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Keywords: FAIR 

Make Your Research Reproducible

Making your work reproducible may seem daunting right now, but we’ll take it step by step and you can choose what you want to implement now and what you want to keep for later. This is a process and there is no need to take all the steps at once. Let’s just try to move towards reproducible on the...

Keywords: reproducibility, version control, project management, FAIR

Make Your Research Reproducible https://pan-training.eu/materials/make-your-research-reproducible Making your work reproducible may seem daunting right now, but we’ll take it step by step and you can choose what you want to implement now and what you want to keep for later. This is a process and there is no need to take all the steps at once. Let’s just try to move towards reproducible on the reproducibility scale. reproducibility, version control, project management, FAIR
ExPaNDS Workshop - Follow a user story! A journey through the PaN data services.

The ExPaNDS Workshop "Follow a user story", which took place on the 24th of January in Hamburg, Germany (hybrid), aimed to provide a "User Journey", taking the audience on the road of the "European Open Science Cloud Photon and Neutron Data Services". The objective was to demonstrate how as...

Keywords: expands, EOSC, data services, FAIR, VISA, PaN portal

Resource type: slides, video

ExPaNDS Workshop - Follow a user story! A journey through the PaN data services. https://pan-training.eu/zenodomaterials/expands-workshop-follow-a-user-story-a-journey-through-the-pan-data-services The ExPaNDS Workshop "Follow a user story", which took place on the 24th of January in Hamburg, Germany (hybrid), aimed to provide a "User Journey", taking the audience on the road of the "European Open Science Cloud Photon and Neutron Data Services". The objective was to demonstrate how as a user, one can benefit from the services developed during the project. The story began with a FAIR journey presented by Brian Matthews, an EOSC demo from Marta Gutierrez, followed by a demo of the training platform from Oliver Knodel. The last two stops of the journey were two demos from the VISA portal (Silvan Schoen and Michael Schuh) and the search API/Harvesting services (PaN Portal, etc) presented by Carlo Minotti. The session was chaired by Clara Albert. Find the presentations & prerecorded demos on Zenodo. The recording will be available very soon. expands, EOSC, data services, FAIR, VISA, PaN portal
Self-evaluation Photon and Neutron RIs for FAIR data certification

This ExPaNDS project deliverable describes a FAIR self-assessment undertaken by the ten ExPaNDS partner Photon and Neutron Research Infrastructures (PaN RIs) over the three-month period July – September 2022. After reviewing selected examples of existing FAIR evaluation frameworks designed to...

Keywords: FAIR, metadata, expands, European Photon and Neutron facilities , wp2-ExPaNDS

Resource type: Document

Self-evaluation Photon and Neutron RIs for FAIR data certification https://pan-training.eu/materials/self-evaluation-photon-and-neutron-ris-for-fair-data-certification This ExPaNDS project deliverable describes a FAIR self-assessment undertaken by the ten ExPaNDS partner Photon and Neutron Research Infrastructures (PaN RIs) over the three-month period July – September 2022. After reviewing selected examples of existing FAIR evaluation frameworks designed to enable assessment at different levels (dataset, repository, and organisation), the report describes the evaluation approach adopted for the ExPaNDS FAIR self-assessment. As no existing framework met our specific need to focus on FAIR workflows and processes in PaN RIs, it was necessary to select, combine, and adapt existing frameworks. Supported by four underlying guiding principles, our approach drew heavily on the FAIR Principles, the RDA FAIR Data Maturity Model, and FAIRsFAIR’s CoreTrustSeal+FAIRenabling framework. Post-evaluation feedback from ExPaNDS partners indicated that they found the FAIR self-assessment a useful and valuable exercise for understanding current levels of FAIRness at their facilities and for articulating what implementations they have in progress or planned to support FAIR in future. A key output of the ExPaNDS FAIR evaluation is the collected self-assessment reports from the ten partner facilities. These reports are published openly and in full as part of the deliverable. In addition, the self-assessments are supplemented with some high-level observations on the state of the FAIR journey across the ExPaNDS facilities. FAIR, metadata, expands, European Photon and Neutron facilities , wp2-ExPaNDS PaN Community
Training Workflow on Terahertz Spectroscopy at TELBE

The radiation source ELBE (Electron Linac for beams with high Brilliance and low Emittance) at the Helmholtz Centre Dresden Rossendorf (HZDR) can produce several kinds of secondary radiations. THz radiation is one of them and can be used with a typical pulse frequency of 100 kHz as a stimulation...

