March 11, 2024, 2:17 p.m. | Ji Wei Liew

Towards Data Science - Medium towardsdatascience.com

Supercharged Pandas: Tracing Dependencies with a Novel Approach

An object-oriented approach to manage multiple files and dataframes, and tracing dependencies.

Photo by Sibel Yıldırım on Unsplash

How will this benefit you:

This article describes an object-oriented approach for data analysis. It outlines 2 novel approaches: (a) reduce repetitive file reads by assigning dataframes to the attributes of the Reports object, and (b) trace dependent methods recursively to construct attributes. These approaches have allowed me to be highly productive in what …

analysis article benefit data data analysis dataframes dependencies file files multiple novel object object-oriented oop outlines pandas photo python reduce tracing will

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