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Generative Python Transformer p.2 - Raw Data Cleaning

18.2K views
•
May 7, 2021
by
sentdex
YouTube video player
Generative Python Transformer p.2 - Raw Data Cleaning

TL;DR

A YouTuber demonstrates the use of a Python transformer to analyze GitHub data and highlights issues with large file sizes and duplicate repositories.

Transcript

what is going on everybody and welcome to another video on the generative python transformer so uh where we left off we were pulling a bunch of this github data and i'm going to go ahead and break it i did add a couple of extra little bits there and let me go ahead and just break this first and then i will pull up what i've added here whoops let me... Read More

Key Insights

  • 👣 The YouTuber added error handling and progress tracking features to the GitHub data analysis script.
  • 👾 Large file sizes of some repositories pose challenges in terms of storage space and data relevance.
  • 🌱 The YouTuber plans to automatically delete unnecessary files using Python and further refine the script for optimal data analysis.

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Questions & Answers

Q: What additional features did the YouTuber add to the GitHub data analysis script?

The YouTuber added error handling with a try and accept loop and printing start times to track progress.

Q: What is the main issue with the GitHub data being pulled?

The main issue is the presence of large repositories with file sizes reaching up to 9.6 gigabytes, which consumes storage space and may contain irrelevant data.

Q: How does the YouTuber plan to address the issue of unnecessary data?

The YouTuber plans to use Python's os walk function to recursively go through directories and delete unnecessary files based on extension filters.

Q: What are the potential challenges the YouTuber anticipates in the data analysis process?

The YouTuber foresees challenges with duplicate repositories from forks and determining the optimal size for the data set.

Summary & Key Takeaways

  • The YouTuber continues working on pulling GitHub data and adding additional features like error handling and printing start times.

  • The main issue is the large file sizes of some repositories, reaching up to 9.6 gigabytes, which raises concerns about storage space and unnecessary data.

  • The YouTuber plans to use Python to automatically delete unnecessary files and continues testing the effectiveness of the script.


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