Scientific topics: spectroscopy, THz photon probe

Keywords: terahertz, Higgs, dataset, data analysis, spectroscopy, FAIR, training, TELBE, photon, metadata, TELBE

Resource type: lesson, workflow, training

Training Workflow on Terahertz Spectroscopy at TELBE https://pan-training.eu/materials/terahertz-spectroscopy-workflow The radiation source ELBE (Electron Linac for beams with high Brilliance and low Emittance) at the Helmholtz Centre Dresden Rossendorf (HZDR) can produce several kinds of secondary radiations. THz radiation is one of them and can be used with a typical pulse frequency of 100 kHz as a stimulation source for elementary low-energy degrees of freedom in matter. In this training workflow brings together background information of the experiment, the facility used, as well as the processing techniques and steps to understand the data generated by the experiment: * The open accessible dataset * The software * Services to execute the analysis spectroscopy THz photon probe terahertz, Higgs, dataset, data analysis, spectroscopy, FAIR, training, TELBE, photon, metadata, TELBE PaN Community beamline users graduate students
Final recommendations for FAIR Photon and Neutron Data Management

The present deliverable pursues the work initiated in ExPaNDS deliverable 2.2, which established a common metadata framework for FAIR data generated in Photon and Neutron (PaN) facilities. The modalities of implementation of this framework across facilities are examined and current practices and...

Keywords: expands, wp2-ExPaNDS, FAIR, data management

Resource type: Document

Final recommendations for FAIR Photon and Neutron Data Management https://pan-training.eu/materials/final-recommendations-for-fair-photon-and-neutron-data-management The present deliverable pursues the work initiated in ExPaNDS deliverable 2.2, which established a common metadata framework for FAIR data generated in Photon and Neutron (PaN) facilities. The modalities of implementation of this framework across facilities are examined and current practices and tools for metadata capture, storage and exposure are highlighted. This work is also the occasion to examine the commonalities of the framework with other initiatives developed inside and outside ExPaNDS such as the common search API, the data catalogues (ExPaNDS WP3), the EOSC discovery platforms B2FIND and OpenAire as well as the NeXus data format. It also provides the reader with guidelines on current tools and schemata available to record provenance and digital preservation information. The essence of these discussions is summarised as a list of practical recommendations at the end. expands, wp2-ExPaNDS, FAIR, data management PaN Community
European Photon and Neutron Open Data Search Portal

The European Photon and Neutron sources are working together in the PaNOSC and ExPaNDS projects financed by the European Commission to build the European Open Science Cloud. One of the main objectives of the EOSC is to make Open Data from these facilities FAIR. This portal implements the...

Keywords: FAIR, federated search engine, open data, EOSC

Resource type: tool

European Photon and Neutron Open Data Search Portal https://pan-training.eu/materials/european-photon-and-neutron-open-data-search-portal The European Photon and Neutron sources are working together in the PaNOSC and ExPaNDS projects financed by the European Commission to build the European Open Science Cloud. One of the main objectives of the EOSC is to make Open Data from these facilities FAIR. This portal implements the F(indable) part of FAIR via a **federated search engine** from the following facilities: - European Spallation Source - Institut Laue Langevin - MAX IV Additional facilities will be included in the federated search as their search engines come online locally. The goal is to include all photon and neutron facilites who provide open data by the end of the two projects PaNOSC and ExPaNDS. The mission of the PaN data search portal is to contribute to the realization of a data commons for Neutron and Photon science. The search results provide a link to the landing page of the data DOIs through which the other data services provided by PaNOSC and ExPaNDS for data downloading, analysis, notebooks and simulation can be accessed. The aim of the portal is to facilitate using data from photon and neutron sources for the many scientists from existing and future disciplines. To achieve this aim, the exchange of know-how and experiences is crucial to driving a change in culture by embracing Open Science among the targeted scientific communities. This is why the project works closely with the national photon and neutron sources in Europe to develop common policies, strategies and solutions in the area of FAIR data policy, data management and data services. FAIR, federated search engine, open data, EOSC
FAIR Metadata Workshop

Presentation of the ExPaNDS draft metadata framework for FAIR Photon and Neutron (PaN) data.

Keywords: FAIR, metadata, wp2-ExPaNDS

Resource type: video

FAIR Metadata Workshop https://pan-training.eu/materials/fair-metadata-workshop Presentation of the ExPaNDS draft metadata framework for FAIR Photon and Neutron (PaN) data. FAIR, metadata, wp2-ExPaNDS PaN Community ExPaNDS and PaNOSC project members
Librarian Symposium

Our Librarian Symposium was aimed at librarians and data managers who work with and support PaN science facilities. In particular, the symposium focused on the interface between publications and data. How can we bring these together better for the benefit of all? Where are the gaps? What do we...

Keywords: expands, open data, persistent identifiers, pid, PUMA project, publishing experiments, F-UJI tool, FAIR, FAIR metrics, wp2-ExPaNDS

Resource type: video, slides

Librarian Symposium https://pan-training.eu/materials/librarian-symposium-am-session Our Librarian Symposium was aimed at librarians and data managers who work with and support PaN science facilities. In particular, the symposium focused on the interface between publications and data. How can we bring these together better for the benefit of all? Where are the gaps? What do we need to bridge them? Watch our video recordings for the AM and PM sessions, you can also find our report and presentations below. expands, open data, persistent identifiers, pid, PUMA project, publishing experiments, F-UJI tool, FAIR, FAIR metrics, wp2-ExPaNDS librarians data managers data curator
Beamline FAIRness Assessment Presentation

The presentation which took place on the 15th November 2021, organised by the ExPaNDS project where Markus Kubin and Gerrit Guenther gave an overview of "Assessing the FAIRness of a prototypical PaN instrument at BESSY II".

Keywords: BESSY II, FAIR, expands, open data, wp2-ExPaNDS

Resource type: video, slides

Beamline FAIRness Assessment Presentation https://pan-training.eu/materials/beamline-fairness-assessment-presentation The presentation which took place on the 15th November 2021, organised by the ExPaNDS project where Markus Kubin and Gerrit Guenther gave an overview of "Assessing the FAIRness of a prototypical PaN instrument at BESSY II". BESSY II, FAIR, expands, open data, wp2-ExPaNDS
ExPaNDS Guidance Note: Key Policy Elements within a Photon and Neutron Research Infrastructure Data Policy Framework (revised - final version)

The text of this ExPaNDS Guidance Note is extracted from ExPaNDS deliverable [D2.3: Final data policy framework for Photon and Neutron RIs](https://doi.org/10.5281/zenodo.5205824). The Guidance Note covers the 21 elements that comprise the final version of the ExPaNDS data policy framework. These...

Keywords: data policy, expands, FAIR, wp2-ExPaNDS

Resource type: Document

ExPaNDS Guidance Note: Key Policy Elements within a Photon and Neutron Research Infrastructure Data Policy Framework (revised - final version) https://pan-training.eu/materials/expands-guidance-note-key-policy-elements-within-a-photon-and-neutron-research-infrastructure-data-policy-framework-revised-final-version The text of this ExPaNDS Guidance Note is extracted from ExPaNDS deliverable [D2.3: Final data policy framework for Photon and Neutron RIs](https://doi.org/10.5281/zenodo.5205824). The Guidance Note covers the 21 elements that comprise the final version of the ExPaNDS data policy framework. These elements fall under nine broad themes: 1. General drivers and principles 2. Roles and responsibilities 3. Scope 4. Enabling FAIR data 5. Necessary restrictions to data sharing 6. Availability of infrastructure and responsibility for costs 7. Data management planning requirements 8. Recognition and reward for data usage 9. Reporting requirements, compliance monitoring, and any possible sanctions The Guidance Note is intended as a short-form, ready-access tool for policy makers working on data policy within Photon and Neutron Research Infrastructures. For additional context around the development of the ExPaNDS data policy framework, see the D2.3 deliverable and its earlier, draft version [D2.1: Draft extended data policy framework for photon and neutron RIs](https://doi.org/10.5281/zenodo.4014811). data policy, expands, FAIR, wp2-ExPaNDS
RDMO - Research Data Management Organiser

A tool to support the planning, implementation, and organisation of research data management.

