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2018-07-28(关于R语言中的factor)

2018-07-28(关于R语言中的factor)

作者: 天秤座的机器狗 | 来源:发表于2018-07-28 15:26 被阅读156次

    转载自https://blog.csdn.net/hsdcc217/article/details/78510087
    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 
    

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