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--- |
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dataset: |
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- name: LinkOrgs Training Data |
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tags: |
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- data-linkage |
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- record-linkage |
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- organizations |
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- LinkedIn-network |
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- bipartite-network |
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- Markov-network |
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license: mit |
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--- |
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# Introduction |
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_Data repository for:_ |
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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) |
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``` |
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@article{libgober2024linking, |
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title={Linking Datasets on Organizations Using Half a Billion Open-Collaborated Records}, |
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author={Libgober, Brian and Connor T. Jerzak}, |
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journal={Political Science Methods and Research}, |
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year={2024}, |
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pages={1-20}, |
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publisher={} |
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} |
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``` |
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# Details |
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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). |
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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. |
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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. |
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# Questions & Issues |
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Direct questions to: `[email protected]` or open an [issue](https://github.com/cjerzak/LinkOrgs-software/issues). |
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[<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) |
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[<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) |
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[<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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