laravel-validation
pandera
Our great sponsors
| laravel-validation | pandera | |
|---|---|---|
| 1 | 7 | |
| 10 | 3,007 | |
| - | 5.2% | |
| 10.0 | 9.1 | |
| almost 2 years ago | 1 day ago | |
| Python | Python | |
| MIT License | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
laravel-validation
-
Is there a technique/package that allows me to do Laravel-style validation of POST data in Django?
My question: Does anything resembling Laravel's form validation exist for Django? I found django-laravel-validator, laravel-validation, and python_payload_validation, but none of them look suitable for real-world projects.
pandera
-
Unit testing functions that input/output dataframes?
I use Pandera, so I just need to define the expected input/output schemas (i.e. column names, types, and constraints on them), and Pandera automatically generates fake data for the unit tests, and validates the result: https://github.com/unionai-oss/pandera
-
Great Expectations is annoyingly cumbersome
Please DM me! Or we can discuss in this issue which I just created: https://github.com/unionai-oss/pandera/issues/1042
-
Data validation for dashboards
In my opinion for simple data validation tasks the best solution is always Pandera.
-
Show HN: Pandera 0.8.0 – validate pandas, dask, modin, and koalas dataframes
* adds support for mypy static type-linting if you need that extra type safety
Repo: https://github.com/pandera-dev/pandera
-
Pandera 0.8.0: Schema Validation for Pandas, Dask, Modin, and Koalas DataFrames. Oh, and also out-of-the-box Pydantic and Mypy support :)
Repo: https://github.com/pandera-dev/pandera
-
How heavily do you use Great Expectations?
pandera
What are some alternatives?
python_payload_validation - django validation which is similar to laravel rule validation
soda-sql - Data profiling, testing, and monitoring for SQL accessible data.
jsonschema - An implementation of the JSON Schema specification for Python
Schematics - Python Data Structures for Humans™.
colander - A serialization/deserialization/validation library for strings, mappings and lists.
pointblank - Data quality assessment and metadata reporting for data frames and database tables
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.
swifter - A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner
dbt-expectations - Port(ish) of Great Expectations to dbt test macros
sweetviz - Visualize and compare datasets, target values and associations, with one line of code.