Datasets › Twitter-HyDrug

Twitter-HyDrug

Introduced by Tianyi Ma et al. in Hypergraph Contrastive Learning for Drug Trafficking Community Detection1 Dec 2023 archive 2025-07-28

Twitter-HyDrug is a real-world hypergraph data that describes the drug trafficking communities on Twitter. We first crawl the metadata (275,884,694 posts and 40,780,721 users) through the official Twitter API from Dec 2020 to Aug 2021. Afterward, we generate a drug keyword list that covers 21 drug types that may cause drug overdose or drug addiction problems to filter the tweets that contain drug-relevant information. Based on the keyword list, we obtain 266,975 filtered drug-relevant posts by 54,680 users. Moreover, we define six types of drug communities, i.e., cannabis, opioid, hallucinogen, stimulant, depressant, and others communities, based on the drug functions. Six researchers spent 62 days annotating these Twitter users into six communities based on the annotation rules discussed in the next section. With the specific criteria, six researchers annotated the filtered metadata separately. For these Twitter users with disagreed labels, we conducted further discussion among annotators for cross-validation. To conclude, we obtained the drug hypergraph including 2,936 user nodes and 33,892 hyperedges.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Community Detection Twitter-HyDrug HyGCL-DC Jaccard 60.05 ± 0.54 Hypergraph Contrastive Learning for Drug Trafficking... GraphResearcher/HyGCL-DC 1 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Hypergraph Contrastive Learning for Drug Trafficking Community Detection 1 1 1 Dec 2023 not harvested

Dataset loaders archive 2025-07-28

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Tasks archive 2025-07-28

License archive 2025-07-28

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Modalities archive 2025-07-28

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Languages archive 2025-07-28

Variants archive 2025-07-28

  • Twitter-HyDrug

1 variant name, as the archive lists them.

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