Presidio: Customizable data protection and PII data anonymization service
github.com
github.com
Odd that a product that want you to base your legal safety is not more transparent about the actual implementation on the initial page, instead it reads like an advertisement for closed source SaaS.
https://github.com/microsoft/presidio/blob/master/presidio-a...
and i can't find the body of test data easily... that's not good.
https://github.com/microsoft/presidio/tree/master/presidio-a...
:)
... seriously, they should have broken that down, or used the multi-line with comments pattern, if they really want people to contribute to this.
The engine has two main advantages: It's easily expandable and customizable, and it works well at scale. We do know of organizations who are very close to production with it.
Every organization has their own requirements for PII entities, many of them specific to the org itself, so the engine allows a developer to easily add support for new PII entities using code, regex or black-lists.
See hree: https://github.com/microsoft/presidio/blob/master/docs/custo...
As for the productization aspect, we did some performance tests and are confident with taking it to production. Single instance cluster with a medium size machine has a ~65ms response time for a 100 word sentence. Using better machines lowers the response time to ~24ms for 100 words and 150ms for a 1,000 words input.
The current service uses regex for known patterns and Spacy for named entity recognition (person names, places etc.). Users often built custom ML models to detect new types of entities.
Presidio is free, completely transparent, and fully customizable. Feel free to use it and let us know what you think.
"Simply follow the instructions" -> "Simply follow the <US_DRIVER_LICENSE>" ; same for "contribution". So I'm guessing some overly eager regex is to blame, which doesn't make you super confident about using this for something sensitive.
[1] https://github.com/microsoft/presidio/blob/74ea983cc50ff76d7...
Demo: https://presidio-demo.westeurope.cloudapp.azure.com/
Documentation: https://github.com/microsoft/presidio/blob/master/docs/index...
However using this to redact material sounds a bit risky. Are there some use case where you could accept the potential mistakes (missing something that should have been redacted)?
More importantly, this is proximate enough that they may sue for the name, OP.
From the README.md: Presidio (Origin from Latin praesidium ‘protection, garrison’)
In Spanish sounds like prison, or related to prison. An inmate can be called presidiario. Same root as the latin presidium.
Before you brand your software, google the name! It's not difficult!