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

Java summary statistics


Java can produce summary statistics for a collection. We can retrieve the Iris dataset and put it into a collection before producing the statistics directly.

I have copied the file from http://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data to make the processing a little smoother.

We read in the Iris data and then call upon collections to produce a summary.

The code for this example is as follows:

import java.io.IOException; 
import java.nio.file.FileSystems; 
import java.nio.file.Files; 
import java.nio.file.Path; 
import java.text.DateFormat; 
import java.util.ArrayList; 
import java.util.List; 
import java.util.Map; 
import java.util.Optional; 
import java.util.regex.Pattern; 
import java.util.stream.Collectors; 
import java.util.stream.Stream; 
 
public class Iris { 
     
    public Iris(Double sepalLength, Double sepalWidth, Double 
     petalLength, Double petalWidth, String irisClass) { 
        this.sepalLength = sepalLength; 
        this.sepalWidth...