Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Save more on your purchases! discount-offer-chevron-icon
Savings automatically calculated. No voucher code required.
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletter Hub
Free Learning
Arrow right icon
timer SALE ENDS IN
0 Days
:
00 Hours
:
00 Minutes
:
00 Seconds
Arrow up icon
GO TO TOP
Java Data Analysis

You're reading from   Java Data Analysis Data mining, big data analysis, NoSQL, and data visualization

Arrow left icon
Product type Paperback
Published in Sep 2017
Publisher Packt
ISBN-13 9781787285651
Length 412 pages
Edition 1st Edition
Languages
Concepts
Arrow right icon
Author (1):
Arrow left icon
John R. Hubbard John R. Hubbard
Author Profile Icon John R. Hubbard
John R. Hubbard
Arrow right icon
View More author details
Toc

Table of Contents (20) Chapters Close

Java Data Analysis
Credits
About the Author
About the Reviewers
www.PacktPub.com
Customer Feedback
Preface
1. Introduction to Data Analysis FREE CHAPTER 2. Data Preprocessing 3. Data Visualization 4. Statistics 5. Relational Databases 6. Regression Analysis 7. Classification Analysis 8. Cluster Analysis 9. Recommender Systems 10. NoSQL Databases 11. Big Data Analysis with Java Java Tools Index

Generating test datasets


Generating numerical test data is easy with Java. It boils down to using a java.util.Random object to generate random numbers.

Listing 2-13 Generating random numeric data

This program generates the following CSV file of eight rows and five columns of random decimal values.

Figure 2-9 Test data file

Metadata

Metadata is data about data. For example, the preceding generated file could be described as eight lines of comma-separated decimal numbers, five per line. That's metadata. It's the kind of information you would need, for example, to write a program to read that file.

That example is quite simple: the data is unstructured and the values are all the same type. Metadata about structured data must also describe that structure.

The metadata of a dataset may be included in the same file as the data itself. The preceding example could be modified with a header line like this:

Figure 2-10 Test data file fragment with metadata in header

Note

When reading a data file in Java, you...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €14.99/month. Cancel anytime
Banner background image