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Other literature type . 2026
License: CC BY
Data sources: ZENODO
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Presentation . 2026
License: CC BY
Data sources: Datacite
ZENODO
Presentation . 2026
License: CC BY
Data sources: Datacite
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Openrefine II - enriching data

Authors: Berger, Frederik;

Openrefine II - enriching data

Abstract

This presentation was given during the WiNoDa winter school, a five-day intensive course on the topic of Research with Natural Science Collections. Data, Quality, and Methods from 24-28 November 2025. Organization: German Federation for Biological Data e.V. (GFBio) with support from the Museum für Naturkunde Berlin (MfN), German Archaeological Institute (DAI), Vernetzungs- und Kompetenzstelle Open Access Brandenburg (VuK). Abstract: This session is intended to deepen the learnings from the previous session (10.5281/zenodo.14918374) on OpenRefine and to strengthen confident application through practice. Focus will be laid on string transformations using GREL functions and regular expressions. Please make sure that OpenRefine is installed and a project with data is available. A training dataset with uncleaned data from a Zooniverse transcription project can be downloaded for training purposes from https://doi.org/10.5281/zenodo.17429281.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average