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---
license: mit
task_categories:
- feature-extraction
language:
- en
size_categories:
- 10M<n<100M
---

# Overture Places
A lightweight frontend app using transformers.js showcasing the use of semantic similarity for geospatial applications such as geosocial media. Building on more than 50M Overturempas Places, dynamically loading data from a singe 8Gb flatgeobuf file.

- App: https://do-me.github.io/overture-places/
- GitHub: https://github.com/do-me/overture-places

Uses Overture Places Categories from https://github.com/OvertureMaps/schema/blob/main/docs/schema/concepts/by-theme/places/overture_categories.csv.

## Search the whole world with natural language!

![image/png](https://cdn-uploads.huggingface.co/production/uploads/64c4da8719565937fb268b32/v7zAwpCrjoJg3N4TXbhqz.png)
Data on Huggingface: https://huggingface.co/datasets/do-me/overture-places

For running locally, simply download the two files from HF and edit main.js where the files are loaded. More detailed instructions coming soon. 
The frontend code is messy and needs to be cleaned up. Probably won't find the time so feel free to submit a PR.