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Data Quality Framework Governance is a structured approach to assessing, monitoring, and improving the quality of data.

Project description

Data Quality Framework Governance (DQFG)

Data Quality Framework Governance is a structured approach to assessing, monitoring, and improving the quality of data.

An effective Data Quality Framework considers these dimensions and integrates them into a structured approach to ensure that data serves its intended purpose, supports informed decision-making, and maintains the trust of users and stakeholders.

Data Quality is an ongoing process that requires continuous monitoring, assessment, and improvement to adapt to changing data requirements and evolving business needs.

Package structure

Example: To call functions from the library.

from Uniqueness import duplicate_rows

duplicate_rows(dataframe)

1. Completeness

  • missing_values : Count the number of missing values in a DataFrame by passing dataframe as a parameter.
  • completeness_percentage : Percentage of missing values in a DataFrame by passing dataframe as a parameter.

2. Uniqueness

  • duplicate_rows : Identify and display duplicate rows in a dataset by passing dataframe as a parameter.

3. Datastats

  • count_rows : Count the number of rows in a DataFrame by passing dataframe as a parameter.
  • count_columns : Count the number of columns in a DataFrame by passing dataframe as a parameter
  • count_dataset : Count the number of rows & columns in a DataFrame by passing dataframe as a parameter.

Supporting python libraries:

  • Pandas

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