Is there a quick way to get the mean scores for one variable from a large list of demographics?

brookelagore · February 4, 2021, 8:40am

I'm relatively new to Rstudio, and I'm even newer to this website, so I appreciate your patience. I'm trying to find a quicker way of getting the mean score of one variable for multiple demographics. For example:

Gender <- c("Male", "Female", "Other", "Male", "Female", "Other", "Female")
Age = c("21 or younger", "22-30", "31-40", "41-50", "21-30", "22-30", "31-40")
Country = c("Canada", "United States", "Canada", "UK", "United States", "UK", "Canada")
AnxietyScore = c(4, 3, 5, 7, 5, 3, 5)

data <- data.frame(Gender, Age, Country, AnxietyScore)

From this data frame, I would want the mean anxiety score for all genders, all age ranges, and all countries. I know I can do the following:

describeBy(data$AnxietyScore, group = data$Gender)

But this would only give me the mean anxiety score for each gender. What I'm looking for is something that provides the mean anxiety score, but for all demographics at once. Because I will need to provide this kind of score for a ton of variables and demographics, I'm trying to find a way to do this as quickly as possible. I appreciate your help.

technocrat · February 4, 2021, 9:31am

Welcome. You're off to a good start with your rerex.

The example below is decided overkill for the data at hand, but shows how quickly cross tabulations can multiple. A few points worth comment.

Every R problem can be though of with advantage as the interacton of three objects— an existing object, x, a desired object,y , and a function, f that will return a value of y given x as an argument. In other words, school algebra— f(x) = y. Any of the objects can be composites. In the reprex x is well in hand, as well as a sub-f, mean. The rest of the composition of f requires some thought about y. I suspect that the output of the reprex below is not what you had in mind. So, how should it look? (The means can be dummies.)
Learning R is like being an ant in the Amazon basin. Almost any task has the right tools. If you can find them. rseek, an R filtered front-end to Google, is a good place to start finding them.
R will allow naming objects df or data or anything else, but when those are names of built-in objects, some operations give namespace precedence to the builtins of the same name as user-assigned objects and complain about not being able to apply some function to a closure. The habit of using DF or Data or dat or any other free name will avoid that.
The {tableone} package was picked to illustrate the idea of cross tabulations. For just calculating the mean it produces too much output to have to sift through. There will be better ways to do this once the desired form of output is known.

library(tableone)

Data <- data.frame(
  Gender = c("Male", "Female", "Other", "Male", "Female", "Other", "Female"),
  Age = c("21 or younger", "22-30", "31-40", "41-50", "21-30", "22-30", "31-40"),
  Country = c("Canada", "United States", "Canada", "UK", "United States", "UK", "Canada"),
  AnxietyScore = c(4, 3, 5, 7, 5, 3, 5),
  stringsAsFactors = TRUE
)

vars <- dput(names(Data))
#> c("Gender", "Age", "Country", "AnxietyScore")
tableOne <- CreateTableOne(vars = vars, strata = c(vars[1:3]), data = Data)
#> Warning in StdDiff(variable = var, group = strataVar): Variable has only NA's in
#> at least one stratum. na.rm turned off.

