library(tidyverse)
library(tsibble)
set.seed(2018)
tmp <- tempfile(fileext = ".csv.zip")
urls <- glue::glue("https://s3.amazonaws.com/tripdata/JC-2018{formatC(1:12, width = 2, flag = '0')}-citibike-tripdata.csv.zip")
nyc_bikes <- map_dfr(urls, function(url){
download.file(url, tmp)
read_csv(tmp, locale = locale(tz = "America/New_York"))
})
nyc_bikes <- nyc_bikes %>%
filter(bikeid %in% sample(unique(bikeid), 10)) %>%
transmute(
bike_id = factor(bikeid),
start_time = starttime,
stop_time = stoptime,
start_station = factor(`start station id`),
start_lat = `start station latitude`,
start_long = `start station longitude`,
end_station = factor(`end station id`),
end_lat = `end station latitude`,
end_long = `end station longitude`,
type = factor(usertype),
birth_year = `birth year`,
gender = factor(gender, 0:2, c("Unknown", "Male", "Female"))) %>%
as_tsibble(key = bike_id, index = start_time, regular = FALSE)
usethis::use_data(nyc_bikes, overwrite=TRUE)
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