🌟 Awesome Graph Datasets 🌟

📌 We are actively collecting openly available graph datasets of diverse types for research purposes. This repository will be updated regularly.

Contents

• Contents
• 📑 Dataset List
  • Plain Graphs
  • Temporal Graphs
  • Signed Graphs
  • Attributed Graphs
  • Bipartite Graphs
  • Bipartite Graphs
  • Text-Attributed Graphs
  • Multimodal Graphs
  • Graph-level Datasets
• Dataset Repositories

📑 Dataset List

Plain Graphs

Name	#nodes	#edges	#labels	Type	URL
PPI	3,890	76,584	50	undirected	[raw] [raw] [preprocessed]
Blogcatalog3	10,312	333,983	39	undirected	[raw] [raw] [preprocessed]
Flickr	80,513	5,899,882	195	undirected	[raw] [raw] [preprocessed]
Amazon	334863	925872	100	undirected	[raw] [preprocessed]
DBLP	425957	1049866	100	undirected	[raw] [preprocessed]
Youtube	1,138,499	2,990,443	47	undirected	[raw] [preprocessed]
TWeibo	2,320,895	50,655,143	100	directed	[raw] [preprocessed]
Orkut	3,072,441	117,185,084	100	undirected	[raw] [preprocessed]
LiveJournal	3997962	34681189	100	undirected	[raw] [preprocessed]
In-2004	1,382,908	16,539,643	-	directed	[raw] [preprocessed]
DBLP	5,425,963	17,298,032	-	undirected	[raw] [preprocessed]
Pokec	1,632,803	30,622,564	-	directed	[raw] [preprocessed]
LiveJournal	4,847,571	68,475,391	-	directed	[raw] [preprocessed]
IT-2004	41,291,594	1,135,718,909	-	directed	[raw] [preprocessed]
Twitter	41,652,230	1,468,365,182	-	directed	[raw] [preprocessed]
Friendster-small	7,944,949	447,219,610	100	undirected	[raw] [raw] [preprocessed]
Friendster	65,608,366	1,806,067,135	100	undirected	[raw] [raw] [preprocessed]
OAG	67,768,244	895,368,962	19	undirected	[raw] [preprocessed]
UK-2007	105,896,555	3,738,733,648	-	directed	[raw][preprocessed]
UK-union	133,633,040	5,475,109,924	-	directed	[raw] [preprocessed]
ClueWeb12	978,408,098	42,574,107,469	-	directed	[raw]
ClueWeb09	1,684,868,322	7,939,635,651	-	directed	[raw] [preprocessed]

Welcome to cite our paper if you publish results based on our preprocessed datasets.

@article{yang13homogeneous,
  title={Homogeneous Network Embedding for Massive Graphs via Reweighted Personalized PageRank},
  author={Yang, Renchi and Shi, Jieming and Xiao, Xiaokui and Yang, Yin and Bhowmick, Sourav S},
  journal={Proceedings of the VLDB Endowment},
  volume={13},
  number={5},
  pages={670--683},
  year={2020},
  publisher={VLDB Endowment}
}

@article{shi13realtime,
  title={Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs},
  author={Shi, Jieming and Jin, Tianyuan and Yang, Renchi and Xiao, Xiaokui and Yang, Yin},
  journal={Proceedings of the VLDB Endowment},
  volume={13},
  number={7},
  pages={966--980},
  year={2020},
  publisher={VLDB Endowment}
}

Temporal Graphs

Signed Graphs

Name	#nodes	#positive-edges	#negative-edges	#attributes	#labels	bipartite	Source
Epinions							link link
Wikipedia							link link
Slashdot							link link
Bitcoin							link
WikiSigned							link
Reddit							link link link link
ADJNet							link
SCOTUS							link
Bonanza						Yes	link link
U.S. Senate						Yes	link link
U.S. House						Yes	link link
Review						Yes	link link
MovieLens-1M						Yes	link
Amazon-Book						Yes	link
Amazon-CDs						Yes	link
Amazon-Music						Yes	link
KuaiRec						Yes	link
KuaiRand						Yes	link

