatveg 1.358691e-12 4.371157e-04 8.629070e-19 2.482547e-08 1.150790e-28
#> dosprt 6.980542e-22 4.314771e-14 1.237971e-07 3.870867e-12 1.696674e-11
#> cgtsmke 2.343189e-11 7.398820e-07 3.938378e-09 1.908531e-05 1.748542e-06
#> alcfreq 8.004868e-14 8.488651e-06 1.443334e-01 1.732041e-18 8.595996e-05
#> fltdpr 2.773591e-283 2.402753e-152 4.926457e-312 8.238880e-215 1.555238e-274
#> flteeff 0.000000e+00 9.274272e-154 4.833711e-130 6.715748e-77 2.758889e-161
#> slprl 9.274272e-154 0.000000e+00 6.437444e-79 1.985502e-64 6.031050e-71
#> wrhpp 4.833711e-130 6.437444e-79 0.000000e+00 7.988116e-137 0.000000e+00
#> fltlnl 6.715748e-77 1.985502e-64 7.988116e-137 0.000000e+00 3.075246e-122
#> enjlf 2.758889e-161 6.031050e-71 0.000000e+00 3.075246e-122 0.000000e+00
#> fltsd 6.980863e-147 3.702918e-121 1.511265e-210 6.404053e-283 3.089231e-171
#> cldgng 2.427162e-278 2.552031e-121 1.723266e-89 5.437129e-85 5.555346e-112
#> fltsd cldgng
#> gndr 4.935968e-41 3.841131e-09
#> agea 2.780891e-01 4.387383e-01
#> eisced 1.884115e-16 4.182002e-23
#> pweight 1.107055e-24 1.135683e-05
#> pspwght 7.891071e-03 3.288096e-01
#> health 7.141811e-73 3.881159e-107
#> height 1.966826e-37 3.115037e-06
#> weight 1.330440e-11 1.703771e-03
#> icbrnct 6.083403e-05 7.770468e-01
#> etfruit 7.347514e-01 1.711546e-12
#> eatveg 4.391600e-01 1.158357e-14
#> dosprt 5.150008e-09 4.026737e-26
#> cgtsmke 9.185920e-04 3.853355e-10
#> alcfreq 3.754118e-13 3.451594e-14
#> fltdpr 0.000000e+00 1.762286e-161
#> flteeff 6.980863e-147 2.427162e-278
#> slprl 3.702918e-121 2.552031e-121
#> wrhpp 1.511265e-210 1.723266e-89
#> fltlnl 6.404053e-283 5.437129e-85
#> enjlf 3.089231e-171 5.555346e-112
#> fltsd 0.000000e+00 2.793566e-119
#> cldgng 2.793566e-119 0.000000e+00
#>
#> $t.values
#> gndr agea eisced pweight pspwght
#> gndr 5.703859e+09 1.175294e-01 -5.547277e+00 2.7596808 -0.18256883
#> agea 1.175294e-01 4.022895e+09 -1.155342e+01 0.5511516 -22.94667590
#> eisced -5.547277e+00 -1.155342e+01 5.691607e+09 -6.7250581 -19.85968430
#> pweight 2.759681e+00 5.511516e-01 -6.725058e+00 Inf -5.15351978
#> pspwght -1.825688e-01 -2.294668e+01 -1.985968e+01 -5.1535198 Inf
#> health 3.423816e+00 2.465059e+01 -1.661672e+01 -3.4588629 -5.66054029
#> height -8.335969e+01 -1.488994e+01 1.385708e+01 -12.2977101 2.59512373
#> weight -4.783414e+01 8.175260e+00 1.683240e+00 -12.1165141 0.05661149
#> icbrnct 9.067213e-01 -5.666011e+00 3.463517e+00 2.6730642 7.97602006
#> etfruit -1.354662e+01 -1.754670e+01 -7.023947e+00 -3.3414386 6.32674656
#> eatveg -1.198302e+01 -6.372656e+00 -1.093991e+01 -16.1421253 1.71354354
