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  Citation graphs at this scale are usually locked behind multi-terabyte dumps and heavyweight infrastructure. This dataset makes the **entire OpenAIRE citation network** loadable on a normal machine: publications as nodes, citations as edges, served as compressed Parquet with a memory-efficient loading path. A richer node file adds titles, abstracts, authors, dates, and a full set of persistent identifiers (DOI, PubMed, MAG, arXiv, and more) for text-attributed and metadata-driven work.
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  ### At a glance
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  | --- | --- |
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  | **Nodes** | Scholarly publications |
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  | **Edges** | Citation links |
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  Creative Commons Attribution 4.0 International (CC-BY-4.0).
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- ## Citation
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  When using this dataset, please cite the accompanying article:
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  Citation graphs at this scale are usually locked behind multi-terabyte dumps and heavyweight infrastructure. This dataset makes the **entire OpenAIRE citation network** loadable on a normal machine: publications as nodes, citations as edges, served as compressed Parquet with a memory-efficient loading path. A richer node file adds titles, abstracts, authors, dates, and a full set of persistent identifiers (DOI, PubMed, MAG, arXiv, and more) for text-attributed and metadata-driven work.
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+ **Please cite the paper if you use this data.**
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  ### At a glance
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+ | | |
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  | --- | --- |
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  | **Nodes** | Scholarly publications |
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  | **Edges** | Citation links |
 
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  Creative Commons Attribution 4.0 International (CC-BY-4.0).
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+ ## Citation (paper)
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  When using this dataset, please cite the accompanying article:
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