Skip to content

Statistics.md

Latest commit

 

History

History
41 lines (38 loc) · 3.2 KB

Statistics.md

File metadata and controls

41 lines (38 loc) · 3.2 KB

Dataset Statitics

Dataset Nodes Edges Features Classes Directed Homo(edge) Homo(node) Assortativity Avg. Degree
Cora 2,708 5,278 1,433 7 x 0.810 0.825 -0.066 3.898
CiteSeer 3,327 4,552 3,703 6 x 0.736 0.706 0.048 2.736
PubMed 19,717 44,324 500 3 x 0.802 0.792 -0.044 4.496
Computers 13,752 245,861 767 10 x 0.777 0.785 -0.056 35.756
Photo 7,650 119,081 745 8 x 0.827 0.836 -0.045 31.132
Chameleon 2,277 36,101* 2,277 5 x* 0.235 0.104 -0.113 31.709
Squirrel 5,201 217,073* 2,089 5 x* 0.224 0.089 0.374 83.474
Texas 183 325 1,703 5 x* 0.108 0.065 -0.346 1.776
Cornell 183 298 1,703 5 x* 0.305 0.212 -0.384 1.628
Wisconsin 251 515 1,703 5 x* 0.196 0.172 -0.272 2.052
Actor 7,600 30,019 932 5 x* 0.219 0.159 -0.111 3.950
Arxiv-year 169,343 1,166,243 128 5 o 0.222 0.256 0.014 6.887
Penn94 41,554 1,362,229 4,814 2 x 0.470 0.483 -0.001 65.564
Genius 421,961 922,868 12 2 x* 0.593 0.509 -0.102 4.374
Pokec 1,632,803 22,301,964 65 2 x* 0.425 0.428 0.002 27.317
Twitch-gamer 168,114 6,797,557 7 2 x* 0.554 0.556 -0.087 80.868
Snap-patents 2,923,922 13,975,791 269 5 o 0.219 0.208 0.033 4.780
Twitch-de 9,498 153,138 2,514 2 x* 0.632 0.596 -0.115 32.246
Deezer-Europe 28,281 92,752 31,241 2 x 0.525 0.530 0.104 6.559
Wiki 1,925,342 303,484,860 600 5 x* 0.378 0.258 -0.015 251.962
Roman_empire 22,622 65,854 300 18 x 0.047 0.046 -0.028 2.906
Amazon_ratings 24,492 186,100 300 5 x 0.380 0.376 -0.092 7.598
Minesweeper 10,000 78,804 7 2 x 0.683 0.683 0.392 7.880
Questions 48,921 307,080 301 2 x 0.840 0.898 -0.152 6.277
Tolokers 11,758 1,038,000 10 2 x 0.595 0.634 -0.080 88.280
ogbn-arxiv 169,343 1,166,243 128 40 o 0.655 0.428 0.014 6.887
ogbn-products 2,449,029 61,859,140 100 47 x 0.808 0.817 -0.042 50.517
ogbn-papers100M 111,059,956 1,615,685,872 128 172 o - - - 14.548

Note

  • Undirected edges are counted only once. That is, there is only one edge between two connected edges in undirected graphs.
  • Directed datasets are marked with 'o', undirected datasets are marked with 'x'. Some datasets are marked with 'x*' as they are naturally directed graphs, but converted to undirected version in common tasks.

For these datasets, statistics like homophily is calculated based on the undirected version.

  • Homo(edge) and Homo(node) diverse in the way they are calculated, known as edge homophily and node homophily.
  • To support assortative calculation, torch_geometric >= 2.2 is needed.