Dataset Card for OCF data

This dataset comes from the french vocational training domain and links training offers to certifications and formacodes (an ontology structuring vocational training in France). The training offers come from the French vocational training platform Mon Compte Formation, while the certifications are managed by FranceCompétences.

Dataset Details

Dataset Description

• certifsFormacodeFull.csv: contains the code of the certifications and the formacodes, domains and broad domains linked to them.
• offreCertifFormacode.csv: original data with training offers, certifications and formacode information, without any additional preprocessing
• gd_domaines.csv: contains all the codes for broad domains
• domaines.csv: contains all the codes for domains
• formacodes.csv: contains all the codes for formacodes
• offreCertifFormacode.pkl: this file can be obtained with preprocessing.py. In comparison to certifsFormacodeFull.csv, the text is clean.
• offreCertifFormacodeFiltered_multilab_False.pkl: this file contains our fully cleaned dataset in simple label mode after having been filtered for duplicates and can be obtained with filterDataset.py
• offreCertifFormacodeFiltered_multilab_True.pkl: this file contains our fully cleaned dataset in multilabel mode after having been filtered for duplicates and can be obtained with filterDataset.py

This dataset is linked to the TALN publication : https://talnarchives.atala.org/TALN/TALN-2026/10.pdf The code associated to our dataset is available here : https://github.com/abreidenstein/OCFproject

Dataset Sources

This dataset was joined from data from several datasets. The offers are those of the French platform Mon Compte Formation (MCF) (https://www.moncompteformation.gouv.fr/). Their textual content and links to the certifications and formacodes can be found on the website for the open data of the Caisse des Dépôts et Consignations (https://opendata.caissedesdepots.fr/explore/dataset/moncompteformation_catalogueformation/). The certifications and their text can be found at the same url, but are managed by France Compétences (https://www.francecompetences.fr/). The Formacodes and their links to domains or broad domains come from the Formacode ontology (https://www.centre-inffo.fr/offre-formation-produits-services/le-formacode-v14). All our data was extracted in May 2024 and are thus not up to date with those available currently on these platforms.