将数据帧列转换为R中的频率分布

Question

I have recently started to work on some statistical problems in R and I have a query. I normally code in python and find the "collections.Counter" function quite useful. However I did not find any such equivalent command in R which was surprising since frequencies are used a lot in statistics.

for eg I have this table (data frame) -

df ->

c1          c2
reading1    2
reading2    3
reading3    1
reading4    3
reading5    2
reading6    4
reading7    1
reading8    2
reading9    4
reading10   5 

and I want to get this in R-

value    frequency
    1    2
    2    3
    3    2
    4    2
    5    1

I hope this illustrates what I would like to do.. Any help is appreciated

and for illustration purposes - In python I could do this -

df_c2 = [2,3,1,3,2,4,1,2,4,5]
counter=collections.Counter(df$c2)
print (counter)

and get this - Counter({2: 3, 1: 2, 3: 2, 4: 2, 5: 1})
which I can manipulate using loops.

Answer 1

The simplest way is to use table() , which returns a named vector() :

> table(df$c2)

1 2 3 4 5 
2 3 2 2 1 

You can return a data.frame like this:

> data.frame(table(df$c2))
  Var1 Freq
1    1    2
2    2    3
3    3    2
4    4    2
5    5    1

You can, of course, also use packages like the "tidyverse".

library(tidyverse)
df %>% 
  select(c2) %>% 
  group_by(c2) %>% 
  summarise(freq = n())
# # A tibble: 5 x 2
#      c2  freq
#   <int> <int>
# 1     1     2
# 2     2     3
# 3     3     2
# 4     4     2
# 5     5     1