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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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