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-# GeoGuessr tools
+# GeoGuessr tips with AI
 
-This repository contains a growing set of tools aimed at understanding and boosting play on GeoGuessr, a game that challenges users to recognize locations from Google Street View's panoramic images. 
+This repository contains a growing set of tools aimed at understanding and boosting play on GeoGuessr, a game that challenges users to recognize locations from Google Street View's panoramic images.
 
-The project was born out of a desire to help my kids better understand geography, but it has turned into an experiement in using AI tools to generate structured data — in this case hints for identifying world countries and US states on the roadways. It also helps explore your own Geoguessr duels. 
+The project was born out of a desire to help my kids better understand geography, but it has turned into an experiment in using AI tools to generate structured data — in this case, hints for identifying world countries and US states on the roadways. It also helps explore your own GeoGuessr duels.
 
-The project, for now, includes scripts to collect and generate game-specific metadata about counties and US states. It also contains code to create a simple country mapping quiz and a filterable grid of national flags, with country-specific pages baked into static files. In addition, there are scripts to fetch details about specific duels or to compile a dataframe of all of your duels. 
+The project, for now, includes scripts to collect and generate game-specific metadata about countries and US states. It also contains code to create a simple country mapping quiz and a filterable grid of national flags, with country-specific pages baked into static files. In addition, there are scripts to fetch details about specific duels or to compile a dataframe of all of your duels.
 
-*It's very new and a work in progress.* 
+*It's very new and a work in progress.*
 
-## Vibe and meta generator
+## Features
 
+### Ai-driven data generation
+- Uses AI tools to create structured metadata for over 190 countries and all 50 US states.
+- Generates clues for identifying locations on roadways, including details like language, signs, cars, and infrastructure.
+- Employs natural language generation techniques to fill in geospatial details dynamically.
 
-## Duel mining
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+### Front-end features baked with baker
+- Leverages the LA Times' [Baker tool](https://github.com/datadesk/baker-example-page-template) for static site generation.
+- Creates:
+  - A filterable grid of countries with flag images.
+  - Individual country pages featuring maps, metadata, and AI-generated clues.
+  - A country mapping quiz for geography practice.
+
+### Duel analysis tools
+- Scripts to fetch GeoGuessr duel details for deeper analysis.
+- Compile your duels into a dataframe for statistical or visual exploration.
+
+### Geospatial integration
+- Uses GeoJSON data to dynamically highlight countries and US states on interactive maps.
+- Integrates Mapbox for visualizing country boundaries and adding inset regional maps.
+
+## How to use
+
+### Installation
+1. Clone this repository:
+   ```
+   git clone https://github.com/yourusername/guessr-meta-generator.git
+   ```
+2. Install the dependencies:
+   ```
+   pip install -r requirements.txt
+   ```
+
+### Running the project
+
+#### Building the static site
+1. Generate the entire site:
+   ```
+   python bake.py build_all
+   ```
+2. Serve the site locally for testing:
+   ```
+   python bake.py serve
+   ```
+3. Visit `http://127.0.0.1:8000` in your browser to explore the generated pages.
+
+#### Using the duel analysis tools
+- Run the duel fetching script:
+  ```
+  python scripts/fetch_duels.py
+  ```
+- Compile a dataframe of all your duels:
+  ```
+  python scripts/compile_duels.py
+  ```
+
+## Contributing
+This project is a work in progress, and contributions are welcome! If you have ideas for new features or improvements, feel free to submit a pull request or open an issue.
+
+## License
+This project is licensed under the MIT License. See the LICENSE file for details.
+
+## Acknowledgments
+- GeoGuessr for the inspiration behind this project.
+- [LA Times Baker](https://github.com/datadesk/baker-example-page-template) for the static site generation tool.
+- OpenAI for AI-driven metadata generation.
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