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# Examples | |
library(dplyr) | |
source("s_dplyr.R"); | |
# Original usage of dplyr | |
mtcars %>% | |
filter(gear == 3,cyl == 8) %>% | |
select(mpg, cyl, hp:vs) | |
# Select user specified cols. | |
# Note that you can have a vector of strings | |
# or a single string separated by ',' or a mixture of both | |
cols = c("mpg","cyl, hp:vs") | |
mtcars %>% | |
filter(gear == 3,cyl == 8) %>% | |
s_select(cols) | |
# Filter using a string | |
col = "gear" | |
mtcars %>% | |
s_filter(paste0(col,"==3"), "cyl==8" ) %>% | |
select(mpg, cyl, hp:vs) | |
# Arrange without using %>% | |
s_arrange(mtcars, "-mpg, gear, carb") | |
# group_by and summarise with strings | |
mtcars %>% | |
s_group_by("cyl") %>% | |
s_summarise("mean(disp), max(disp)") | |
mtcars %>% | |
s_group_by("cyl") %>% | |
s_summarise(paste(paste0("mean(", colnames(mtcars),")"), collapse=",")) |
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# Helper functions that allow string arguments for dplyr's data modification functions like arrange, select etc. | |
# Author: Sebastian Kranz | |
# Examples are below | |
#' Modified version of dplyr's filter that uses string arguments | |
#' @export | |
s_filter = function(.data, ...) { | |
eval.string.dplyr(.data,"dplyr::filter", ...) | |
} | |
#' Modified version of dplyr's select that uses string arguments | |
#' @export | |
s_select = function(.data, ...) { | |
eval.string.dplyr(.data,"dplyr::select", ...) | |
} | |
#' Modified version of dplyr's arrange that uses string arguments | |
#' @export | |
s_arrange = function(.data, ...) { | |
eval.string.dplyr(.data,"dplyr::arrange", ...) | |
} | |
#' Modified version of dplyr's arrange that uses string arguments | |
#' @export | |
s_mutate = function(.data, ...) { | |
eval.string.dplyr(.data,"dplyr::mutate", ...) | |
} | |
#' Modified version of dplyr's summarise that uses string arguments | |
#' @export | |
s_summarise = function(.data, ...) { | |
eval.string.dplyr(.data,"dplyr::summarise", ...) | |
} | |
#' Modified version of dplyr's group_by that uses string arguments | |
#' @export | |
s_group_by = function(.data, ...) { | |
eval.string.dplyr(.data,"dplyr::group_by", ...) | |
} | |
#' Internal function used by s_filter, s_select etc. | |
eval.string.dplyr = function(.data, .fun.name, ...) { | |
args = list(...) | |
args = unlist(args) | |
code = paste0(.fun.name,"(.data,", paste0(args, collapse=","), ")") | |
df = eval(parse(text=code,srcfile=NULL)) | |
df | |
} | |
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