#> dosprt -3.743766e+00 -3.447699e+00 7.527764e+00 -16.0598313 0.09092420
#> cgtsmke 1.074394e+01 7.272972e+00 4.792248e+00 1.2410765 0.58198738
#> alcfreq 2.165642e+01 -1.067042e+01 -1.508118e+01 0.5798686 6.30613413
#> fltdpr 1.045181e+01 -1.250345e+00 -8.014688e+00 0.8152878 -2.54779323
#> flteeff 7.097118e+00 -3.442646e+00 -7.155603e+00 -7.8061023 1.42567720
#> slprl 1.200329e+01 2.281218e+00 -5.388070e+00 1.2232721 -1.76320818
#> wrhpp -1.626846e+00 -4.147275e+00 2.153985e+00 5.1941942 5.84692280
#> fltlnl 7.105955e+00 1.112309e+00 -1.197156e+01 14.3244943 -8.80854881
#> enjlf -4.817932e+00 -1.401005e+00 2.471655e+00 15.9786809 3.51918748
#> fltsd 1.349980e+01 1.084704e+00 -8.248989e+00 10.2943887 -2.65743900
#> cldgng 5.898208e+00 7.743688e-01 -9.933815e+00 -4.3926758 0.97658067
#> health height weight icbrnct etfruit eatveg
#> gndr 3.423816 -83.359693 -47.83413649 0.9067213 -13.5466237 -11.9830195
#> agea 24.650589 -14.889941 8.17526042 -5.6660112 -17.5466992 -6.3726555
#> eisced -16.616724 13.857083 1.68323988 3.4635170 -7.0239469 -10.9399133
#> pweight -3.458863 -12.297710 -12.11651415 2.6730642 -3.3414386 -16.1421253
#> pspwght -5.660540 2.595124 0.05661149 7.9760201 6.3267466 1.7135435
#> health Inf -8.780704 9.92333493 -1.8076163 4.4170870 8.6862503
#> height -8.780704 Inf 55.46781713 -4.4662076 11.8764139 9.5630034
#> weight 9.923335 55.467817 Inf -0.9346493 5.7935205 7.6032847
#> icbrnct -1.807616 -4.466208 -0.93464928 Inf -5.9503609 -4.7271958
#> etfruit 4.417087 11.876414 5.79352050 -5.9503609 Inf 49.0584257
#> eatveg 8.686250 9.563003 7.60328472 -4.7271958 49.0584257 Inf
#> dosprt -16.377107 5.658284 -1.81450781 -1.3566714 -9.4298763 -5.4838972
#> cgtsmke -10.208918 -9.959769 -5.50980265 6.2504570 -19.1803663 -13.1063209
#> alcfreq 7.021911 -17.335950 -10.13211698 14.0265731 -2.0417206 3.6858862
#> fltdpr 24.876732 -9.229989 -4.35790422 1.3245487 3.6604471 5.5746850
#> flteeff 26.895296 -5.950328 -0.13532202 -0.8888274 5.8812812 7.1008310
#> slprl 21.808099 -10.311890 -0.71713016 -3.5494895 3.1473620 3.5182307
#> wrhpp -21.784759 1.887681 -1.96062936 1.4381903 -5.3127600 -8.8760704
#> fltlnl 15.597641 -9.199256 -5.66506160 2.9437557 2.4764556 5.5807070
#> enjlf -22.860844 2.612722 -0.81132596 -0.1868870 -6.2627894 -11.1559459
#> fltsd 18.262607 -12.859641 -6.77663062 4.0119311 0.3388251 0.7736555
#> cldgng 22.361882 -4.666792 3.13875007 0.2831803 7.0686444 7.7368368
#> dosprt cgtsmke alcfreq fltdpr flteeff
#> gndr -3.7437659 1.074394e+01 21.6564230 1.045181e+01 7.0971179
#> agea -3.4476994 7.272972e+00 -10.6704224 -1.250345e+00 -3.4426456
#> eisced 7.5277643 4.792248e+00 -15.0811796 -8.014688e+00 -7.1556032
