knitr::opts_chunk$set( collapse = TRUE, comment = "#>" )
library(npi)
This vignette provides an brief introduction to the npi package.
npi
is an R package that allows R users to access the U.S. National Provider Identifier (NPI) Registry API by the Center for Medicare and Medicaid Services (CMS).
The package makes it easy to obtain administrative data linked to a specific individual or organizational healthcare provider. Additionally, users can perform advanced searches based on provider name, location, type of service, credentials, and many other attributes.
To explore organizational providers with primary locations in New York City, we could use the city
argument in the npi_search()
. The nyc dataset here finds 10 organizational providers with primary locations in New York City, since 10 is the default number of records that are returned in npi_search()
. The response is a tibble that has high-cardinality data organized into list columns.
nyc <- npi_search(city = "New York City") nyc
Other search arguments for the function include number
, enumeration_type
, taxonomy_description
, first_name
, last_name
, use_first_name_alias
, organization_name
, address_purpose
, state
, postal_code
, country_code
, and limit
.
Additionally, more than one search argument can be used at once.
nyc_multi <- npi_search(city = "New York City", state = "NY", enumeration_type = "org") nyc_multi
Visit the function's help page via ?npi_search
after installing and loading the package for more details.
The limit
argument of npi_search()
lets you set the maximum records to return from 1 to 1200 inclusive, defaulting to 10 records if no value is specified.
nyc_25 <- npi_search(city = "New York City", limit = 25) nyc_25
When using npi_search()
, searches with greater than 200 records (for example 300 records) may result in multiple API calls. This is because the API itself returns up to 200 records per request, but allows previously requested records to be skipped. npi_search()
will automatically make additional API calls up to the API's limit of 1200 records for a unique set of query parameter values, and will still return a single tibble. However, to save time, the function only makes additional requests if needed. For example, if you request 1200 records, and 199 are returned in the first request, then the function does not need to make a second request because there are no more records to return.
nyc_300 <- npi_search(city = "New York City", limit = 300) nyc_300
The NPPES API documentation does not specify additional API rate limitations. However, if you need more than 1200 NPI records for a set of search terms, you will need to download the NPPES Data Dissemination File.
npi_summarize()
provides a more human-readable overview of output already obtained through npi_search()
.
npi_summarize(nyc)
Additionally, users can flatten all the list columns using npi_flatten()
.
npi_flatten(nyc)
Alternatively, individual columns can be flattened for each npi by using the cols
argument. Only the columns specified will be flattened and returned with the npi column by default.
npi_flatten(nyc, cols = c("basic", "taxonomies"))
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