{"id":16201469,"url":"https://github.com/renumics/sliceguard","last_synced_at":"2025-03-16T10:32:54.936Z","repository":{"id":178867647,"uuid":"653517405","full_name":"Renumics/sliceguard","owner":"Renumics","description":"A library for detecting problematic data segments in structured and unstructured data with few lines of code.","archived":false,"fork":false,"pushed_at":"2024-01-10T15:46:47.000Z","size":4491,"stargazers_count":64,"open_issues_count":1,"forks_count":3,"subscribers_count":5,"default_branch":"main","last_synced_at":"2025-03-16T01:41:22.044Z","etag":null,"topics":["data-analysis","data-cleaning","data-curation","data-exploration","data-science","data-visualization","deep-learning","eda","exploratory-data-analysis","machine-learning","python","visualization"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Renumics.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":"ROADMAP.md","authors":null}},"created_at":"2023-06-14T07:57:52.000Z","updated_at":"2025-03-05T10:27:32.000Z","dependencies_parsed_at":null,"dependency_job_id":"fab0e259-ba12-4f49-88c7-8f74217816aa","html_url":"https://github.com/Renumics/sliceguard","commit_stats":null,"previous_names":["renumics/sliceguard"],"tags_count":34,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Renumics%2Fsliceguard","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Renumics%2Fsliceguard/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Renumics%2Fsliceguard/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Renumics%2Fsliceguard/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Renumics","download_url":"https://codeload.github.com/Renumics/sliceguard/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243858891,"owners_count":20359257,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-analysis","data-cleaning","data-curation","data-exploration","data-science","data-visualization","deep-learning","eda","exploratory-data-analysis","machine-learning","python","visualization"],"created_at":"2024-10-10T09:38:16.316Z","updated_at":"2025-03-16T10:32:54.213Z","avatar_url":"https://github.com/Renumics.png","language":"Python","readme":"\u003cp align=\"center\"\u003e\u003ca href=\"https://github.com/Renumics/sliceguard\"\u003e\u003cimg src=\"https://github.com/Renumics/sliceguard/raw/main/static/img/sliceguard.svg\" alt=\"Sliceguard Logo\" height=\"80\"/\u003e\u003c/a\u003e\u003c/p\u003e\n\u003ch1 align=\"center\"\u003esliceguard\u003c/h1\u003e\n\u003cp align=\"center\"\u003eDetect problematic data slices in unstructured and structured data – fast.\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n \t\u003ca href=\"https://pypi.org/project/sliceguard/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/pyversions/sliceguard\" height=\"20\"/\u003e\u003c/a\u003e\n \t\u003ca href=\"https://pypi.org/project/sliceguard/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/wheel/sliceguard\" height=\"20\"/\u003e\u003c/a\u003e\n\t\u003ca href=\"https://sliceguard.readthedocs.io/en/latest/index.html\"\u003e\u003cimg src=\"https://readthedocs.org/projects/sliceguard/badge/?version=latest\u0026amp;style=flat\" height=\"20\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\u003cimg src=\"https://github.com/Renumics/sliceguard/raw/main/static/img/sliceguard_github.gif\" width=\"100%\"/\u003e\u003cimg src=\"https://github.com/Renumics/sliceguard/raw/main/static/img/dropshadow.png\" width=\"100%\"/\u003e\u003c/p\u003e\n\n## 🚀 Introduction\n\nSliceguard 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:\n\n```python\nfrom sliceguard import SliceGuard\n\nsg = SliceGuard()\nissues = sg.find_issues(df, features=[\"image\"])\n\nsg.report()\n```\n\n## ⏱️ Quickstart\n\nInstall sliceguard by running `pip install sliceguard[all]`.\n\nGo straight to our quickstart examples for your use case:\n\n* 🖼️ **[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)**\n* 📈 **[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)**\n* 📊 **[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)**\n\n## 🗺️ Public Roadmap\nWe maintain a **[public roadmap](https://github.com/Renumics/sliceguard/blob/main/ROADMAP.md)** so you can follow along the development of this library.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frenumics%2Fsliceguard","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frenumics%2Fsliceguard","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frenumics%2Fsliceguard/lists"}