Data manipulation and visualization
Resources to learn and improve data manipulation, exploration and visualization in R.
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Type: course video exo open book book article git repo website level: begin intermediate advanced
Data Science
Global resources to start data science including introductory and intermediate material on data manipulation, exploration, visualization and analysis.
| STAT 545 J Bryan – A course about data wrangling, exploration, and analysis with R |
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| R for Data Science H Wickham, G Grolemund Introduction to data science: import, transform, visualize and model data with literate programming and reproducible research |
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| ModernDive C Ismay, A Y Kim – A textbook about statistical inference via data science |
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| Introduction to Data Science R A Irizarry – A textbook from R basics to an introduction to machine learning, through data manipulation and statistics in R |
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| R Programming 101 – A youtube channel about data cleaning, manipulation & visualization |
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| Exploratory Data Analysis J Helveston – A course to learn how to import, manipulate, clean, explore, visualize, and export data in R |
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Data Manipulation
| Data Wrangling with R and the Tidyverse G. Grolemund – An introductory playlist |
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| Cleaning ecological survey data for conservation scientists C J Brown, C Buelow |
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| dplyr R Programming - DDS – an introductory playlist to dplyr and its functions |
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Tidyverse
| Introduction to the Tidyverse datacamp – Introduction to R and Tidyverse |
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| Tidy Modeling with R M Kuhn, J Silge – Introduction to how to use Tidyverse |
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Data Visualization
| Fundamentals of Data Visualization C . Wilke – Theory on how to make right and nice figures, not R focused |
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| R Graphics Cookbook W. Chang – A practical guide to help you generate high-quality graphs |
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| R for Ecologists – a youtube channel including basics on R and visualization |
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| ggplot2 H. Wickham – focus on explaining the grammar of graphics that ggplot2 uses, it is not a cookbook |
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| Visualization – a R studio youtube playlist |
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Shiny
| Shiny gallery – Find ideas about what is possible to do |
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| A shiny workshop to start D Valle and others – A full course to start with shiny |
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| Mastering Shiny Hadley Wickham – Designed to take you from knowing nothing about Shiny to being an expert developer |
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| Engineering Production-Grade Shiny Apps C Fay, S Rochette, V Guyader, C Girard – learn the process of building an application that will later be sent to production |
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| Shiny Developer Series – a youtube channel |
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