#> pweight -16.0598313 1.241076e+00 0.5798686 8.152878e-01 -7.8061023
#> pspwght 0.0909242 5.819874e-01 6.3061341 -2.547793e+00 1.4256772
#> health -16.3771073 -1.020892e+01 7.0219109 2.487673e+01 26.8952960
#> height 5.6582837 -9.959769e+00 -17.3359497 -9.229989e+00 -5.9503280
#> weight -1.8145078 -5.509803e+00 -10.1321170 -4.357904e+00 -0.1353220
#> icbrnct -1.3566714 6.250457e+00 14.0265731 1.324549e+00 -0.8888274
#> etfruit -9.4298763 -1.918037e+01 -2.0417206 3.660447e+00 5.8812812
#> eatveg -5.4838972 -1.310632e+01 3.6858862 5.574685e+00 7.1008310
#> dosprt Inf 3.250663e+00 -5.8295059 -7.381267e+00 -9.6453252
#> cgtsmke 3.2506626 5.702279e+09 12.6421164 -6.522675e+00 -6.6934725
#> alcfreq -5.8295059 1.264212e+01 Inf 6.526144e+00 7.4850051
#> fltdpr -7.3812674 -6.522675e+00 6.5261444 5.693980e+09 37.6469753
#> flteeff -9.6453252 -6.693472e+00 7.4850051 3.764698e+01 Inf
#> slprl -7.5664150 -4.954980e+00 4.4556969 2.693679e+01 27.0687981
#> wrhpp 5.2931445 5.894070e+00 -1.4600014 -3.971714e+01 -24.7692848
#> fltlnl -6.9537226 -4.278195e+00 8.7973168 3.237758e+01 18.7853715
#> enjlf 6.7408727 4.784475e+00 -3.9293907 -3.700622e+01 -27.7672767
#> fltsd -5.8494082 -3.315722e+00 7.2777391 4.974146e+01 26.4191646
#> cldgng -10.6134844 -6.268609e+00 7.5955829 2.778502e+01 37.2844809
#> slprl wrhpp fltlnl enjlf fltsd cldgng
#> gndr 12.0032883 -1.626846 7.105955 -4.817932 13.4998012 5.8982082
#> agea 2.2812184 -4.147275 1.112309 -1.401005 1.0847044 0.7743688
#> eisced -5.3880700 2.153985 -11.971559 2.471655 -8.2489886 -9.9338154
#> pweight 1.2232721 5.194194 14.324494 15.978681 10.2943887 -4.3926758
#> pspwght -1.7632082 5.846923 -8.808549 3.519187 -2.6574390 0.9765807
#> health 21.8080988 -21.784759 15.597641 -22.860844 18.2626067 22.3618819
#> height -10.3118902 1.887681 -9.199256 2.612722 -12.8596408 -4.6667925
#> weight -0.7171302 -1.960629 -5.665062 -0.811326 -6.7766306 3.1387501
#> icbrnct -3.5494895 1.438190 2.943756 -0.186887 4.0119311 0.2831803
#> etfruit 3.1473620 -5.312760 2.476456 -6.262789 0.3388251 7.0686444
#> eatveg 3.5182307 -8.876070 5.580707 -11.155946 0.7736555 7.7368368
#> dosprt -7.5664150 5.293144 -6.953723 6.740873 -5.8494082 -10.6134844
#> cgtsmke -4.9549798 5.894070 -4.278195 4.784475 -3.3157221 -6.2686086
#> alcfreq 4.4556969 -1.460001 8.797317 -3.929391 7.2777391 7.5955829
#> fltdpr 26.9367950 -39.717137 32.377578 -37.006220 49.7414598 27.7850222
#> flteeff 27.0687981 -24.769285 18.785371 -27.767277 26.4191646 37.2844809
#> slprl Inf -19.043013 17.119243 -18.007803 23.8596046 23.8765979
#> wrhpp -19.0430129 Inf -25.444753 63.736576 -32.0307954 -20.3428737
