context("recode, replace")
gmtc <- fgroup_by(mtcars, cyl)
test_that("replace_na and replace_inf work well", {
expect_equal(replace_na(airquality, 0), `[<-`(airquality, is.na(airquality), value = 0))
expect_equal(replace_na(airquality, 0, cols = 1:2), `[<-`(airquality, is.na(airquality), value = 0))
expect_equal(replace_na(airquality, 0, cols = is.numeric), `[<-`(airquality, is.na(airquality), value = 0))
expect_equal(replace_na(flag(EuStockMarkets), 0), `[<-`(flag(EuStockMarkets), is.na(flag(EuStockMarkets)), value = 0))
expect_equal(replace_inf(dapply(mtcars, log)), `[<-`(dapply(mtcars, log), sapply(dapply(mtcars, log), is.infinite), value = NA))
expect_equal(replace_inf(log(EuStockMarkets)), `[<-`(log(EuStockMarkets), is.infinite(log(EuStockMarkets)), value = NA))
expect_equal(replace_inf(dapply(mtcars, log), replace.nan = TRUE), `[<-`(dapply(mtcars, log), sapply(dapply(mtcars, log), is.infinite), value = NA))
expect_equal(replace_inf(log(EuStockMarkets), replace.nan = TRUE), `[<-`(log(EuStockMarkets), is.infinite(log(EuStockMarkets)), value = NA))
})
# scaling data using MAD
mad_trans <- function(x) {
if(inherits(x, c("pseries", "pdata.frame"))) {
g <- GRP(x)
tmp <- fmedian(x, g, TRA = "-")
tmp %/=% fmedian(if(is.list(tmp)) lapply(tmp, abs) else abs(tmp), g, TRA = "fill", set = TRUE)
return(tmp)
}
tmp <- fmedian(x, TRA = "-")
tmp %/=% fmedian(if(is.list(tmp)) dapply(tmp, abs) else abs(tmp), TRA = "fill", set = TRUE)
return(tmp)
}
test_that("replace_outliers works well.", {
expect_equal(replace_outliers(mtcars, 2), replace(mtcars, fscale(mtcars) > 2, NA))
# expect_equal(replace_outliers(mtcars, 2, single.limit = "mad"), replace(mtcars, mad_trans(mtcars) > 2, NA))
expect_equal(replace_outliers(gmtc, 2, single.limit = "sd", ignore.groups = TRUE), replace(gmtc, dapply(mtcars, fscale) > 2, NA))
# expect_equal(replace_outliers(gmtc, 2, single.limit = "mad", ignore.groups = TRUE), replace(gmtc, dapply(mtcars, mad_trans) > 2, NA))
expect_equal(replace_outliers(mtcars, 2, single.limit = "min"), replace(mtcars, mtcars < 2, NA))
expect_equal(replace_outliers(mtcars, 2, single.limit = "max"), replace(mtcars, mtcars > 2, NA))
expect_equal(replace_outliers(EuStockMarkets, 2), replace(EuStockMarkets, fscale(EuStockMarkets) > 2, NA))
expect_equal(replace_outliers(EuStockMarkets, 2, single.limit = "sd", ignore.groups = TRUE), replace(EuStockMarkets, dapply(EuStockMarkets, fscale) > 2, NA))
expect_equal(replace_outliers(EuStockMarkets, 2, single.limit = "min"), replace(EuStockMarkets, EuStockMarkets < 2, NA))
expect_equal(replace_outliers(EuStockMarkets, 2, single.limit = "max"), replace(EuStockMarkets, EuStockMarkets > 2, NA))
})
set.seed(101)
lmiss <- na_insert(letters)
month.miss <- na_insert(month.name)
char_dat <- na_insert(char_vars(GGDC10S))
char_nums <- c("-1", "1", "0", "2", "-2")
options(warn = -1)
test_that("recode_char works well", {
expect_equal(recode_char(lmiss, a = "b"), replace(lmiss, lmiss == "a", "b"))
expect_visible(recode_char(lmiss, a = "b", missing = "a")) # continue here to write proper tests!!..
