For my time studying in the Digital Futures Data Science academy, I had to produce a capstone project to show off my work.
In this project I tried to cluster national flags based on similarities in design to find realted patterns. Ultimatley I would have to classify this as a failure as what is considered important symboically in a flag and how to represetn it differs notbaly in different countries. To understand this diificulty, checkout theflags of Romania and Chad.
However as the purpose of the project was to develop my data science skills and practice investigations, in that respect it was helpful. A negative result is still a result.