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SmartNoise SQL

SmartNoise-SQL is an extension of the SmartNoise framework that enables privacy-preserving querying of sensitive databases using SQL. It incorporates differential privacy techniques to add noise to query results, ensuring individual privacy while maintaining statistical validity. SmartNoise-SQL allows researchers and analysts to extract useful insights from sensitive data without compromising confidentiality.

We have wrapped the snsql library to support SQL queries on PrivateDataframe with minimal change to the existing function signatures and methods for a smooth transition if you have already worked with SmartNoise-SQL.

Import the library as follows:

%%ag
import op_snsql

API Reference

Resources