Book Image

Learning Jupyter 5 - Second Edition

Book Image

Learning Jupyter 5 - Second Edition

Overview of this book

The Jupyter Notebook allows you to create and share documents that contain live code, equations, visualizations, and explanatory text. The Jupyter Notebook system is extensively used in domains such as data cleaning and transformation, numerical simulation, statistical modeling, and machine learning. Learning Jupyter 5 will help you get to grips with interactive computing using real-world examples. The book starts with a detailed overview of the Jupyter Notebook system and its installation in different environments. Next, you will learn to integrate the Jupyter system with different programming languages such as R, Python, Java, JavaScript, and Julia, and explore various versions and packages that are compatible with the Notebook system. Moving ahead, you will master interactive widgets and namespaces and work with Jupyter in a multi-user mode. By the end of this book, you will have used Jupyter with a big dataset and be able to apply all the functionalities you’ve explored throughout the book. You will also have learned all about the Jupyter Notebook and be able to start performing data transformation, numerical simulation, and data visualization.
Table of Contents (18 chapters)
Title Page
Packt Upsell
Contributors
Preface
Index

Scala immutability


Immutable means you cannot change something. In Scala, all variables are immutable, unless specifically marked otherwise. This is the opposite to languages such as Java, where all variables are mutable unless specifically marked otherwise.

In Java, we can have the following function:

public void calculate(integer amount) { 
} 

We can modify the value of amount inside the calculate function. We can tell Java not to allow changing the value if we use the final keyword, as in:

public void calculate(final integer amount) { 
} 

Whereas in Scala:

def calculate (amount: Int): Int = {  
        amount = amount + 1; 
        return amount; 
} 
var balance = 100
val result = calculate(balance)

A similar routine leaves the value of the amount variable as it was before the routine was called:

We can see in the display that even though balance is a variable (marked as var), Scala will not allow you to change its value inside the function. The amount parameter to the calculatefunction is assumed...