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Removing duplicates in a string in Python

What is an efficient algo开发者_高级运维rithm to removing all duplicates in a string?

For example : aaaabbbccdbdbcd

Required result: abcd


You use a hashtable to store currently discovered keys (access O(1)) and then loop through the array. If a character is in the hashtable, discard it. If it isn't add it to the hashtable and a result string.

Overall: O(n) time (and space).

The naive solution is to search for the character is the result string as you process each one. That O(n2).


This closely related to the question: Detecting repetition with infinite input.

The hashtable approach may not be optimal depending on your input. Hashtables have a certain amount of overhead (buckets, entry objects). It is huge overhead compared to the actual stored char. (If you target environment is Java it is even worse as the HashMap is of type Map<Character,?>.) The worse case runtime for a Hashtable access is O(n) due to collisions.

You need only 8kb too represent all 2-byte unicode characters in a plain BitSet. This may be optimized if your input character set is more restricted or by using a compressed BitSets (as long as you have a sparse BitSet). The runtime performance will be favorable for a BitSet it is O(1).


In Python

>>> ''.join(set("aaaabbbccdbdbcd"))
'acbd'

If the order needs to be preserved

>>> q="aaaabbbccdbdbcd"                    # this one is not
>>> ''.join(sorted(set(q),key=q.index))    # so efficient
'abcd'

or

>>> S=set()
>>> res=""
>>> for c in "aaaabbbccdbdbcd":
...  if c not in S:
...   res+=c
...   S.add(c)
... 
>>> res
'abcd'

or

>>> S=set()
>>> L=[]
>>> for c in "aaaabbbccdbdbcd":
...  if c not in S:
...   L.append(c)
...   S.add(c)
... 
>>> ''.join(L)
'abcd'

In python3.1

>>> from collections import OrderedDict
>>> ''.join(list(OrderedDict((c,0) for c in "aaaabbbccdbdbcd").keys()))
'abcd'


Keep an array of 256 "seen" booleans, one for each possible character. Stream your string. If you haven't seen the character before, output it and set the "seen" flag for that character.


PHP algorythm - O(n):

function remove_duplicate_chars($str) {
    if (2 > $len = strlen($str)) {
        return $str;
    }
    $flags = array_fill(0,256,false);
    $flags[ord($str[0])]=true;
    $j = 1;
    for ($i=1; $i<$len; $i++) {
        $ord = ord($str[$i]);
        if (!$flags[$ord]) {
            $str[$j] = $str[$i];
            $j++;
            $flags[$ord] = true;
        }
    }
    if ($j<$i) { //if duplicates removed
        $str = substr($str,0,$j);
    }
    return $str;
}

echo remove_duplicate_chars('aaaabbbccdbdbcd'); // result: 'abcd'


You Can Do this in O(n) only if you are using HashTable. Code is given below Please Note- It is assumed that number of possible characters in input string are 256

void removeDuplicates(char *str)
{
 int len = strlen(str); //Gets the length of the String
 int count[256] = {0};  //initializes all elements as zero
 int i;
     for(i=0;i<len;i++)
     {
        count[str[i]]++;  
        if(count[str[i]] == 1)
          printf("%c",str[i]);                  
     }     
}


#include <iostream>
#include<string>
using namespace std;
#define MAX_SIZE 256

int main()
{
    bool arr[MAX_SIZE] = {false};

    string s;
    cin>>s;
    int k = 0;

    for(int i = 0; i < s.length(); i++)
    {
        while(arr[s[i]] == true && i < s.length())
        {
            i++;
        }
        if(i < s.length())
        {
            s[k]    = s[i];
            arr[s[k]] = true;
            k++;
        }
    }
    s.resize(k);

    cout << s<< endl; 

    return 0;
}


  string newString = new string("aaaaabbbbccccdddddd".ToCharArray().Distinct().ToArray());   

or

 char[] characters = "aaaabbbccddd".ToCharArray();
                string result = string.Empty ;
                foreach (char c in characters)
                {
                    if (result.IndexOf(c) < 0)
                        result += c.ToString();
                }


In C++, you'd probably use an std::set:

std::string input("aaaabbbccddd");
std::set<char> unique_chars(input.begin(), input.end());

In theory you could use std::unordered_set instead of std::set, which should give O(N) expected overall complexity (though O(N2) worst case), where this one is O(N lg M) (where N=number of total characters, M=number of unique characters). Unless you have long strings with a lot of unique characters, this version will probably be faster though.


