development

Harmony R released!

Harmony R released!

We have developed the R package for Harmony and open sourced it. To get started, you need R installed on your system.

Click here to try an example in Google Colab.

Here’s a Jupyter Notebook with an example using Harmony in R

Installing R library

We are currently submitting the R library to CRAN.

In the meantime, you can install the development version of harmonydata from GitHub (documentation in the README file):

You also need devtools which will already be there if you are using R Studio. If not, you can install devtools with the following command in the R console:

install.packages("devtools") # If you don't have devtools installed already.

Next, to install Harmony, run:

library(devtools)
devtools::install_github("harmonydata/harmony_r")

Parsing a raw file into an Instrument

Let’s import Harmony and harmonise an instrument.

If you want to read in a raw (unstructured) PDF or Excel file, you can do this via a POST request to the REST API. This will convert the file into an Instrument object in JSON.It returns the instrument as a list.

library(harmonydata)
instrument = load_instruments_from_file(path = "examples/GAD-7.pdf")
names(instrument[[1]])
#>  [1] "file_id"         "instrument_id"   "instrument_name" "file_name"      
#>  [5] "file_type"       "file_section"    "study"           "sweep"          
#>  [9] "metadata"        "language"        "questions"

You can also input a url containing the questionnaire.

instrument_2 = load_instruments_from_file("https://medfam.umontreal.ca/wp-content/uploads/sites/16/GAD-7-fran%C3%A7ais.pdf") 
names(instrument_2[[1]])
#>  [1] "file_id"         "instrument_id"   "instrument_name" "file_name"      
#>  [5] "file_type"       "file_section"    "study"           "sweep"          
#>  [9] "metadata"        "language"        "questions"

Matching instruments

You can get a list containing the results of the match.Here we can see a list of similarity score for each question comapred to all the other questions in th other questionaire.

instruments = append(instrument, instrument_2)
match = match_instruments(instruments)
names(match)
#> [1] "questions"        "matches"          "query_similarity"

Related Posts

Harmony at MQ and DataMind Data Science Workshop

Harmony at MQ and DataMind Data Science Workshop

Harmony at MQ and Datamind Data Science workshop On 2 May 2025, Dr Eoin McElroy demonstrated Harmony at the MQ and Datamind Data Science workshop in Deutsche Bank. Eoin’s presentation focused on “Maximising the use of existing survey data: facilitating cross-study research using retrospective harmonization.” The workshop brought together researchers interested in applying novel harmonisation techniques to existing datasets. Eoin explained traditional harmonisation processes and presented a user-friendly guide to the Harmony tool, demonstrating how natural language processing can streamline the harmonisation process.
'Send to Harmony' Chrome plugin

'Send to Harmony' Chrome plugin

[Beta mode: we are currently testing this extension] We have developed a browser extension for Harmony called “Send to Harmony” which lets you send selected text to Harmony with a right-click. For PDFs, use the popup to paste your selected text. Send to Harmony enables users to send selected text to the Harmony Data Harmonization (https://harmonydata.ac.uk/) platform for analysis. This plugin provides a right-click or context menu item which allows users to easily bring text from into their harmonisations, making it easier to compare and analyze different measurement scales across research studies.

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