Cape Python overview#
Cape Python allows you to write data privacy policies and data transformations to integrate with Pandas and Spark.
You can view the source code in the Cape Python GitHub Repository.
Use cases#
Review the transformations and decide which are a good fit for your data science needs.
The 0.1.0 release includes five transformations that provide some common privacy protections.
| Use case | Text data | Numeric data | Inconsistent data |
|---|---|---|---|
| EDA | Tokenization | Rounding or pertubation | Tokenization |
| Analytics | Tokenization | Rounding or pertubation | - |
| ML development | - | Rounding or pertubation | Tokenization |
| ML training/serving | No transformation | No transformation | No transformation |
Cape Privacy will support more use cases through additional transformations in future releases.