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rduplicatesdata.tabletext-database

R - Finding duplicates of words that are in a reversed order


I have a data.table with a column comprising occupational title names. I want to find out repeated occupations but that are written in a reverse order (e.g. writer advertising and advertising writer). Here is a simplified version of my data and the result that I would like to get

data = data.table(
  ID = as.character(c("advertisings writer","writer advertisings","setter","drill setter","setter drill","agent claims","claims agent","engineer"))
)
data_result = data.table(
  ID = as.character(c("advertisings writer","setter","drill setter","agent claims","engineer"))
)

Here is the code that I've been using.

data[,b:= strsplit(ID," ")]

data <- data[,.(b=unlist(b)),by = setdiff(names(data),'b')]
setorderv(data,cols=c("ID","b"))
data <- data[,bb:=list(list(unique(b))),by="ID"][,.SD[1],by=c("ID"),.SDcols=c("bb")]
data[,b:=lapply(bb,paste,collapse=' ')]
data[,b:=unlist(b)]

unique(data,by="b")

Since I am working with quite a large dataset this approach is very time consuming.

Thanks


Solution

  • A possible solution with data.table:

    1. split the string in words
    2. sort the words
    3. paste the sorted words
    4. get the unique values
    library(data.table)
    
    data[,ID:=sapply(sapply(stringr::str_split(ID,' '),sort),function(x) paste(x,collapse=' '))]
    unique(data)
    
                        ID
    1: advertisings writer
    2:              setter
    3:        drill setter
    4:        agent claims
    5:            engineer