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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

Summary

In this chapter, we looked at how Julia handles data input and output. We discussed how to perform simple I/O via the console and extended that to operating on text-based files on disk, extending this to structured data in the form of CSV and other DLM files. After, we looked at performing I/O operations on binary files and files formatted via the HDF5 and JLD file schemas.

Then, we considered interacting with datasets from Julia modules such as those contained in the RDatasets package and we saw how handling these leads naturally to Julia’s implementation of “R” style DataFrames, such as pandas in Python, and also of its sibling the time array.

Finally, we looked at how to visualize the datasets and further analyze the values by applying some simple statistical routines by computing descriptive metrics, kernel densities, and hypothesis testing.

Later in this book, we will introduce methods for dealing with data contained within databases and other...

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