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  • Book Overview & Buying Advanced Tools and Techniques Beyond Base R
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Advanced Tools and Techniques Beyond Base R

Advanced Tools and Techniques Beyond Base R

By : David Wilkins
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Advanced Tools and Techniques Beyond Base R

Advanced Tools and Techniques Beyond Base R

By: David Wilkins
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Overview of this book

Advanced Tools and Techniques Beyond Base R introduces a number of recently developed R packages and paradigms, in particular the concept of tidy data and the Tidyverse collection of packages, which are rapidly becoming indispensable to R data analysts. You will learn how to efficiently process and analyze data in ways not possible with base R and produce high-quality statistical graphics. The course will finish with a taste of how functional programming and meta-programming with R can simplify and speed up your data analysis code.
Table of Contents (3 chapters)
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1
Tidying Data and Analyzing Tidy Data
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The Course Overview
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Understanding Tidy Data
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Installing R Packages
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Reading Data from Files with readr and readxl
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idying Data with tidyr
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Writing Code Pipelines with magrittr
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Manipulating Strings with stringr
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Manipulating Factors with forcats
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Manipulating Dates and Times with Lubridate
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Analyzing Data with dplyr and the split-apply-combine Strategy
2
Using ggplot2 to Draw Statistical Graphics
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Understanding the Grammar of Graphics and ggplot2
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Drawing Basic Plots and Scaling Plot Elements
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Transforming Plot Data with Stats
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Faceting Plots and Controlling Plot Themes and Labels
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Writing Plots to File
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Drawing Advanced Plots with ggplot2 Extensions
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Creating Animated Plots with gganimate and tweenr - I
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Creating Animated Plots with gganimate and tweenr - II
3
Writing Functional R
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Writing an R Function
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Understanding the lapply() Function
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Using Function Composition in Data Analysis
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Using Expressions and Metaprogramming for Advanced Function Composition
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Chapter: 1
Tidying Data and Analyzing Tidy Data
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Section: 3
Installing R Packages
In this video, we will learn how to install R packages, which provide new functions and capabilities. - Understand R packages and the CRAN - Download and install R packages - Loading R packages for use in a session or script
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Advanced Tools and Techniques Beyond Base R
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