Training resources

NFDI4Biodiversity Training Resources:

• Beilschmidt, C., Brandenstein, D., & Dümpelmann, H. (2024). VAT documentation. https://docs.vat.gfbio.org/
• Botanic Garden and Botanical Museum Berlin. (2025). OpenRefine Training Dataset based on a subset of the BGBM Herbarium (Version 1.0) [Dataset]. Botanic Garden and Botanical Museum, Berlin. https://doi.org/10.5281/ZENODO.14918375
• Domisch, S., Grigoropoulou, A., Grossart, H.-P., & Friedrichs-Manthay, M. (2024). Network centrality indices for freshwater fish species (Version 1.0.16) [R]. https://glowabio.github.io/hydrographr/articles/case_study_germany.html
• Dümpelmann, H. (Director). (2024, August 2). Biodiversität visualisieren: Wie das VAT-Tool die räumlich-zeitliche Datenanalyse vereinfacht [Video recording]. https://www.youtube.com/watch?v=MZnEz6a-8Ho
• Dworczyk, C., Dunkel, A., Rafiei, F., & Syrbe, R.-U. (2025a). Replication Package for: Exploring Spatial and Biodiversity Data with Python and JupyterLab: Release version v1.8.0 (Version 1.0, pp. 123835203, 17495) [Application/zip,text/markdown]. ioerDATA. https://doi.org/10.71830/6ILS40
• Dworczyk, C., Dunkel, A., Rafiei, F., & Syrbe, R.-U. (2025b). Exploring Spatial and Biodiversity Data with Python and JupyterLab [Python]. FDZ IOER Research Data Centre. https://training.fdz.ioer.info
• Engel, J., Figueiredo, L., Kostadinov, I., Kusch, E., Müller, W., Pauli, M., Schellenberger Costa, D., Scherer, C., Schindler, U., & Signer, J. (Directors). (2025). NFDI4Biodiversity & iDiv Seasonal School 2024—Playlist (Vols. 1–13) [Video recording]. https://www.youtube.com/playlist?list=PL06Unzn1hDrjVAZ0RvNbyQ1Uics9TQ1Kv
• Engel, J., Linares, J., & Kostadinov, I. (2025). Publish Biodiversity Data: The GFBio Data Submission and Brokerage Service. https://doi.org/10.5281/ZENODO.15174063
• Engel, J., & Pauli, M. (Directors). (2025, June 2). Data publication with the GFBio Data submission and Brokerage Service, and with PANGAEA (Vol. 13) [Video recording]. https://www.youtube.com/watch?v=TvSKvLa_b9Q
• Fichtmueller, D. (2025). OpenRefine—Hands On. https://doi.org/10.5281/ZENODO.14732682
• Figueiredo, L. (2024a). Publishing your (R) workflow: How to get started and where to go next. https://zenodo.org/doi/10.5281/zenodo.14282399
• Figueiredo, L. (2024b). ludmillafigueiredo/nfdi4bioschool2024: NFDI4Bio Winter School (Version v1.0.0) [Computer software]. Zenodo. https://doi.org/10.5281/ZENODO.14281732
• Figueiredo, L. (Director). (2025, June 2). Publishing your (R) workflow: How to get started and where to go next (Vol. 11) [Video recording]. https://www.youtube.com/watch?v=YkuYWzifPdM
• Fischer, M., Röder, J., Signer, J., Tschink, D., Weibulat, T., & Brand, O. (2023a). NFDI4Biodiversity Self-Study Unit—Research Data Management for Biodiversity Data (Version 1.0.0, p. 60). Zenodo. https://doi.org/10.5281/ZENODO.10377867
• Fischer, M., Röder, J., Signer, J., Tschink, D., Weibulat, T., & Brand, O. (2023b, December 20). Research Data Management for Biodiversity Data. https://ilias.uni-marburg.de/goto.php/crs/3219917
