Created
May 16, 2014 17:55
-
-
Save skranz/b22b60a83f5c6ab334f7 to your computer and use it in GitHub Desktop.
mutate with possibility to select rows
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
mutate2 = function (.data,.where, ...) { | |
UseMethod("mutate2") | |
} | |
mutate2.data.frame =function (.data,.where, ...) | |
{ | |
if (!missing(.where)) { | |
.where = substitute(.where) | |
dt = as.data.table(df) | |
df = as.data.frame(mutate_where.data.table(.data=dt,.where.call=.where,...,inplace=TRUE)) | |
return(df) | |
} | |
tbl <- tbl_df(.data) | |
res <- mutate.tbl_df(tbl, ...) | |
as.data.frame(res) | |
} | |
mutate2.data.table <- function (.data,.where, ..., inplace = FALSE) | |
{ | |
if (!inplace) | |
.data <- copy(.data) | |
if (!missing(.where)) { | |
.where = substitute(.where) | |
dt = mutate_where.data.table(.data=dt,.where.call=.where,..., inplace=TRUE) | |
return(dt) | |
} | |
env <- new.env(parent = parent.frame(), size = 1L) | |
env$data <- .data | |
cols <- named_dots(...) | |
for (i in seq_along(cols)) { | |
call <- substitute(data[, `:=`(lhs, rhs)], list(lhs = as.name(names(cols)[[i]]), | |
rhs = cols[[i]])) | |
eval(call, env) | |
} | |
.data | |
} | |
mutate_where.data.table <- function (.data,.where.call, ..., inplace = FALSE) | |
{ | |
if (!inplace) | |
.data <- copy(.data) | |
env <- new.env(parent = parent.frame(), size = 1L) | |
env$data <- .data | |
cols <- named_dots(...) | |
for (i in seq_along(cols)) { | |
call <- substitute(data[.where.call, `:=`(lhs, rhs)], list(lhs = as.name(names(cols)[[i]]), rhs = cols[[i]], .where.call =.where.call)) | |
eval(call, env) | |
} | |
.data | |
} | |
examples = function() { | |
library(microbenchmark) | |
#library(modify) | |
library(dplyr) | |
library(pryr) | |
library(data.table) | |
# Benckmark compared to directly using data.table or dplyr | |
n = 1e6 | |
df = data.frame(a= sample(1:5,n,replace=TRUE), | |
b= sample(1:100,n,replace=TRUE), | |
x=rnorm(n)) | |
dt = as.data.table(df) | |
res1 = mutate2(df,a==3,x=x+100) | |
res2 = mutate2(dt,a==3,x=x+100) | |
microbenchmark(times = 5L, | |
#modify(dt,a==2, x = x+100), | |
mutate(dt, x=ifelse(a==2,x+100,x)), | |
mutate2(dt, a==2, x=x+100), | |
mutate(df, x=ifelse(a==2,x+100,x)), | |
mutate2(df, a==2, x=x+100) | |
) | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment