학술논문
Open data provenance and reproducibility: a case study from publishing CMS open data.
Document Type
Article
Author
Doglioni, C.; Kim, D.; Stewart, G.A.; Silvestris, L.; Jackson, P.; Kamleh, W.; Šimko, Tibor; de Bittencourt, Heitor Pascoal; Carrera, Edgar; Delgado Lopez, Diyaselis; Lange, Clemens; Lassila-Perini, Kati; Lintuluoto, Adelina; Lloret Iglesias, Lara; McCauley, Thomas; Okraska, Jan; Prelipcean, Daniel; Savaniakas, Mantas
Source
Subject
*OPEN Data Protocol
*REPRODUCIBLE research
*PHYSICS education
*DATA management
*INFORMATION storage & retrieval systems
*
*
*
*
Language
ISSN
2101-6275
Abstract
In this paper we present the latest CMS open data release published on the CERN Oopen Data portal. Samples of collision and simulated datasets were released together with detailed information about the data provenance. The associated data production chains cover the necessary computing environments, the configuration files and the computational procedures used in each data production step. We describe data curation techniques used to obtain and publish the data provenance information and we study the possibility of reproducing parts of the released data using the publicly available information. The present work demonstrates the usefulness of releasing selected samples of raw and primary data in order to fully ensure the completeness of information about the data production chain for the attention of general data scientists and other non-specialists interested in using particle physics data for education or research purposes. [ABSTRACT FROM AUTHOR]