summary(tableOne$ContTable)
#> Gender: Female
#> Age: 21 or younger
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 21 or younger
#> Country: Canada
#>              n miss p.miss mean sd median p25 p75 min max skew kurt
#> AnxietyScore 1    0      0    4 NA      4   4   4   4   4  NaN  NaN
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 21 or younger
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 21-30
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 21-30
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 21-30
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 22-30
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 22-30
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 22-30
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 31-40
#> Country: Canada
#>              n miss p.miss mean sd median p25 p75 min max skew kurt
#> AnxietyScore 1    0      0    5 NA      5   5   5   5   5  NaN  NaN
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 31-40
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 31-40
#> Country: Canada
#>              n miss p.miss mean sd median p25 p75 min max skew kurt
#> AnxietyScore 1    0      0    5 NA      5   5   5   5   5  NaN  NaN
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 41-50
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 41-50
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 41-50
#> Country: Canada
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 21 or younger
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 21 or younger
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 21 or younger
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 21-30
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 21-30
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 21-30
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 22-30
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 22-30
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 22-30
#> Country: UK
#>              n miss p.miss mean sd median p25 p75 min max skew kurt
#> AnxietyScore 1    0      0    3 NA      3   3   3   3   3  NaN  NaN
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 31-40
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 31-40
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 31-40
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 41-50
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 41-50
#> Country: UK
#>              n miss p.miss mean sd median p25 p75 min max skew kurt
#> AnxietyScore 1    0      0    7 NA      7   7   7   7   7  NaN  NaN
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 41-50
#> Country: UK
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 21 or younger
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 21 or younger
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 21 or younger
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 21-30
#> Country: United States
#>              n miss p.miss mean sd median p25 p75 min max skew kurt
#> AnxietyScore 1    0      0    5 NA      5   5   5   5   5  NaN  NaN
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 21-30
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 21-30
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 22-30
#> Country: United States
#>              n miss p.miss mean sd median p25 p75 min max skew kurt
#> AnxietyScore 1    0      0    3 NA      3   3   3   3   3  NaN  NaN
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 22-30
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 22-30
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 31-40
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 31-40
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 31-40
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Female
#> Age: 41-50
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Male
#> Age: 41-50
#> Country: United States
#> NULL
#> ------------------------------------------------------------ 
#> Gender: Other
#> Age: 41-50
#> Country: United States
#> NULL
#> 
#> p-values
#>              pNormal pNonNormal
#> AnxietyScore      NA  0.4231901
#> 
#> Standardize mean differences
#>              average 1 vs 2 1 vs 3 1 vs 4 1 vs 5 1 vs 6 1 vs 7 1 vs 8 1 vs 9
#> AnxietyScore      NA     NA     NA     NA     NA     NA     NA     NA     NA
#>              1 vs 10 1 vs 11 1 vs 12 1 vs 13 1 vs 14 1 vs 15 1 vs 16 1 vs 17
