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YouTube

How to Speed Up Your Pandas Code and Save Time and Resources

Prodramp via YouTube

Overview

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Learn how to significantly accelerate your Pandas code by 2-5 times, saving valuable time and resources. This 29-minute video tutorial compares Pandas and Modin, demonstrating how to effortlessly speed up data processing workflows. Explore the benefits of Modin as a drop-in replacement for Pandas, leveraging multi-threading capabilities for improved performance on larger datasets. Discover practical examples of loading datasets, dataframe processing, creating visualizations, and handling large-scale data operations. Gain insights into Modin's technical details and access the source code on GitHub to enhance your data analysis efficiency.

Syllabus

- Modin/Pandas Intro
- Loading dataset comparison
- Dataframe processing comparison
- Creating hexmap with dataframe
- Creating heatmap with dataframe
- Creating large dataset by loading CSV
- Dataframe concatenation
- modin technical details
- Source code at GitHub

Taught by

Prodramp

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