In this video tutorial I explain everything you need to get started coding with polars. Polars is a multi-threaded DataFrame library, meaning that it allows using all the cores of a computer at the same time to achieve its full processing potential. It's been shown to have huge performance gains over pandas.
Timeline:
00:00 Intro
01:00 What is Polars?
02:43 Getting Started
06:32 Filtering
07:15 New Columns
08:10 Groupby
08:55 Combining Dataframes
10:17 Multithreaded Approach
11:21 Speed Test
12:50 Takeaways
Follow me on twitch for live coding streams: https://www.twitch.tv/medallionstallion_
My other videos:
Speed Up Your Pandas Code: https://www.youtube.com/watch?v=SAFmrTnEHLg
Intro to Pandas video: https://www.youtube.com/watch?v=_Eb0utIRdkw
Exploratory Data Analysis Video: https://www.youtube.com/watch?v=xi0vhXFPegw
Working with Audio data in Python: https://www.youtube.com/watch?v=ZqpSb5p1xQo
Efficient Pandas Dataframes: https://www.youtube.com/watch?v=u4_c2LDi4b8
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#python #polars #datascience