How can we plot the distribution of column values in R? 2

How can we plot the distribution of column values in R?

In order to plot the distribution of column values in R, we can utilize the built-in functions and packages available in the software. First, we need to import the data set containing the desired column values into R. Then, we can use functions such as “hist()” or “density()” to create a histogram or density plot respectively. These functions allow us to visualize the frequency and spread of the column values. Additionally, we can use the “boxplot()” function to create a box plot, which displays the median, quartiles, and outliers of the column values. By utilizing these functions and adjusting parameters such as bin size or number of bins, we can effectively plot the distribution of column values in R.

Plot Distribution of Column Values in R


You can use the following methods to plot a distribution of column values in R:

Method 1: Plot Distribution of Values Using Density Plot

plot(density(df$my_column))

Method 2: Plot Distribution of Values Using Histogram

hist(df$my_column)

The following examples show how to use each method in practice with the following data frame

#create data frame
df = data.frame(team=rep(c('A', 'B'), each=10),
                points=c(3, 3, 4, 5, 4, 7, 7, 7, 10, 11, 8,
                         7, 8, 9, 12, 12, 12, 14, 15, 17))

#view data frame
df

   team points
1     A      3
2     A      3
3     A      4
4     A      5
5     A      4
6     A      7
7     A      7
8     A      7
9     A     10
10    A     11
11    B      8
12    B      7
13    B      8
14    B      9
15    B     12
16    B     12
17    B     12
18    B     14
19    B     15
20    B     17

Example 1: Plot Distribution of Values Using Density Plot

The following code shows how to plot the distribution of values in the points column using a :

#plot distribution of values in points column
plot(density(df$points)) 

This syntax produces a smooth curve that summarizes the distribution of values for a variable.

Note that we can also modify the title, axis labels, and color of the line in the density plot if we’d like:

#plot distribution of values in points column
plot(density(df$points), col='red', main='Density Plot of Points', xlab='Points')

plot distribution of column values in R using density plot

Example 2: Plot Distribution of Values Using Histogram

The following code shows how to plot the distribution of values in the points column using a histogram:

#plot distribution of values in points column using histogram
hist(df$points)

A histogram uses bars to represent frequencies of values in the points column as opposed to a smooth line that summarizes the shape of the distribution.

Note that we can also modify the title, axis labels, color, and number of breaks used in the histogram:

#plot distribution of values in points column using histogram
hist(df$points, main='Histogram of Points', xlab='Points', col='steelblue', breaks=12)

plot distribution of column values in R using histogram

Note: The larger the value you choose for the breaks argument, the more bars there will be in the histogram.

Cite this article

stats writer (2024). How can we plot the distribution of column values in R?. PSYCHOLOGICAL SCALES. Retrieved from https://scales.arabpsychology.com/stats/how-can-we-plot-the-distribution-of-column-values-in-r/

stats writer. "How can we plot the distribution of column values in R?." PSYCHOLOGICAL SCALES, 25 Jun. 2024, https://scales.arabpsychology.com/stats/how-can-we-plot-the-distribution-of-column-values-in-r/.

stats writer. "How can we plot the distribution of column values in R?." PSYCHOLOGICAL SCALES, 2024. https://scales.arabpsychology.com/stats/how-can-we-plot-the-distribution-of-column-values-in-r/.

stats writer (2024) 'How can we plot the distribution of column values in R?', PSYCHOLOGICAL SCALES. Available at: https://scales.arabpsychology.com/stats/how-can-we-plot-the-distribution-of-column-values-in-r/.

[1] stats writer, "How can we plot the distribution of column values in R?," PSYCHOLOGICAL SCALES, vol. X, no. Y, ص Z-Z, June, 2024.

stats writer. How can we plot the distribution of column values in R?. PSYCHOLOGICAL SCALES. 2024;vol(issue):pages.

Download Post (.PDF)
Slide Up
x
PDF
Scroll to Top