Dataset Cheatsheet

Note

This dataset statistics table is a work in progress. Please consider helping us filling its content by providing statistics for individual datasets. See here and here for examples on how to do so.

Homogeneous Datasets

Name	#graphs	#nodes	#edges	#features	#classes/#tasks
KarateClub (Paper)	1	34	156	34	4
TUDataset (Paper)
└─ MUTAG	188	~17.9	~39.6	7	2
└─ ENZYMES	600	~32.6	~124.3	3	6
└─ PROTEINS	1,113	~39.1	~145.6	3	2
└─ COLLAB	5,000	~74.5	~4914.4	0	3
└─ IMDB-BINARY	1,000	~19.8	~193.1	0	2
└─ REDDIT-BINARY	2,000	~429.6	~995.5	0	2
└─ …
GNNBenchmarkDataset (Paper)
└─ PATTERN	14,000	~118.9	~6,098.9	3	2
└─ CLUSTER	12,000	~117.2	~4,303.9	7	6
└─ MNIST	70,000	~70.6	~564.5	3	10
└─ CIFAR10	60,000	~117.6	~941.2	5	10
└─ TSP	12,000	~275.4	~6,885.0	2	2
└─ CSL	150	~41.0	~164.0	0	10
Planetoid (Paper)
└─ Cora	1	2,708	10,556	1,433	7
└─ CiteSeer	1	3,327	9,104	3,703	6
└─ PubMed	1	19,717	88,648	500	3
NELL (Paper)	1	65,755	251,550	61,278	186
CitationFull (Paper)
└─ Cora	1	19,793	126,842	8,710	70
└─ Cora_ML	1	2,995	16,316	2,879	7
└─ CiteSeer	1	4,230	10,674	602	6
└─ DBLP	1	17,716	105,734	1,639	4
└─ PubMed	1	19,717	88,648	500	3
CoraFull	1	19,793	126,842	8,710	70
Coauthor (Paper)
└─ CS	1	18,333	163,788	6,805	15
└─ Physics	1	34,493	495,924	8,415	5
Amazon (Paper)
└─ Computers	1	13,752	491,722	767	10
└─ Photo	1	7,650	238,162	745	8
PPI (Paper)	20	~2,245.3	~61,318.4	50	121
Reddit (Paper)	1	232,965	114,615,892	602	41
Reddit2 (Paper)	1	232,965	23,213,838	602	41
Flickr (Paper)	1	89,250	899,756	500	7
Yelp (Paper)	1	716,847	13,954,819	300	100
AmazonProducts (Paper)	1	1,569,960	264,339,468	200	107
QM7b (Paper)	7,211	~15.4	~245.0	0	14
QM9 (Paper)	130,831	~18.0	~37.3	11	19
MD17 (Paper)
└─ Benzene	627,983	12	0	1	2
└─ Uracil	133,770	12	0	1	2
└─ Naphthalene	326,250	10	0	1	2
└─ Aspirin	211,762	21	0	1	2
└─ Salicylic acid	320,231	16	0	1	2
└─ Malonaldehyde	993,237	9	0	1	2
└─ Ethanol	555,092	9	0	1	2
└─ Toluene	442,790	15	0	1	2
└─ Paracetamol	106,490	20	0	1	2
└─ Azobenzene	99,999	24	0	1	2
└─ Benzene (R)	100,000	12	0	1	2
└─ Uracil (R)	100,000	12	0	1	2
└─ Naphthalene (R)	100,000	10	0	1	2
└─ Aspirin (R)	100,000	21	0	1	2
└─ Salicylic acid (R)	100,000	16	0	1	2
└─ Malonaldehyde (R)	100,000	9	0	1	2
└─ Ethanol (R)	100,000	9	0	1	2
└─ Toluene (R)	100,000	15	0	1	2
└─ Paracetamol (R)	100,000	20	0	1	2
└─ Azobenzene (R)	99,988	24	0	1	2
└─ Benzene CCSD-T	1,500	12	0	1	2
└─ Aspirin CCSD-T	1,500	21	0	1	2
└─ Malonaldehyde CCSD-T	1,500	9	0	1	2
└─ Ethanol CCSD-T	2000	9	0	1	2
└─ Toluene CCSD-T	1,501	15	0	1	2
└─ Benzene FHI-aims	49,863	12	0	1	2
ZINC (Paper)
└─ ZINC Full	249,456	~23.2	~49.8	1	1
└─ ZINC Subset	12,000	~23.2	~49.8	1	1
AQSOL (Paper)	9,833	~17.6	~35.8	1	1
MoleculeNet (Paper)
└─ ESOL	1,128	~13.3	~27.4	9	1
└─ FreeSolv	642	~8.7	~16.8	9	1
└─ Lipophilicity	4,200	~27.0	~59.0	9	1
└─ PCBA	437,929	~26.0	~56.2	9	128
└─ MUV	93,087	~24.2	~52.6	9	17
└─ HIV	41,127	~25.5	~54.9	9	1
└─ BACE	1513	~34.1	~73.7	9	1
└─ BBBP	2,050	~23.9	~51.6	9	1
└─ Tox21	7,831	~18.6	~38.6	9	12
└─ ToxCast	8,597	~18.7	~38.4	9	617
└─ SIDER	1,427	~33.6	~70.7	9	27