Attributed Graphs

Name	Type	#nodes	#edges	#attributes	#labels	URL
Wiki	directed	2405	17981	4973	19	[raw] [preprocessed]
Cora	directed	2708	5429	1433	7	[raw] [preprocessed]
Citeseer	directed	3312	4660	3703	6	[raw] [preprocessed]
Pubmed	directed	19717	44338	500	3	[raw] [preprocessed]
BlogCatalog	undirected	5196	343486	8189	6	[raw] [preprocessed]
PPI	undirected	56944	818716	50	121	[raw] [preprocessed]
Flickr	undirected	7575	479476	12047	9	[raw] [preprocessed]
Facebook	undirected	4039	88234	1283	193	[raw] [preprocessed]
ArXiv	undirected	169343	1157799	128	40	[raw] [preprocessed]
Reddit	undirected	232,965	11,606,919	602	41	[raw] [preprocessed]
Yelp	undirected	716847	6,977,410	300	100	[raw] [preprocessed]
Twitter	directed	81306	1768149	216839	4065	[raw] [preprocessed]
Amazon2M	undirected	2449029	61859140	100	47	[raw] [raw] [preprocessed]
Google+	directed	107614	13673453	15907	468	[raw] [preprocessed]
TWeibo	directed	2320895	50655143	1657	8	[raw] [preprocessed]
MAG	directed	59249719	978147253	2000	100	[raw] [preprocessed]
MAG-SC	directed	10541560	265219994	2784240	8	[raw] [preprocessed]

Our datasets are also available in Pytorch-Geometric. Node attributes can be loaded as a sparse matrix using the following code

from scipy import sparse
features = sparse.load_npz("attrs.npz")

Welcome to cite our paper if you publish results based on our preprocessed datasets.

@article{yang2020scaling,
  title={Scaling Attributed Network Embedding to Massive Graphs},
  author={Yang, Renchi and Shi, Jieming and Xiao, Xiaokui and Yang, Yin and Liu, Juncheng and Bhowmick, Sourav S},
  journal={Proceedings of the VLDB Endowment},
  volume={14},
  number={1},
  pages={37--49},
  year={2021},
  publisher={VLDB Endowment}
}

Bipartite Graphs

Name	|U|	|V|	|E|	URL
Avito	27736	16589	67029	[raw] [preprocessed]
AOL	4811647	1632788	10741954	[raw] [preprocessed]
DBLP	6001	1524	29257	[raw] [preprocessed]
Movielens-1M	6040	3706	1000210	[raw] [preprocessed]
KDDCup2012	255170	1848114	2766394	[raw] [preprocessed]
Last.fm	359349	160168	17559531	[raw] [preprocessed]
Amazon-games	826767	50210	1324754	[raw] [preprocessed]
DBLP	6,001	1,308	29,256	[raw] [preprocessed]
Wikipedia	15,000	3,214	64,095	[raw] [preprocessed]
Pinterest	55,187	9,916	1,500,809	[raw] [preprocessed]
Yelp	31,668	38,048	1,561,406	[raw] [preprocessed]
MovieLens-10M	69,878	10,677	10,000,054	[raw] [preprocessed]
Last.fm	359,349	160,168	17,559,530	[raw] [preprocessed]
MIND	876,956	97,509	18,149,915	[raw] [preprocessed]
Netflix	480,189	17,770	100,480,507	[raw] [preprocessed]
Orkut	2,783,196	8,730,857	327,037,487	[raw] [preprocessed]
MAG	10,541,560	2,784,240	1,095,315,106	[raw] [preprocessed]

Welcome to cite our paper if you publish results based on our preprocessed datasets.

@inproceedings{yang2022efficient,
  title={Efficient and Effective Similarity Search over Bipartite Graphs},
  author={Yang, Renchi},
  booktitle={Proceedings of the ACM Web Conference 2022},
  pages={308--318},
  year={2022}
}

@inproceedings{yang2022scalable,
  title={Scalable and Effective Bipartite Network Embedding},
  author={Yang, Renchi and Shi, Jieming and Huang, Keke and Xiao, Xiaokui},
  booktitle={Proceedings of the 2022 International Conference on Management of Data},
  pages={1977--1991},
  year={2022}
}

