MENU

Fun & Interesting

Polars - An Introduction to Polars v1 for Python Data Analytics!

BugBytes 12,383 10 months ago
Video Not Working? Fix It Now

โ˜•๏ธ ๐—•๐˜‚๐˜† ๐—บ๐—ฒ ๐—ฎ ๐—ฐ๐—ผ๐—ณ๐—ณ๐—ฒ๐—ฒ: To support the channel and encourage new videos, please consider buying me a coffee here: https://ko-fi.com/bugbytes โญTop resource to learn Python - https://datacamp.pxf.io/kOjKkV โญ In this video we'll introduce the Polars package for data analytics in Python. This is a modern, rapidly growing alternative to Pandas for data analysis. We'll look at the core data structures (Series, DataFrames) and will look at how to select rows/columns, add new columns, drop columns, aggregate and sort data, handle null values, plot data to charts, and how to read/write data from/to files. ๐Ÿ“Œ ๐—–๐—ต๐—ฎ๐—ฝ๐˜๐—ฒ๐—ฟ๐˜€: 00:00 Intro 00:26 Introduction to Polars 01:12 Installing Polars 02:14 Series objects in Polars 04:26 DataFrame objects in Polars 07:08 Selecting columns from DataFrames 08:53 Selecting rows with DataFrame filter method 11:05 Adding and Dropping columns from DataFrames 13:59 Sorting DataFrames 15:02 Grouping and Aggregation with DataFrames 19:17 Handling null values with Polars 24:00 Serialising data to files with Polars 25:33 Plotting DataFrame data with Polars 28:33 Polars and Pandas comparison ๐—ฆ๐—ผ๐—ฐ๐—ถ๐—ฎ๐—น ๐— ๐—ฒ๐—ฑ๐—ถ๐—ฎ: ๐Ÿ“– Blog: https://bugbytes.io/posts/ ๐Ÿ‘พ Github: https://github.com/bugbytes-io/ ๐Ÿฆ Twitter: https://twitter.com/bugbytesio ๐Ÿ“š ๐—™๐˜‚๐—ฟ๐˜๐—ต๐—ฒ๐—ฟ ๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐—ถ๐—ป๐—ด ๐—ฎ๐—ป๐—ฑ ๐—ถ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป: Polars: https://docs.pola.rs/ Comparison with Pandas: https://docs.pola.rs/user-guide/migration/pandas/ #python #polars #datascience #data

Comment