Reacubeth/acemap_citation_network

AceMap Academic Graph Dataset

Dataset Description

The AceMap Academic Graph Dataset is a large-scale academic citation network, containing 2,624,498,906 edges and 264,675,127 nodes. Each node represents an academic paper, and each edge indicates that one paper cites another. Each node can be linked to the AceMap website for more detailed information.

Dataset Source

This dataset is provided by:

• Wang, Xinbing, et al. "AceMap: Knowledge discovery through academic graph." arXiv preprint arXiv:2403.02576 (2024).

Data Format

The dataset is provided in CSV file format, containing two columns:

• id: The unique identifier of the paper, in the form of ZEJBRUdDQUdBRUI.
• referenced_works: The unique identifier of the cited paper, in the form of ZDlHREE5QjhCRkQ.

Data Examples

Here are some examples from the dataset:

id	referenced_works
ZEJBRkNDRTg3RDk	ZDlHREE5QjhCRkQ
ZEJBRkNDRTg3RDk	ZDlHRTk4REVHN0E
...

Usage Instructions

0. Download from Huggingface

https://huggingface.co/datasets/Reacubeth/acemap_citation_network

git lfs install
git clone https://huggingface.co/datasets/Reacubeth/acemap_citation_network

1. Unzip the .tar.gz Files

Use the tar command to extract the contents of each .tar.gz file. For example, to extract all files to a directory named data, you can run the following commands:

tar -xzvf filelist_part_aa.tar.gz -C data/
tar -xzvf filelist_part_ab.tar.gz -C data/
tar -xzvf filelist_part_ac.tar.gz -C data/
tar -xzvf filelist_part_ad.tar.gz -C data/
tar -xzvf filelist_part_ae.tar.gz -C data/

This will extract the CSV files to the data/ directory.

2. Load the CSV Files

Use Pandas or other data processing tools to load the CSV files. Here is an example of how to load and concatenate all CSV files into a single DataFrame:

3. Access AceMap Website: For more detailed information about each paper, visit the AceMap website by concatenating the following example strings:

url = 'https://acemap.info/papers/' + 'ZEJBRkNDRTg3RDk'

Citation

If you use this dataset, please cite the following publication:

@article{wang2024acemap,
  title={AceMap: Knowledge discovery through academic graph},
  author={Wang, Xinbing and Fu, Luoyi and Gan, Xiaoying and Wen, Ying and Zheng, Guanjie and Ding, Jiaxin and Xiang, Liyao and Ye, Nanyang and Jin, Meng and Liang, Shiyu and others},
  journal={arXiv preprint arXiv:2403.02576},
  year={2024}
}

Contact

For any questions or further assistance, please contact email [email protected].