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Datasets:
graphs-datasets
/
AQSOL

Tasks:
Graph Machine Learning
Formats:
parquet
Size:
1K - 10K
ArXiv:
Libraries:
Datasets
pandas
License:
Dataset card Viewer Files Community
Dataset Viewer
Auto-converted to Parquet
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Search is not available for this dataset
node_feat
sequence
edge_index
sequence
edge_attr
sequence
y
sequence
num_nodes
int64
2
156
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End of preview. Expand in Dataset Viewer.

Dataset Card for AQSOL

Dataset Summary

The AQSOL dataset comes "from the Benchmarking Graph Neural Networks paper based on AqSolDB, a standardized database of 9,982 molecular graphs with their aqueous solubility values, collected from 9 different data sources" (PyGeometric doc).

Supported Tasks and Leaderboards

AQSOL should be used for graph regression, on aqueous solubility.

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

dataset_hf = load_dataset("graphs-datasets/<mydataset>")
# For the train set (replace by valid or test as needed)
dataset_pg_list = [Data(graph) for graph in dataset_hf["train"]]
dataset_pg = DataLoader(dataset_pg_list)

Dataset Structure

Data Properties

property value
#graphs 9,833
average #nodes 17.6
average #edges 35.8

Data Fields

Each row of a given file is a graph, with:

  • node_feat (list: #nodes x #node-features): nodes
  • edge_index (list: 2 x #edges): pairs of nodes constituting edges
  • edge_attr (list: #edges x #edge-features): for the aforementioned edges, contains their features
  • y (list: #labels): contains the number of labels available to predict
  • num_nodes (int): number of nodes of the graph

Data Splits

This data is split. It comes from the PyGeometric version of the dataset.

Additional Information

Licensing Information

The dataset has been released under MIT license.

Citation Information 

@article{DBLP:journals/corr/abs-2003-00982,
  author    = {Vijay Prakash Dwivedi and
               Chaitanya K. Joshi and
               Thomas Laurent and
               Yoshua Bengio and
               Xavier Bresson},
  title     = {Benchmarking Graph Neural Networks},
  journal   = {CoRR},
  volume    = {abs/2003.00982},
  year      = {2020},
  url       = {https://arxiv.org/abs/2003.00982},
  eprinttype = {arXiv},
  eprint    = {2003.00982},
  timestamp = {Sat, 23 Jan 2021 01:14:30 +0100},
  biburl    = {https://dblp.org/rec/journals/corr/abs-2003-00982.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}
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[Homepage](https://github.com/graphdeeplearning/benchmarking-gnns)
[Homepage](https://github.com/graphdeeplearning/benchmarking-gnns)
Paper:
: (see citation)
Size of downloaded dataset files:
582 kB
Size of the auto-converted Parquet files:
582 kB
Number of rows:
9,833