You can sort the string and then remove the duplicate characters.

#include <iostream>
#include <algorithm>
#include <string>

int main()
{
    std::string s = "aaaabbbccdbdbcd";

    std::sort(s.begin(), s.end());
    s.erase(std::unique(s.begin(), s.end()), s.end());

    std::cout << s << std::endl;
}


This sounds like a perfect use for automata.


C++ - O(n) time, O(1) space, and the output is sorted.

std::string characters = "aaaabbbccddd";
std::vector<bool> seen(std::numeric_limits<char>::max()-std::numeric_limits<char>::min());

for(std::string::iterator it = characters.begin(), endIt = characters.end(); it != endIt; ++it) {
  seen[(*it)-std::numeric_limits<char>::min()] = true;
}

characters = "";
for(char ch = std::numeric_limits<char>::min(); ch != std::numeric_limits<char>::max(); ++ch) {
  if( seen[ch-std::numeric_limits<char>::min()] ) {
    characters += ch;
  }
}


in C this is how i did it: O(n) in time since we only have one for loop.

void remDup(char *str)
{
    int flags[256] = { 0 };

    for(int i=0; i<(int)strlen(str); i++) {
        if( flags[str[i]] == 0 )
            printf("%c", str[i]);

        flags[str[i]] = 1;
    }
}


import java.util.HashSet;

public class RemoveDup {

    public static String Duplicate()
    {
        HashSet h = new HashSet();
        String value = new String("aaaabbbccdbdbcd");
        String finalString = new String();
        int stringLength = value.length();
        for (int i=0;i<=stringLength-1;i++)
        {
            if(h.add(value.charAt(i)))
            {
                finalString = finalString + (value.charAt(i));
            }


        }
        return finalString;

    }
public static void main(String[] args) {


        System.out.println(Duplicate());
    }
}


get a list of first 26 prime numbers.. Now you can map each character (a,b,c,d etc) to each prime number.. (alphabetically say a=2, b=3, c=5 etc.. or depending upon relative abundance of the characters like most frequently used letter with lower prime say e=2, r=3, a=5 etc)...store that mapping in an integer array int prime[26]..

iterate through all the characters of the string

i=0;
int product = 1;
while(char[i] != null){
   if(product % prime[i] == 0)
      the character is already present delete it
   else
      product = product*prime[i];
}

this algorithm will work in O(n) time.. with O(1) space requirement It will work well when number of distinct character are less in the string... other wise product will exceed "int" range and we have to handle that case properly


int main()    
{    
    std::string s = "aaacabbbccdbdbcd";

    std::set<char> set1;
    set1.insert(s.begin(), s.end());

    for(set<char>::iterator it = set1.begin(); it!= set1.end(); ++it)
    std::cout << *it;

    return 0;
}

std::set takes O(log n) to insert 


O(n) solution:

#include<stdio.h>
#include<string.h>
#include<stdlib.h>

void removeDuplicates(char *);

void removeDuplicates(char *inp)
{
        int i=0, j=0, FLAG=0, repeat=0;

     while(inp[i]!='\0')
    {
        if(FLAG==1)
        {
                inp[i-repeat]=inp[i];
        }
        if(j==(j | 1<<(inp[i]-'\0')))
        {
                repeat++;
                FLAG=1;
        }
                j= j | 1<<(inp[i]-'\0');
                i++;
    }

     inp[i-repeat]='\0';
}

int main()
{
     char inp[100] = "aaAABCCDdefgccc";
    //char inp[100] = "ccccc";
    //char inp[100] = "\0";
    //char *inp = (char *)malloc(sizeof(char)*100);

    printf (" INPUT STRING : %s\n", inp);

     removeDuplicates(inp);

    printf (" OUTPUT STRING : %s:\n", inp);
    return 1;
}


Perhaps the use of built in Python functions are more efficient that those "self made". Like this:

=====================

NOTE: maintain order

CODE

string = "aaabbbccc"

product = reduce((lambda x,y: x if (y in x) else x+y), string)

print product

OUTPUT

abc

=========================

NOTE: order neglected

CODE

string = "aaabssabcdsdwa"

str_uniq = ''.join(set(string))

print str_uniq

OUTPUT

acbdsw


# by using python
def cleantext(word):
    if(len(word)==1):

        return word
    if word[0]==word[1]:

        return cleantext(word[1:])

return word[0]+ cleantext(word[1:])
print(cleantext(word))
0

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