• Fischer, M., Röder, J., Signer, J., Tschink, D., Weibulat, T., & Brand, O. (2024, June 3). Research Data Management for Biodiversity Data. https://github.com/NFDI4Biodiversity/nfdi4biodiversity-sle
• Fitjer, S. (Director). (2022a, June 27). Linear models 1—The Normal distribution (Vol. 1) [Video recording]. https://youtu.be/lEbr7hoZFQw?si=_yIrHTqxL8SfijMc
• Fitjer, S. (Director). (2022b, June 27). Linear models 2—Introduction to the Linear Model (Vol. 2) [Video recording]. https://youtu.be/7W9zxwRjijg?si=o1pGSrFV0QPSiI71
• Fitjer, S. (Director). (2022c, June 27). Linear models 3—Fitting a Linear Model (Vol. 3) [Video recording]. https://youtu.be/Y67ioT3lj2I?si=jUf0MhbOn32QHcph
• Fitjer, S. (Director). (2022d, June 27). Linear models 4—Parameter estimation in the Linear Model (Vol. 4) [Video recording]. https://youtu.be/-PUCzeCmVEc?si=USAXi3p22ESLI91I
• Fitjer, S. (Director). (2022e, June 27). Linear models 5—Distribution of least squares estimates in the Linear Model (Vol. 5) [Video recording]. https://youtu.be/a5tTtO0tWgM?si=GTS2No7PZG6FRs01
• Fitjer, S. (Director). (2022f, June 27). Linear models 6—Inferences about parameters in the Linear Model (Vol. 6) [Video recording]. https://youtu.be/jaMFZWi71uA?si=7XG3Z2SDjcbC7xoe
• Fitjer, S. (Director). (2022g, June 27). Linear models 7—Fitting a Linear Model in R Example 1 (Vol. 7) [Video recording]. https://youtu.be/BJeFI_TYKFc?si=_SkjcGZimtHOJB_q
• Fitjer, S. (Director). (2022h, June 27). Linear models 8—Fitting a Linear Model in R Example 2 (Vol. 8) [Video recording]. https://youtu.be/CydqKOPfxNM?si=jtNqwbI1UxRQOrKb
• Fitjer, S. (Director). (2022i, June 27). Linear models 9—Checking assumptions of the Linear Model in R Residual plot (Vol. 9) [Video recording]. https://youtu.be/_A6eDJPQO54?si=tMhJgioNUHVNW4e8
• Fitjer, S. (Director). (2022j, June 27). Linear models 10—Checking assumptions of the Linear Model in R QQ plot (Vol. 10) [Video recording]. https://youtu.be/i2WX_h5mpPA?si=T1cCOhonQ8lVKM3L
• Fitjer, S. (Director). (2022k, June 27). Linear models 11—Checking assumptions of the Linear Model in R Outliers (Vol. 11) [Video recording]. https://youtu.be/9aEY9uV1I7M?si=pT0lRJccGLLLFjXh
• Gerber, N. (Director). (2021a, September 10). Introduction to Tidy data—Tidy Data part 1 (Vol. 1) [Video recording]. https://youtu.be/PFoFHOD1sVw?si=XcpDsG8QNUt7OB72
• Gerber, N. (Director). (2021b, November 8). Data preparation—Tidy Data part 2 (Vol. 2) [Video recording]. https://youtu.be/5uc7pesJ7Nk?si=UCqb-rOsk7ud911Q
• Gerber, N. (Director). (2021c, November 12). Importing data in R - Tidy Data part 3 (Vol. 3) [Video recording]. https://youtu.be/DhL4uOtmc48?si=bmiv5_lEM60hIBpn
• Gerber, N. (2022a). Data Science for Ecologists in R - TidyData [Computer software]. GitHub. https://github.com/DataScience4EcologistsR/TidyData
• Gerber, N. (Director). (2022b, July 18). Importing Data into R Structuring and summarizing Data—Tidy Data 4 (Vol. 4) [Video recording]. https://youtu.be/9sQ_ipicsTA?si=IYAJzoctThij7L23
• GFBio (Director). (2022). Data Science 4 Ecologists in R (Vols. 1–15) [Video recording]. https://youtube.com/playlist?list=PLE9wx7mxT8gsjR8IKEa43lk7VtXiYgPDy