#> fltlnl 17.1192426 -25.444753 Inf -23.972310 37.6201402 19.7986726
#> enjlf -18.0078032 63.736576 -23.972310 Inf -28.6682381 -22.8895129
#> fltsd 23.8596046 -32.030795 37.620140 -28.668238 Inf 23.6639769
#> cldgng 23.8765979 -20.342874 19.798673 -22.889513 23.6639769 Inf
#>
#> $n
#> gndr agea eisced pweight pspwght health height weight icbrnct etfruit
#> gndr 7226 7189 7195 7226 7226 7219 7175 6998 7226 7220
#> agea 7189 7189 7164 7189 7189 7185 7144 6972 7189 7184
#> eisced 7195 7164 7195 7195 7195 7190 7147 6975 7195 7190
#> pweight 7226 7189 7195 7226 7226 7219 7175 6998 7226 7220
#> pspwght 7226 7189 7195 7226 7226 7219 7175 6998 7226 7220
#> health 7219 7185 7190 7219 7219 7219 7169 6993 7219 7215
#> height 7175 7144 7147 7175 7175 7169 7175 6974 7175 7171
#> weight 6998 6972 6975 6998 6998 6993 6974 6998 6998 6996
#> icbrnct 7226 7189 7195 7226 7226 7219 7175 6998 7226 7220
#> etfruit 7220 7184 7190 7220 7220 7215 7171 6996 7220 7220
#> eatveg 7218 7182 7188 7218 7218 7213 7169 6995 7218 7218
#> dosprt 7201 7168 7172 7201 7201 7197 7152 6977 7201 7197
#> cgtsmke 7222 7187 7193 7222 7222 7216 7172 6995 7222 7217
#> alcfreq 7216 7182 7187 7216 7216 7210 7166 6989 7216 7211
#> fltdpr 7201 7168 7175 7201 7201 7196 7162 6987 7201 7198
#> flteeff 7205 7172 7178 7205 7205 7200 7166 6991 7205 7202
#> slprl 7205 7172 7178 7205 7205 7200 7166 6990 7205 7202
#> wrhpp 7192 7159 7165 7192 7192 7187 7152 6976 7192 7189
#> fltlnl 7205 7172 7178 7205 7205 7200 7166 6990 7205 7202
#> enjlf 7193 7163 7166 7193 7193 7189 7154 6978 7193 7190
#> fltsd 7201 7169 7174 7201 7201 7197 7162 6986 7201 7198
#> cldgng 7198 7166 7171 7198 7198 7195 7159 6983 7198 7195
#> eatveg dosprt cgtsmke alcfreq fltdpr flteeff slprl wrhpp fltlnl enjlf
#> gndr 7218 7201 7222 7216 7201 7205 7205 7192 7205 7193
#> agea 7182 7168 7187 7182 7168 7172 7172 7159 7172 7163
#> eisced 7188 7172 7193 7187 7175 7178 7178 7165 7178 7166
#> pweight 7218 7201 7222 7216 7201 7205 7205 7192 7205 7193
#> pspwght 7218 7201 7222 7216 7201 7205 7205 7192 7205 7193
#> health 7213 7197 7216 7210 7196 7200 7200 7187 7200 7189
#> height 7169 7152 7172 7166 7162 7166 7166 7152 7166 7154
#> weight 6995 6977 6995 6989 6987 6991 6990 6976 6990 6978
#> icbrnct 7218 7201 7222 7216 7201 7205 7205 7192 7205 7193
#> etfruit 7218 7197 7217 7211 7198 7202 7202 7189 7202 7190
#> eatveg 7218 7195 7215 7210 7196 7201 7201 7188 7200 7188
#> dosprt 7195 7201 7198 7195 7179 7183 7183 7170 7183 7173
#> cgtsmke 7215 7198 7222 7213 7198 7202 7202 7189 7203 7190
#> alcfreq 7210 7195 7213 7216 7194 7199 7199 7186 7198 7187
