Assign unique ID based on two columns [duplicate]

问题

This question already has an answer here:

Add ID column by group [duplicate] 4 answers
How to create a consecutive index based on a grouping variable in a dataframe 6 answers

I have a dataframe (df) that looks like this:

School Student  Year  
A         10    1999
A         10    2000
A         20    1999
A         20    2000
A         20    2001
B         10    1999
B         10    2000

And I would like to create a person ID column so that df looks like this:

ID School Student  Year  
1   A         10    1999
1   A         10    2000
2   A         20    1999
2   A         20    2000
2   A         20    2001
3   B         10    1999
3   B         10    2000

In other words, the ID variable indicates which person it is in the dataset, accounting for both Student number and School membership (here we have 3 students total).

I did df$ID <- df$Student and tried to request the value +1 if c(\"School\", \"Student) was unique. It isn\'t working. Help appreciated.

回答1:

We can do this in base R without doing any group by operation

df$ID <- cumsum(!duplicated(df[1:2]))
df
#   School Student Year ID
#1      A      10 1999  1
#2      A      10 2000  1
#3      A      20 1999  2
#4      A      20 2000  2
#5      A      20 2001  2
#6      B      10 1999  3
#7      B      10 2000  3

NOTE: Assuming that 'School' and 'Student' are ordered

Or using tidyverse

library(dplyr)
df %>% 
    mutate(ID = group_indices_(df, .dots=c("School", "Student"))) 
#  School Student Year ID
#1      A      10 1999  1
#2      A      10 2000  1
#3      A      20 1999  2
#4      A      20 2000  2
#5      A      20 2001  2
#6      B      10 1999  3
#7      B      10 2000  3

As @radek mentioned, in the recent version (dplyr_0.8.0), we get the notification that group_indices_ is deprecated, instead use group_indices

df %>% 
   mutate(ID = group_indices(., School, Student))

回答2:

Group by School and Student, then assign group id to ID variable.

library('data.table')
df[, ID := .GRP, by = .(School, Student)]

#    School Student Year ID
# 1:      A      10 1999  1
# 2:      A      10 2000  1
# 3:      A      20 1999  2
# 4:      A      20 2000  2
# 5:      A      20 2001  2
# 6:      B      10 1999  3
# 7:      B      10 2000  3

Data:

df <- fread('School Student  Year  
A         10    1999
      A         10    2000
      A         20    1999
      A         20    2000
      A         20    2001
      B         10    1999
      B         10    2000')

来源：https://stackoverflow.com/questions/42921674/assign-unique-id-based-on-two-columns

标签

multiple-columns