• Grenié, M. (2022a). Taxonomic Harmonization: A problem you didn’t know you had! https://doi.org/10.5281/ZENODO.7417951
• Grenié, M. (Director). (2022b, December 8). Taxonomic Harmonization (Vol. 2) [Video recording]. https://www.youtube.com/watch?v=vOgadsdBCeo
• Grünberger, T. (2025). Veröffentlichung und Nachnutzung von Artvorkommensdaten am Beispiel der Gesellschaft für Ichthyologie e.V. Zenodo. https://doi.org/10.5281/ZENODO.14975978
• Grünberger, T., Ebert, B., Brand, O., & Tschink, D. (2024a). Podcast Rechstdschungel [Broadcast]. https://kb.gfbio.org/pages/viewpage.action?pageId=121143505
• Grünberger, T., Ebert, B., Brand, O., & Tschink, D. (2024b, July 3). Episode 4—Institutionelle Perspektive (No. 4) [Broadcast]. https://t1p.de/4biodiv-rechtspodcast4
• Hartman Scholz, A. (Director). (2023, April 18). “Who owns my data?” – Workshop by Dr. Amber Hartman Scholz at the SFE2 GfÖ EEF Joint Meeting 2022 [Video recording]. https://www.youtube.com/watch?v=UZNy855tzyY
• Hartman Scholz, A. (2025). What should I know about Digital Sequence Information (DSI) and sharing benefits under the CBD? Zenodo. https://doi.org/10.5281/ZENODO.16992978
• Henrich, J. (2023). Code for Data Science 4 Ecologists in R: The Linear Model [R]. https://github.com/jonaden94/TheLinearModel
• Jansen, F. (2023). Beispielanwendung Deutschlandflora NetPhyD API [R]. NetPhyD. https://data.loe.auf.uni-rostock.de/floramap-shiny/
• Josifek, R. (Director). (2025a, August 11). Polynomial Regression Analysis in R - Playlist (Vols. 1–3) [Video recording]. https://youtube.com/playlist?list=PL06Unzn1hDrjsxYvyGOWImRvawEFajrwL&si=VIS_ThBzjQAujWDY
• Josifek, R. (Director). (2025b, August 11). Polynomial Regression Analysis in R: Part 1—Introduction and Model Framework (Vol. 1) [Video recording]. https://youtu.be/q0W8iW8MmxQ?si=UOYssi6DaCgtQ-QV
• Josifek, R. (Director). (2025c, August 11). Polynomial Regression Analysis in R: Part 2—Statistical Assumptions and Transformations (Vol. 2) [Video recording]. https://youtu.be/q0W8iW8MmxQ?si=UOYssi6DaCgtQ-QV
• Josifek, R. (Director). (2025d, August 11). Polynomial Regression Analysis in R: Part 3—Variance Partitioning and Limitations (Vol. 3) [Video recording]. https://youtu.be/lBBBN54-4SU?si=tZNaXB_7Uq0fkh0a
• Karam, N., & Tschink, D. (Directors). (2024, June 11). BiodivPortal—A Terminology Repository and Service for Biodiversity [Video recording]. YouTube. https://www.youtube.com/watch?v=meqmE4OKhCo
• Kipker, D.-K. (2022a). Legal framework of research data management with special focus on copyright law and data protection law. https://doi.org/10.5281/ZENODO.7441388
• Kipker, D.-K. (Director). (2022b, December 6). Legal Aspects (Vol. 6) [Video recording]. https://www.youtube.com/watch?v=jHkHkCswbwM
• Köpke, R. (Director). (2024, June 26). Mapstories: Von aussterbenden Fischen und häufigen Vogelarten – Mit Karten Geschichten erzählen [Video recording]. https://www.youtube.com/watch?v=Un6xwoJvnwg
