R語言因子
因子是它們用於將數據進行分類並將其存儲為級彆的數據對象。它們可以同時存儲字符串和整數。它們在具有唯一值的有限數目的列是有用的。 例如,"male, "Female" 和 True, False 等. 它們在統計建模的數據分析非常有用。
使用 factor() 函數通過采取向量作為輸入來創建因子。
示例
# Create a vector as input. data <- c("East","West","East","North","North","East","West","West","West","East","North") print(data) print(is.factor(data)) # Apply the factor function. factor_data <- factor(data) print(factor_data) print(is.factor(factor_data))當我們上麵的代碼執行時,它產生以下結果:
[1] "East" "West" "East" "North" "North" "East" "West" "West" "West" "East" "North" [1] FALSE [1] East West East North North East West West West East North Levels: East North West [1] TRUE
在數據幀的因子
在創建任何數據幀文本數據的列,R語言對待文本列作為分類數據,並在其上創建因子。
# Create the vectors for data frame. height <- c(132,151,162,139,166,147,122) weight <- c(48,49,66,53,67,52,40) gender <- c("male","male","female","female","male","female","male") # Create the data frame. input_data <- data.frame(height,weight,gender) print(input_data) # Test if the gender column is a factor. print(is.factor(input_data$gender)) # Print the gender column so see the levels. print(input_data$gender)當我們上麵的代碼執行時,它產生以下結果:
height weight gender 1 132 48 male 2 151 49 male 3 162 66 female 4 139 53 female 5 166 67 male 6 147 52 female 7 122 40 male [1] TRUE [1] male male female female male female male Levels: female male
更改級彆的順序
一個因素中的級彆的順序可以通過使用級彆的新順序,再次應用因子函數來改變。
data <- c("East","West","East","North","North","East","West","West","West","East","North") # Create the factors factor_data <- factor(data) print(factor_data) # Apply the factor function with required order of the level. new_order_data <- factor(factor_data,levels = c("East","West","North")) print(new_order_data)當我們上麵的代碼執行時,它產生以下結果:
[1] East West East North North East West West West East North Levels: East North West [1] East West East North North East West West West East North Levels: East West North
生成因子級彆
我們可以通過使用 gl()函數生成因子的級彆。它有兩個整型輸入,表示每個級彆有多少水平和多少次。
語法
gl(n, k, labels)
以下是所使用的參數的說明:
- n 是一個整數來給出級彆數
- k 是一個整數給出重複的數量
- labels 為所得到的因子級彆標簽的向量。
示例
v <- gl(3, 4, labels = c("Tampa", "Seattle","Boston")) print(v)當我們上麵的代碼執行時,它產生以下結果:
Tampa Tampa Tampa Tampa Seattle Seattle Seattle Seattle Boston [10] Boston Boston Boston Levels: Tampa Seattle Boston