R Extract Rows of Data Frame by Factor Levels (2 Examples)
This article explains how to extract rows according to factor levels in R.
Creation of Example Data
data(iris) # Loading iris data head(iris) # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 1 5.1 3.5 1.4 0.2 setosa # 2 4.9 3.0 1.4 0.2 setosa # 3 4.7 3.2 1.3 0.2 setosa # 4 4.6 3.1 1.5 0.2 setosa # 5 5.0 3.6 1.4 0.2 setosa # 6 5.4 3.9 1.7 0.4 setosa |
data(iris) # Loading iris data head(iris) # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 1 5.1 3.5 1.4 0.2 setosa # 2 4.9 3.0 1.4 0.2 setosa # 3 4.7 3.2 1.3 0.2 setosa # 4 4.6 3.1 1.5 0.2 setosa # 5 5.0 3.6 1.4 0.2 setosa # 6 5.4 3.9 1.7 0.4 setosa
Example 1: Subset Rows According to One Specific Factor Level
iris_subset1 <- iris[iris$Species == # Extract one factor level "versicolor", ] head(iris_subset1) # Show new data # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 51 7.0 3.2 4.7 1.4 versicolor # 52 6.4 3.2 4.5 1.5 versicolor # 53 6.9 3.1 4.9 1.5 versicolor # 54 5.5 2.3 4.0 1.3 versicolor # 55 6.5 2.8 4.6 1.5 versicolor # 56 5.7 2.8 4.5 1.3 versicolor |
iris_subset1 <- iris[iris$Species == # Extract one factor level "versicolor", ] head(iris_subset1) # Show new data # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 51 7.0 3.2 4.7 1.4 versicolor # 52 6.4 3.2 4.5 1.5 versicolor # 53 6.9 3.1 4.9 1.5 versicolor # 54 5.5 2.3 4.0 1.3 versicolor # 55 6.5 2.8 4.6 1.5 versicolor # 56 5.7 2.8 4.5 1.3 versicolor
Example 2: Subset Rows According to Several Different Factor Levels
iris_subset2 <- iris[iris$Species %in% # Extract multiple factor levels c("setosa", "versicolor"), ] head(iris_subset2) # Show new data # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 1 5.1 3.5 1.4 0.2 setosa # 2 4.9 3.0 1.4 0.2 setosa # 3 4.7 3.2 1.3 0.2 setosa # 4 4.6 3.1 1.5 0.2 setosa # 5 5.0 3.6 1.4 0.2 setosa # 6 5.4 3.9 1.7 0.4 setosa |
iris_subset2 <- iris[iris$Species %in% # Extract multiple factor levels c("setosa", "versicolor"), ] head(iris_subset2) # Show new data # Sepal.Length Sepal.Width Petal.Length Petal.Width Species # 1 5.1 3.5 1.4 0.2 setosa # 2 4.9 3.0 1.4 0.2 setosa # 3 4.7 3.2 1.3 0.2 setosa # 4 4.6 3.1 1.5 0.2 setosa # 5 5.0 3.6 1.4 0.2 setosa # 6 5.4 3.9 1.7 0.4 setosa
Related Articles & Further Resources
You may find some related R programming language tutorials on topics such as variables, loops, and matrices below: