Introduction | Installation | Quick Start | Basic Redundancy Analysis | Workspace Modes | Partial RDA (Conditioning on Covariates) | Permutation Tests | Overall Model Test | Axis-wise Tests | Scaling Options | Score Extraction | Prediction | Biplot Visualization | Basic Biplot | Direct Function Call with biplotrda() | Customizing Biplots | Performance Tuning | OpenMP Threads | Help and Package Manual | Summary | References

Introduction | Required Packages | Normalizing Data from an Excel File | Load Required Packages for Excel I/O | Read Excel File | Visualization of Variables | Boxplots | Normality Tests for Original Values | Normalization with OSKT | Visualizing the Normalized Values | Histograms and Density Plots | Optimization Parameters | Normality Test Results | Saving the Normalized Data

Introduction | Required Packages | Normality Transformation Using OSKT | Back Transformation: Recovering Original Values | Back-transformation Diagnostics | Comparison of Normality Methods

Introduction | Required Packages | Normality Transformation Using OSKT | Back Transformation: Recovering Original Values | Back-transformation Diagnostics | Comparison of Normality Methods

Preparing for the analysis | Install and load the package odetector | Load the data set | Possibilistic Fuzzy C-Means Cluster Analysis | Outlier Detection | Print the outliers | Summarize the outliers | Visualiation of the outliers | Plot the outliers | Pairwise Scatter Plots | Remove the outliers | Using different threshold values | Citing this vignette and the package odetector | References