└─ ClinTox	1,484	~26.1	~55.5	9	2
PCQM4Mv2 (Paper)
Entities (Paper)
└─ AIFB	1	8,285	58,086	0	4
└─ AM	1	1,666,764	11,976,642	0	11
└─ MUTAG	1	23,644	148,454	0	2
└─ BGS	1	333,845	1,832,398	0	2
RelLinkPredDataset (Paper)	1	14,541	544,230	0	0
GEDDataset (Paper)
└─ AIDS700nef	700	~8.9	~17.6	29	0
└─ LINUX	1,000	~7.6	~13.9	0	0
└─ ALKANE	150	~8.9	~15.8	0	0
└─ IMDBMulti	1,500	~13.0	~131.9	0	0
AttributedGraphDataset (Paper)
└─ Wiki	1	2,405	17,981	4,973	17
└─ Cora	1	2,708	5,429	1,433	7
└─ CiteSeer	1	3,312	4,715	3,703	6
└─ PubMed	1	19,717	44,338	500	3
└─ BlogCatalog	1	5,196	343,486	8,189	6
└─ PPI	1	56,944	1,612,348	50	121
└─ Flickr	1	7,575	479,476	12,047	9
└─ Facebook	1	4,039	88,234	1,283	193
└─ TWeibo	1	2,320,895	9,840,066	1,657	8
└─ MAG	1	59,249,719	978,147,253	2,000	100
MNISTSuperpixels (Paper)	70,000	75	~1,393.0	1	10
FAUST (Paper)	100	6,890	41,328	3	10
DynamicFAUST (Paper)
ShapeNet (Paper)	16,881	~2,616.2	0	3	50
ModelNet (Paper)
└─ ModelNet10	4,899	~9,508.2	~37,450.5	3	10
└─ ModelNet40	12,311	~17,744.4	~66,060.9	3	40
CoMA (Paper)	20,465	5,023	29,990	3	12
SHREC2016 (Paper)
TOSCA (Paper)
PCPNetDataset (Paper)
S3DIS (Paper)
GeometricShapes	80	~148.8	~859.5	3	40
BitcoinOTC (Paper)	138	6,005	~2,573.2	0	0
GDELTLite (Paper)	1	8,831	1,912,909	413
ICEWS18 (Paper)
GDELT (Paper)
WILLOWObjectClass (Paper)
PascalVOCKeypoints (Paper)
PascalPF (Paper)
SNAPDataset (Paper)
SuiteSparseMatrixCollection (Paper)
WordNet18 (Paper)
WordNet18RR (Paper)
FB15k_237 (Paper)
WikiCS (Paper)
WebKB (Paper)
└─ Cornell	1	183	298	1,703	5
└─ Texas	1	183	325	1,703	5
└─ Wisconsin	1	251	515	1,703	5
WikipediaNetwork (Paper)
HeterophilousGraphDataset (Paper)
└─ Roman-empire	1	22,662	32,927	300	18
└─ Amazon-ratings	1	24,492	93,050	300	5
└─ Minesweeper	1	10,000	39,402	7	2
└─ Tolokers	1	11,758	519,000	10	2
└─ Questions	1	48,921	153,540	301	2
Actor (Paper)	1	7,600	30,019	932	5
UPFD (Paper)
GitHub (Paper)	1	37,700	578,006	0	2
FacebookPagePage (Paper)
LastFMAsia (Paper)
DeezerEurope (Paper)
GemsecDeezer (Paper)
Twitch (Paper)
└─ DE	1	9,498	315,774	128	2
└─ EN	1	7,126	77,774	128	2
└─ ES	1	4,648	123,412	128	2
└─ FR	1	6,551	231,883	128	2
└─ PT	1	1,912	64,510	128	2
└─ RU	1	4,385	78,993	128	2
Airports (Paper)
LRGBDataset (Paper)
└─ PascalVOC-SP	11,355	~479.40	~2,710.48		21
└─ COCO-SP	123,286	~476.88	~2,693.67		81
└─ PCQM-Contact	529,434	~30.14	~61.09		1
└─ Peptides-func	15,535	~150.94	~307.30		10
└─ Peptides-struct	15,535	~150.94	~307.30		11
MalNetTiny (Paper)
OMDB (Paper)
PolBlogs (Paper)	1	1,490	19,025	0	2
EmailEUCore (Paper)
LINKXDataset (Paper)
EllipticBitcoinDataset (Paper)	1	203,769	234,355	165	2
EllipticBitcoinTemporalDataset (Paper)	1	203,769	234,355	165	2
DGraphFin (Paper)	1	3,700,550	4,300,999	17	2
HydroNet (Paper)
AirfRANS (Paper)	1,000	~180,000	0	5	4
JODIEDataset (Paper)
└─ Reddit	1	6,509	25,470	172	1
└─ Wikipedia	1	9,227	157,474	172	2
└─ MOOC	1	7,144	411,749	4	2
└─ LastFM	1	1,980	1,293,103	2	1
Wikidata5M (Paper)
MyketDataset (Paper)	1	17,988	694,121	33	1
BrcaTcga (Paper)	1,082	9,288	271,771	1,082
NeuroGraphDataset (Paper)
WebQSPDataset (Paper)

