Column Semantics / PII Detector

Before you share, load, or analyze a dataset, know what's inside it. This detector labels every column — email, phone, SSN, credit card, date, ID, currency, or free text — and flags personal data, entirely in your browser.

Data Analytics & Transformation Local processing

Critical for PII: your data is scanned locally and never uploaded.

Tool interface

Introduction

Knowing what a column actually contains — not just what its header says — is the first step of safe data handling. This detector applies pattern and structure analysis to label columns and flag personal data before the dataset goes anywhere.

How to use

  1. Paste CSV (or load the example).
  2. Click Detect semantics & PII.
  3. Review PII flags and copy the report for your data-handling record.

Limitations

  • Detection is heuristic — review flagged columns before making compliance decisions.
  • Name/address detection is not included in Version 1.0.

FAQ

Is my data uploaded anywhere?

No — that is the whole point. PII scanning happens locally so sensitive data never leaves your machine.

Related tools

Version and changelog

  • Version: 1.0.0
  • Last updated: August 12, 2026
  • Changelog: Initial production release.