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Kanaries · Knowledge Base

R

Practical tutorials, references, and fixes in this topic.

10
Articles
01

Importing Data in R: Fast, Correct, and Reproducible Loads

Compare readr, readxl, data.table::fread, and arrow for loading data; handle encodings, locales, and delimiters with quick benchmarks.

02

R dplyr Data Wrangling Pipeline: From Raw Data to Clean Tables

Learn the dplyr verbs for selecting, filtering, mutating, summarizing, and arranging data with practical pipelines and SQL equivalence.

03

R ggplot2 Quickstart: Fast Recipes for Reliable Charts

Build bar, line, scatter, box, and violin plots with ggplot2; understand aesthetics, themes, and facets with an at-a-glance geom guide.

04

6 Great R Packages Every Beginners Should Know

6 R packages for beginners to get started with data science.

05

How to Handle For Loops in R

Dive into for loops in R programming and their applications across different fields. Learn how to optimize your code and simplify repetitive tasks in data analysis. Unveil the power of R's for loop structure.

06

Grouping in R: Use group_by() for Data Analysis and Visualization

Dive into the world of R grouping, learn how to use the group_by() function, and explore advanced techniques for data analysis and visualization. This comprehensive guide is packed with examples, best practices, and troubleshooting tips.

07

Pheatmap in R: Create Customizable Clustered Heatmaps

A comprehensive guide to using Pheatmap in R for creating customizable clustered heatmaps. Dive into the world of data visualization and genomics.

08

How to Create a Dataframe in R: A Comprehensive Guide

Learn how to create, manipulate, and visualize data using dataframes in R. Follow our step-by-step guide and explore R dataframe examples with factors, dates, and missing values.

09

Lasso Regression vs Ridge Regression in R - Explained!

Discover the differences and similarities between Lasso and Ridge regression, their applications in R, and when to use each model for optimal data analysis.

10

Logistic Regression Equation in R: Understanding the Formula with Examples

This article explains the logistic regression equation in R with clear examples and explanations.