metadata

language:
  - en
license:
  - mit
multilinguality:
  - monolingual
size_categories:
  - 100K<n<200K
  - 300K<n<400K
task_categories:
  - token-classification
task_ids:
  - named-entity-recognition
tags:
  - pii-detection
train-eval-index:
  - config: privy-small
    task: token-classification
    task_id: entity_extraction
    splits:
      train_split: train
      eval_split: test
    metrics:
      - type: seqeval
        name: seqeval

Dataset Card for "privy-english"

Dataset Description
Dataset Structure
Dataset Creation
Considerations for Using the Data
Additional Information

Dataset Description

Homepage: https://github.com/pixie-io/pixie/tree/main/src/datagen/pii/privy

Dataset Summary

A synthetic PII dataset generated using Privy, a tool which parses OpenAPI specifications and generates synthetic request payloads, searching for keywords in API schema definitions to select appropriate data providers. Generated API payloads are converted to various protocol trace formats like JSON and SQL to approximate the data developers might encounter while debugging applications.

This labelled PII dataset consists of protocol traces (JSON, SQL (PostgreSQL, MySQL), HTML, and XML) generated from OpenAPI specifications and includes 60+ PII types.

Supported Tasks and Leaderboards

Named Entity Recognition (NER) and PII classification.

Label Scheme

View label scheme (26 labels for 60 PII data providers)

Component	Labels
`ner`	`PERSON`, `LOCATION`, `NRP`, `DATE_TIME`, `CREDIT_CARD`, `URL`, `IBAN_CODE`, `US_BANK_NUMBER`, `PHONE_NUMBER`, `US_SSN`, `US_PASSPORT`, `US_DRIVER_LICENSE`, `IP_ADDRESS`, `US_ITIN`, `EMAIL_ADDRESS`, `ORGANIZATION`, `TITLE`, `COORDINATE`, `IMEI`, `PASSWORD`, `LICENSE_PLATE`, `CURRENCY`, `ROUTING_NUMBER`, `SWIFT_CODE`, `MAC_ADDRESS`, `AGE`

Languages

English

Dataset Structure

Data Instances

A sample:

{
    "full_text": "{\"full_name_female\": \"Bethany Williams\", \"NewServerCertificateName\": \"\", \"NewPath\": \"\", \"ServerCertificateName\": \"dCwMNqR\", \"Action\": \"\", \"Version\": \"u zNS zNS\"}",
        "masked": "{\"full_name_female\": \"{{name_female}}\", \"NewServerCertificateName\": \"{{string}}\", \"NewPath\": \"{{string}}\", \"ServerCertificateName\": \"{{string}}\", \"Action\": \"{{string}}\", \"Version\": \"{{string}}\"}",
        "spans": [
            {
                "entity_type": "PERSON",
                "entity_value": "Bethany Williams",
                "start_position": 22,
                "end_position": 38
            }
        ],
        "template_id": 51889,
        "metadata": null
}