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Mastering Julia

You're reading from   Mastering Julia Enhance your analytical and programming skills for data modeling and processing with Julia

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Product type Paperback
Published in Jan 2024
Publisher Packt
ISBN-13 9781805129790
Length 506 pages
Edition 2nd Edition
Languages
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Author (1):
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Malcolm Sherrington Malcolm Sherrington
Author Profile Icon Malcolm Sherrington
Malcolm Sherrington
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Table of Contents (14) Chapters Close

Preface 1. Chapter 1: The Julia Environment 2. Chapter 2: Developing in Julia FREE CHAPTER 3. Chapter 3: The Julia Type System 4. Chapter 4: The Three Ms 5. Chapter 5: Interoperability 6. Chapter 6: Working with Data 7. Chapter 7: Scientific Programming 8. Chapter 8: Visualization 9. Chapter 9: Database Access 10. Chapter 10: Networks and Multitasking 11. Chapter 11: Julia’s Back Pages 12. Index 13. Other Books You May Enjoy

DataFrames and statistics

We were introduced to Julia’s implementation of DataFrames in the previous section and used the availability of a series of datasets, first made available by the Comprehensive R Archive Network (CRAN), hence the epithet R-Datasets.

A full listing can be obtained from the R-Datasets page and also from the package maintainer’s, Vincent Arel-Bundock, GitHub page.

The equivalent package in Python is pandas, of which there is also a Julia package (Pandas.jl), which is a wrapper around the Python one, available via the JuliaPy GitHub page.

When dealing with tabulated datasets, there are occasions when some of the values are missing. It is one of the features of statistical languages is that they can handle such situations.

Support for this has been changed in version 1.0 due to the introduction of the Missings.jl package (via the JuliaData group).

DataFrames

The DataFrame is one of the cornerstones of Julia. Implementations go back...

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