#> fltdpr 7196 7179 7198 7194 7201 7197 7196 7183 7196 7184
#> flteeff 7201 7183 7202 7199 7197 7205 7202 7188 7201 7189
#> slprl 7201 7183 7202 7199 7196 7202 7205 7188 7201 7189
#> wrhpp 7188 7170 7189 7186 7183 7188 7188 7192 7188 7176
#> fltlnl 7200 7183 7203 7198 7196 7201 7201 7188 7205 7189
#> enjlf 7188 7173 7190 7187 7184 7189 7189 7176 7189 7193
#> fltsd 7197 7179 7198 7195 7193 7198 7198 7185 7198 7188
#> cldgng 7194 7176 7195 7192 7190 7196 7195 7182 7194 7185
#> fltsd cldgng
#> gndr 7201 7198
#> agea 7169 7166
#> eisced 7174 7171
#> pweight 7201 7198
#> pspwght 7201 7198
#> health 7197 7195
#> height 7162 7159
#> weight 6986 6983
#> icbrnct 7201 7198
#> etfruit 7198 7195
#> eatveg 7197 7194
#> dosprt 7179 7176
#> cgtsmke 7198 7195
#> alcfreq 7195 7192
#> fltdpr 7193 7190
#> flteeff 7198 7196
#> slprl 7198 7195
#> wrhpp 7185 7182
#> fltlnl 7198 7194
#> enjlf 7188 7185
#> fltsd 7201 7194
#> cldgng 7194 7198
#>
#> $ci.low
#> gndr agea eisced pweight pspwght
#> gndr NA NA NA NA NA
#> agea -0.021731115 NA NA NA NA
#> eisced -0.088241675 -0.157926806 NA NA NA
#> pweight 0.009401509 -0.016618147 -0.101966893 NA NA
#> pspwght -0.025204268 -0.282681298 -0.249786344 -0.083463719 NA
#> health 0.017217127 0.257822144 -0.214495621 -0.063690258 -0.089415613
#> height -0.713037815 -0.195919169 0.139112393 -0.166281917 0.007492958
#> weight -0.513894003 0.074152828 -0.003316919 -0.166236736 -0.022753663
#> icbrnct -0.012393112 -0.089664715 0.017713360 0.008383020 0.070525962
#> etfruit -0.179873981 -0.224819315 -0.105478072 -0.062310314 0.051283533
#> eatveg -0.162229153 -0.097953333 -0.150664763 -0.208855823 -0.002903830
#> dosprt -0.067110047 -0.063784583 0.065541892 -0.208181108 -0.022026416
#> cgtsmke 0.102677382 0.062491646 0.033355648 -0.008462343 -0.016217331
#> alcfreq 0.225281530 -0.147641822 -0.197488135 -0.016249012 0.051056303
#> fltdpr 0.099443532 -0.037906409 -0.117094763 -0.013492008 -0.053075290
#> flteeff 0.060357120 -0.063707451 -0.107096668 -0.114439097 -0.006297629
#> slprl 0.117325327 0.003789041 -0.086484311 -0.008682073 -0.043840855
#> wrhpp -0.042275568 -0.072047345 0.002288095 0.038083984 0.045751996
#> fltlnl 0.060460507 -0.010012242 -0.162539769 0.143888655 -0.126024268
#> enjlf -0.079729741 -0.039697098 0.006039626 0.162755936 0.018371543
#> fltsd 0.134521982 -0.010340350 -0.119818154 0.097619756 -0.054363232
#> cldgng 0.046334841 -0.014008263 -0.139294824 -0.074726315 -0.011593844
#> health height weight icbrnct etfruit
#> gndr NA NA NA NA NA
#> agea NA NA NA NA NA
#> eisced NA NA NA NA NA
#> pweight NA NA NA NA NA
#> pspwght NA NA NA NA NA
