Difference between revisions of "Lesson07"
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− | <font size="5">''' | + | <font size="5">'''Programming Data Visualisation in R'''</font> |
=Content= | =Content= | ||
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** The Essential Grammatical Elements in ggplot2 | ** The Essential Grammatical Elements in ggplot2 | ||
* Designing Analytical Graphics with ggplot2 | * Designing Analytical Graphics with ggplot2 | ||
+ | * Creating Interactive Graphics with plotly R | ||
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* [https://vita.had.co.nz/papers/layered-grammar.html A Layered Grammar of Graphics] | * [https://vita.had.co.nz/papers/layered-grammar.html A Layered Grammar of Graphics] | ||
* [https://r4ds.had.co.nz/data-visualisation.html Chapter 3 Data Visualization], [https://r4ds.had.co.nz/exploratory-data-analysis.html Chapter 7 Exploratory Data Analysis] and [https://r4ds.had.co.nz/graphics-for-communication.html Chapter 28 Graphics for communication] of '''R for Data Science'''. | * [https://r4ds.had.co.nz/data-visualisation.html Chapter 3 Data Visualization], [https://r4ds.had.co.nz/exploratory-data-analysis.html Chapter 7 Exploratory Data Analysis] and [https://r4ds.had.co.nz/graphics-for-communication.html Chapter 28 Graphics for communication] of '''R for Data Science'''. | ||
+ | * ggplot2 [https://ggplot2.tidyverse.org//] | ||
+ | * ggplot2 – The R graph Gallery [http://www.r-graph-gallery.com/portfolio/ggplot2-package/] | ||
+ | * ggplot2 - A Short Tutorial [http://r-statistics.co/ggplot2-Tutorial-With-R.html] | ||
+ | |||
+ | |||
==Additional Readings== | ==Additional Readings== | ||
− | * Wickham, | + | |
− | * [https | + | ===Book on ggplot2=== |
− | + | * Hadley Wickham, Danielle Navarro, and Thomas Lin Pedersen (2020) [https://ggplot2-book.org/index.html ggplot2: Elegant Graphics for Data Analysis] (3rd Edition, online version). | |
− | * [https://viz-ggplot2.rsquaredacademy.com/ Data Visualization with ggplot2] | + | * Kieran Healy (2019) [https://socviz.co/ Data Visualization: A practical introduction]. This is the online version. |
+ | * Aravind Hebbali (2020) [https://viz-ggplot2.rsquaredacademy.com/index.html Data Visualization with ggplot2] | ||
+ | * Winston Chang (2020) [https://r-graphics.org/ R Graphics Cookbook] (2nd edition, online version) | ||
+ | * Rob Kabacoff (2020) [https://rkabacoff.github.io/datavis/ Data Visualization with R] | ||
* [https://bookdown.org/tpemartin/minicourse_ggplot2/ ggplot2 介紹] | * [https://bookdown.org/tpemartin/minicourse_ggplot2/ ggplot2 介紹] | ||
− | * [https:// | + | * Zach Bogart & Joyce Robbins (2020) [https://edav.info/ Exploratory Data Analysis & Visualization] |
+ | * [https://bbc.github.io/rcookbook/ BBC Visual and Data Journalism cookbook for R graphics] | ||
+ | |||
+ | ===Book on plotly R=== | ||
* [https://plot.ly/r/ Plotly R Open Source Graphing Library] | * [https://plot.ly/r/ Plotly R Open Source Graphing Library] | ||
* [https://plotly-r.com/index.html Interactive web-based data visualization with R, plotly, and shiny] | * [https://plotly-r.com/index.html Interactive web-based data visualization with R, plotly, and shiny] | ||
* [https://www.r-graph-gallery.com/index.html The R Graph Gallery] | * [https://www.r-graph-gallery.com/index.html The R Graph Gallery] | ||
+ | |||
= DataCamp Courses = | = DataCamp Courses = | ||
− | + | * Introduction to Data Visualization with ggplot2 | |
− | + | * Intermedia Data Visualization with ggplot2 | |
− | * Data Visualization with ggplot2 | ||
− | * Data Visualization with ggplot2 | ||
* Interactive Data Visualization with plotly in R | * Interactive Data Visualization with plotly in R | ||
* Intermediate Interactive Data Visualization with plotly in R | * Intermediate Interactive Data Visualization with plotly in R |
Latest revision as of 16:06, 21 February 2021
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Programming Data Visualisation in R
Contents
Content
- R, RStudio and RMarkdown 101
- Introducing The Grammar of Graphics
- ggplot2, The Layered Grammar of Graphics
- The Essential Grammatical Elements in ggplot2
- Designing Analytical Graphics with ggplot2
- Creating Interactive Graphics with plotly R
Readings
Core Readings
- A Layered Grammar of Graphics
- Chapter 3 Data Visualization, Chapter 7 Exploratory Data Analysis and Chapter 28 Graphics for communication of R for Data Science.
- ggplot2 [1]
- ggplot2 – The R graph Gallery [2]
- ggplot2 - A Short Tutorial [3]
Additional Readings
Book on ggplot2
- Hadley Wickham, Danielle Navarro, and Thomas Lin Pedersen (2020) ggplot2: Elegant Graphics for Data Analysis (3rd Edition, online version).
- Kieran Healy (2019) Data Visualization: A practical introduction. This is the online version.
- Aravind Hebbali (2020) Data Visualization with ggplot2
- Winston Chang (2020) R Graphics Cookbook (2nd edition, online version)
- Rob Kabacoff (2020) Data Visualization with R
- ggplot2 介紹
- Zach Bogart & Joyce Robbins (2020) Exploratory Data Analysis & Visualization
- BBC Visual and Data Journalism cookbook for R graphics
Book on plotly R
- Plotly R Open Source Graphing Library
- Interactive web-based data visualization with R, plotly, and shiny
- The R Graph Gallery
DataCamp Courses
- Introduction to Data Visualization with ggplot2
- Intermedia Data Visualization with ggplot2
- Interactive Data Visualization with plotly in R
- Intermediate Interactive Data Visualization with plotly in R