Heterogeneous Datasets

Name	#nodes/#edges	#features	#classes/#tasks
DBP15K (Paper)
AMiner (Paper)
OGB_MAG (Paper)
DBLP (Paper)
└─ Node Type: Author	4,057	334	4
└─ Node Type: Paper	14,328	4,231
└─ Node Type: Term	7,723	50
└─ Node Type: Conference	20	0
└─ Edge Type: Author-Paper	196,425
└─ Edge Type: Paper-Term	85,810
└─ Edge Type: Conference-Paper	14,328
MovieLens (Paper)
MovieLens100K (Paper)
└─ Node Type: Movie	1,682	18
└─ Node Type: User	943	24
└─ Edge Type: User-Movie	80,000	1	1
MovieLens1M (Paper)
└─ Node Type: Movie	3,883	18
└─ Node Type: User	6,040	30
└─ Edge Type: User-Movie	1,000,209	1	1
IMDB (Paper)
LastFM (Paper)
HGBDataset (Paper)
Taobao (Paper)
IGMCDataset (Paper)
AmazonBook (Paper)
HM (Paper)
OSE_GVCS (Paper)
RCDD (Paper)
OPFDataset (Paper)

Synthetic Datasets

Name	#graphs	#nodes	#edges	#features	#classes/#tasks
FakeDataset
FakeHeteroDataset
StochasticBlockModelDataset
RandomPartitionGraphDataset (Paper)
MixHopSyntheticDataset (Paper)
ExplainerDataset (Paper)
InfectionDataset (Paper)
BA2MotifDataset (Paper)	1000	25	~51.0	10	2
BAMultiShapesDataset (Paper)	1000	40	~87.0	10	2
BAShapes (Paper)