ggplot2 - Bar Plots & Histograms

Bar plots represent the categorical data in rectangular manner. The bars can be plotted vertically and horizontally. The heights or lengths are proportional to the values represented in graphs. The x and y axes of bar plots specify the category which is included in specific data set.

Histogram is a bar graph which represents the raw data with clear picture of distribution of mentioned data set.

In this chapter, we will focus on creation of bar plots and histograms with the help of ggplot2.

Understanding MPG Dataset

Let us understand the dataset which will be used. Mpg dataset contains a subset of the fuel economy data that the EPA makes available in the below link −

http://fueleconomy.gov

It consists of models which had a new release every year between 1999 and 2008. This was used as a proxy for the popularity of the car.

Following command is executed to understand the list of attributes which is needed for dataset.

> library(ggplot2)

The attaching package is ggplot2.

The following object is masked _by_ .GlobalEnv −

mpg

Warning messages

  • package arules was built under R version 3.5.1
  • package tuneR was built under R version 3.5.3
  • package ggplot2 was built under R version 3.5.3
Understanding MPG Dataset

Creating Bar Count Plot

The Bar Count plot can be created with below mentioned plot −

> # A bar count plot
> p <- ggplot(mpg, aes(x=factor(cyl)))+
+    geom_bar(stat="count")
> p
Creating Bar Count Plot

geom_bar() is the function which is used for creating bar plots. It takes the attribute of statistical value called count.

Histogram

The histogram count plot can be created with below mentioned plot −

> # A historgram count plot
> ggplot(data=mpg, aes(x=hwy)) +
+    geom_histogram( col="red",
+       fill="green",
+       alpha = .2,
+       binwidth = 5)

geom_histogram() includes all the necessary attributes for creating a histogram. Here, it takes the attribute of hwy with respective count. The color is taken as per the requirements.

Histogram

Stacked Bar Chart

The general plots of bar graphs and histogram can be created as below −

> p <- ggplot(mpg, aes(class))
> p + geom_bar()
> p + geom_bar()
Stacked Bar Chart

This plot includes all the categories defined in bar graphs with respective class. This plot is called stacked graph.

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