https://github.com/renumics/sliceguard

A library for detecting problematic data segments in structured and unstructured data with few lines of code.
https://github.com/renumics/sliceguard

data-analysis data-cleaning data-curation data-exploration data-science data-visualization deep-learning eda exploratory-data-analysis machine-learning python visualization

Last synced: 10 days ago
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A library for detecting problematic data segments in structured and unstructured data with few lines of code.

• Host: GitHub
• URL: https://github.com/renumics/sliceguard
• Owner: Renumics
• License: mit
• Created: 2023-06-14T07:57:52.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-01-10T15:46:47.000Z (10 months ago)
• Last Synced: 2024-10-11T09:37:53.602Z (26 days ago)
• Topics: data-analysis, data-cleaning, data-curation, data-exploration, data-science, data-visualization, deep-learning, eda, exploratory-data-analysis, machine-learning, python, visualization
• Language: Python
• Homepage:
• Size: 4.28 MB
• Stars: 62
• Watchers: 5
• Forks: 3
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE
  • Roadmap: ROADMAP.md

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README

        


sliceguard

Detect problematic data slices in unstructured and structured data – fast.




 	

 	

	





## 🚀 Introduction

Sliceguard helps you to quickly discover **problematic data segments**. It supports structured data as well as unstructured data like images, text or audio. Sliceguard generates an **interactive report** with just a few lines of code:

```python

from sliceguard import SliceGuard

sg = SliceGuard()

issues = sg.find_issues(df, features=["image"])

sg.report()

```

## ⏱️ Quickstart

Install sliceguard by running `pip install sliceguard[all]`.

Go straight to our quickstart examples for your use case:

* 🖼️ **[Unstructured Data (Images, Audio, Text)](https://github.com/Renumics/sliceguard/blob/main/examples/quickstart_unstructured_data.ipynb)** **–** **[🕹️ Interactive Demo](https://huggingface.co/spaces/renumics/sliceguard-unstructured-data)**

* 📈 **[Structured Data (Numerical, Categorical Variables)](https://github.com/Renumics/sliceguard/blob/main/examples/quickstart_structured_data.ipynb)** **–** **[🕹️ Interactive Demo](https://huggingface.co/spaces/renumics/sliceguard-structured-data)**

* 📊 **[Mixed Data (Contains Both)](https://github.com/Renumics/sliceguard/blob/main/examples/quickstart_mixed_data.ipynb)** **–** **[🕹️ Interactive Demo](https://huggingface.co/spaces/renumics/sliceguard-mixed-data)**

## 🗺️ Public Roadmap

We maintain a **[public roadmap](https://github.com/Renumics/sliceguard/blob/main/ROADMAP.md)** so you can follow along the development of this library.