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Introduction
Stacked dot plots are a type of plot that displays frequencies using dots, piled one over the other. In R, there are several ways to create stacked dot plots, including using base R and ggplot2. In this blog post, we will explore how to create stacked dot plots in both Base R and ggplot2, and provide several examples of each.
< section id="examples-stacked-dot-plots-in-base-r" class="level1">Examples Stacked Dot Plots in Base R
< section id="method-1-the-stripchart-function" class="level2">Method 1: The stripchart() function
The stripchart() function in base R can be used to create a basic stacked dot plot. Here is an example of how to use it:
# create some fake data set.seed(0) data <- sample(0:20, 100, replace = TRUE) # create stacked dot plot stripchart(data, method = "stack")
This will create a basic stacked dot plot. However, we can customize it to make it more aesthetically pleasing. Here is an example of how to do that:
# create some fake data set.seed(0) data <- sample(0:20, 100, replace = TRUE) # create stacked dot plot stripchart(data, method = "stack", offset = .5, at = 0, pch = 19, col = "steelblue", main = "Stacked Dot Plot", xlab = "Data Values")
This will create a stacked dot plot with a blue color scheme and a more aesthetically pleasing layout.
< section id="method-2-the-dotchart-function" class="level2">Method 2: The dotchart() function
Another way to create a stacked dot plot in base R is to use the dotchart() function. Here is an example of how to use it:
# create some fake data set.seed(0) data <- sample(0:20, 100, replace = TRUE) # create stacked dot plot dotchart(data, cex = .7, col = "steelblue", main = "Stacked Dot Plot", xlab = "Data Values")
This will create a stacked dot plot with a blue color scheme and a more aesthetically pleasing layout.
< section id="examples-stacked-dot-plots-in-ggplot2" class="level1">Examples Stacked Dot Plots in ggplot2
< section id="method-1-the-geom_dotplot-function" class="level2">Method 1: The geom_dotplot() function
The geom_dotplot() function in ggplot2 can be used to create a basic stacked dot plot. Here is an example of how to use it:
# load ggplot2 library(ggplot2) # create some fake data set.seed(0) data <- data.frame(x = sample(0:20, 100, replace = TRUE)) # create stacked dot plot ggplot(data, aes(x = x)) + geom_dotplot() + theme_minimal()
Bin width defaults to 1/30 of the range of the data. Pick better value with `binwidth`.
This will create a basic stacked dot plot. However, we can customize it to make it more aesthetically pleasing. Here is an example of how to do that:
# create some fake data set.seed(0) data <- data.frame(x = sample(0:20, 100, replace = TRUE)) # create customized stacked dot plot ggplot(data, aes(x = x)) + geom_dotplot(dotsize = .75, stackratio = 1.2, fill = "steelblue") + scale_y_continuous(NULL, breaks = NULL) + labs(title = "Stacked Dot Plot", x = "Data Values") + theme_minimal()
This will create a stacked dot plot with a blue color scheme and a more aesthetically pleasing layout.
< section id="method-2-the-geom_jitter-function" class="level2">Method 2: The geom_jitter() function
Another way to create a stacked dot plot in ggplot2 is to use the geom_jitter() function. Here is an example of how to use it:
# create some fake data set.seed(0) data <- data.frame(x = sample(0:20, 100, replace = TRUE)) # create stacked dot plot ggplot(data, aes(x = x, y = 0)) + geom_jitter(height = .1, width = 0, alpha = .5, color = "steelblue") + labs(title = "Stacked Dot Plot", x = "Data Values") + theme_minimal()
This will create a stacked dot plot with a blue color scheme and a more aesthetically pleasing layout.
In conclusion, creating stacked dot plots in R is a simple and effective way to visualize frequency data. By using either base R or ggplot2, you can create aesthetically pleasing plots that are easy to interpret. We encourage readers to try creating their own stacked dot plots using the examples provided in this blog post.
< section id="referencescitations" class="level1">ReferencesCitations:
- [1] https://www.statology.org/stacked-dot-plot-in-r/
- [2] https://www.geeksforgeeks.org/how-to-create-a-stacked-dot-plot-in-r/
- [3] http://www.sthda.com/english/wiki/ggplot2-dot-plot-quick-start-guide-r-software-and-data-visualization
- [4] https://stackoverflow.com/questions/61471353/in-r-ggplot-how-do-i-stack-two-dotplots
- [5] https://ggplot2.tidyverse.org/reference/geom_dotplot.html
- [6] https://eurekastatistics.com/r-flavours-of-stacked-dotplots/
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