Keywords: FAIR, DMP

Resource type: tool

RDMO - Research Data Management Organiser https://pan-training.eu/materials/rdmo-research-data-management-organiser A tool to support the planning, implementation, and organisation of research data management. FAIR, DMP data curator research data scientist research data engineer instrument scientist PaN users
PaNdata software catalogue

PaNdata software catalogue is a database of software used mainly for data analysis of neutron and photon experiments.

Scientific topics: photon and neutron technique, crystallography, imaging, macromolecular crystallography, nuclear resonant scattering, powder diffraction, ptychography, radiotherapy, small angle x-ray scattering, small angle inelastic scattering, single crystal diffraction, surface crystallography, tomography

Keywords: software, FAIR, catalogue

Resource type: tool

PaNdata software catalogue https://pan-training.eu/materials/pandata-software-catalogue PaNdata software catalogue is a database of software used mainly for data analysis of neutron and photon experiments. photon and neutron technique crystallography imaging macromolecular crystallography nuclear resonant scattering powder diffraction ptychography radiotherapy small angle x-ray scattering small angle inelastic scattering single crystal diffraction surface crystallography tomography software, FAIR, catalogue scientists neutron community Photon Community research data scientist
2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021)

Recording of the "2nd PaNOSC and ExPaNDS PaN EOSC Symposium" that happened on 26th October 2021.

Keywords: expands, EOSC, PaNOSC, FAIR, symposium, wp5-ExPaNDS

Resource type: video

2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021) https://pan-training.eu/materials/2nd-panosc-and-expands-pan-eosc-symposium-october-2021 Recording of the "2nd PaNOSC and ExPaNDS PaN EOSC Symposium" that happened on 26th October 2021. expands, EOSC, PaNOSC, FAIR, symposium, wp5-ExPaNDS PaN Community ExPaNDS and PaNOSC project members
DOI, FAIR and MX COVID-19 use case

Frank von Delft presents: DOI, FAIR and MX COVID-19 use case at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021).

Keywords: COVID research, FAIR, fragalysis, drug development, XChem, PDB, zenodo, wp5-ExPaNDS

Resource type: video, slides

DOI, FAIR and MX COVID-19 use case https://pan-training.eu/materials/doi-fair-and-mx-covid-19-use-case Frank von Delft presents: DOI, FAIR and MX COVID-19 use case at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021). COVID research, FAIR, fragalysis, drug development, XChem, PDB, zenodo, wp5-ExPaNDS
Machine Learning-based Spectra Classification

Yue Sun presents: Machine Learning-based Spectra Classification at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021).

Scientific topics: spectroscopy

Keywords: machine learning, XFEL, FAIR, large dataset, NeXus, spectroscopy, wp5-ExPaNDS

Resource type: video, slides

Machine Learning-based Spectra Classification https://pan-training.eu/materials/machine-learning-based-spectra-classification Yue Sun presents: Machine Learning-based Spectra Classification at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021). spectroscopy machine learning, XFEL, FAIR, large dataset, NeXus, spectroscopy, wp5-ExPaNDS PaN Community scientists
TELBE data analysis workflow and the PaN training platform UX

Jan-Christoph Deinert presents: TELBE data analysis workflow and the PaN training platform UX at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021).

Keywords: training platform, workflow, TELBE, FAIR, data correction, wp5-ExPaNDS

Resource type: video, slides

TELBE data analysis workflow and the PaN training platform UX https://pan-training.eu/materials/telbe-data-analysis-workflow-and-the-pan-training-platform-ux Jan-Christoph Deinert presents: TELBE data analysis workflow and the PaN training platform UX at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021). training platform, workflow, TELBE, FAIR, data correction, wp5-ExPaNDS
Tomography Case Study

Kamel Madi presents: Tomography Case Study at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021).

Keywords: tomography, pid, doi, FAIR, large dataset, 3Dmagination, wp5-ExPaNDS

Resource type: video, slides

Tomography Case Study https://pan-training.eu/materials/tomography-case-study Kamel Madi presents: Tomography Case Study at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021). tomography, pid, doi, FAIR, large dataset, 3Dmagination, wp5-ExPaNDS
Describe data by scripts for future reuse

Petr Čermák presents: Describe data by scripts for future reuse at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021).

