获取所有变量的类型

时间:2012-10-02 15:57:54

标签: r typeof

在R中,我想在脚本的末尾检索一个全局变量列表并迭代它们。这是我的代码

#declare a few sample variables
a<-10
b<-"Hello world"
c<-data.frame()

#get all global variables in script and iterate over them
myGlobals<-objects()
for(i in myGlobals){
  print(typeof(i))     #prints 'character'
}

我的问题是typeof(i)始终返回character,即使变量ac不是字符变量。如何在for循环中获取原始类型的变量?

6 个答案:

答案 0 :(得分:101)

您需要使用get来获取值,而不是ls返回的对象的字符名称:

x <- 1L
typeof(ls())
[1] "character"
typeof(get(ls()))
[1] "integer"

或者,对于提供的问题,您可能希望使用eapply

eapply(.GlobalEnv,typeof)
$x
[1] "integer"

$a
[1] "double"

$b
[1] "character"

$c
[1] "list"

答案 1 :(得分:13)

如何在全局对象下隐藏变量时获取变量类型:

您需要的一切都在基本类型的R手册中:https://cran.r-project.org/doc/manuals/R-lang.html#Basic-types

在您看到内部之前,object()需要get(...)进行渗透。例如:

a <- 10
myGlobals <- objects()
for(i in myGlobals){
  typeof(i)         #prints character
  typeof(get(i))    #prints integer
}

如何获取R

中的变量类型

例如,R function typeof偏向于为您提供最大深度的类型。

library(tibble)

#expression              notes                                  type
#----------------------- -------------------------------------- ----------
typeof(TRUE)             #a single boolean:                     logical
typeof(1L)               #a single numeric with L postfixed:    integer
typeof("foobar")         #A single string in double quotes:     character
typeof(1)                #a single numeric:                     double
typeof(list(5,6,7))      #a list of numeric:                    list
typeof(2i)               #an imaginary number                   complex

#So far so good, but those who wish to keep their sanity go no further
typeof(5 + 5L)           #double + integer is coerced:          double
typeof(c())              #an empty vector has no type:          NULL
typeof(!5)               #a bang before a double:               logical
typeof(Inf)              #infinity has a type:                  double
typeof(c(5,6,7))         #a vector containing only doubles:     double
typeof(c(c(TRUE)))       #a vector of vector of logicals:       logical
typeof(matrix(1:10))     #a matrix of doubles has a type:       list

#Strangeness ahead, there be dragons: step carefully:
typeof(substr("abc",2,2))#a string at index 2 which is 'b' is:  character
typeof(c(5L,6L,7L))      #a vector containing only integers:    integer
typeof(c(NA,NA,NA))      #a vector containing only NA:          logical
typeof(data.frame())     #a data.frame with nothing in it:      list
typeof(data.frame(c(3))) #a data.frame with a double in it:     list
typeof(c("foobar"))      #a vector containing only strings:     character
typeof(pi)               #builtin expression for pi:            double

#OK, I'm starting to get irritated, however, I am also longsuffering:
typeof(1.66)             #a single numeric with mantissa:       double
typeof(1.66L)            #a double with L postfixed             double
typeof(c("foobar"))      #a vector containing only strings:     character
typeof(c(5L, 6L))        #a vector containing only integers:    integer
typeof(c(1.5, 2.5))      #a vector containing only doubles:     double
typeof(c(1.5, 2.5))      #a vector containing only doubles:     double
typeof(c(TRUE, FALSE))   #a vector containing only logicals:    logical

#R is really cramping my style, killing my high, irritation is increasing:
typeof(factor())         #an empty factor has default type:     integer
typeof(factor(3.14))     #a factor containing doubles:          integer
typeof(factor(T, F))     #a factor containing logicals:         integer
typeof(Sys.Date())       #builtin R dates:                      double
typeof(hms::hms(3600))   #hour minute second timestamp          double
typeof(c(T, F))          #T and F are builtins:                 logical
typeof(1:10)             #a builtin sequence of numerics:       integer
typeof(NA)               #The builtin value not available:      logical

#The R coolaid punchbowl has been spiked: stay frosty and keep your head low:
typeof(c(list(T)))       #a vector of lists of logical:         list
typeof(list(c(T)))       #a list of vectors of logical:         list
typeof(c(T, 3.14))       #a vector of logicals and doubles:     double
typeof(c(3.14, "foo"))   #a vector of doubles and characters:   character
typeof(c("foo",list(T))) #a vector of strings and lists:        list
typeof(list("foo",c(T))) #a list of strings and vectors:        list
typeof(TRUE + 5L)        #a logical plus an integer:            integer
typeof(c(TRUE, 5L)[1])   #The true is coerced to 1              integer
typeof(c(c(2i), TRUE)[1])#logical coerced to complex:           complex
typeof(c(NaN, 'batman')) #NaN's in a vector don't dominate:     character
typeof(5 && 4)           #doubles are coerced by order of &&    logical
typeof(8 < 'foobar')     #string and double is coerced          logical
typeof(list(4, T)[[1]])  #a list retains type at every index:   double
typeof(list(4, T)[[2]])  #a list retains type at every index:   logical
typeof(2 ** 5)           #result of exponentiation              double
typeof(0E0)              #exponential lol notation              double
typeof(0x3fade)          #hexidecimal                           double
typeof(paste(3, '3'))    #paste promotes types to string        character
typeof(3 + 四)           #R pukes on unicode                    error
typeof(iconv("a", "latin1", "UTF-8")) #UTF-8 characters         character
typeof(5 == 5)           #result of a comparison:               logical

如何获取R

中的变量类

例如,R function class偏向于为您提供封装类型的容器或结构类型。

library(tibble)

#expression            notes                                    class
#--------------------- ---------------------------------------- ---------
class(matrix(1:10))     #a matrix of doubles has a class:       matrix
class(factor("hi"))     #factor of items is:                    factor
class(TRUE)             #a single boolean:                      logical
class(1L)               #a single numeric with L postfixed:     integer
class("foobar")         #A single string in double quotes:      character
class(1)                #a single numeric:                      numeric
class(list(5,6,7))      #a list of numeric:                     list
class(2i)               #an imaginary                           complex
class(data.frame())     #a data.frame with nothing in it:       data.frame
class(Sys.Date())       #builtin R dates:                       Date
class(sapply)           #a function is                          function
class(charToRaw("hi"))  #convert string to raw:                 raw
class(array("hi"))      #array of items is:                     array

#So far so good, but those who wish to keep their sanity go no further
class(5 + 5L)           #double + integer is coerced:          numeric
class(c())              #an empty vector has no class:         NULL
class(!5)               #a bang before a double:               logical
class(Inf)              #infinity has a class:                 numeric
class(c(5,6,7))         #a vector containing only doubles:     numeric
class(c(c(TRUE)))       #a vector of vector of logicals:       logical

#Strangeness ahead, there be dragons: step carefully:
class(substr("abc",2,2))#a string at index 2 which is 'b' is:  character
class(c(5L,6L,7L))      #a vector containing only integers:    integer
class(c(NA,NA,NA))      #a vector containing only NA:          logical
class(data.frame(c(3))) #a data.frame with a double in it:     data.frame
class(c("foobar"))      #a vector containing only strings:     character
class(pi)               #builtin expression for pi:            numeric

#OK, I'm starting to get irritated, however, I am also longsuffering:
class(1.66)             #a single numeric with mantissa:       numeric
class(1.66L)            #a double with L postfixed             numeric
class(c("foobar"))      #a vector containing only strings:     character
class(c(5L, 6L))        #a vector containing only integers:    integer
class(c(1.5, 2.5))      #a vector containing only doubles:     numeric
class(c(TRUE, FALSE))   #a vector containing only logicals:    logical

