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---
dataset:
- name: LinkOrgs Training Data
tags:
- data-linkage
- record-linkage
- organizations
- LinkedIn-network
- bipartite-network
- Markov-network
license: mit
---
# 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)
```
@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)
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