• Kostadinov, I. (Director). (2025a, June 2). Basics of Data Management Planning (Vol. 3) [Video recording]. https://www.youtube.com/watch?v=LyVYrilcIpI
• Kostadinov, I. (Director). (2025b, June 2). Data Management and Data Literacy in Biodiversity and Environmental Sciences (Vol. 1) [Video recording]. https://www.youtube.com/watch?v=sbazF7uKVAM
• Kostadinov, I., & Linares, J. (Directors). (2022, December 5). Data Management and Data Literacy (Vol. 1) [Video recording]. https://www.youtube.com/watch?v=CUcgHrEdt-M
• Kostadinov, I., Linares, J., Kipker, D.-K., Grenié, M., Müller, W., & Oellermann, M. (Directors). (2022, December). Winter School Lectures—Playlist (Vols. 1–6) [Video recording]. https://www.youtube.com/playlist?list=PL06Unzn1hDrhZ4mfsdfeypJajuGsuzdfm
• Kostadinov, I., & Tschink, D. (2023). Data Management and Data Literacy. https://doi.org/10.5281/ZENODO.10075417
• Kostadinov, I., Tschink, D., & Linares Gómez, J. (2025a). Data Management and Data Literacy. https://doi.org/10.5281/ZENODO.15124025
• Kostadinov, I., Tschink, D., & Linares Gómez, J. (2025b). Data Management and Data Literacy. https://doi.org/10.5281/ZENODO.17427595
• Kusch, E. (2024a). Investigating Biodiversity Data Using Open-Access Databases. https://doi.org/10.5281/ZENODO.14254042
• Kusch, E. (2024b, December). NFDI4Biodiversity Seasonal School. Accessing, handling, and referencing open biodiversity data using the Global Biodiversity Information Facility (GBIF). https://www.erikkusch.com/courses/gbif/nfdi-download/
• Kusch, E. (2025a). Investigating Biodiversity Data Using Open-Access Databases. https://doi.org/10.5281/ZENODO.15097622
• Kusch, E. (Director). (2025b, June 2). Investigating biodiversity data using open-access databases (Vol. 4) [Video recording]. https://www.youtube.com/watch?v=OeIpnrE1r_I
• Leibniz-Institut DSMZ (Director). (2022a, December 8). BacDive Tutorial: API Introduction (Vol. 2) [Video recording]. YouTube. https://www.youtube.com/watch?v=gKobq7WvhM0&list=PLfQmXO6ZQ27OUEoAfGT6nMDwvH389Xyth&index=2
• Leibniz-Institut DSMZ (Director). (2022b, December 8). BacDive Tutorial: API Python Package (Vol. 3) [Video recording]. YouTube. https://www.youtube.com/watch?v=uDA76kurCbw&list=PLfQmXO6ZQ27OUEoAfGT6nMDwvH389Xyth&index=3
• Leibniz-Institut DSMZ (Director). (2022c, December 8). BacDive Tutorial: API R Package (Vol. 4) [Video recording]. YouTube. https://www.youtube.com/watch?v=E1_gPUpgx1k&list=PLfQmXO6ZQ27OUEoAfGT6nMDwvH389Xyth&index=4
• Leibniz-Institut DSMZ (Director). (2023a). Playlist BacDive Tutorials (Vols. 1–5) [Video recording]. YouTube. https://www.youtube.com/playlist?list=PLfQmXO6ZQ27OUEoAfGT6nMDwvH389Xyth
• Leibniz-Institut DSMZ (Director). (2023b, March 3). BacDive Tutorial: Quick Start (Vol. 1) [Video recording]. YouTube. https://www.youtube.com/watch?v=vDSZ_lIaBQA&list=PLfQmXO6ZQ27OUEoAfGT6nMDwvH389Xyth&index=1
• Leibniz-Institut DSMZ (Director). (2024, April 4). StrainInfo, MediaDive and BacDive—Web services online workshop (Vol. 5) [Video recording]. YouTube. https://www.youtube.com/watch?v=utcq5G9xtbk&list=PLfQmXO6ZQ27OUEoAfGT6nMDwvH389Xyth&index=5
