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This is a small Clojure (and Java) library and microservice designed to support the UK ODS weekly prescribing data.

It supplements the main ODS dataset, which you can easily make use of using clods.

This library and service is a very thin wrapper around the original dataset. The data files are used to create a SQLite file-based database, which can be accessed and queried directly with SQLite bindings (e.g. if you are using Python or R), or through the provided JVM API (e.g. via Clojure). ods-weekly takes a few seconds to import and create the file-based database.

Why is this needed?

The ODS dataset does not include a list of general practitioners for each GP surgery. Many applications need to make use of such data for handling clinical correspondence or determining a complete profile for a user.

For example, I combine information from user directories and other stores with ods-weekly data, so that I can, in software, make reasonable assumptions about where a clinician works. Sometimes, that might just be to provide an excellent user experience by tuning or sorting pick-lists to the geography in which we think the user might work, but permitting overrides when necessary. I aggregate data from disparate data as part of a unified graph API.

Status

This is now operational; it can import data from TRUD and provides an easily searchable index, and there is a simple API that can be used to fetch the GPs working at a specific surgery, or find where a particular GP is working, based on their GNC or GMC identifier.

Background

This supplements the ODS quarterly and monthly releases made available via https://github.com/wardle/clods.

It can create a file-based database that can then be used within other applications to make use of NHS prescribing data. These data document surgeries and branch surgeries in the UK, with lists of general practitioners.

Each practice has a list of general practitioners by GNC identifier. These data also map between GNC identifier and GMC, as one GP may have more than one GNC identifier if they have worked in multiple practices at the same time.

It is advisable to create a new service every week based on the most recent published data. You can create a new index every week, or simply update an existing index.

Creating an ods-weekly file-based database

You can directly run from source using the Clojure command line tools. If there is interest, I can provide a pre-built 'uberjar' containing command-line tools and a simple HTTP server. My recommendation is to run from source, or embed as a library and use the clojure API.

Usage from source code

  1. Install Clojure

e.g. on Mac:

brew install clojure/tools/clojure

See the Clojure getting started guide for more details on installation.

  1. Clone the source code repository
git clone https://github.com/wardle/ods-weekly
cd ods-weekly
  1. Check you have an NHS Digital TRUD API key.

You can easily register and obtain an API key from NHS Digital.

Once you have an API key, put it into a text file in a well known location in your computer's filesystem.

For example, trud-api-key.txt in the current directory.

  1. Download and create an index:

You can specify the name of the index, or specify the directory in which an automatically named index will be created. The default, if both are omitted, is to create an automatically named index in the current directory.

clj -X:download :api-key trud-api-key.txt

To create a specifically named index:

clj -X:download :api-key trud-api-key.txt :db my-ods-weekly.db

If you run the latter command repeatedly (e.g. weekly in an automated cron job), then the data will be updated in place.

To create an automatically named index:

clj -X:download :api-key trud-api-key.txt :dir /var/db/ods-weekly/

This latter operation will create a database index in the directory specified with a name based on the release-date. This is ideal for use in a weekly automated cron job, for example in which you build a range of dated data files for subsequent analysis.

The mandatory parameters are:

The optional parameters are:

For example:

clj -X:download :api-key trud-api-key.txt :dir /var/ods-weekly :cache-dir /var/cache/trud

This will download and create an index:

clj -X:download :api-key trud-api-key.txt

Result:

Item already in cache {:itemIdentifier 58, :archiveFileName nhs_odsweekly_2.1.0_20220203000001.zip, :releaseDate #object[java.time.LocalDate 0x2ad51c20 2022-02-03]}
Creating index: /Users/mark/Dev/ods-weekly/ods-weekly-2022-02-03.db
Importing  :egpcur :  Current GP Practitioners in England and Wales
Importing  :epraccur :  GP Practices in England and Wales
Importing  :ebranchs :  GP Branch Surgeries in England
Importing  :egmcmem :  A snapshot mapping, generated weekly, between General Medical Council (GMC) Reference Numbers and primary Prescriber Identifiers (otherwise known as GNC / GMP codes) for GPs.

Here you see that the tooling recognises that the release has already been downloaded and is in the local cache. The zip file is unzipped, and the files processed and imported into a file-based database.

Usage as a library

Simply include the library as a dependency.

For example, in your clojure CLI/deps.edn file:

com.eldrix/ods-weekly {:mvn/version "RELEASE"}

And then in your code (here is example usage from a REPL):

(require '[com.eldrix.odsweekly.core :as ow])
(def conn (ow/open-index "ods-weekly-2022-02-10.db"))

Now you can get information about an organisation:

(ow/get-by-organisation-code conn "W93036")

Result (truncated):

{:nationalGrouping "W00",
 :highLevelHealthGeography "Q99",
 :leftParentDate "",
 :parent "7A6",
 :address3 "MONMOUTH",
 :telephone "01600 713811",
 :name "CASTLE GATE MEDICAL PRACTICE",
 :currentOrg "7A6"}

And let's fetch a list of GPs working at a different practice:

(clojure.pprint/print-table [:gmcReferenceNumber :givenName :surname :gncPrescriberId] (ow/surgery-gps conn "W93029"))

Result (although these data are public, I have redacted some of this information):

|   :gmcReferenceNumber | :givenName  | :surname |   :gncPrescriberId |
|-----------------------+-------------+----------+--------------------|
|               7*****7 |       L**** | ******** |           G******4 |
|               6*****2 |     ******* |     R*** |           G******9 |
|               4*****7 |       J**** |   ****** |           G******4 |
|               7*****0 |    S******* |   ****** |           G******9 |
|               4*****7 |        S*** |   ****** |           G******3 |

Further API documentation is available.

Development

Check for outdated dependencies

clj -M:outdated

Build a library jar file

clj -T:build jar

Build and deploy a library jar file to clojars:

clj -T:build deploy