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Graph Datasets

PYPI Latest Release

Installation

  • python>=3.8
  • torch>=1.12
  • torch_geometric>=2.0
  • dgl>=1.1
$ python -m pip install graph_datasets

Usage

See Graph Datasets for docs.

from graph_datasets import load_data

graph, label, n_clusters = load_data(
    dataset_name='cora',
    directory='./data',
    source='pyg',
    verbosity=1,
    return_type= "dgl",
    row_normalize= True,
    rm_self_loop= True,
    add_self_loop= False,
    to_simple= True,
)
  • Tip: set github proxy in hosts following GitHub-IP-hosts if you have problem downloading datasets from github resources.

Statistics

idx source dataset n_nodes n_feats n_edges n_clusters
1 pyg cora 2,708 1,433 10,556 7
2 pyg citeseer 3,327 3,703 9,104 6
3 pyg pubmed 19,717 500 88,648 3
4 pyg corafull 19,793 8,710 126,842 70
5 pyg reddit 232,965 602 114,615,892 41
6 pyg chameleon 2,277 2,325 62,742 5
7 pyg squirrel 5,201 2,089 396,706 5
8 pyg actor 7,600 932 53,318 5
9 pyg cornell 183 1,703 554 5
10 pyg texas 183 1,703 558 5
11 pyg wisconsin 251 1,703 900 5
12 pyg computers 13,752 767 491,722 10
13 pyg photo 7,650 745 238,162 8
14 pyg cs 18,333 6,805 163,788 15
15 pyg physics 34,493 8,415 495,924 5
16 pyg wikics 11,701 300 431,206 10
17 dgl cora 2,708 1,433 10,556 7
18 dgl citeseer 3,327 3,703 9,104 6
19 dgl pubmed 19,717 500 88,648 3
20 dgl corafull 19,793 8,710 126,842 70
21 dgl reddit 232,965 602 114,615,892 41
22 dgl chameleon 2,277 2,325 62,742 5
23 dgl squirrel 5,201 2,089 396,706 5
24 dgl actor 7,600 932 53,318 5
25 dgl cornell 183 1,703 554 5
26 dgl texas 183 1,703 558 5
27 dgl wisconsin 251 1,703 900 5
28 ogb products 2,449,029 100 123,718,024 47
29 ogb arxiv 169,343 128 2,315,598 40
30 sdcn dblp 4,057 334 7,056 4
31 sdcn acm 3,025 1,870 26,256 3
32 cola blogcatalog 5,196 8,189 343,486 6
33 cola flickr 7,575 12,047 479,476 9
34 linkx snap-patents 2,923,922 269 27,945,090 5
35 linkx pokec 1,632,803 65 44,603,928 3
36 linkx genius 421,961 12 1,845,736 2
37 linkx arxiv-year 169,343 128 2,315,598 5
38 linkx Penn94 41,554 4,814 2,724,458 3
39 linkx twitch-gamers 168,114 7 13,595,114 2
40 linkx wiki 1,925,342 600 485,014,138 6
41 linkx cornell 183 1,703 554 5
42 linkx chameleon 2,277 2,325 62,742 5
43 linkx film 7,600 932 53,318 5
44 linkx squirrel 5,201 2,089 396,706 5
45 linkx texas 183 1,703 558 5
46 linkx wisconsin 251 1,703 900 5
47 linkx yelp-chi 45,954 32 7,693,958 2
48 linkx deezer-europe 28,281 31,241 185,504 2
49 linkx Amherst41 2,235 1,193 181,908 3
50 linkx Cornell5 18,660 4,735 1,581,554 3
51 linkx Johns Hopkins55 5,180 2,406 373,172 3
52 linkx Reed98 962 745 37,624 3
53 critical roman-empire 22,662 300 65,854 18
54 critical amazon-ratings 24,492 300 186,100 5
55 critical minesweeper 10,000 7 78,804 2
56 critical tolokers 11,758 10 1,038,000 2
57 critical questions 48,921 301 307,080 2
58 critical squirrel 2,223 2,089 93,996 5
59 critical chameleon 890 2,325 17,708 5

Requirements

See requirements-dev.txt, requirements.txt and pyproject.toml:dependencies.

Contributing

See CONTRIBUTING.md.

Metadata

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