ISBN Map --- Global books in one visualization

The ISBN Map project offers an intuitive window into the global world of books by transforming the linear ISBN spaces—from the 978- to 979- prefixes (with the 13th digit as checksum)—into a two-dimensional map. The goal is to convey the vastness of book data in a clear, accessible way, while avoiding user overwhelm.

Data Sources and Focus

The visualization aggregates data from multiple sources such as Google Books, OCLC/Worldcat, CADAL, CERLALC, DuXiu, EBSCOhost, Goodreads, Internet Archive, ISBN Global Register, Libby, Nexus/STC, OpenLibrary, Russian State Library, and Imperial Library of Trantor. However, the current focus is on Anna's Archive (prefix: md5, approximately 16 million books). We also extract the information from Worldcat to identify some rare books(unverified) and display them at the largest view(1:1) with a 🎗️ note.

Technical Approach and Implementation

Challenges and Future Directions

A key challenge is the inherent imperfection of the ISBN system, where publisher reuse of ISBNs means multiple books may share the same identifier. While these inconsistencies are not addressed in the current version, they represent important areas for future work—potentially involving advanced data science techniques and AI.

Publishers occasionally reuse ISBNs, especially for older books, or they may issue a new ISBN for the same content (e.g., reprints). This can lead to multiple books sharing the same ISBN, which is not addressed in the current version of the visualization. Future enhancements could involve advanced data science techniques to address these anomalies and provide a more accurate/complete representation of the ISBN space.

For example, while we have indicated some rare books in the current version (as shown in the image below), we only cover a partial set of books related to one identifier. Even the first ISBN(978-000000000-2) in the whole space has started to face this issue. We will continue to improve the data quality and visualization in the future.

Outcomes

*Source code: https://github.com/immartian/bookuniverse

`;