Dataset Card for "privy-english"

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
}

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

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Who are the source language producers?

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Annotations

Annotation process

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Who are the annotators?

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Personal and Sensitive Information

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Considerations for Using the Data

Social Impact of Dataset

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Discussion of Biases

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Other Known Limitations

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Additional Information

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Dataset Curators

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Licensing Information

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Citation Information

@online{WinNT,
  author = {Benjamin Kilimnik},
  title = {{Privy} Synthetic PII Protocol Trace Dataset},
  year = 2022,
  url = {https://huggingface.co/datasets/beki/privy},
}

Contributions

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