Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-fair
A curated list of awesome stuff around the FAIR principles for (scientific) data, i.e that data is findable, accessable, interoperable and re-usable.
https://github.com/Materials-Data-Science-and-Informatics/awesome-fair
Last synced: 3 days ago
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Resources about the FAIR principles
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- Barend Mons article in Nature 578, 491 (2020) - Proposition to invest 5% of research funds in ensuring data are reusable.
- Cost of not having FAIR research data - A 2018 European Commission Cost-benefit analysis for FAIR research data (Written by PwC EU Services).
- The FAIR Guiding Principles for scientific data management and stewardship - This Comment in [Sci Data](https://www.nature.com/sdata/) is the first formal publication of the FAIR Principles (2016).
- GO FAIR Zotero Library - Nice collection of publications around the FAIR principles.
- GO FAIR Zotero Library - Nice collection of publications around the FAIR principles.
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FAIR Digital Object and related projects
- DataPLANT ARC Tool Talk - NFDI4plants interpretation of the FDO based on GitHub repository and RO Crate.
- DONA Suggested Reading - The history of the Digital Object Architecture (DOA) back into the 80s.
- FAIR Digital Objects Forum - General platform for discussions on the advancement and development of FAIR Digital Objects.
- FAIR Digital Object Framework - A WIP specification for an FDO infrastructure based on linked data / RDF.
- FAIR DO publications - Relevant publications (concept papers and specs) by RDA working groups on FDOs.
- RO Crate - Pragmatic approach combining existing technologies and ontologies into a metadata standard for annotating scientific. datasets.
- PID services registry - A searchable registry for PID services.
- FAIR DO publications - Relevant publications (concept papers and specs) by RDA working groups on FDOs.
- DataPLANT ARC Tool Talk - NFDI4plants interpretation of the FDO based on GitHub repository and RO Crate.
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FAIR assessment
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FAIR Digital Object and related projects
- F-uji - An (online) tool which can provide a FAIR score for a given PID based on a metric created by FAIRsFAIR, [code](https://github.com/pangaea-data-publisher/fuji).
- FAIR Evaluation Services - A FAIR assessment tool from FAIRsharing, [code](https://github.com/FAIRMetrics/Metrics).
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Organizations and Communities
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FAIR Digital Object and related projects
- EuDat - Collaborative European data infrastructure.
- FAIRsharing - A curated resource on data and metadata standards, inter-related to databases and data policies.
- Research Data Alliance - International organization and communication platform for establishing standards and recommendations concerning research data publication.
- The Turing Way - Handbook and community for reproducible, ethical and collaborative data science.
- The Turing Way - Handbook and community for reproducible, ethical and collaborative data science.
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Metadata formats and standards
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FAIR Digital Object and related projects
- DataCite - Metadata schema developed by international community with increasing adoption by repositories
- Data Catalog (DCAT) - RDF vocabulary designed to facilitate interoperability between data catalogs published on the Web.
- Dublin Core Metadata Initiative Terms - Dublin Core Metadata Element Set, is a set of fifteen "core" elements for describing resources.
- JSON LD Playground - Convert JSON-LD data between various representations.
- JSON Schema - Standard for the description of structural constraints in order to do validation of JSON objects.
- Resource Description Framework (RDF) - RDF is a standard model for data interchange on the Web.
- Schema.org - Well-established and industry-accepted vocabulary providing semantics for common entities like Person, Organization, Dataset, etc.
- SKOS - The Simple Knowledge Organization System (SKOS) is a common data model for sharing and linking knowledge organization systems via the Semantic Web.
- Provenance Primer (PROV) - This primer document provides an accessible introduction to the PROV data model for provenance interchange on the Web.
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Ontology services
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FAIR Digital Object and related projects
- Ontobee - A linked ontology data server to support ontology term dereferencing, linkage, query and integration.
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- Ontology Lookup Service - OLS is a repository for biomedical ontologies that aims to provide a single point of access to the latest ontology versions.
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Related semantics lists
- awesome-ontology - A curated list of ontology things.
- awesome-semantic-tools - List of projects related to Ontology engineering and Semantic Web technologies.
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Finding datasets and software
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Related semantics lists
- Datacite commons - Search through the metadata indexed by Datacite.
- EuDat B2find - Search through metadata of datasets accumulated by EuDat.
- OpenAIRE explorer - Search through the metadata indexed by openaire.
- Schole explorer - A data literature interlinking service (former scholix), indexes links between data and journal publications. It also provides interfaces and APIs to query the graph.
- Research Software Repository - Aggregates research software from various sources with information about the problem it solves and its scientific domain.
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Software and software publications
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Related semantics lists
- CITATION.CFF - Plain text files with human- and machine-readable citation information for software (and datasets). Supported by GitHub, Zenodo, Zotero.
- Citable code with Zenodo & GitHub - Make GitHub repositories citable with Zenodo DOI.
- CodeMeta - CodeMeta works on providing a minimal metadata schema for science software and code, in JSON and XML to create a concept vocabulary that can be used to standardize the exchange of software metadata across repositories and organizations.
- HERMES - A CI based workflow to create and publish software publications to well known repositories.
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Provenance tracking
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Related research software lists
- AiiDA - Automated Interactive Infrastructure and Database for Computational Science (AiiDA) to automatically track provenance of simulation workflows and all associated data, [code](https://github.com/aiidateam/aiida-core).
- DataLad - A free and open-source distributed data management system for everyone. It is based on git-annex with manual to automatic provenance tracking, [code](https://github.com/datalad/datalad).
- MLflow - Tool to track the provenance of machine learning applications, [code](https://github.com/mlflow/mlflow/).
- CWL - Domain-agnostic and community-driven open standard for description and execution of research workflows that supports provenance tracking ([CWLProv](https://github.com/common-workflow-language/cwltool/blob/main/CWLProv.rst)) in a standard-compliant way using the existing RO Crate, PROV and BagIt standards.
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Related workflow tools lists
- Computational Data Analysis Workflow Systems - A list of existing workflow systems.
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Your own repository setup
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Related workflow tools lists
- Dataverse - Open source research data repository software [code](https://github.com/IQSS/dataverse).
- EuDat B2share - A repository by EuDat, but the software is open sourc, bases in invenio and one can setup own instances of it, [code](https://github.com/EUDAT-B2SHARE/b2share).
- Invenio - Open source customizable software to setup large scale digital repositories, library systems and data repositories, [code](https://github.com/inveniosoftware/invenio).
- InvenioRDM - The turn-key research data management repository based on Invenio framework and Zenodo.
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Awesome meta data sources
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Related workflow tools lists
- Microsoft academy graph - All the data and links from Mircosoft academy (shutdown end of 2021).
- Openaire graph - All metadata contained in the openaire graph.
- Scholix - A schema for scholarly links. Implemented and deployed by several scholarly link providers.
- CrossRef - Organization building connections between related entities, building a queryable graph.
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