I'm not sure if this intentional, but if you have blanks in variable names, dplyr's select function won't read them. Quoting such names using backticks works fine. Example below. As help(Quotes) says, " Almost always, other names can be used provided they are quoted. The preferred quote is the backtick (`), and deparse will normally use it, but under many circumstances single or double quotes can be used..."
> library("readr")
> df <- read_csv(
+ "id,blood pressure
+ 1, 85
+ 2, 120
+ 3, 134")
> df
Source: local data frame [3 x 2]
id blood pressure
(int) (int)
1 1 85
2 2 120
3 3 134
>
> # Any type of quote works with mean
> mean(df$"blood pressure")
[1] 113
> mean(df$'blood pressure')
[1] 113
> mean(df$`blood pressure`)
[1] 113
>
> # And with summary
> summary(df$"blood pressure")
Min. 1st Qu. Median Mean 3rd Qu. Max.
85.0 102.5 120.0 113.0 127.0 134.0
> summary(df$'blood pressure')
Min. 1st Qu. Median Mean 3rd Qu. Max.
85.0 102.5 120.0 113.0 127.0 134.0
> summary(df$`blood pressure`)
Min. 1st Qu. Median Mean 3rd Qu. Max.
85.0 102.5 120.0 113.0 127.0 134.0
>
> # But only backticks work with select
> library("dplyr")
> dplyr::select(df, "blood pressure")
Error: All select() inputs must resolve to integer column positions.
The following do not:
* "blood pressure"
> dplyr::select(df, 'blood pressure')
Error: All select() inputs must resolve to integer column positions.
The following do not:
* "blood pressure"
> dplyr::select(df, `blood pressure`)
Source: local data frame [3 x 1]
blood pressure
(int)
1 85
2 120
3 134
>
> sessionInfo()
R version 3.3.0 (2016-05-03)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows >= 8 x64 (build 9200)
locale:
[1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252
[3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C
[5] LC_TIME=English_United States.1252
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] dplyr_0.4.3 readr_0.2.2
loaded via a namespace (and not attached):
[1] lazyeval_0.1.10 magrittr_1.5 R6_2.1.2 assertthat_0.1 parallel_3.3.0
[6] DBI_0.4-1 tools_3.3.0 Rcpp_0.12.5