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Aesthetics Wiki Data Clean Room

Structured dataset of online aesthetic subcultures

The Problem

I have an obsession with cataloging and understanding online aesthetic niches. The power of the niche is rooted in culture, internet communities, and shared aesthetics. I wanted to create a structured basis of these various subcultures. I hope to do a creative aesthetic related project with this one day!

The Solution

A clean, queryable HuggingFace dataset of ~400 aesthetic subcultures scraped and normalized with Python and Pandas, enriched with tags, color palettes, and iconography. 239 downloads as of Nov 2025.

Tools

Web ScrapingData CleaningPython + PandasNotionHugging Face Datasets

Architecture / Flow