The author shares their experience of using Claude to visualize a scraped list of YC startups through data embedding and UMAP, while noting a limitation with mobile zooming in their React visualizations.
React, Plotly, OpenAI embeddings, UMAP
2024-12-26
- website
Highlight 1
The visualization is straightforward and engaging, effectively communicating complex data in an easy-to-understand format.
Highlight 2
The integration of OpenAI's embedding service allows for a nuanced representation of startups based on their characteristics.
Highlight 3
The app encourages exploration and discovery of new startups, making it a valuable tool for entrepreneurs and investors alike.
Improvement 1
Enhancing mobile usability to allow zoom functionality would greatly improve the user experience.
Improvement 2
Adding filters or search functionalities could help users find specific startups more efficiently.
Improvement 3
Providing more context or information about each startup directly in the visualization could enhance user understanding.
Product Functionality
Consider adding a feature to filter startups by categories such as industry or funding stage for easier navigation.
UI & UX
Improving overall mobile responsiveness and providing clearer navigation tools could enhance the user experience.
SEO or Marketing
Implement an SEO strategy by optimizing the website for search engines using relevant keywords related to startups, Y Combinator, and visual data analysis.
MultiLanguage Support
Adding multi-language support can broaden the audience reach, making the tool accessible to non-English speaking users.
- 1
How does YC Map visualize startups?
YC Map uses OpenAI's embedding service to process startup data and applies UMAP to reduce the dimensionality and visualize it in two dimensions.
- 2
Why can't I zoom in on mobile?
Zoom functionality is limited on mobile due to constraints in the plotting library used. The author has mentioned the possibility of switching libraries to address this issue if there is sufficient interest.
- 3
What information can I get by hovering over each startup?
Hovering over each startup displays detailed information about that startup, such as its name and any other relevant data points.