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Java Data Analysis

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

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Product type Paperback
Published in Sep 2017
Publisher Packt
ISBN-13 9781787285651
Length 412 pages
Edition 1st Edition
Languages
Concepts
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Author (1):
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John R. Hubbard John R. Hubbard
Author Profile Icon John R. Hubbard
John R. Hubbard
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Table of Contents (14) Chapters Close

Preface 1. Introduction to Data Analysis 2. Data Preprocessing FREE CHAPTER 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 A. Java Tools Index

Frequency distributions


A frequency distribution is a function that gives the number of occurrences of each item of a dataset. It is like a histogram (for example, Figure 3-8). It amounts to counting the number or percentage of occurrences of each possible value.

Figure 3-20 shows the relative frequency of each of the 26 letters in English language text. For example, the letter e is the most frequent, at 13%. This information would be useful if you were producing a word game like Scrabble or if you were attempting to decipher an encoded English message.

Figure 3-20. Frequency distribution of letters in English

Some frequency distributions occur naturally. One of the most common is the bell-shaped distribution that results when compiling many measurements of a single quality. It can be seen in Figure 3-21, which shows the distribution of the heights of American males, aged 25-34:

Figure 3-21. Heights of American males

In statistics, a dataset of measurements {x11, x2,..., xn} is called a sample...

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