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Plot correlation, histogram, and scatterplot of samples of a specific group for a selection of normalization methods

Usage

plot_pairs_panels(se, ain = NULL, condition = NULL, label_by = NULL)

Arguments

se

SummarizedExperiment containing all necessary information of the proteomics data set

ain

Vector of strings which assay should be used as input (default NULL). If NULL then all normalization of the se object are plotted next to each other.

condition

Column name of condition (if NULL, condition saved in SummarizedExperiment will be taken)

label_by

String specifying the column in the metadata used to label the samples for the UpSet plot

Value

list of ggplot objects

Examples

data(tuberculosis_TMT_se)
plot_pairs_panels(tuberculosis_TMT_se, ain = c("log2", "IRS_on_RobNorm"),
                  condition = NULL, label_by = NULL)
#> Label of SummarizedExperiment used!
#> Condition of SummarizedExperiment used!
#> Registered S3 method overwritten by 'GGally':
#>   method from   
#>   +.gg   ggplot2
#> $log2
#> $log2$ref
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 59 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 59 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 129 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 87 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $log2$HC
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 292 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 292 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 292 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 292 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 292 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 292 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 296 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 296 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 293 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 293 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 293 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 293 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 292 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 121 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 121 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 122 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 122 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 252 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 252 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 179 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 179 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 165 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 165 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 292 rows containing missing values
#> Warning: Removed 122 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 66 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 66 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 249 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 249 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 158 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 158 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 136 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 136 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 296 rows containing missing values
#> Warning: Removed 252 rows containing missing values
#> Warning: Removed 249 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 245 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 245 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 246 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 246 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 245 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 245 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 293 rows containing missing values
#> Warning: Removed 179 rows containing missing values
#> Warning: Removed 158 rows containing missing values
#> Warning: Removed 246 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 128 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 128 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 293 rows containing missing values
#> Warning: Removed 165 rows containing missing values
#> Warning: Removed 136 rows containing missing values
#> Warning: Removed 245 rows containing missing values
#> Warning: Removed 128 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 93 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 93 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $log2$PTB
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 57 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 57 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 58 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 58 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 58 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 58 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 128 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 127 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 127 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 128 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 58 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 55 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 55 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 56 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 56 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 128 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 127 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 127 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 128 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 58 rows containing missing values
#> Warning: Removed 56 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 55 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 55 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 128 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 128 rows containing missing values
#> Warning: Removed 128 rows containing missing values
#> Warning: Removed 129 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 87 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 87 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 88 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 127 rows containing missing values
#> Warning: Removed 127 rows containing missing values
#> Warning: Removed 128 rows containing missing values
#> Warning: Removed 87 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 86 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 86 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 87 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 128 rows containing missing values
#> Warning: Removed 128 rows containing missing values
#> Warning: Removed 129 rows containing missing values
#> Warning: Removed 88 rows containing missing values
#> Warning: Removed 87 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 87 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $log2$TBL
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 56 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 56 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 56 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 56 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 56 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 56 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 56 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 55 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 55 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 55 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 55 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 56 rows containing missing values
#> Warning: Removed 55 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 54 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 54 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $log2$Rx
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 86 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 86 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 88 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 88 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 88 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 88 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 89 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 89 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 88 rows containing missing values
#> Warning: Removed 89 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 88 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> 
#> $IRS_on_RobNorm
#> $IRS_on_RobNorm$ref
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 59 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 59 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 129 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 87 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $IRS_on_RobNorm$HC
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 292 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 292 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 292 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 292 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 292 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 292 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 296 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 296 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 293 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 293 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 293 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 293 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 292 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 123 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 123 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 124 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 124 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 252 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 252 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 179 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 179 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 166 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 166 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 292 rows containing missing values
#> Warning: Removed 124 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 68 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 68 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 249 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 249 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 158 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 158 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 137 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 137 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 296 rows containing missing values
#> Warning: Removed 252 rows containing missing values
#> Warning: Removed 249 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 245 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 245 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 246 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 246 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 245 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 245 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 293 rows containing missing values
#> Warning: Removed 179 rows containing missing values
#> Warning: Removed 158 rows containing missing values
#> Warning: Removed 246 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 128 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 128 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 128 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 293 rows containing missing values
#> Warning: Removed 166 rows containing missing values
#> Warning: Removed 137 rows containing missing values
#> Warning: Removed 245 rows containing missing values
#> Warning: Removed 128 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 94 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 94 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $IRS_on_RobNorm$PTB
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 59 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 59 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 60 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 60 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 130 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 130 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 60 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 60 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 61 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 61 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 130 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 130 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 129 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 129 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 60 rows containing missing values
#> Warning: Removed 61 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 60 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 131 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 131 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 130 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 130 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 130 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 130 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 130 rows containing missing values
#> Warning: Removed 130 rows containing missing values
#> Warning: Removed 131 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 88 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 88 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 88 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 129 rows containing missing values
#> Warning: Removed 129 rows containing missing values
#> Warning: Removed 130 rows containing missing values
#> Warning: Removed 88 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 87 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 87 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 129 rows containing missing values
#> Warning: Removed 129 rows containing missing values
#> Warning: Removed 130 rows containing missing values
#> Warning: Removed 88 rows containing missing values
#> Warning: Removed 87 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 87 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $IRS_on_RobNorm$TBL
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 60 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 60 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 60 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 60 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 60 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 60 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 60 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 60 rows containing missing values
#> Warning: Removed 60 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 59 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 59 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#> $IRS_on_RobNorm$Rx
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 87 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 87 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 88 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 88 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 88 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 88 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_density()`).
#> `geom_smooth()` using formula = 'y ~ x'
#> Warning: Removed 89 rows containing non-finite outside the scale range
#> (`stat_smooth()`).
#> Warning: Removed 89 rows containing missing values or values outside the scale range
#> (`geom_point()`).
#> Warning: Removed 88 rows containing missing values
#> Warning: Removed 89 rows containing missing values
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 88 rows containing non-finite outside the scale range (`stat_bin()`).
#> Warning: Removed 88 rows containing non-finite outside the scale range
#> (`stat_density()`).

#> 
#>