Update README.md

README.md

@@ -2,24 +2,34 @@
 license: mit
 ---
 
-Data repository for: 
+# Introduction 
 
-Brian Libgober, Connor T. Jerzak. Linking Datasets on Organizations Using Half-a-Billion Open-Collaborated Records. Political Science Methods and Research, 2024. [[PDF]](https://doi.org/10.1017/psrm.2024.55)
+_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{LJ-LinkOrgs,
-  title={Linking Datasets on Organizations Using Half-a-Billion Open-Collaborated Records},
+@article{libgober2024linking,
+  title={Linking Datasets on Organizations Using Half a Billion Open-Collaborated Records},
   author={Libgober, Brian and Connor T. Jerzak},
-  pages={1-20},
   journal={Political Science Methods and Research},
-  year={2024}
+  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 
+
 With any questions, don't hestitate to reach out to `connor.jerzak@gmail.com`.
 
 [<img src="https://i0.wp.com/connorjerzak.com/wp-content/uploads/2023/07/f1.png?w=738&ssl=1" width="400" height="400">](https://connorjerzak.com/linkorgs-summary/)