• Linares, J. (2024a, May 17). Data Management Planning and DMPs. Zenodo. https://doi.org/10.5281/zenodo.11208685
• Linares, J. (2024b, November 14). DMPS as part of local organisation, FAIRness and policy compliance. https://doi.org/10.5281/ZENODO.14162304;%2520Repository:%2520Zenodo
• Linares, J., Oellermann, M., & Eberhardt, J. (2023, April 25). Get to know ENA and PANGAEA data centers- Prepare your submission _ Workshop [Workshop]. FeDA. Zenodo. https://doi.org/10.5281/ZENODO.7867313
• Linares, J., & Tschink, D. (2023). DMPs as part of local organisation, for FAIRness and policy compliance. https://doi.org/10.5281/ZENODO.7638635
• List of all Seasonal School 2024 publications on Zenodo. (2025). https://t1p.de/4Biodiv-SeasonalSchool2024
• Müller, W. (Director). (2022, December 8). Data Integration and Annotation (Vol. 3) [Video recording]. https://www.youtube.com/watch?v=F350FyqCkWA
• Müller, W. (2024). Three useful tools to get data in shape (Version As before held). Zenodo. https://doi.org/10.5281/ZENODO.14269511
• Müller, W. (Director). (2025a, June 2). Three useful tools to get data in shape—OpenRefine (Vol. 7) [Video recording]. https://www.youtube.com/watch?v=xv7usxUH-Ig
• Müller, W. (Director). (2025b, June 2). Three useful tools to get data in shape—ReStoRunT (Vol. 9) [Video recording]. https://www.youtube.com/watch?v=7B0Sg2v02Dc
• Müller, W. (Director). (2025c, June 2). Three useful tools to get data in shape—RightField (Vol. 8) [Video recording]. https://www.youtube.com/watch?v=JRKmyd4RFEo
• Muñoz García, M. (2025). The Nagoya Protocol in practice. Zenodo. https://doi.org/10.5281/ZENODO.16993168
• Nattkemper, T. (Director). (2024, June 20). BIIGLE.party—Webtool zur partizipativen Auswertung von Bilddaten aus der Biodiversitätsforschung [Video recording]. https://www.youtube.com/watch?v=lVNDh3MDc7M
• NFDI4Biodiversity (Producer). (2022a). Data Science for Ecologists in R: Linear Models – Self-Learning Video Series [GFBio] (Vols. 1–11) [Video recording]. https://www.youtube.com/playlist?list=PL06Unzn1hDrizkhhD0L9nROFnfqxtBVwY
• NFDI4Biodiversity (Producer). (2022b). Data Science for Ecologists in R: Tidy Data – Self-Learning Video Series [GFBio] (Vols. 1–4) [Video recording]. https://www.youtube.com/playlist?list=PL06Unzn1hDrjw4nOQk7ZfZmZ8vJ48aDy_
• NFDI4Biodiversity. (2023). NFDI4Biodiversity Knowledge Base [Wiki]. NFDI4Biodiversity Knowledge Base. https://kb.gfbio.org
• Nozik, A. (2024, June 7). Geospatial Data in Environmental Science. Zenodo. https://doi.org/10.5281/ZENODO.11520183
• Oellermann, M. (Director). (2022a, December 9). Data Search: Publish your Research Data pt. 1 (Vol. 4) [Video recording]. https://www.youtube.com/watch?v=agCfSBWdRXM
• Oellermann, M. (Director). (2022b, December 9). Data Search: Publish your Research Data pt. 2 (Vol. 5) [Video recording]. https://www.youtube.com/watch?v=U6kr3DfS9HA
• Oellermann, M. (2022c, December 15). Publishing Research Data in Open Access Repositories. Zenodo. https://doi.org/10.5281/ZENODO.7441751
