Change data capture to compare two dataframe and output add, change and delete records
Project description
Author: Dhivya Nagasubramanian
Purpose: Change data capture will be able to compare two datasets stored in pandas dataframe to identify Addition, deletions, and changed records. This is an effective ETL package that works seamlessly.
Requirements packages:
NumPy - Adds support for large, multi-dimensional arrays, matrices and high-level mathematical functions to operate on these arrays.
pandas - Dataframe utility.
Installation Instructions:
pip install change-data-capture
How to use it : There are two main functions of this framework.
1. change_data_capture(Source_dataframe,new_dataframe,key_column)
- This is the main functionionility for change data capture package that does the CDC.
2. test_cdc_sample_data()
- This would generate sample datasets to test the above function
How to test the package with out data ?
Step1 - Run with "test_cdc_sample_data" by passing appropriate values
eg: df_old, df_new = test_cdc_sample_data()
Step2 - Run the cdc function change_data_capture(Source_dataframe,new_dataframe,key_column)
eg: inserted_rows, filtered_df,deleted_rows = change_data_capture(Source_dataframe,new_dataframe,key_column)
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