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# Comparing different ways of processing a data frame row-by-row: | |
library(data.table) | |
df = data.frame(a = runif(10000), b = runif(10000)) | |
system.time(rbindlist(purrrlyr::by_row(df, function(row) { data.frame(a = row$a) }, .labels = FALSE)$.out)) | |
# user system elapsed | |
# 4.479 0.008 4.494 | |
# This is fast, but note that 'apply' doesnt preserve types. e.g. character columns will get converted to numeric. | |
system.time(rbindlist(apply(df, 1, function(row) { data.frame(a = row[['a']]) }))) | |
# user system elapsed | |
# 0.857 0.004 0.864 | |
system.time(plyr::adply(df, .margins = 1, .fun = function(row) { data.frame(c = row$a) })) | |
# user system elapsed | |
# 2.175 0.012 2.197 |
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