S-index Hub: Resources, Code, and Data

This repo is a catalog of S-index project outputs: code repositories, released datasets, and materials needed to reproduce results. We will keep this updated as we keep working on this project.

Quick links

• 📘 S-index overview: github.com/data-s-index/overview
• 🌐 Scholar Data web app: beta.scholardata.io
• 📄 Scholar Data documentation: docs.scholardata.io
• 👩🏻‍💻 All code: github.com/data-s-index
• 🗃️ Data and code archival (Zenodo): zenodo.org/communities/s-index
• 🗂️ Full catalog: see below
• 💬 Questions: GitHub Issue or bvhpatel@gmail.com
• 🔗 Cite this work: Coming soon

Catalog

Documentation

Resource	Type	What it contains	Status	Latest	License
Overview	Documentation	Details about the S-index formulation and calculation	Stable	v1.0.0	CC-BY
Scholar Data documentation website	Documentation	User documentation for Scholar Data along with details about the S-index and data collection	Stable	v1.0.0	MIT

Code

Resource	Type	What it contains	Status	Latest	License
S-index Parameters Analysis	Code	Jupyter notebook used to analyze how different parameters influence the S-index to support our design choice	Stable	v1.0.0	MIT
S-index Real-World Testing and Validation	Code	Jupyter notebook used to analyze the results of processing 49M+ datasets and calculating the S-index of 1M+ researchers	Stable	v1.0.0	MIT
Sindex Data Collection and Processing Pipeline	Code	Python code and Jupyter notebooks developed to collect dataset metadata, calculate FAIR scores, find citations, identify mentions, assign research field, and calculate S-index for our large scale testing with 49M+ datasets (and counting). A summary of the results is also included.	Stable	In continous development	MIT
Dataset Research Field Classifier	Code	Code for the custom fine-tuned model we developed to assign research fields to datasets based on their metadata using the OpenAlex Topics taxonomy	Stable	v1.0.0	MIT
F-UJI fork	Code	Fork of the F-UJI repository where we adapted the code for large scale usage	Stable	N/A	MIT
Scholar Data app	Code	Code of the Scholar Data web app (beta.scholardata.io)	Stable	In continous development	MIT
Scholar Data dev	Code	Development pipeline for the Scholar Data app	Stable	In continous development	MIT
S-index API	Code	API linking to our Dataset Registry	In continous development	In continous development	MIT

Data

Resource	Type	What it contains	Status	Latest	License
S-index Real-World Testing and Validation Dataset	Dataset	Dataset metadata, FAIR scores, citations, mentions, and research field data collected/generated during our real world testing and validation of the S-index (NDJON format files)	Stable	v1.0.0	CC0
S-index Real-World Testing and Validation DB Data	Dataset	A DuckDB database file with all the data collected plus Dataset Index and S-index calculated as part of our real world validation. This database is needed for the real world analysis Jupyter notebook.	Stable	v1.0.0	CC0
Research Field Classifier Training Dataset	Dataset	Dataset used to fine-tune our research field classifier	Stable	v1.0.0	CC0