Chapter 3. Analyzing Data Statistically

In this chapter, we will cover the following recipes:

  • Generating descriptive statistics
  • Generating summary statistics
  • Generating summary statistics from multiple distributions
  • Computing frequency distribution
  • Counting word frequency in a string
  • Counting word frequency in a string using Java 8
  • Computing simple regression
  • Computing ordinary least squares regression
  • Computing generalized least squares regression
  • Calculating covariance of two sets of data points
  • Calculating Pearson's correlation of two sets of data points
  • Conducting a paired t-test
  • Conducting a Chi-square test
  • Conducting one-way ANOVA test
  • Conducting a Kolmogorov-Smirnov test

Introduction

Statistical analysis is one of the regular activities of a data scientist. ...

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