{"url":"/dataset/snap","name":"SNAP","full_name":"Stanford Large Network Dataset Collection","description_markdown":"**SNAP** is a collection of large network datasets. It includes graphs representing social networks, citation networks, web graphs, online communities, online reviews and more.\r\n\r\n[Social networks](http://snap.stanford.edu/data/#socnets) : online social networks, edges represent interactions between people\r\n\r\n[Networks with ground-truth communities](http://snap.stanford.edu/data/#communities) : ground-truth network communities in social and information networks\r\n\r\n[Communication networks](http://snap.stanford.edu/data/#email) : email communication networks with edges representing communication\r\n\r\n[Citation networks](http://snap.stanford.edu/data/#citnets) : nodes represent papers, edges represent citations\r\n\r\n[Collaboration networks](http://snap.stanford.edu/data/#canets) : nodes represent scientists, edges represent collaborations (co-authoring a paper)\r\n\r\n[Web graphs](http://snap.stanford.edu/data/#web) : nodes represent webpages and edges are hyperlinks\r\n\r\n[Amazon networks](http://snap.stanford.edu/data/#amazon) : nodes represent products and edges link commonly co-purchased products\r\n\r\n[Internet networks](http://snap.stanford.edu/data/#p2p) : nodes represent computers and edges communication\r\n\r\n[Road networks](http://snap.stanford.edu/data/#road) : nodes represent intersections and edges roads connecting the intersections\r\n\r\n[Autonomous systems](http://snap.stanford.edu/data/#as) : graphs of the internet\r\n\r\n[Signed networks](http://snap.stanford.edu/data/#signnets) : networks with positive and negative edges (friend/foe, trust/distrust)\r\n\r\n[Location-based online social networks](http://snap.stanford.edu/data/#locnet) : social networks with geographic check-ins\r\n\r\n[Wikipedia networks, articles, and metadata](http://snap.stanford.edu/data/#wikipedia) : talk, editing, voting, and article data from Wikipedia\r\n\r\n[Temporal networks](http://snap.stanford.edu/data/#temporal) : networks where edges have timestamps\r\n\r\n[Twitter and Memetracker](http://snap.stanford.edu/data/#twitter) : memetracker phrases, links and 467 million Tweets\r\n\r\n[Online communities](http://snap.stanford.edu/data/#onlinecoms) : data from online communities such as Reddit and Flickr\r\n\r\n[Online reviews](http://snap.stanford.edu/data/#reviews) : data from online review systems such as BeerAdvocate and Amazon\r\n\r\n[User actions](http://snap.stanford.edu/data/#actions) : actions of users on social platforms.\r\n\r\n[Face-to-face communication networks](http://snap.stanford.edu/data/#face2face) : networks of face-to-face (non-online) interactions\r\n\r\n[Graph classification datasets](http://snap.stanford.edu/data/#disjointgraphs) : disjoint graphs from different classes\r\n\r\nImage Source: [https://snap.stanford.edu/data/](https://snap.stanford.edu/data/)","description_withheld":null,"homepage":"https://snap.stanford.edu/data/","introduced_date":"2009-06-28","introduced_date_note":null,"introduced_by":{"paper":null,"title":"SNAP Datasets: Stanford large network dataset collection","first_author":null,"url":"http://snap.stanford.edu/data"},"license":{"name":"Unknown","url":null},"modalities":[{"name":"Graphs","url":"/datasets/modality/graphs"}],"tasks":[{"name":"Link Prediction","url":"/task/link-prediction","datasets_with_task":"/datasets/task/link-prediction"},{"name":"Community Detection","url":"/task/community-detection","datasets_with_task":"/datasets/task/community-detection"},{"name":"Graph Clustering","url":"/task/graph-clustering","datasets_with_task":"/datasets/task/graph-clustering"}],"languages":[],"variants":["SNAP"],"data_loaders":[{"repo":"https://github.com/rusty1s/pytorch_geometric","url":"https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html","frameworks":["pytorch"]}],"num_papers_in_archive":174,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}