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              1 vs 18 1 vs 19 1 vs 20 1 vs 21 1 vs 22 1 vs 23 1 vs 24 1 vs 25
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              1 vs 26 1 vs 27 1 vs 28 1 vs 29 1 vs 30 1 vs 31 1 vs 32 1 vs 33
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              1 vs 34 1 vs 35 1 vs 36 1 vs 37 1 vs 38 1 vs 39 1 vs 40 1 vs 41
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              1 vs 42 1 vs 43 1 vs 44 1 vs 45 2 vs 3 2 vs 4 2 vs 5 2 vs 6 2 vs 7
#> AnxietyScore      NA      NA      NA      NA     NA     NA     NA     NA     NA
#>              2 vs 8 2 vs 9 2 vs 10 2 vs 11 2 vs 12 2 vs 13 2 vs 14 2 vs 15
#> AnxietyScore     NA     NA      NA      NA      NA      NA      NA      NA
#>              2 vs 16 2 vs 17 2 vs 18 2 vs 19 2 vs 20 2 vs 21 2 vs 22 2 vs 23
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              2 vs 24 2 vs 25 2 vs 26 2 vs 27 2 vs 28 2 vs 29 2 vs 30 2 vs 31
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              2 vs 32 2 vs 33 2 vs 34 2 vs 35 2 vs 36 2 vs 37 2 vs 38 2 vs 39
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              2 vs 40 2 vs 41 2 vs 42 2 vs 43 2 vs 44 2 vs 45 3 vs 4 3 vs 5
#> AnxietyScore      NA      NA      NA      NA      NA      NA     NA     NA
#>              3 vs 6 3 vs 7 3 vs 8 3 vs 9 3 vs 10 3 vs 11 3 vs 12 3 vs 13
#> AnxietyScore     NA     NA     NA     NA      NA      NA      NA      NA
#>              3 vs 14 3 vs 15 3 vs 16 3 vs 17 3 vs 18 3 vs 19 3 vs 20 3 vs 21
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              3 vs 22 3 vs 23 3 vs 24 3 vs 25 3 vs 26 3 vs 27 3 vs 28 3 vs 29
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              3 vs 30 3 vs 31 3 vs 32 3 vs 33 3 vs 34 3 vs 35 3 vs 36 3 vs 37
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              3 vs 38 3 vs 39 3 vs 40 3 vs 41 3 vs 42 3 vs 43 3 vs 44 3 vs 45
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              4 vs 5 4 vs 6 4 vs 7 4 vs 8 4 vs 9 4 vs 10 4 vs 11 4 vs 12 4 vs 13
#> AnxietyScore     NA     NA     NA     NA     NA      NA      NA      NA      NA
#>              4 vs 14 4 vs 15 4 vs 16 4 vs 17 4 vs 18 4 vs 19 4 vs 20 4 vs 21
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              4 vs 22 4 vs 23 4 vs 24 4 vs 25 4 vs 26 4 vs 27 4 vs 28 4 vs 29
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              4 vs 30 4 vs 31 4 vs 32 4 vs 33 4 vs 34 4 vs 35 4 vs 36 4 vs 37
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              4 vs 38 4 vs 39 4 vs 40 4 vs 41 4 vs 42 4 vs 43 4 vs 44 4 vs 45
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              5 vs 6 5 vs 7 5 vs 8 5 vs 9 5 vs 10 5 vs 11 5 vs 12 5 vs 13
#> AnxietyScore     NA     NA     NA     NA      NA      NA      NA      NA
#>              5 vs 14 5 vs 15 5 vs 16 5 vs 17 5 vs 18 5 vs 19 5 vs 20 5 vs 21
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              5 vs 22 5 vs 23 5 vs 24 5 vs 25 5 vs 26 5 vs 27 5 vs 28 5 vs 29
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              5 vs 30 5 vs 31 5 vs 32 5 vs 33 5 vs 34 5 vs 35 5 vs 36 5 vs 37
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              5 vs 38 5 vs 39 5 vs 40 5 vs 41 5 vs 42 5 vs 43 5 vs 44 5 vs 45
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              6 vs 7 6 vs 8 6 vs 9 6 vs 10 6 vs 11 6 vs 12 6 vs 13 6 vs 14
#> AnxietyScore     NA     NA     NA      NA      NA      NA      NA      NA
#>              6 vs 15 6 vs 16 6 vs 17 6 vs 18 6 vs 19 6 vs 20 6 vs 21 6 vs 22
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              6 vs 23 6 vs 24 6 vs 25 6 vs 26 6 vs 27 6 vs 28 6 vs 29 6 vs 30
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              6 vs 31 6 vs 32 6 vs 33 6 vs 34 6 vs 35 6 vs 36 6 vs 37 6 vs 38
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              6 vs 39 6 vs 40 6 vs 41 6 vs 42 6 vs 43 6 vs 44 6 vs 45 7 vs 8
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA     NA
#>              7 vs 9 7 vs 10 7 vs 11 7 vs 12 7 vs 13 7 vs 14 7 vs 15 7 vs 16
#> AnxietyScore     NA      NA      NA      NA      NA      NA      NA      NA
#>              7 vs 17 7 vs 18 7 vs 19 7 vs 20 7 vs 21 7 vs 22 7 vs 23 7 vs 24
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              7 vs 25 7 vs 26 7 vs 27 7 vs 28 7 vs 29 7 vs 30 7 vs 31 7 vs 32
