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### Linear Regression Example: Education Expenditure to Predict SAT

Example solution of analysis how SAT scores are dependent on Education expenditure. Model is built using linear regression. It explains 82% of variance in SAT scores.

### Data Preprocessing in R Studio: Example Solutions

Data preprocessing is the first step in a data modeling assignment. Learn the best practices following the solution to an example assignment. Topics covered: reading file, dealing with missing values, various plots, analyzing relations and distributions of the data.

### Logistic Regression in R: Exercises and Solutions

Logistic Regression in R: Exercises and Solutions

### Factor Analysis, Clustering, Hypothesis Testing in R Studio

Factor Analysis, Clustering, Hypothesis Testing, Linear Regression: Exercises and Solutions in R.

### Random Numbers and Game of Life in R Studio

The following exercises and solutions are from the book “Introduction to scientific programming and simulation using R” by O. Jones, R. Maillardet and A. Robinson (2009).

### R Beginner Exercises And Solutions

Some introductory examples of reading csv, dealing with missing values, plotting histograms and a box plot.

### Excel Puzzle - Use Array Formula for Alphabetic Sort

This Excel task is really addicting and you definitely cannot go to sleep without finishing it - because you are an Excel Pro, right? :)

### Kernel Density Estimation: Predict KDE & Generate Data

For a given data set X, predict its density function. Using the found density function generate new random data set Y and check the hypothesis that X and Y distributions are identical.

### Tutorial: Kernel Density Estimation Explained

Quick bottom-up explanation of kernel density estimation with simple Python code. Get idea of what it's made of in a short 5 min read.

### Excel Pivot Tables: Text Instead of Counts - VBA Method

Sometimes there is a need for using Pivot table to display data as a categorical table. This is a bit complicated, but working way to do it.

### Base R Plot Series (Part = 1): Line Graph

We begin our plot series with a plot of Apple (AAPL) weekly stock prices for 2015 using simple Base R, no ggplot, no ggplot2.

### Base R Plot Series (Part = 2): Boxplot

Generate a nice boxplot using Base R and a standard Iris dataset.

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