• Oellermann, M., & Riemann-Campe, K. (2022). PANGAEA Data Curation Checklist (Version 0.9.0) [Computer software]. https://github.com/pangaea-data-publisher/community-workshop-material/tree/master/Python/Data_curation_checklist
• Pauli, M. (Director). (2025, June 2). Data publication and archiving (Vol. 12) [Video recording]. https://www.youtube.com/watch?v=8ujSrpeb0bs
• Playlist of all Seasonal School 2024 video recordings. (2025). https://www.youtube.com/playlist?list=PL06Unzn1hDrjVAZ0RvNbyQ1Uics9TQ1Kv
• Riemann-Campe, K., & Oellermann, M. (2024). PANGAEA Data Curation Checklist (Version 1.2) [Computer software]. https://github.com/pangaea-data-publisher/community-workshop-material/tree/master/Python/Data_curation_checklist
• Röder, J. (2024a, February 8). Introduction to NFDI4Biodiversity, the eResearch Center of Marburg University, and their tools and services. Zenodo. https://doi.org/10.5281/zenodo.10649322
• Röder, J. (2024b, May 16). Introduction to research data management. in Modul “Wald und Naturschutz,” Marburg an der Lahn, Deutschland. Zenodo. https://doi.org/10.5281/zenodo.11235458
• Röder, J. (2024c). Bulk formatting of questions in LiaScript format (Version 1.0) [R]. https://github.com/JulianeRoeder/LiaScript_bulk_formatting_questions
• Röder, J. (2024d, June 5). Introduction to research data management. Zenodo. https://doi.org/10.5281/zenodo.11491277
• Röder, J. (2024e, November 27). Introduction to research data management. Zenodo; DOI: 10.5281/ZENODO.14230765. https://zenodo.org/doi/10.5281/zenodo.14230765
• Röder, J. (2024f, December 16). NFDI4Biodiversity Training Materials. Zenodo; DOI: 10.5281/ZENODO.14501615. https://zenodo.org/doi/10.5281/zenodo.14501615
• Röder, J. (2025a, January 29). Applied Research Data Management. Zenodo; DOI: 10.5281/ZENODO.14766613. https://zenodo.org/doi/10.5281/zenodo.14766613
• Röder, J. (2025b, June 11). A (very brief) introduction to research data management. Zenodo DOI: 10.5281/ZENODO.15641467. https://zenodo.org/doi/10.5281/zenodo.15641467
• Röder, J., & Fischer, M. (2022, June 24). Research Data Management for Biodiversity Data. HeFDI Research Data Days 2022, Online. Zenodo. https://doi.org/10.5281/zenodo.6985361
• Röder, J., Fischer, M., Tschink, D., & Brand, O. (2023). Template for the NFDI4Biodiversity & GfÖ Winter School (p. 20). Zenodo. https://doi.org/10.5281/zenodo.8221510
• Röder, J., Frohne, K., & Tschink, D. (2024). Research Data Scary Tales—Biodiversity Edition [Dataset]. Zenodo. https://doi.org/10.5281/ZENODO.14237417
• Röder, J., Scherreiks, P., Dröst, F., Dworczyk, C., Gemeinholzer, B., Reiners, T. E., Schwartz, A. L., Tschink, D., & Brand, O. (2024). Workshopbericht Trainingsdatensätze und FDM-Trainingsmaterial. Zenodo. https://doi.org/10.5281/ZENODO.11620702
• Röder, J., & Signer, J. (2025). NFDI4Biodiversity/SeasonalSchool2024: Training data sets and additional code for NFDI4Biodiversity & iDiv Seasonal School 2024 (Version v1.0.0) [Computer software]. Zenodo. https://doi.org/10.5281/ZENODO.15594632