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              7 vs 33 7 vs 34 7 vs 35 7 vs 36 7 vs 37 7 vs 38 7 vs 39 7 vs 40
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              7 vs 41 7 vs 42 7 vs 43 7 vs 44 7 vs 45 8 vs 9 8 vs 10 8 vs 11
#> AnxietyScore      NA      NA      NA      NA      NA     NA      NA      NA
#>              8 vs 12 8 vs 13 8 vs 14 8 vs 15 8 vs 16 8 vs 17 8 vs 18 8 vs 19
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              8 vs 20 8 vs 21 8 vs 22 8 vs 23 8 vs 24 8 vs 25 8 vs 26 8 vs 27
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              8 vs 28 8 vs 29 8 vs 30 8 vs 31 8 vs 32 8 vs 33 8 vs 34 8 vs 35
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              8 vs 36 8 vs 37 8 vs 38 8 vs 39 8 vs 40 8 vs 41 8 vs 42 8 vs 43
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              8 vs 44 8 vs 45 9 vs 10 9 vs 11 9 vs 12 9 vs 13 9 vs 14 9 vs 15
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              9 vs 16 9 vs 17 9 vs 18 9 vs 19 9 vs 20 9 vs 21 9 vs 22 9 vs 23
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              9 vs 24 9 vs 25 9 vs 26 9 vs 27 9 vs 28 9 vs 29 9 vs 30 9 vs 31
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              9 vs 32 9 vs 33 9 vs 34 9 vs 35 9 vs 36 9 vs 37 9 vs 38 9 vs 39
#> AnxietyScore      NA      NA      NA      NA      NA      NA      NA      NA
#>              9 vs 40 9 vs 41 9 vs 42 9 vs 43 9 vs 44 9 vs 45 10 vs 11 10 vs 12
#> AnxietyScore      NA      NA      NA      NA      NA      NA       NA       NA
#>              10 vs 13 10 vs 14 10 vs 15 10 vs 16 10 vs 17 10 vs 18 10 vs 19
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              10 vs 20 10 vs 21 10 vs 22 10 vs 23 10 vs 24 10 vs 25 10 vs 26
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              10 vs 27 10 vs 28 10 vs 29 10 vs 30 10 vs 31 10 vs 32 10 vs 33
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              10 vs 34 10 vs 35 10 vs 36 10 vs 37 10 vs 38 10 vs 39 10 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              10 vs 41 10 vs 42 10 vs 43 10 vs 44 10 vs 45 11 vs 12 11 vs 13
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              11 vs 14 11 vs 15 11 vs 16 11 vs 17 11 vs 18 11 vs 19 11 vs 20
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              11 vs 21 11 vs 22 11 vs 23 11 vs 24 11 vs 25 11 vs 26 11 vs 27
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              11 vs 28 11 vs 29 11 vs 30 11 vs 31 11 vs 32 11 vs 33 11 vs 34
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              11 vs 35 11 vs 36 11 vs 37 11 vs 38 11 vs 39 11 vs 40 11 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              11 vs 42 11 vs 43 11 vs 44 11 vs 45 12 vs 13 12 vs 14 12 vs 15
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              12 vs 16 12 vs 17 12 vs 18 12 vs 19 12 vs 20 12 vs 21 12 vs 22
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              12 vs 23 12 vs 24 12 vs 25 12 vs 26 12 vs 27 12 vs 28 12 vs 29
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              12 vs 30 12 vs 31 12 vs 32 12 vs 33 12 vs 34 12 vs 35 12 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              12 vs 37 12 vs 38 12 vs 39 12 vs 40 12 vs 41 12 vs 42 12 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              12 vs 44 12 vs 45 13 vs 14 13 vs 15 13 vs 16 13 vs 17 13 vs 18
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              13 vs 19 13 vs 20 13 vs 21 13 vs 22 13 vs 23 13 vs 24 13 vs 25
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              13 vs 26 13 vs 27 13 vs 28 13 vs 29 13 vs 30 13 vs 31 13 vs 32
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              13 vs 33 13 vs 34 13 vs 35 13 vs 36 13 vs 37 13 vs 38 13 vs 39
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              13 vs 40 13 vs 41 13 vs 42 13 vs 43 13 vs 44 13 vs 45 14 vs 15
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              14 vs 16 14 vs 17 14 vs 18 14 vs 19 14 vs 20 14 vs 21 14 vs 22
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              14 vs 23 14 vs 24 14 vs 25 14 vs 26 14 vs 27 14 vs 28 14 vs 29
