理解R语言中的factor

最新推荐文章于 2025-07-04 08:15:00 发布

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最新推荐文章于 2025-07-04 08:15:00 发布

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本文详细介绍了R语言中因子（factor）的基本概念及其使用方法。因子适用于表示编号或等级，如个体数量或协变量水平等离散值。文章通过具体实例展示了如何创建因子，设置因子的级别（levels）和标签（labels），以及如何为因子指定顺序。

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转载和整理自，向作者表示感谢

1.http://blog.youkuaiyun.com/yeweiyangblog/article/details/52838579
2.http://www.dengfeilong.com/post/factor.html

在R语言中，因子（factor）表示的是一个编号或者一个等级，即，一个点。例如，人的个数可以是1，2，3，4……那么因子就包括，1，2，3，4…..还有描述协变量水平时，会用到高、中、低，也是因子，因为这些都是一个点。与之区别的向量，是一个连续性的值，例如，数值中有1，1.1，1.2……可以作为数值来计算，而因子则不可以。简单通俗来讲：因子是一个点，向量是一个有方向的范围。在R中，如果把数字作为因子，那么在导入数据之后，需要将向量转换为因子（factor），而因子在整个计算过程中不再作为数值，而是一个”符号”而已。

以实例进行解释和说明

data <- c(1,2,2,3,1,2,3,3,1,2,3,3,1)  
> data
 [1] 1 2 2 3 1 2 3 3 1 2 3 3 1 

> fdata <- factor(data)
> fdata
 [1] 1 2 2 3 1 2 3 3 1 2 3 3 1
Levels: 1 2 3

> class(fdata)
[1] "factor"
> class(data)
[1] "numeric"

#factor()函数将原来的数值型的向量转化为了factor类型。factor类型的向量中有Levels的概念。Levels就是factor中的所有元素的集合（没有重复）。我们可以发现Levels就是factor中元素排除重复后且字符化的结果。因为Levels的元素都是character。

> levels(fdata)
[1] "1" "2" "3"

#我们可以在factor生成时，通过labels向量来指定levels，继续上面的程序：

> rdata <- factor(data,labels=c("I","II","III"))
> rdata
 [1] I   II  II  III I   II  III III I   II  III III I  
Levels: I II III

> rdata <- factor(data,labels=c("e","ee","eee"))
> rdata
 [1] e   ee  ee  eee e   ee  eee eee e   ee  eee eee e  
Levels: e ee eee

#factors可以指定数据的顺序

> mons <- c("March","April","January","November","January", "September","October","September","November","August", "January","November","November","February","May","August", "July","December","August","August","September","November", "February","April")
> mons <- factor(mons)
> mons
 [1] March     April     January   November  January  
 [6] September October   September November  August   
[11] January   November  November  February  May      
[16] August    July      December  August    August   
[21] September November  February  April    
11 Levels: April August December February ... September

> table(mons)
mons
    April    August  December  February   January 
        2         4         1         2         3 
     July     March       May  November   October 
        1         1         1         5         1 
September 
        3 

#显然月份是有顺序的，我们可以为factor指定顺序
mons = factor(mons,levels=c("January","February","March","April","May","June","July","August","September","October","November","December"),ordered=TRUE)

> table(mons)
mons
  January  February     March     April       May 
        3         2         1         2         1 
     June      July    August September   October 
        0         1         4         3         1 
 November  December 
        5         1