Exploratory Data Analysis with Polars

[bookbestseller]

Exploratory Data Analysis with Polars by Finbarrs Oketunji
English | November 23, 2024 | ISBN: N/A | ASIN: B0DNWZVMTQ | 370 pages | EPUB | 0.48 Mb
Exploratory Data Analysis with Polars is an in-depth book on data analysis using the Polars DataFrame library. It teaches how to process large-scale datasets efficiently while maximizing system resources. From basic data operations to advanced optimization techniques, readers will learn how to write performant code that handles real-world data challenges.

The book includes:Complete setup instructions for Polars development environmentsGuide to data loading from various sources and formatsAdvanced data manipulation and transformation techniquesIn-depth coverage of statistical analysis and aggregation methodsPractical examples of time series analysis and window functionsComplete performance optimization strategiesImplementation of custom functions and UDFsMemory management and lazy evaluation patternsReal-world CI/CD pipeline examples with GitHub ActionsBenchmarking and testing methodologiesBest practices for large-scale data processingIntegration patterns with cloud storage systemsProject structure and workflow guidelines

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