Automate data quality checks before and after ETL into a database.
Project description
The Shard Data Quality Check Package
The Shard Data Quality Check Package is a package to help automate data quality checks for a database before and after ETL and Injection into a database.
Features
- Detect duplicates
- Identify missing values
- Compute five-number summary
- Validate schema using Pandera. Validation include checking if
- Values are greater, less, great than or equal to, less than or equal to a specified value
- If dates are before, after, before or on, after or on and between specified dates.
- The min and max length
- If there are nulls
- if a specified value is in a specified list.
Install
$ pip install data_quality_checks_the_shard
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