datakind / Mar21-synthetic-data

Working with Medic Mobile and Dimagi, volunteers will use machine learning and AI tools to generate and assess synthetic patient data and provide recommendations for development and use so that partners can create health tools that work for everyone.

Mar21-synthetic-data

Working with Medic Mobile and Dimagi, volunteers will use machine learning and AI tools to generate and assess synthetic patient data and provide recommendations for development and use so that partners can create health tools that work for everyone.

Gretel Example

You can find an example of using the gretel API in the notebooks folder

Comparative Investigation of the Seed and Synthetic Datasets

Jupyter notebook in the notebooks folder.

Data profiling for both the seed and syn data:

• Seed_report.html
• Syn-report.html

Analyzing Missing Trends in Gretel's Synthetic Data

Hypothesis testing to figure out why the synthetically generated dataset by gretel.ai tends to miss out on certain variables. All resources for experimentation and results in the hypothesis-testing-gretel folder.