#> health NA NA NA NA NA
#> height -0.12601416 NA NA NA NA
#> weight 0.09467876 0.5368344584 NA NA NA
#> icbrnct -0.04431997 -0.0757076196 -0.03459477 NA NA
#> etfruit 0.02889830 0.1161349570 0.04575049 -0.092784580 NA
#> eatveg 0.07886629 0.0893294986 0.06725616 -0.078532386 0.482606644
#> dosprt -0.21174857 0.0436580165 -0.04516357 -0.039070662 -0.133253843
#> cgtsmke -0.14201991 -0.1395837621 -0.08904310 0.050383389 -0.242103563
#> alcfreq 0.05945668 -0.2227721378 -0.14337448 0.140391681 -0.047095277
#> fltdpr 0.26002716 -0.1312673110 -0.07542855 -0.007491060 0.020028291
#> flteeff 0.28105023 -0.0931307968 -0.02505959 -0.033555146 0.046123437
#> slprl 0.22716082 -0.1436890071 -0.03201548 -0.064814441 0.013982604
#> wrhpp -0.27047803 -0.0008583126 -0.04691239 -0.006155779 -0.085538473
#> fltlnl 0.15837758 -0.1308764353 -0.09091290 0.011582610 0.006081091
#> enjlf -0.28178174 0.0077119080 -0.03316954 -0.025312906 -0.096619176
#> fltsd 0.18829029 -0.1728088064 -0.10407665 0.024160434 -0.019109904
#> cldgng 0.23321914 -0.0781453546 0.01409690 -0.019765614 0.060065474
#> eatveg dosprt cgtsmke alcfreq fltdpr flteeff
#> gndr NA NA NA NA NA NA
#> agea NA NA NA NA NA NA
#> eisced NA NA NA NA NA NA
#> pweight NA NA NA NA NA NA
#> pspwght NA NA NA NA NA NA
#> health NA NA NA NA NA NA
#> height NA NA NA NA NA NA
#> weight NA NA NA NA NA NA
#> icbrnct NA NA NA NA NA NA
#> etfruit NA NA NA NA NA NA
#> eatveg NA NA NA NA NA NA
#> dosprt -0.08750170 NA NA NA NA NA
#> cgtsmke -0.17497414 0.01520311 NA NA NA NA
#> alcfreq 0.02031088 -0.09153510 0.12459735 NA NA NA
#> fltdpr 0.04254313 -0.10971208 -0.09959144 0.05371377 NA NA
#> flteeff 0.06041724 -0.13586240 -0.10155049 0.06491969 0.3861835 NA
#> slprl 0.01835009 -0.11183154 -0.08128214 0.02938444 0.2815511 0.2828083
#> wrhpp -0.12695077 0.03930696 0.04631513 -0.04032841 -0.4431661 -0.3016282
#> fltlnl 0.04260204 -0.10471223 -0.07336054 0.08024188 0.3362973 0.1940396
#> enjlf -0.15313353 0.05631228 0.03327116 -0.06935263 -0.4194227 -0.3319932
#> fltsd -0.01398646 -0.09186878 -0.06210347 0.06251288 0.4885584 0.2761470
#> cldgng 0.06788669 -0.14704988 -0.09665363 0.06624445 0.2904007 0.3828748
#> slprl wrhpp fltlnl enjlf fltsd cldgng
#> gndr NA NA NA NA NA NA
#> agea NA NA NA NA NA NA
#> eisced NA NA NA NA NA NA
#> pweight NA NA NA NA NA NA
#> pspwght NA NA NA NA NA NA
#> health NA NA NA NA NA NA
#> height NA NA NA NA NA NA
#> weight NA NA NA NA NA NA
#> icbrnct NA NA NA NA NA NA
#> etfruit NA NA NA NA NA NA
#> eatveg NA NA NA NA NA NA
#> dosprt NA NA NA NA NA NA
#> cgtsmke NA NA NA NA NA NA
#> alcfreq NA NA NA NA NA NA
#> fltdpr NA NA NA NA NA NA
