whereismyai
Presidio
Presidio is an open-source framework that provides modules for identifying and anonymizing sensitive personal information (PII) in text, images, and structured data.
Presidio is an open-source framework designed to help organizations manage and govern sensitive data. It offers modules to identify and anonymize personally identifiable information (PII) including credit card numbers, names, locations, social security numbers, and financial data. The system utilizes named entity recognition, regular expressions, rule-based logic, and checksums to detect PII across text, images, and structured data. Users can connect to external PII detection models or use predefined recognizers. It supports various deployment methods, including Python or PySpark workloads, Docker, and Kubernetes. The project is currently transitioning to a community-owned model.
Presidio at a glance
- Best for: Software engineer
- Runs on: open source, self-hosted
- Pricing: Free
- Released: May 2018
- Category: AI coding tool
- Website: presidio.dataprivacystack.org
Key features
- Identification and anonymization of PII in text and images
- Detection of PII using named entity recognition and regular expressions
- Customization of PII identification and anonymization logic
- Redaction of PII text in images using OCR
- Support for structured and semi-structured data analysis
- Integration with external PII detection models
- Deployment flexibility via Docker, Kubernetes, or Python
Use it for
- Anonymizing PII in unstructured text
- Redacting sensitive data from images
- Identifying PII within structured and semi-structured data
- Automating PII de-identification workflows
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