DataSynthesizer generates synthetic data that simulates a given dataset.
It aims to facilitate the collaborations between data scientists and owners of sensitive data. It applies Differential Privacy techniques to achieve strong privacy guarantee.
For more details, please refer to DataSynthesizer: Privacy-Preserving Synthetic Datasets
pip install DataSynthesizer
# install jupyter first pip install jupyter
There are some demos in
DataSynthesizer can be executed by a web-based UI.
# install django pip install django # go to the directory for webUI cd DataSynthesizer/webUI/ # run the server python manage.py runserver
Then open a browser and visit http://127.0.0.1:8000/synthesizer/