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              14 vs 30 14 vs 31 14 vs 32 14 vs 33 14 vs 34 14 vs 35 14 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              14 vs 37 14 vs 38 14 vs 39 14 vs 40 14 vs 41 14 vs 42 14 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              14 vs 44 14 vs 45 15 vs 16 15 vs 17 15 vs 18 15 vs 19 15 vs 20
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              15 vs 21 15 vs 22 15 vs 23 15 vs 24 15 vs 25 15 vs 26 15 vs 27
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              15 vs 28 15 vs 29 15 vs 30 15 vs 31 15 vs 32 15 vs 33 15 vs 34
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              15 vs 35 15 vs 36 15 vs 37 15 vs 38 15 vs 39 15 vs 40 15 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              15 vs 42 15 vs 43 15 vs 44 15 vs 45 16 vs 17 16 vs 18 16 vs 19
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              16 vs 20 16 vs 21 16 vs 22 16 vs 23 16 vs 24 16 vs 25 16 vs 26
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              16 vs 27 16 vs 28 16 vs 29 16 vs 30 16 vs 31 16 vs 32 16 vs 33
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              16 vs 34 16 vs 35 16 vs 36 16 vs 37 16 vs 38 16 vs 39 16 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              16 vs 41 16 vs 42 16 vs 43 16 vs 44 16 vs 45 17 vs 18 17 vs 19
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              17 vs 20 17 vs 21 17 vs 22 17 vs 23 17 vs 24 17 vs 25 17 vs 26
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              17 vs 27 17 vs 28 17 vs 29 17 vs 30 17 vs 31 17 vs 32 17 vs 33
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              17 vs 34 17 vs 35 17 vs 36 17 vs 37 17 vs 38 17 vs 39 17 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              17 vs 41 17 vs 42 17 vs 43 17 vs 44 17 vs 45 18 vs 19 18 vs 20
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              18 vs 21 18 vs 22 18 vs 23 18 vs 24 18 vs 25 18 vs 26 18 vs 27
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              18 vs 28 18 vs 29 18 vs 30 18 vs 31 18 vs 32 18 vs 33 18 vs 34
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              18 vs 35 18 vs 36 18 vs 37 18 vs 38 18 vs 39 18 vs 40 18 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              18 vs 42 18 vs 43 18 vs 44 18 vs 45 19 vs 20 19 vs 21 19 vs 22
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              19 vs 23 19 vs 24 19 vs 25 19 vs 26 19 vs 27 19 vs 28 19 vs 29
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              19 vs 30 19 vs 31 19 vs 32 19 vs 33 19 vs 34 19 vs 35 19 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              19 vs 37 19 vs 38 19 vs 39 19 vs 40 19 vs 41 19 vs 42 19 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              19 vs 44 19 vs 45 20 vs 21 20 vs 22 20 vs 23 20 vs 24 20 vs 25
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              20 vs 26 20 vs 27 20 vs 28 20 vs 29 20 vs 30 20 vs 31 20 vs 32
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              20 vs 33 20 vs 34 20 vs 35 20 vs 36 20 vs 37 20 vs 38 20 vs 39
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              20 vs 40 20 vs 41 20 vs 42 20 vs 43 20 vs 44 20 vs 45 21 vs 22
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              21 vs 23 21 vs 24 21 vs 25 21 vs 26 21 vs 27 21 vs 28 21 vs 29
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              21 vs 30 21 vs 31 21 vs 32 21 vs 33 21 vs 34 21 vs 35 21 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              21 vs 37 21 vs 38 21 vs 39 21 vs 40 21 vs 41 21 vs 42 21 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              21 vs 44 21 vs 45 22 vs 23 22 vs 24 22 vs 25 22 vs 26 22 vs 27
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              22 vs 28 22 vs 29 22 vs 30 22 vs 31 22 vs 32 22 vs 33 22 vs 34
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              22 vs 35 22 vs 36 22 vs 37 22 vs 38 22 vs 39 22 vs 40 22 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              22 vs 42 22 vs 43 22 vs 44 22 vs 45 23 vs 24 23 vs 25 23 vs 26
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              23 vs 27 23 vs 28 23 vs 29 23 vs 30 23 vs 31 23 vs 32 23 vs 33
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              23 vs 34 23 vs 35 23 vs 36 23 vs 37 23 vs 38 23 vs 39 23 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              23 vs 41 23 vs 42 23 vs 43 23 vs 44 23 vs 45 24 vs 25 24 vs 26
