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Synthetic Demographics

This repository contains tools and data for generating synthetic demographic data.

Installation

This repository contains large files managed with Git LFS. To clone and use this repository:

  1. Install Git LFS:

    • MacOS: brew install git-lfs
    • Ubuntu/Debian: sudo apt-get install git-lfs
    • Windows: choco install git-lfs

  2. Clone the repository:

    git clone https://github.com/C0deMunk33/synthetic_demographics.git
cd synthetic_demographics
git lfs pull

  3. Install with poetry

    poetry install
poetry run postinstall

Note: The output_database.zip file is approximately 89MB. Make sure you have sufficient storage space and a stable internet connection when cloning.

Run

    poetry run python synthetic_demographics/demographic_generator.py

This will create 100 synthetic demographics, and output synthetic_demographics.jsonl

adjust batch_size and batch_count as desired

In python:

database_name = "output_database.db"
demographic_generator = DemographicGenerator(db_path=database_name)
results = demographic_generator.generate_demographic_batch(samples=5)

demographic_generator.generate_demographic_batch(samples=batch_size)

Large Files

This repository uses Git Large File Storage (Git LFS) to handle large files. The following files are tracked using Git LFS:

  • synthetic_demographics/output_database.zip (89MB)

If you're having trouble accessing these files, make sure you have Git LFS installed and have run git lfs pull after cloning the repository.

License

MIT