#> flteeff NA NA NA NA NA NA
#> slprl NA NA NA NA NA NA
#> wrhpp -0.2410771 NA NA NA NA NA
#> fltlnl 0.1754848 -0.3085572 NA NA NA NA
#> enjlf -0.2297930 0.5862981 -0.2933737 NA NA NA
#> fltsd 0.2492167 -0.3735968 0.3859148 -0.3409563 NA NA
#> cldgng 0.2494460 -0.2551937 0.2053159 -0.2821550 0.2471969 NA
#>
#> $ci.high
#> gndr agea eisced pweight pspwght
#> gndr NA NA NA NA NA
#> agea 0.024502331 NA NA NA NA
#> eisced -0.042224184 -0.112459605 NA NA NA
#> pweight 0.055467978 0.029613435 -0.05604125 NA NA
#> pspwght 0.020910528 -0.239602231 -0.20597318 -0.03751754 NA
#> health 0.063279711 0.300463221 -0.16997459 -0.01762921 -0.043482075
#> height -0.689525010 -0.150935914 0.18426868 -0.12095837 0.053728193
#> weight -0.478577860 0.120654735 0.04360149 -0.12033910 0.024106580
#> icbrnct 0.033716652 -0.043636673 0.06385071 0.05445249 0.116238624
#> etfruit -0.134883058 -0.180469900 -0.05956273 -0.01624736 0.097163407
#> eatveg -0.116988371 -0.051957290 -0.10518506 -0.16432250 0.043217972
#> dosprt -0.021004768 -0.017560002 0.11146742 -0.16358307 0.024168525
#> cgtsmke 0.148079663 0.108393862 0.07942926 0.03765560 0.029908285
#> alcfreq 0.268612899 -0.102107442 -0.15266625 0.02989579 0.096950399
#> fltdpr 0.144948387 0.008384712 -0.07122668 0.03269872 -0.006921889
#> flteeff 0.106218758 -0.017495496 -0.06115535 -0.06864413 0.039871519
#> slprl 0.162602320 0.050043788 -0.04040169 0.03749051 0.002321400
#> wrhpp 0.003931324 -0.025828050 0.04856904 0.08413517 0.091757261
#> fltlnl 0.106321353 0.036268077 -0.11717633 0.18879234 -0.080334012
#> enjlf -0.033657704 0.006607590 0.05230787 0.20739262 0.064512796
#> fltsd 0.179577004 0.035950039 -0.07397106 0.14314494 -0.008213485
#> cldgng 0.092317279 0.032295539 -0.09363151 -0.02864519 0.034604656
#> health height weight icbrnct etfruit
#> gndr NA NA NA NA NA
#> agea NA NA NA NA NA
#> eisced NA NA NA NA NA
#> pweight NA NA NA NA NA
#> pspwght NA NA NA NA NA
#> health NA NA NA NA NA
#> height -0.080208679 NA NA NA NA
#> weight 0.140905003 0.56940856 NA NA NA
#> icbrnct 0.001796521 -0.02955727 1.225965e-02 NA NA
#> etfruit 0.074924020 0.16153375 9.239373e-02 -0.046875493 NA
#> eatveg 0.124545137 0.13504447 1.137424e-01 -0.032534197 0.5172116504
#> dosprt -0.167200478 0.08980447 1.745036e-03 0.007112531 -0.0876098229
#> cgtsmke -0.096529814 -0.09392679 -4.237527e-02 0.096263040 -0.1981973543
#> alcfreq 0.105309341 -0.17832793 -9.716267e-02 0.185314133 -0.0009589908
#> fltdpr 0.302579645 -0.08549108 -2.865850e-02 0.038692685 0.0661470842
#> flteeff 0.323031783 -0.04705074 2.182401e-02 0.012621961 0.0920944922