#R is really cramping my style, killing my high, irritation is increasing:
class(factor())       #an empty factor has default class:      factor
class(factor(3.14))   #a factor containing doubles:            factor
class(factor(T, F))   #a factor containing logicals:           factor
class(hms::hms(3600)) #hour minute second timestamp            hms difftime
class(c(T, F))        #T and F are builtins:                   logical
class(1:10)           #a builtin sequence of numerics:         integer
class(NA)             #The builtin value not available:        logical

#The R coolaid punchbowl has been spiked: stay frosty and keep your head low:
class(c(list(T)))       #a vector of lists of logical:         list
class(list(c(T)))       #a list of vectors of logical:         list
class(c(T, 3.14))       #a vector of logicals and doubles:     numeric
class(c(3.14, "foo"))   #a vector of doubles and characters:   character
class(c("foo",list(T))) #a vector of strings and lists:        list
class(list("foo",c(T))) #a list of strings and vectors:        list
class(TRUE + 5L)        #a logical plus an integer:            integer
class(c(TRUE, 5L)[1])   #The true is coerced to 1              integer
class(c(c(2i), TRUE)[1])#logical coerced to complex:           complex
class(c(NaN, 'batman')) #NaN's in a vector don't dominate:     character
class(5 && 4)           #doubles are coerced by order of &&    logical
class(8 < 'foobar')     #string and double is coerced          logical
class(list(4, T)[[1]])  #a list retains class at every index:  numeric
class(list(4, T)[[2]])  #a list retains class at every index:  logical
class(2 ** 5)           #result of exponentiation              numeric
class(0E0)              #exponential lol notation              numeric
class(0x3fade)          #hexidecimal                           numeric
class(paste(3, '3'))     #paste promotes class to string       character
class(3 + 四)           #R pukes on unicode                   error
class(iconv("a", "latin1", "UTF-8")) #UTF-8 characters         character
class(5 == 5)           #result of a comparison:               logical

获取变量

的数据storage.mode

当R变量写入磁盘时,数据布局会再次更改,并称为data's storage.mode。函数storage.mode(...)显示了这种低级别信息:请参阅Mode, Class, and Type of R objects。你不应该担心R的storage.mode,除非你试图理解在向磁盘分配数据和从磁盘读取数据时发生的往返演员/强制造成的延迟。

关于R&amp; triad打字系统的意识形态:

R&P的鸭子打字系统有不确定性。作为类比,考虑一个陶瓷杯,它可以用来容纳液体,或用作像棒球一样的抛射物。杯子的目的取决于它的可用特性和作用于它的功能。这种类型的流动性为程序员提供了更大的余地,可以将任何类型的输出从一个函数重定向到另一个函数,R将竭尽全力尝试阅读你的思想并做一些合理的事情。

这个想法是,当新手程序员按照布朗运动编写R程序时,他们会尝试将googah.blimflarg传递给vehicle.subspaceresponder(...)。 R程序没有考虑类型错误,而是通过体操来改变类型,然后做一些非常有用的事情。新手程序员在他的博客上发布了代码并说#34;看看我用3行R代码做的这个巨大的事情!我不知道它怎么知道该做什么,但确实如此!&#34;

答案 2 :(得分:3)

您可以使用class(x)来检查变量类型。如果要求检查数据帧的所有变量类型,则可以使用sapply(x,class)。

答案 3 :(得分:3)

> mtcars %>% 
+     summarise_all(typeof) %>% 
+     gather
    key  value
1   mpg double
2   cyl double
3  disp double
4    hp double
5  drat double
6    wt double
7  qsec double
8    vs double
9    am double
10 gear double
11 carb double

我尝试classtypeof个功能,但都失败了。

答案 4 :(得分:1)

设计基本上与你想要的相反,这是我的工具包玩具之一:

 lstype<-function(type='closure'){
inlist<-ls(.GlobalEnv)
if (type=='function') type <-'closure'
typelist<-sapply(sapply(inlist,get),typeof)
return(names(typelist[typelist==type]))
}

答案 5 :(得分:0)

lapply(your_dataframe,class)给您类似的东西

$ tikr [1]“因素”

$ Date [1]“日期”

$打开 [1]“数字”

$高 [1]“数字”

...等等