Kiwi
pandera
| Kiwi | pandera | |
|---|---|---|
| 2 | 7 | |
| 934 | 3,012 | |
| 0.9% | 2.5% | |
| 9.5 | 9.1 | |
| 3 days ago | 4 days ago | |
| Python | Python | |
| GNU General Public License v3.0 only | 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.
Kiwi
- Ask HN: What is the good open source test case management tool?
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PR #3000
Another milestone for #KiwiTCMS. Pull Request # 3000 by one of our friendly bots. Check it out at https://github.com/kiwitcms/Kiwi/pull/3000 Happy #Testing.
pandera
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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
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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
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Data validation for dashboards
In my opinion for simple data validation tasks the best solution is always Pandera.
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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
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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
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How heavily do you use Great Expectations?
pandera
What are some alternatives?
behavex - BDD test wrapper on top of Behave for parallel test executions and more!
soda-sql - Data profiling, testing, and monitoring for SQL accessible data.
pytest-testinfra - Testinfra test your infrastructures
Schematics - Python Data Structures for Humans™.
redmine_redcaser - A fork of redcase.
jsonschema - An implementation of the JSON Schema specification for Python
pointblank - Data quality assessment and metadata reporting for data frames and database tables
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.
riptable - 64bit multithreaded python data analytics tools for numpy arrays and datasets
pdpipe - Easy pipelines for pandas DataFrames.