Published August 21, 2023 | Version v1.0.0
Dataset Open

Datasets for Paper "BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks"

Creators

  • 1. Wuhan University

Description

Datasets for Paper "BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks"
URL: https://github.com/qianghuangwhu/benchtemp

Openreview: https://openreview.net/forum?id=rnZm2vQq31


There are 19 (15+4)  benchmark temporal graph datasets:
reddit,
wikipedia,
mooc,
lastfm,
enron,
SocialEvo,
uci,
CollegeMsg,
TaobaoSmall,
CanParl,
Contacts,
Flights,
UNtrade,
USLegis,
UNvote,

DGraphFin,

TaobaoLarge,

YoutubeReddit,

YoutubeRedditLarge

 


Each dataset has three files:
1. ml_{data_name}.csv - the csv file of the Temporal Graph.

This file have five columns with properties:

'u': the id of the user.
'i': the id of the item.
'ts': the timestamp of the interaction (edge) between the user and the item.
'label': the label of the interaction (edge).
'idx': the index of the interaction (edge).
For example:

,u,i,ts,label,idx
0,1,2,0.0,0.0,1
1,1,3,0.0,0.0,2
2,1,4,0.0,0.0,3
2. ml_{data_name}.npy - the edge features corresponding to the interactions (edges) in the the Temporal Graph..

3. ml_{data_name}_node.npy - the initialization node features of the Temporal Graph.

Files

benchtemp_datasets.zip

Files (1.2 GB)

Name Size Download all
md5:2cee7a3f95f3984e44fd926e3493e4c3
476.6 MB Preview Download
md5:32eed1bb69b3563b09e51330c8c83f65
18.3 MB Preview Download
md5:5df9db59930fb5028d70a884bd6f2268
4.1 MB Download
md5:a1679367ea6f18f73732b69755a70eed
352.4 kB Download
md5:0bb67364c38cd9e618b162c89965514f
38.6 MB Preview Download
md5:79c5b0f2d35ae49eb13647a0f0896b0e
8.3 MB Download
md5:b6c006a257730c22a7a7fab2b6a0db8c
278.1 kB Download
md5:a7b1bb0c82fff7efb7d8cb88bfdaba01
1.6 MB Preview Download
md5:88153202f845f5eaef856a78ba888c48
483.3 kB Download
md5:e943812f7d4f7c9d747985d862aa82ff
311.1 kB Download
md5:47ea860bdfe3a2d316cf9d9ea0d20403
5.6 MB Preview Download
md5:dc80524026b3cc2709b0054876b7cce1
216.7 MB Download
md5:b564f659a97fc14799879294bbf3a08e
12.7 MB Download
md5:7381a7742f0c839ffcdb7d911e0e958c
10.5 MB Preview Download
md5:bcbb78233b3cb80616c0ef0c74c93db9
76.2 MB Download
md5:645e8b73ba9a9e4edf3a4313bd6391e8
67.7 MB Download
md5:76d1a3fd13fe4a7095bb0c7b825ee06d
220.5 MB Preview Download