• Röder, J., Signer, J., Scherreiks, P., Figueiredo, L., Kusch, E., Linares Gómez, J., Müller, W., Nozik, A., Schellenberger Costa, D., Scherer, C., Schindler, U., & Tschink, D. (2025). Template for the NFDI4Biodiversity & iDiv Seasonal School on Data Management in Ecology and Environmental Science 2024 (Version 1.0). Zenodo. https://doi.org/10.5281/ZENODO.15585748
• Röder, J., Tschink, D., & Brand, O. (2025a). Effective Research Data Management for Biodiversity and Environmental Research: A Self-Paced Online Course by NFDI4Biodiversity. https://doi.org/10.5281/ZENODO.16735304
• Röder, J., Tschink, D., & Brand, O. (2025b). Effective Research Data Management for Biodiversity and Environmental Research: A Self-Paced Online Course by NFDI4Biodiversity. https://doi.org/10.5281/ZENODO.17020251
• Saeedi, H. (2022). [R]. https://git.ufz.de/winterschool/hs
• Schellenberger Costa, D. (2024a). Taxonomic name harmonization. Zenodo. https://doi.org/10.5281/ZENODO.14273559
• Schellenberger Costa, D. (2024b). Taxonomic name resolution [Computer software]. Zenodo. https://doi.org/10.5281/ZENODO.11525353
• Schellenberger Costa, D. (2025a). Taxonomic name harmonization. Zenodo. https://doi.org/10.5281/ZENODO.17305261
• Schellenberger Costa, D. (Director). (2025b, June 2). Taxonomic name harmonization (Vol. 6) [Video recording]. https://www.youtube.com/watch?v=EbEBKWq5Cxs
• Scherer, C. (2024). Data Analysis & Visualisation According to FAIR Principles. Zenodo. https://doi.org/10.5281/ZENODO.14275834
• Scherer, C. (2025a). Data Analysis & Visualisation According to FAIR Principles (C. Scherer, Ed.; Version 2025). Zenodo. https://doi.org/10.5281/ZENODO.17303036
• Scherer, C. (Director). (2025b, June 2). Data analysis & visualisation According to FAIR principles (Vol. 10) [Video recording]. https://www.youtube.com/watch?v=iOgdM0atukY
• Schindler (Director). (2025, June 2). Legal aspects in research data management: Data licensing and copyright (Vol. 5) [Video recording]. https://www.youtube.com/watch?v=aqfYvXT4GWo
• Schindler, U. (2024, December 3). Legal aspects in research data management: Data Licensing and Copyright. https://doi.org/10.5281/zenodo.14268397;%2520Repository:%2520Zenodo
• Schober, I. (2023). Code for BacDive Workshop 2023 [Python]. Leibniz-Institut DSMZ. https://github.com/isabelschober/BacDive_tutorials/blob/main/Workshop2023.py
• Schöne, D., & Tschink (Directors). (2024, June 11). BEXIS2—Eine kostenlose, quelloffene Software unterstützt Forschende bei der Datenverwaltung [Video recording]. YouTube. https://www.youtube.com/watch?v=tyqpHj5AGKY
• Signer, J. (2024). FAIR tools and processes: Getting started with Jupyter & Git(Hub). Zenodo. https://doi.org/10.5281/ZENODO.14262125
• Signer, J. (Director). (2025, June 2). FAIR tools and processes: Getting started with Jupyter & Git(Hub) (Vol. 2) [Video recording]. https://www.youtube.com/watch?v=EQJgIgLY9NY
• Signer, J., Schlägel, U., Tschink, D., & Röder, J. (2024, September 23). Trainingsdatensätze. https://doi.org/10.5281/ZENODO.13805722
• Singson, L., & Boße, S. (2025). TrainingsmaterialDatenschutz auf dem Silbertablett [Application/pdf]. Zenodo. https://doi.org/10.4126/FRL01-006402743
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