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DataSynthesizer

DataSynthesizer can generate a synthetic dataset from a sensitive one for release to public. It is developed in Python 3.6 and requires some third-party modules, including numpy, scipy, pandas, and dateutil.

Its usage is presented in the following Jupyter Notebooks,

  • DataSynthesizer Usage (random mode).ipynb
  • DataSynthesizer Usage (independent attribute mode).ipynb
  • DataSynthesizer Usage (correlated attribute mode).ipynb

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  • Jupyter Notebook 93.1%
  • Python 6.9%