Datasets:

relbench
/

tgb

name string	domain string	description string	num_tables int64	num_rows int64	num_tasks int64	tasks_link_prediction int64	tasks_multilabel_classification int64	size_gb float64	val_timestamp string	test_timestamp string	license string	source_url string
tgbl-coin	Cryptocurrency transactions	TGB `tgbl-coin`: a cryptocurrency transaction network where nodes are addresses and edges are token transfers over time. Dynamic link-property prediction from the Temporal Graph Benchmark.	2	23,447,972	1	1	0	2.1172	2022-09-02 05:24:09+00:00	2022-09-29 20:11:59+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
tgbl-comment	Social (Reddit replies)	TGB `tgbl-comment`: a directed Reddit reply network where users reply to one another's comments over 2.6 years. Dynamic link-property prediction from the Temporal Graph Benchmark.	2	45,309,297	1	1	0	4.3906	2010-08-27 00:34:45+00:00	2010-11-04 02:45:25+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
tgbl-flight	Air transport network	TGB `tgbl-flight`: a global air-traffic network where airports are connected by flights over time (2019-2022). Dynamic link-property prediction from the Temporal Graph Benchmark.	2	67,187,713	1	1	0	3.0877	2021-11-29 05:00:00+00:00	2022-05-29 04:00:00+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
tgbl-review	E-commerce reviews	TGB `tgbl-review`: an Amazon product-review network (2008-2018) where users review products in the electronics category; a bipartite, weighted, dynamic link-property-prediction dataset from the Temporal Graph Benchmark.	2	5,226,177	1	1	0	1.363	2016-06-03 00:00:00+00:00	2017-03-07 00:00:00+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
tgbl-review-v2	E-commerce reviews	TGB `tgbl-review-v2`: revised version of `tgbl-review`, an Amazon electronics user-product review network. Dynamic link-property prediction from the Temporal Graph Benchmark.	2	5,226,177	1	1	0	1.363	2016-06-03 00:00:00+00:00	2017-03-07 00:00:00+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
tgbl-wiki	Wikipedia edits	TGB `tgbl-wiki`: a bipartite interaction network of edits between Wikipedia editors and pages over one month. A dynamic link-property-prediction dataset from the Temporal Graph Benchmark.	3	166,701	1	1	0	0.3863	1970-01-22 13:24:13+00:00	1970-01-26 16:11:40+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
tgbl-wiki-v2	Wikipedia edits	TGB `tgbl-wiki-v2`: revised version of `tgbl-wiki`, a bipartite editor-page edit interaction network from Wikipedia. Dynamic link-property prediction from the Temporal Graph Benchmark.	3	166,701	1	1	0	0.3863	1970-01-22 13:24:13+00:00	1970-01-26 16:11:40+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
tgbn-trade	International trade	TGB `tgbn-trade`: an international agriculture-trade network (1986-2016) where nodes are nations and yearly edges are trade volumes; a dynamic node-property-prediction (node affinity) dataset from the Temporal Graph Benchmark.	5	934,072	1	0	1	0.0097	2010-01-01 00:00:00+00:00	2014-01-01 00:00:00+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
thgl-forum	Online forum interactions	TGB `thgl-forum`: a temporal heterogeneous Reddit forum network with users and subreddits as distinct node types and multiple interaction edge types. Heterogeneous dynamic link prediction from the Temporal Graph Benchmark.	4	23,910,523	2	2	0	6.7498	2014-01-22 21:36:03+00:00	2014-01-27 15:59:18+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
thgl-github	GitHub interactions	TGB `thgl-github`: a large temporal heterogeneous GitHub interaction network with multiple node and edge types. Heterogeneous dynamic link prediction from the Temporal Graph Benchmark.	18	23,356,342	14	14	0	1.9665	2024-03-22 02:53:07+00:00	2024-03-26 19:54:34+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
thgl-myket	App store (Myket)	TGB `thgl-myket`: a temporal heterogeneous network of user-app interactions from the Myket Android app market, with multiple node and edge types. Heterogeneous dynamic link prediction from the Temporal Graph Benchmark.	4	55,163,623	2	2	0	5.2129	2020-10-26 15:07:40+00:00	2020-11-25 21:55:12+00:00	see TGB / original sources	https://tgb.complexdatalab.com/
thgl-software	Software interaction network	TGB `thgl-software`: a temporal heterogeneous GitHub interaction network around open-source software repositories, with multiple node and edge types. Heterogeneous dynamic link prediction from the Temporal Graph Benchmark.	18	2,171,733	14	14	0	3.6875	2024-01-23 09:58:00+00:00	2024-01-27 00:34:29+00:00	see TGB / original sources	https://tgb.complexdatalab.com/

TGB datasets in RelBench format

This repository hosts the Temporal Graph Benchmark (TGB) datasets exported to the RelBench manifest format. Each dataset lives in its own subdirectory with a self-describing manifest.yaml, plain-parquet tables under db/, per-task labels under tasks/<task>/, and a rendered schema.svg. Every task here is kind: external: the labels, splits, and official negative samples are produced by TGB and served as-is.

Load any dataset by its subdirectory path:

import relbench
ds = relbench.load_dataset("relbench/tgb", revision="<pin>")  # via the registry, or:
# point directly at a subdir you have locally / downloaded
task = relbench.load_task("<dataset>", "<task>")

Datasets

Dynamic link property prediction (`tgbl-*`)

Bipartite or monopartite temporal interaction networks. Task src-dst-mrr: predict the next destination for a source, ranked against TGB's official negative samples (one-vs-many MRR / Hits@k). Official val/test negatives ship under each dataset's negatives/ directory.

dataset	domain
`tgbl-wiki`, `tgbl-wiki-v2`	Wikipedia editor-page edits
`tgbl-review`, `tgbl-review-v2`	Amazon electronics user-product reviews
`tgbl-coin`	cryptocurrency address transactions
`tgbl-comment`	Reddit reply network
`tgbl-flight`	global airport-flight network

Heterogeneous dynamic link prediction (`thgl-*`)

Temporal heterogeneous graphs with multiple node types (nodes_type_*) and edge types (events_edge_type_*). One task per edge type (edge-type-<k>-mrr), evaluated against official negatives. Global-to-local id mappings/ and negatives/ ship with each dataset (required for the TGB evaluation protocol).

dataset	domain
`thgl-software`	GitHub open-source software interactions
`thgl-forum`	Reddit forum (users + subreddits)
`thgl-github`	GitHub interactions (large)
`thgl-myket`	Myket Android app market interactions

Dynamic node property prediction (`tgbn-*`)

Node-affinity prediction over time. Task node-label-ndcg: predict the per-node label distribution at the next timestamp, evaluated by NDCG@10. Labels are carried in the labels / label_events / label_event_items tables.

dataset	domain
`tgbn-trade`	UN international agriculture trade

Notes on evaluation

The RelBench manifest records evaluator: tgb on each task. TGB uses a custom protocol (one-vs-many MRR / Hits@k for link tasks, NDCG@10 for node tasks) that differs from RelBench's default link/classification metrics. The official negative samples and id mappings needed to reproduce the TGB numbers are shipped alongside the data.

Citation

If you use these datasets, please cite the TGB papers (Huang et al., 2023; THGB extensions) and follow the licensing of each original data source. See https://tgb.complexdatalab.com/.