expect_visible(recode_char(lmiss, a = "b", missing = "c"))
expect_visible(recode_char(lmiss, a = "b", default = "n"))
expect_visible(recode_char(lmiss, a = "b", default = "n", missing = "c"))
expect_visible(recode_char(month.miss, ber = NA, regex = TRUE))
expect_visible(recode_char(month.miss, ber = NA, missing = "c", regex = TRUE))
expect_visible(recode_char(lmiss, ber = NA, default = "n", regex = TRUE))
expect_visible(recode_char(lmiss, ber = NA, default = "n", missing = "c", regex = TRUE))
expect_visible(recode_char(lmiss, a = "b", e = "f"))
expect_visible(recode_char(lmiss, a = "b", e = "f", missing = "a"))
expect_visible(recode_char(lmiss, a = "b", e = "f", missing = "c"))
expect_visible(recode_char(lmiss, a = "b", e = "f", default = "n"))
expect_visible(recode_char(lmiss, a = "b", e = "f", default = "n", missing = "c"))
expect_visible(recode_char(month.miss, ber = NA, May = "a", regex = TRUE))
expect_visible(recode_char(month.miss, ber = NA, May = "a", missing = "c", regex = TRUE))
expect_visible(recode_char(lmiss, ber = NA, May = "a", default = "n", regex = TRUE))
expect_visible(recode_char(lmiss, ber = NA, May = "a", default = "n", missing = "c", regex = TRUE))
expect_visible(recode_char(char_dat, SGP = "SINGAPORE", VA = "Value Added"))
expect_visible(recode_char(char_dat, SGP = "SINGAPORE", VA = "Value Added", missing = "c"))
expect_visible(recode_char(char_dat, SGP = "SINGAPORE", VA = "Value Added", default = "n"))
expect_visible(recode_char(char_dat, SGP = "SINGAPORE", VA = "Value Added", default = "n", missing = "c"))
expect_visible(recode_char(char_dat, saharan = "SSA", regex = TRUE))
expect_visible(recode_char(char_dat, saharan = "SSA", regex = TRUE, missing = "c"))
expect_visible(recode_char(char_dat, saharan = "SSA", regex = TRUE, default = "n"))
expect_visible(recode_char(char_dat, saharan = "SSA", regex = TRUE, default = "n", missing = "c"))
expect_equal(recode_char(char_nums, "-\\d+" = "negative", "0" = "zero", regex = T), c("negative", "1", "zero", "2", "negative"))
expect_equal(recode_char(char_nums, "0" = "zero", "-\\d+" = "negative", default = "positive", regex = T), c("negative", "positive", "zero", "positive", "negative"))
expect_equal(recode_char(char_nums, "-\\d+" = "negative", "0" = "zero", default = "positive", regex = T), c("negative", "positive", "zero", "positive", "negative"))
})
set.seed(101)
vmiss <- na_insert(mtcars$cyl)
mtcNA <- na_insert(mtcars)
test_that("recode_num works well", {
expect_equal(recode_num(vmiss, `4` = 5), replace(vmiss, vmiss == 4, 5))
expect_visible(recode_num(vmiss, `4` = 5, missing = 4)) # continue here to write proper tests!!!..
expect_visible(recode_num(vmiss, `4` = 5, missing = 7))
expect_visible(recode_num(vmiss, `4` = 5, default = 8))
expect_visible(recode_num(vmiss, `4` = 5, default = 8, missing = 7))
expect_visible(recode_num(vmiss, `4` = 5, `6` = 10))
expect_visible(recode_num(vmiss, `4` = 5, `6` = 10, missing = 6))
expect_visible(recode_num(vmiss, `4` = 5, `6` = 10, missing = 7))
expect_visible(recode_num(vmiss, `4` = 5, `6` = 10, default = 8))
expect_visible(recode_num(vmiss, `4` = 5, `6` = 10, default = 8, missing = 7))
expect_visible(recode_num(mtcNA, `4` = 5, `1` = 2))
expect_visible(recode_num(mtcNA, `4` = 5, `1` = 2, missing = 6))
expect_visible(recode_num(mtcNA, `4` = 5, `1` = 2, default = 8))
expect_visible(recode_num(mtcNA, `4` = 5, `1` = 2, default = 8, missing = 7))
})
options(warn = 1)
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