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Top 18 Python Data Validation Projects
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cleanlab
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
Project mention: Ask HN: Not a webdev, why are these sites so good? | news.ycombinator.com | 2024-06-18https://cleanlab.ai/
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deepchecks
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
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soda-core
:zap: Data quality testing for the modern data stack (SQL, Spark, and Pandas) https://www.soda.io
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Encord Active
Open source active learning toolkit to find failure modes in your computer vision models, prioritize data to label next, and drive data curation to improve model performance.
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python-codicefiscale
:it: :credit_card: italian fiscal codes encoding, decoding and validation - codifica, decodifica e validazione del Codice Fiscale italiano.
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❄️ https://github.com/akmalsoliev/Validoopsie
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snowflake-provisioning
Snowflake Database, Schema, and Warehouse provisioning with Access Roles & Generating and Provisioning of Functional Roles & Snowflake Source Export, Snowflake cloning, and data tieout tool
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python Data Validation discussion
Python Data Validation related posts
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Detect, Defend, Prevail: Payments Fraud Detection using ML & Deepchecks
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Deepchecks: Open-source ML testing and validation library
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Deepchecks' New Open Source is on Product Hunt, and Needs Your Help
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Do you think we need an open-source web scraping monitoring tool?
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[D] Is accurately estimating image quality even possible?
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Python: Data validation
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Deepchecks
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A note from our sponsor - SaaSHub
www.saashub.com | 26 Mar 2025
Index
What are some of the best open-source Data Validation projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | cleanlab | 10,241 |
| 2 | jsonschema | 4,723 |
| 3 | deepchecks | 3,742 |
| 4 | pandera | 3,698 |
| 5 | Cerberus | 3,198 |
| 6 | schema | 2,904 |
| 7 | Schematics | 2,582 |
| 8 | soda-core | 2,043 |
| 9 | voluptuous | 1,831 |
| 10 | cleanvision | 1,058 |
| 11 | colander | 456 |
| 12 | Encord Active | 448 |
| 13 | valideer | 263 |
| 14 | python-codicefiscale | 77 |
| 15 | Validoopsie | 58 |
| 16 | snowflake-provisioning | 42 |
| 17 | laravel-validation | 12 |
| 18 | data_check | 4 |
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