edge_index
sequence
y
sequence
num_nodes
int64
11
363
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18
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Dataset Card for Deezer ego nets

Dataset Summary

The Deezer ego nets dataset contains ego-nets of Eastern European users collected from the music streaming service Deezer in February 2020. Nodes are users and edges are mutual follower relationships.

Supported Tasks and Leaderboards

The related task is the binary classification to predict gender for the ego node in the graph.

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 Fields

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

  • edge_index (list: 2 x #edges): pairs of nodes constituting edges
  • 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 not split, and should be used with cross validation. It comes from the PyGeometric version of the dataset.

Additional Information

Licensing Information

The dataset has been released under GPL-3.0 license.

Citation Information

See also github.

 @inproceedings{karateclub,
    title = {{Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs}},
    author = {Benedek Rozemberczki and Oliver Kiss and Rik Sarkar},
    year = {2020},
    pages = {3125–3132},
    booktitle = {Proceedings of the 29th ACM International Conference on Information and Knowledge Management (CIKM '20)},
    organization = {ACM},
}
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