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<h1 align="center">
<img style="vertical-align:middle" height="200" src="https://raw.githubusercontent.com/TonicAI/textual/main/images/textual-logo.png">
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<p align="center">Unblock AI initiatives by maximizing your free-text assets through realistic data de-identification and high quality data extraction 🚀</p>

<p align="center">
<a href="https://www.python.org/">
<img alt="Build" src="https://img.shields.io/badge/Made%20with-Python-1f425f.svg?color=purple">
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<a href="https://github.com/tonicai/textual_sdk_internal/blob/master/LICENSE">
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<a href='https://tonic-ai-textual-sdk.readthedocs-hosted.com/en/latest/?badge=latest'>
<img src='https://readthedocs.com/projects/tonic-ai-textual-sdk/badge/?version=latest' alt='Documentation Status' />
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<p align="center">
<a href="https://tonic-ai-textual-sdk.readthedocs-hosted.com/en/latest/">Documentation</a>
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<a href="https://textual.tonic.ai/signup">Get an API key</a>
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<a href="https://github.com/tonicai/textual_sdk/issues/new?labels=bug&template=bug-report---.md">Report a bug</a>
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<a href="https://github.com/tonicai/textual_sdk/issues/new?labels=enhancement&template=feature-request---.md">Request a feature</a>
</p>

<!-- PROJECT LOGO -->
<br />
<div align="center">
<a href="https://github.com/tonicai/textual_sdk">
<img src="https://raw.githubusercontent.com/TonicAI/textual/main/images/tonic-textual.svg" alt="Logo" width="80" height="80">
</a>
<h1 align="center">Tonic Textual</h1>
Textual makes it easy to build safe AI models and applications on sensitive customer data. It is used across industries with a primary focus on finance, healthcare, and customer support. Build safe models by using Textual to identify customer PII/PHI then generate synthetic text and documents which you can use to train your models without inadvertently embedding PII/PHI into your model weights.

<h2 align="center">Tonic Textual SDK for Python</h2>
<p align="center">
<p>AI-ready data, with privacy at the core. Unblock AI initiatives by maximizing your free-text assets through realistic data de-identification and high quality data extraction</p>
</p>
<br />
<a href="https://tonic-ai-textual-sdk.readthedocs-hosted.com/en/latest/"><strong>Explore the docs »</strong></a>
<br />
<br />
<a href="https://textual.tonic.ai/signup">Get an API key</a>
·
<a href="https://github.com/tonicai/textual_sdk/issues/new?labels=bug&template=bug-report---.md">Report a bug</a>
·
<a href="https://github.com/tonicai/textual_sdk/issues/new?labels=enhancement&template=feature-request---.md">Request a feature</a>
</p>
</div>
Textual comes built-in with data pipeline functionality so it scales with you. Use our SDK to redact text or to extract relevant information form complex documents prior to building your data pipelines.


## Key Features

- 🔎 NER. Our models are fast and accurate. Use them on real-world, complex and messy unstructured data to find just the entities you care about.
- 🧬 Synthesis. We dont just find sensitive data, we synthesize it giving you a new version of your data most suitable for model training and AI development.
- ⛏️ Extraction. We support a variety of file formats, not just txt. We can extract interesting data from PDF, DOCX, images, and more.


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