Keywords: metadata, open data, FAIR, figshare, binder, data processing, wp5-ExPaNDS

Resource type: video, slides

Describe data by scripts for future reuse https://pan-training.eu/materials/describe-data-by-scripts-for-future-reuse Petr Čermák presents: Describe data by scripts for future reuse at the 2nd PaNOSC and ExPaNDS PaN EOSC Symposium (October 2021). metadata, open data, FAIR, figshare, binder, data processing, wp5-ExPaNDS
Photon & Neutron EOSC Symposium (November 2020)

Recording of the "Photon and Neutron EOSC Symposium" that happened on November 9th 2020.

Keywords: expands, EOSC, PaNOSC, FAIR, CXIDB, symposium

Resource type: video

Photon & Neutron EOSC Symposium (November 2020) https://pan-training.eu/materials/photon-neutron-eosc-symposium-november-2020 Recording of the "Photon and Neutron EOSC Symposium" that happened on November 9th 2020. expands, EOSC, PaNOSC, FAIR, CXIDB, symposium PaN Community ExPaNDS and PaNOSC project members
Draft recommendations for FAIR Photon and Neutron Data Management

ExPaNDS WP2 has the objective of Enabling FAIR Data, providing guidelines, recommendation and practical experience to the project and the wider PaN community on the best practise in generating FAIR experimental data for National RIs. In order for the facility to deliver experimental data “FAIR at...

Keywords: FAIR, metadata, expands, experimental lifecycle, wp2-ExPaNDS

Resource type: Document

Draft recommendations for FAIR Photon and Neutron Data Management https://pan-training.eu/materials/draft-recommendations-for-fair-photon-and-neutron-data-management ExPaNDS WP2 has the objective of Enabling FAIR Data, providing guidelines, recommendation and practical experience to the project and the wider PaN community on the best practise in generating FAIR experimental data for National RIs. In order for the facility to deliver experimental data “FAIR at the point of leaving the facility”, the infrastructure systems and procedures involved in the facilities experimental lifecycle should be coordinated to construct and maintain the FAIRness of that data. In particular, at each stage in the experimental lifecycle, metadata and contextual information should be collected (automatically and manually) to form as complete a record as possible of the experiment so that that data can be FAIR. In this report, we give an analysis of the metadata that should be generated and recorded at each stage of the lifecycle and consider its contribution to making that data FAIR. This delivers a prioritization which we use to determine which metadata should be collected. We use that prioritization to make a series of recommendations on the types of metadata that should be collected at each stage. These recommendations give a framework for setting standards for common metadata formats and provide a basis for assessing the FAIRness of data generated by facilities. Further work will develop these draft recommendations into our final recommendations for common metadata formats and use of metadata in practice. FAIR, metadata, expands, experimental lifecycle, wp2-ExPaNDS PaN Community ExPaNDS and PaNOSC project members
ExPaNDS Promotional Video

ExPaNDS making data available.

Keywords: expands, FAIR, open data, EOSC, wp6-ExPaNDS

Resource type: video

ExPaNDS Promotional Video https://pan-training.eu/materials/expands-promotional-video ExPaNDS making data available. expands, FAIR, open data, EOSC, wp6-ExPaNDS general public
The FAIR Experiment

Video recording of the workshop exploring the FAIR Experiment at PaN facilities (02/10/2020)

Keywords: FAIR, research data, data management, metadata, wp2-ExPaNDS

Resource type: video

The FAIR Experiment https://pan-training.eu/materials/the-fair-experiment Video recording of the workshop exploring the FAIR Experiment at PaN facilities (02/10/2020) FAIR, research data, data management, metadata, wp2-ExPaNDS facility staff instrument scientist
FAIR for facilities

Video recording of the workshop providing an overview of FAIR to PaN facilities (01/10/2020)

Keywords: FAIR, research data, wp2-ExPaNDS

Resource type: video

FAIR for facilities https://pan-training.eu/materials/fair-for-facilities Video recording of the workshop providing an overview of FAIR to PaN facilities (01/10/2020) FAIR, research data, wp2-ExPaNDS PaN Community instrument scientist facility staff