Search is not available for this dataset
edge_index
sequence | edge_attr
sequence | y
sequence | num_nodes
int64 2
222
| node_feat
sequence |
|---|---|---|---|---|
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End of preview. Expand
in Dataset Viewer.
Dataset Card for ogbg-molhiv
Dataset Summary
The ogbg-molhiv dataset is a small molecular property prediction dataset, adapted from MoleculeNet by teams at Stanford, to be a part of the Open Graph Benchmark.
Supported Tasks and Leaderboards
ogbg-molhiv should be used for molecular property prediction (aiming to predict whether molecules inhibit HIV or not), a binary classification task. The score used is ROC-AUC.
The associated leaderboards are here: OGB leaderboard and Papers with code leaderboard.
External Use
PyGeometric
To load in PyGeometric, do the following:
from datasets import load_dataset
from torch_geometric.data import Data
from torch_geometric.loader import DataLoader
ogbg_molhiv = load_dataset("graphs-datasets/ogbg-molhiv")
# For the train set (replace by valid or test as needed)
ogbg_molhiv_pg_list = [Data(graph) for graph in ogbg_molhiv["train"]]
ogbg_molhiv_pg = DataLoader(ogbg_molhiv_pg_list)
Dataset Structure
Data Properties
| property | value |
|---|---|
| scale | small |
| #graphs | 41,127 |
| average #nodes | 25.5 |
| average #edges | 27.5 |
| average node degree | 2.2 |
| average cluster coefficient | 0.002 |
| MaxSCC ratio | 0.993 |
| graph diameter | 12.0 |
Data Fields
Each row of a given file is a graph, with:
node_feat(list: #nodes x #node-features): nodesedge_index(list: 2 x #edges): pairs of nodes constituting edgesedge_attr(list: #edges x #edge-features): for the aforementioned edges, contains their featuresy(list: 1 x #labels): contains the number of labels available to predict (here 1, equal to zero or one)num_nodes(int): number of nodes of the graph
Data Splits
This data comes from the PyGeometric version of the dataset provided by OGB, and follows the provided data splits. This information can be found back using
from ogb.graphproppred import PygGraphPropPredDataset
dataset = PygGraphPropPredDataset(name = 'ogbg-molhiv')
split_idx = dataset.get_idx_split()
train = dataset[split_idx['train']] # valid, test
Additional Information
Licensing Information
The dataset has been released under MIT license.
Citation Information
@inproceedings{hu-etal-2020-open,
author = {Weihua Hu and
Matthias Fey and
Marinka Zitnik and
Yuxiao Dong and
Hongyu Ren and
Bowen Liu and
Michele Catasta and
Jure Leskovec},
editor = {Hugo Larochelle and
Marc Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Open Graph Benchmark: Datasets for Machine Learning on Graphs},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/fb60d411a5c5b72b2e7d3527cfc84fd0-Abstract.html},
}
Contributions
Thanks to @clefourrier for adding this dataset.
- Downloads last month
- 134
[Homepage](https://ogb.stanford.edu/docs/graphprop/#ogbg-mol)
[Homepage](https://ogb.stanford.edu/docs/graphprop/#ogbg-mol)
[Repository](https://github.com/snap-stanford/ogb):
:
Paper:
: Open Graph Benchmark: Datasets for Machine Learning on Graphs (see citation)
Leaderboard:
Papers with code leaderboard
Size of downloaded dataset files:
74.8 MB
Size of the auto-converted Parquet files:
5.33 MB
Number of rows:
41,127