README.md

---
dataset:
  - name: LinkOrgs Training Data
tags:
  - data-linkage
  - record-linkage
  - organizations
  - LinkedIn-network
  - bipartite-network
  - Markov-network
configs:
- config_name: default
  data_files:
  - split: train
    path: PosMatches_mat.parquet # Default 'train' split in the viewer
license: mit
---

[![GitHub Repo](https://img.shields.io/badge/GitHub-View%20Repo-black?style=flat-square&logo=github&logoColor=white)](https://github.com/cjerzak/LinkOrgs-software)

# Introduction 

_Data repository for:_

Brian Libgober, Connor T. Jerzak. Linking Datasets on Organizations Using Half-a-Billion Open-Collaborated Records. Political Science Methods and Research: 1-20, 2024. [doi.org/10.1017/psrm.2024.55](https://doi.org/10.1017/psrm.2024.55) [arXiv](https://arxiv.org/abs/2302.02533)

```
@article{libgober2024linking,
  title={Linking Datasets on Organizations Using Half a Billion Open-Collaborated Records},
  author={Libgober, Brian and Connor T. Jerzak},
  journal={Political Science Methods and Research},
  year={2024},
  pages={1-20},
  publisher={}
}
```


# Details 

This repository contains large-scale training data for improving linkage of data on organizations. `NegMatches_mat.csv` and  `NegMatches_mat_hold.csv` refer to millions of negative name matches examples derived from the LinkedIn network (see paper for details). `PosMatches_mat.csv` and  `PosMatches_mat_hold.csv` refer to millions of positive name matches examples derived from the LinkedIn network (see paper for details). 

Additionally, files with saved `*_bipartite` refer to the bipartite network representation of the LinkedIn network that we use for improving linkage. files with saved `*_bipartite` refer to the Markov network representation of the LinkedIn network that we use for improving linkage. 

Finally, data from all examples used in the paper are available in `Example*` folders. In each folder, the `x` and `y` data have linkage variables named `by_x` and `by_y` respectively, as does the merged `z` dataset. 

# Questions & Issues

Direct questions to: `[email protected]` or open an [issue](https://github.com/cjerzak/LinkOrgs-software/issues). 

[<img src="https://i0.wp.com/connorjerzak.com/wp-content/uploads/2023/07/f1.png?w=738&ssl=1" width="400" height="400">](https://doi.org/10.1017/psrm.2024.55)

[<img src="https://i0.wp.com/connorjerzak.com/wp-content/uploads/2024/09/Screenshot-2024-09-01-at-8.37.04%E2%80%AFPM.png?w=1280&ssl=1" width="900" height="300">](https://doi.org/10.1017/psrm.2024.55)

[<img src="https://i0.wp.com/connorjerzak.com/wp-content/uploads/2024/09/Screenshot-2024-09-03-at-2.32.26%E2%80%AFPM.png?w=944&ssl=1" width="600" height="600">](https://doi.org/10.1017/psrm.2024.55)