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NEExT Egonet Experiment Datasets

Single-graph network datasets with per-node class labels, curated for egonet-based node classification with NEExT: each node's k-hop egonet becomes a subgraph, subgraphs are embedded, and nodes are classified by their egonet embeddings.

Every dataset folder contains:

  • card.md — information card: task, stats, source, license, citation, caveats
  • metadata.json — machine-readable: source URLs, sha256 checksums, per-graph stats, conversion details
  • neext/ — NEExT-ready tables per graph: edges.csv/nodes.csv and Parquet mirrors (edges.parquet/nodes.parquet; for coauthor-cs, coauthor-physics and reddit-graphsage the Parquet nodes include full feature matrices omitted from CSV for size)
  • source/ — original upstream files, unmodified, hash-recorded

Table contract: edges (src_node_id,dest_node_id) + nodes (node_id, <label>, features...), int64 node IDs, undirected deduplicated edges, fully-populated label column.

Licensing: each dataset keeps its upstream license/terms — see the per-dataset card.md. This repository is a research mirror; cite the original authors listed in each card.

Datasets

dataset task band graphs nodes edges classes label license
actor Actor category classification medium 1 7,600 26,659 5 actor_class Not stated (geom-gcn repo)
airports Airport activity-level classification small 3 1,720 20,595 4 activity_quartile MIT (struc2vec repository)
amazon-computers Product category classification (co-purchase) medium 1 13,752 245,861 10 category MIT (shchur/gnn-benchmark packaging)
amazon-photo Product category classification (co-purchase) medium 1 7,650 119,081 8 category MIT (shchur packaging)
amazon-ratings Product rating-class prediction medium 1 24,492 93,050 5 rating_class MIT (yandex-research)
bitcoin-otc Fraudulent-user detection (derived labels) small 1 5,881 21,492 3 trust_label SNAP research use; cite
blogcatalog Blogger interest-group classification medium 1 7,460 131,034 38 group deepwalk repo GPL-3.0; data from ASU social computing repository
books Outlier book detection (Amazon co-purchase) small 1 1,418 3,695 2 is_outlier MIT (pygod-team/data)
citeseer Paper topic classification (citation network) small 1 3,312 4,536 6 subject LINQS research distribution
coauthor-cs Research-field classification (co-authorship) medium 1 18,333 81,894 15 field MIT (shchur packaging)
coauthor-physics Research-field classification (co-authorship) medium 1 34,493 247,962 5 field MIT (shchur packaging)
cora Paper topic classification (citation network) small 1 2,708 5,278 7 subject LINQS research distribution
deezer-europe User gender classification medium 1 28,281 92,752 2 gender SNAP; cite FEATHER
disney Outlier movie detection (co-purchase) small 1 124 335 2 is_outlier MIT (pygod-team/data)
email-eu-core Department classification from email traffic small 1 1,005 16,064 42 department SNAP research use; cite the source papers
enron Email spam detection medium 1 13,533 176,987 2 is_outlier MIT (pygod-team/data)
facebook-page-page Page category classification medium 1 22,470 170,823 4 page_type MUSAE repo GPL-3.0; cite MUSAE
github-developers Web vs ML developer classification medium 1 37,700 289,003 2 ml_developer SNAP / MUSAE; cite MUSAE
lastfm-asia User country classification medium 1 7,624 27,806 18 country SNAP; cite FEATHER
minesweeper Mine prediction on a synthetic grid medium 1 10,000 39,402 2 is_mine MIT (yandex-research)
ogbn-arxiv arXiv subject-area classification large 1 169,343 1,157,799 40 arxiv_category ODC-BY
polblogs Political-leaning classification small 1 1,490 16,715 2 leaning Research use; cite Adamic & Glance
pubmed Paper topic classification (citation network) medium 1 19,717 44,324 3 diabetes_type LINQS research distribution
questions User churn prediction medium 1 48,921 153,540 2 is_active MIT (yandex-research)
reddit-graphsage Subreddit classification of posts large 1 232,965 11,606,919 41 subreddit SNAP research use; cite GraphSAGE
reddit-pygod Banned-user detection medium 1 10,984 78,516 2 is_outlier MIT (pygod-team/data)
roman-empire Syntactic-role classification medium 1 22,662 32,927 18 syntactic_role MIT (yandex-research)
tolokers Banned crowdworker prediction medium 1 11,758 519,000 2 is_banned MIT (yandex-research)
twitch Explicit-content streamer classification small-medium 6 34,118 429,113 2 mature SNAP / MUSAE; GPL-3.0 code, cite MUSAE
webkb University web-page classification small 3 617 1,006 5 page_class Not stated (geom-gcn repo)
weibo Social spam detection medium 1 8,405 377,271 2 is_outlier MIT (pygod-team/data)
wikics CS article branch classification medium 1 11,701 215,603 10 category MIT (dataset code); article text CC BY-SA
wikipedia-articles Traffic-level classification (binned) small-medium 3 19,109 400,497 5 traffic_quintile SNAP / MUSAE; cite MUSAE
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