Aesthetics Wiki Data Clean Room

Structured dataset of online aesthetic subcultures

Description

The internet's Aesthetics Wiki is a sprawling rabbit hole, so I scraped, normalized, and enriched the canon into a clean dataset that designers and researchers can actually query. The project catalogs ~400 subcultures (from Afro-Futurism to Weirdcore) with tags, palettes, iconography, and canonical references so creative teams can prototype vibes faster. As of Nov. 23, 2025, there have been 239 downloads.

Overview of contributions

knowledge graph design, deduplicating crowd-sourced lore, taxonomy building, prompt-ready metadata authoring, and publishing reproducible datasets

Tools

Web ScrapingData CleaningPython + PandasNotionHugging Face Datasets