Example README

[Project Name]

Project Type: [Library/Tool/Research/Data]

About • Goal • Vision

Concise purpose statement + objectives
Example:

"This library provides real-time geospatial analysis for urban mobility datasets. Goal: Enable researchers to process GPS traces at scale. Vision: Become the standard toolkit for municipal transportation studies."

Project Roadmap

High-level trajectory + milestones
Example:

- Q3 2025: Alpha release with core clustering algorithm  
- Q4 2025: API integration with Manifold Data Hub  
- Q1 2026: Visualization module & user docs

Updates
Recent significant changes
Example:
2025-07-10: Migrated to PyTorch 2.0 • 2025-06-22: Added pedestrian movement benchmarks



Getting Started
(Include ONLY if applicable)

Requirements
Dependencies/environment
Example:
conda create -n manifold-env python=3.10  
pip install -r requirements.txt


How to Run
(Include ONLY for executable projects)
Example:

python
from manifold_geo import Processor
results = Processor.load("data/").analyze(method="grid")




Repository Structure
Key directories explained

markdown
├── data/           # Sample datasets (small-scale only)
├── docs/           # Usage documentation
├── manifold_geo/   # Core Python package
│   └── __init__.py 
├── tests/          # Unit/integration tests
└── Dockerfile      # Containerization config

Examples of Usage
Practical implementation snippets
Example:
https://colab.research.google.com/assets/colab-badge.svg




Open Issues
Known limitations + planned work

markdown
- [ ] #42: Improve memory efficiency >10GB datasets  
- [ ] #38: Add OpenStreetMap integration 
 
How to Contribute
Contributor workflow

markdown
1. Fork → `feat/` branch  
2. Pass tests: `pytest tests/`  
3. Update [CONTRIBUTING.md](CONTRIBUTING.md)
📜 License & Attribution
(Mandatory section)
Citation:

bibtex
@software{Manifold_UrbanGeo_2025,
  author = {Manifold Research Group},
  title = {{ProjectName}: Geospatial analysis toolkit},
  url = {https://github.com/ManifoldRG/project},
  version = {0.1.0},
  year = {2025}
}
License: MIT
Acknowledgements: NSF Award #203445 • City of Seattle Open Data Portal