diseasystore: ECDC Respiratory Viruses Weekly
Source:vignettes/diseasystore-ecdc-respiratory-viruses.Rmd
diseasystore-ecdc-respiratory-viruses.Rmd
The Respiratory viruses weekly repository contains weekly summaries of the erviss data for Influenza-Like Illness (ILI) and Acute Respiratory Infection (ARI).
This vignette shows how to use (some of) this data through the
diseasystore
package.
First, it is a good idea to clone the repository locally and store that location as an option for the package.
# First we set the path we want to use as an option
options(
"diseasystore.DiseasystoreEcdcRespiratoryViruses.source_conn" =
file.path("local", "path")
)
# Ensure folder exists
source_conn <- diseasyoption("source_conn", "DiseasystoreEcdcRespiratoryViruses")
if (!dir.exists(source_conn)) {
dir.create(source_conn, recursive = TRUE, showWarnings = FALSE)
}
# Clone the repository
system2(
"git",
args = c(
paste("-C", source_conn),
"clone https://github.com/EU-ECDC/Respiratory_viruses_weekly_data"
),
stdout = TRUE
)
The diseasystores
require a database to store its
features in. These should be configured before use and can be stored in
the packages options.
# We define target_conn as a function that opens a DBIconnection to the DB
target_conn <- \() DBI::dbConnect(RSQLite::SQLite())
options(
"diseasystore.DiseasystoreEcdcRespiratoryViruses.target_conn" = target_conn
)
Once the files are downloaded and the target database is configured,
we can initialize the diseasystore
that uses the ECDC
Respiratory Viruses Weekly data.
ds <- DiseasystoreEcdcRespiratoryViruses$new()
Once configured such, we can use the feature store directly to get data.
# We can see all the available features in the feature store
ds$available_features
#> [1] "iliari_rates" "infection_type" "age_group"
If you have locally cloned the repository, you may consider pulling
data from the repository manually and disabling automatic pulls.
Otherwise, the diseasystore
will check for updates every
time you request a feature.
# Manually update the repository
system2(
"git",
args = paste("-C", diseasyoption("source_conn", "DiseasystoreEcdcRespiratoryViruses")),
stdout = TRUE
)
# Disable automatic pulls
options("diseasystore.DiseasystoreEcdcRespiratoryViruses.pull" = FALSE)
# And then retrieve a feature from the feature store
ds$get_feature(feature = "iliari_rates",
start_date = as.Date("2023-01-01"),
end_date = as.Date("2023-03-01"))
#> # Source: table<`dbplyr_EZ1U7X59H5`> [?? x 6]
#> # Database: sqlite 3.46.0 []
#> key_location age_group infection_type rate valid_from valid_until
#> <chr> <chr> <chr> <dbl> <dbl> <dbl>
#> 1 Austria NA ILI 2072. 19387 19394
#> 2 Austria NA ILI 2140. 19380 19387
#> 3 Austria NA ILI 2160. 19394 19401
#> 4 Austria NA ILI 2411. 19373 19380
#> 5 Austria NA ILI 2469. 19401 19408
#> # ℹ more rows