A tool to check data quality against predefined standards and generated data standards if needed.
Project description
Data Quality Tool
Overview
The Data Quality Tool is designed to help you check and ensure the quality of your data by comparing it against defined standards. It can also generate a data value standard file based on manual input or from a CSV data file.
Features
- Check and Export Data Quality Log:
- Checks for missing variables
- Checks for value mismatches based on defined standards
- Generate Data Value Standard File:
- Generate from manual input
- Generate from an existing CSV data file
Installation
To install this package, ensure you have pip version 24:
# Upgrade pip to version 24
pip install --upgrade pip==24
Then install the package:
pip install data-standards-check
Usage
- Put your all the data in one folder
- Run the tool in sh
- The analysis log will be automatically generated under the new data folder
# Check data quality and export log
data_check --check <data_folder_path>
# Generate data value standard file
data_check --generate <data_folder> [--input_file <input_file>]
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