All code is made available under the MIT license.
Data from DOAJ is licensed undera Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) license.
Data from genderize.io is not licensed and cannot be redistributed.
Data from the Leiden Ranking is licensed under the Creative Commons Attribution 4.0 International.
Data from MAG is licensed under the Open Data Commons Attribution License (ODC-By).
World bank data?