#' @export
jh_process <- function(x, term){
output <- x %>%
group_by(Country.Region, Province.State) %>%
summarise_at(names(.)[purrr::partial(startsWith, prefix = "X")(names(.))], sum) %>%
tidyr::gather(date, !!term, -Country.Region, -Province.State) %>%
mutate(date = stringr::str_sub(date, start = 2) %>%
lubridate::as_date(format = "%m.%d.%y", tz = "Europe/London"))
return(output)
}
#' @export
johns_hopkins_data <- function(){
base_url <- "https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/"
confirmed = read.csv(
paste0(base_url, "time_series_covid19_confirmed_global.csv"),
stringsAsFactors = FALSE
) %>% jh_process(term = "confirmed")
recovered = read.csv(
paste0(base_url, "time_series_covid19_recovered_global.csv"),
stringsAsFactors = FALSE
) %>% jh_process(term = "recovered")
deaths = read.csv(
paste0(base_url, "time_series_covid19_deaths_global.csv"),
stringsAsFactors = FALSE
) %>% jh_process(term = "deaths")
johns_hopkins <- left_join(confirmed, recovered, by = c("Country.Region", "Province.State", "date")) %>%
left_join(deaths, by = c("Country.Region", "Province.State", "date"))
return(johns_hopkins)
}
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