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              24 vs 27 24 vs 28 24 vs 29 24 vs 30 24 vs 31 24 vs 32 24 vs 33
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              24 vs 34 24 vs 35 24 vs 36 24 vs 37 24 vs 38 24 vs 39 24 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              24 vs 41 24 vs 42 24 vs 43 24 vs 44 24 vs 45 25 vs 26 25 vs 27
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              25 vs 28 25 vs 29 25 vs 30 25 vs 31 25 vs 32 25 vs 33 25 vs 34
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              25 vs 35 25 vs 36 25 vs 37 25 vs 38 25 vs 39 25 vs 40 25 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              25 vs 42 25 vs 43 25 vs 44 25 vs 45 26 vs 27 26 vs 28 26 vs 29
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              26 vs 30 26 vs 31 26 vs 32 26 vs 33 26 vs 34 26 vs 35 26 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              26 vs 37 26 vs 38 26 vs 39 26 vs 40 26 vs 41 26 vs 42 26 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              26 vs 44 26 vs 45 27 vs 28 27 vs 29 27 vs 30 27 vs 31 27 vs 32
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              27 vs 33 27 vs 34 27 vs 35 27 vs 36 27 vs 37 27 vs 38 27 vs 39
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              27 vs 40 27 vs 41 27 vs 42 27 vs 43 27 vs 44 27 vs 45 28 vs 29
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              28 vs 30 28 vs 31 28 vs 32 28 vs 33 28 vs 34 28 vs 35 28 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              28 vs 37 28 vs 38 28 vs 39 28 vs 40 28 vs 41 28 vs 42 28 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              28 vs 44 28 vs 45 29 vs 30 29 vs 31 29 vs 32 29 vs 33 29 vs 34
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              29 vs 35 29 vs 36 29 vs 37 29 vs 38 29 vs 39 29 vs 40 29 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              29 vs 42 29 vs 43 29 vs 44 29 vs 45 30 vs 31 30 vs 32 30 vs 33
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              30 vs 34 30 vs 35 30 vs 36 30 vs 37 30 vs 38 30 vs 39 30 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              30 vs 41 30 vs 42 30 vs 43 30 vs 44 30 vs 45 31 vs 32 31 vs 33
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              31 vs 34 31 vs 35 31 vs 36 31 vs 37 31 vs 38 31 vs 39 31 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              31 vs 41 31 vs 42 31 vs 43 31 vs 44 31 vs 45 32 vs 33 32 vs 34
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              32 vs 35 32 vs 36 32 vs 37 32 vs 38 32 vs 39 32 vs 40 32 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              32 vs 42 32 vs 43 32 vs 44 32 vs 45 33 vs 34 33 vs 35 33 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              33 vs 37 33 vs 38 33 vs 39 33 vs 40 33 vs 41 33 vs 42 33 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              33 vs 44 33 vs 45 34 vs 35 34 vs 36 34 vs 37 34 vs 38 34 vs 39
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              34 vs 40 34 vs 41 34 vs 42 34 vs 43 34 vs 44 34 vs 45 35 vs 36
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              35 vs 37 35 vs 38 35 vs 39 35 vs 40 35 vs 41 35 vs 42 35 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              35 vs 44 35 vs 45 36 vs 37 36 vs 38 36 vs 39 36 vs 40 36 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              36 vs 42 36 vs 43 36 vs 44 36 vs 45 37 vs 38 37 vs 39 37 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              37 vs 41 37 vs 42 37 vs 43 37 vs 44 37 vs 45 38 vs 39 38 vs 40
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              38 vs 41 38 vs 42 38 vs 43 38 vs 44 38 vs 45 39 vs 40 39 vs 41
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              39 vs 42 39 vs 43 39 vs 44 39 vs 45 40 vs 41 40 vs 42 40 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              40 vs 44 40 vs 45 41 vs 42 41 vs 43 41 vs 44 41 vs 45 42 vs 43
#> AnxietyScore       NA       NA       NA       NA       NA       NA       NA
#>              42 vs 44 42 vs 45 43 vs 44 43 vs 45 44 vs 45
#> AnxietyScore       NA       NA       NA       NA       NA

system · February 25, 2021, 9:31am

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