#> slprl 0.270497184 -0.09805826 1.486814e-02 -0.018712866 0.0601109605
#> wrhpp -0.227101580 0.04547159 -4.128421e-06 0.040054825 -0.0394857036
#> fltlnl 0.203066149 -0.08510911 -4.424005e-02 0.057709314 0.0522335870
#> enjlf -0.238680716 0.05401424 1.375341e-02 0.020907547 -0.0506396175
#> fltsd 0.232452097 -0.12753334 -5.748236e-02 0.070252431 0.0270939798
#> cldgng 0.276430931 -0.03195552 6.094140e-02 0.026438492 0.1059610854
#> eatveg dosprt cgtsmke alcfreq fltdpr flteeff
#> gndr NA NA NA NA NA NA
#> agea NA NA NA NA NA NA
#> eisced NA NA NA NA NA NA
#> pweight NA NA NA NA NA NA
#> pspwght NA NA NA NA NA NA
#> health NA NA NA NA NA NA
#> height NA NA NA NA NA NA
#> weight NA NA NA NA NA NA
#> icbrnct NA NA NA NA NA NA
#> etfruit NA NA NA NA NA NA
#> eatveg NA NA NA NA NA NA
#> dosprt -0.04147976 NA NA NA NA NA
#> cgtsmke -0.12989692 0.06134001 NA NA NA NA
#> alcfreq 0.06639022 -0.04553804 0.16975360 NA NA NA
#> fltdpr 0.08855551 -0.06379474 -0.05365825 0.099659291 NA NA
#> flteeff 0.10629111 -0.09020081 -0.05564421 0.110764413 0.4247905 NA
#> slprl 0.06446583 -0.06594434 -0.03524725 0.075458820 0.3235304 0.3247355
#> wrhpp -0.08121518 0.08542157 0.09232638 0.005901066 -0.4052400 -0.2590267
#> fltlnl 0.08860132 -0.05876859 -0.02728900 0.125955114 0.3766337 0.2380771
#> enjlf -0.10768351 0.10230607 0.07935479 -0.023211765 -0.3805763 -0.2902369
#> fltsd 0.03221753 -0.04582246 -0.01596929 0.108389498 0.5229516 0.3182682
#> cldgng 0.11372287 -0.10148948 -0.05069034 0.112100584 0.3321495 0.4216057
#> slprl wrhpp fltlnl enjlf fltsd cldgng
#> gndr NA NA NA NA NA NA
#> agea NA NA NA NA NA NA
#> eisced NA NA NA NA NA NA
#> pweight NA NA NA NA NA NA
#> pspwght NA NA NA NA NA NA
#> health NA NA NA NA NA NA
#> height NA NA NA NA NA NA
#> weight NA NA NA NA NA NA
#> icbrnct NA NA NA NA NA NA
#> etfruit NA NA NA NA NA NA
#> eatveg NA NA NA NA NA NA
#> dosprt NA NA NA NA NA NA
#> cgtsmke NA NA NA NA NA NA
#> alcfreq NA NA NA NA NA NA
#> fltdpr NA NA NA NA NA NA
#> flteeff NA NA NA NA NA NA
#> slprl NA NA NA NA NA NA
#> wrhpp -0.1970604 NA NA NA NA NA
#> fltlnl 0.2198737 -0.2661400 NA NA NA NA
#> enjlf -0.1855545 0.6158489 -0.2505616 NA NA NA
#> fltsd 0.2920357 -0.3331276 0.4245290 -0.2994627 NA NA
#> cldgng 0.2922681 -0.2114571 0.2491458 -0.2390509 0.2900774 NA
#>
#> $desc
#> # A tibble: 22 × 3
#> var M SD
#> <chr> <dbl> <dbl>
#> 1 gndr 1.52 0.500
#> 2 agea 50.6 18.5
#> 3 eisced 4.35 4.83
#> 4 pweight 2.45 0.211
#> 5 pspwght 1 0.597
#> 6 health 2.26 0.915
#> 7 height 170. 10.2
#> 8 weight 74.9 16.6
#> 9 icbrnct 1.12 0.320
#> 10 etfruit 3.04 1.43
#> # ℹ 12 more rows
#>
#> attr(,"class")
#> [1] "cor_matrix" "list"