Paracha U.Z. Colorful Statistics with Basic Steps in Python Programming Language

Amazon.com Services LLC, 2019. — 356 p.This book is a try to make statistics colorful along with basic instructions in Python Programming Language …
It has handy illustrations on a huge number of statistical topics with beautiful colors as can be found through the table of contents.Hypothesis
Type I Error and Type II Error
Measuring the Central Tendencies (mean, median, and mode), and Range
Sample mean and population mean
Types of data in statistics
Data Collection and its types
Sampling Methods
Scatter plot or Bubble chart
Different patterns of data in bubble charts
Stem and Leaf plot
Using Python
Standard deviation and Variance
Range Rule of Thumb
Cohen's Kappa Coefficient
Fleiss’ Kappa Coefficient
Distribution, and Standardization
Parameters to describe the form of a distribution
Different functions of distributions
Cumulative Distribution Function
Normal Distribution
Negative Binomial Distribution
Level of Significance and confidence level
Tests for Non-normally distributed data
One-tailed test, two-tailed test, and Wilcoxon Rank Sum Test / Mann Whitney U Test
Tests for Normally distributed data
Factor Analysis
Odds Ratio and Mantel-Haenszel Odds Ratio
R-squared and Adjusted R-squared
Permutation
Bonus Topics