(path_csv <- Sys.getenv("PATH_CSV"))
(path_rds <- Sys.getenv("PATH_RDS"))
tidy <- function(d0) {
stopifnot(requireNamespace("countrycode"))
d0[["country_iso_alpha3"]] <- factor(countrycode::countrycode(
sourcevar = d0[["Country.Region"]],
origin = "country.name",
destination = "iso3c"
))
i <- grep("^X\\d+\\.\\d+\\.\\d+$", names(d0))
d1 <- aggregate(d0[i], d0["country_iso_alpha3"], sum, na.rm = TRUE)
d2 <- reshape(
data = d1,
direction = "long",
varying = names(d1)[-1L],
v.names = "cases_total",
timevar = "date",
idvar = names(d1)[1L],
times = as.Date(names(d1)[-1L], format = "X%m.%d.%y")
)
attr(d2, "reshapeLong") <- NULL
o <- do.call(order, unname(d2[c("country_iso_alpha3", "date")]))
d3 <- d2[o, , drop = FALSE]
row.names(d3) <- NULL
d3
}
covid_raw <- read.csv(path_csv)
covid <- tidy(covid_raw)
saveRDS(covid, file = path_rds)
str(covid)
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