Text-Attributed Graphs

Name	#nodes	#edges	#labels	Domain	Node/Edge Text	Task	Source
ogbn-arxiv-TA	169,343	1,166,243	40	Academic	Node	Node Classification	URL Paper
Books-Children	76,875	1,554,578	24	E-Commerce	Node	Node Classification	URL Paper
Books-History	41,551	358,574	12	E-Commerce	Node	Node Classification	URL Paper
Ele-Computers	87,229	721,081	10	E-Commerce	Node	Node Classification	URL Paper
Ele-Photo	48,362	500,928	12	E-Commerce	Node	Node Classification	URL Paper
Sports-Fitness	173,055	1,773,500	13	E-Commerce	Node	Node Classification	URL Paper
CitationV8	1,106,759	6,120,897	-	Academic	Node	Link Prediction	URL Paper
GoodReads	676,084	8,582,324	-	E-Commerce	Node	Link Prediction	URL Paper
Cora	2,708	21,112		Co-citation	Node&Edge		URL Paper
PubMed	19,717	44,338		Co-citation	Node&Edge		URL Paper
ArXiv	169,343	1,166,243		Citation	Node&Edge		URL Paper
WikiCS	11,701	216,123		Wikipedia page	Node&Edge		URL Paper
Product-subset	54,025	144,638		Co-purchase	Node&Edge		URL Paper
FB15K237	14,541	310,116		Knowledge graph	Node&Edge		URL Paper
WN18RR	40,943	93,003		Knowledge graph	Node&Edge		URL Paper
MovieLens-1M	9,923	2,000,418		Moive rating	Node&Edge	Recommendation	URL Paper
							URL Paper

More in paper, paper, paper

Textual-Edge Graphs in paper, paper

Bipartite Textual-Edge Graphs in paper, paper

Heterogeneous Text-Attributed Graphs in paper, paper, paper

Multiplex Text-Attributed Graphs in paper

Text-Attributed Hypergraph paper, paper

Dynamic Text-Attributed Graph paper paper

Will update datasets for anomaly detection, question-answering, etc.

Multi-Modal Graphs

Name	#nodes	#edges	#labels	Modality	Task	Source
Movies	16,672	218,390	20	Text, Vision	Node Classification	URL Paper
Toys	20,695	126,886	18	Text, Vision	Node Classification	URL Paper
Grocery	17,074	171,340	20	Text, Vision	Node Classification	URL Paper
Reddit-S	15,894	566,160	20	Text, Vision	Node Classification	URL Paper
Reddit-M	99,638	1,167,188	50	Text, Vision	Node Classification	URL Paper
Goodreads-NC	685,294	7,235,084	-	Text, Vision	Node Classification	URL Paper
Ele-fashion	97,766	199,602	-	Text, Vision	Node Classification	URL Paper
Amazon-Sports	50,250	356,202	-	Text, Vision	Link Prediction	URL Paper
Amazon-Cloth	125,839	951,271	-	Text, Vision	Link Prediction	URL Paper
Goodreads-LP	636,502	3,437,017	-	Text, Vision	Link Prediction	URL Paper

More datasets in paper, paper, paper, paper

Graph-level Datasets

Plain Graphs Text-Attributed Graphs

Dataset Repositories

Name	Type	Collected by
SNAP	Graphs & Networks	Stanford
LAW	Graphs & Networks	UNIMI
BioSNAP	Biomedical Networks	Stanford
KONECT	Graphs & Networks	Jérôme Kunegis
Aminer	Academic Networks	AMiner
UCI Network Data Repository	Graphs & Networks	UCI Datalab
Network Repository	Graphs & Networks	-
Open Academic Graph	Academic Networks	Microsoft
Open Graph Benchmark	Graphs & Networks	Stanford
TuDatasets	Graphs & Networks	Christopher Morris, etc.
StreamingGraphs	Streaming Graphs	Yibo Yao
ARB	Graphs & Networks	Austin R. Benson
SuiteSparse Matrix Collection	Matrix/Graphs	TAMU
Web Data Commons	Hyperlink Graphs/Web Tables/RDFa	University of Mannheim
Yahoo Webscope Datasets	Graphs/Ratings/Languages/Advertising	Yahoo
UCI Machine Learning Repository	Multivariate/Text/Time-Series	UCI
Yelp Open Dataset	businesses/reviews/user data	Yelp
Recommender Systems Datasets	graphs/interactions/reviews/ratings	UCSD
MIcrosoft News Dataset	user behavior logs	Microsoft
Search Query Logs	query logs	Jeff Huang
AOL DS	query logs	Ricardo Campos
AWS	-	Amazon
Kaggle Datasets	-	Kaggle
OpenML	-	OpenML
Datasets	-	-
Netzschleuder	-	-