Some of the code from Chapter 3, Section 1.
In this chapter ggplot2 is introduced. We will discuss ggplot2 more in Stat. 651.
The main idea of making graphs with ggplot2 is the idea of mappings that are applied as asthetics in a plot.
The ggplot2 package is part of the tidyverse. We will install and load the tidyverse.
library(mdsr)
library(tidyverse)
CIACountries
Aesthetics
g <- ggplot(data = CIACountries, aes(y = gdp, x = educ))
g + geom_point(size = 3)
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)
g + geom_point(aes(color = net_users), size = 3)
![](data:image/png;base64,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)
g <- ggplot(data = CIACountries, aes(y = gdp, x = educ, label = country, color = net_users))
g + geom_text(size = 3)
![](data:image/png;base64,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)
Scale
g <- ggplot(data = CIACountries, aes(y = gdp, x = educ))
g + geom_point(size = 3)
![](data:image/png;base64,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)
g + geom_point(aes(color = net_users, size = roadways))
![](data:image/png;base64,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)
g + geom_point(aes(color = net_users, size = roadways)) +
coord_trans(y = "log10")
![](data:image/png;base64,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)
Facets
g + geom_point(alpha = 0.9, aes(size = roadways)) +
coord_trans(y = "log10") +
facet_wrap( ~ net_users, nrow = 1) +
theme(legend.position = "top")
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)
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