Calculate Sum of ratio of special characters to length of substrings of the given string

Given a string str and an array of special characters, specialArray[], the task is to find the sum of the ratio of the count of special characters to the length of the substring for all possible substring of the given string.

Ratio of count of special characters in a substring to the length of subtrings of the given string is given by 
 

f(i, j) = \frac{\displaystyle\sum_{k = i}^{j} special(s_k)}{j - i + 1}

Sum of the ratios calculated above is given by 
 

\displaystyle\sum_{1<=i<=j<=|s|}^{} f(i, j)



Examples: 

Input: str = “abcdabc”, specialArray[] = {‘a’, ‘b’, ‘c’, ‘d’} 
Output: 28.00000 
Explanation: 
Length of string = 7 
Count of all possible substrings = (7 * (8 + 1)) / 2 = 28 
Since, all the characters of the string are included in sprecialArray[], ratio of count of special characters to the length of substring for every substring will always be 1. 
Hence, the sum of ratio = Number of substrings * 1 = 28.
Input: str = “abcd”, specialArray[] = {‘b’, ‘c’} 
Output: 5.83333 
 

Approach: 
Follow the steps below to solve the problem:  

  • For every possible length of substrings from 1 to N, find the count of special characters in every substring of length x and add the ratio of count and x to the answer.
  • To find the count of special characters in each substring in constant time, create a prefix sum array of the count of special characters using the relation: 
     

prefix[i] = prefix[i – 1] + special(s[i]); 

  • Calculate the count of special characters in a substring within the indices [i, j] is given by the relation: 
     

prefix[j – 1] – prefix[i – 1] 
Therefore, the ratio of the count of special characters to the length of substring, 
f(i, j) = (prefix[j – 1] – prefix[i – 1])/(j – i + 1) 

Below is the implementation of the above approach:
 

C++

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// C++ Program to impleemnt
// the above approach
#include <bits/stdc++.h>
using namespace std;
 
const int N = 1e5 + 5;
 
// Stores frequency of special
// characters in the array
vector<int> prefix(N, 0);
 
// Stores prefix sum
vector<int> sum(N, 0);
 
// Function to check whether a character
// is special or not
bool isSpecial(char c,
               vector<char>& special)
{
    for (auto& i : special)
 
        // If current character
        // is special
        if (i == c)
            return true;
 
    // Otherwise
    return false;
}
 
// Function to find sum of ratio of
// count of special characters and
// length of substrings
double countRatio(string& s,
                  vector<char>& special)
{
 
    int n = s.length();
    for (int i = 0; i < n; i++) {
 
        // Calculate the prefix sum of
        // special nodes
        prefix[i] = int(isSpecial(s[i],
                                  special));
        if (i > 0)
            prefix[i] += prefix[i - 1];
    }
 
    for (int i = 0; i < n; i++) {
 
        // Generate prefix sum array
        sum[i] = prefix[i];
        if (i > 0)
            sum[i] += sum[i - 1];
    }
 
    double ans = 0;
    for (int i = 1; i <= n; i++) {
 
        // Calculate ratio for substring
        int count = sum[n - 1]
                    - (i > 1 ? sum[i - 2] : 0);
        count
            -= (i < n ? sum[n - i - 1] : 0);
 
        ans += double(count) / double(i);
    }
 
    return ans;
}
 
// Driver Code;
int main()
{
    string s = "abcd";
    vector<char> special = { 'b', 'c' };
 
    double ans = countRatio(s, special);
 
    cout << fixed << setprecision(6)
         << ans << endl;
 
    return 0;
}

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Java

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// Java Program to impleemnt
// the above approach
import java.util.*;
class GFG{
 
static int N = 1000000 + 5;
 
// Stores frequency of special
// characters in the array
static int []prefix = new int[N];
   
// Stores prefix sum
static int []sum = new int[N];
 
// Function to check
// whether a character
// is special or not
static int isSpecial(char c,
                     char[] special)
{
  for (char i : special)
 
    // If current character
    // is special
    if (i == c)
      return 1;
 
  // Otherwise
  return 0;
}
 
// Function to find sum of ratio of
// count of special characters and
// length of subStrings
static  double countRatio(char []s,
                          char[] special)
{
  int n = s.length;
  for (int i = 0; i < n; i++)
  {
    // Calculate the prefix sum of
    // special nodes
    prefix[i] = (isSpecial(s[i],
                 special));
    if (i > 0)
      prefix[i] += prefix[i - 1];
  }
 
  for (int i = 0; i < n; i++)
  {
    // Generate prefix sum array
    sum[i] = prefix[i];
    if (i > 0)
      sum[i] += sum[i - 1];
  }
 
  double ans = 0;
  for (int i = 1; i <= n; i++)
  {
    // Calculate ratio for subString
    int count = sum[n - 1] - (i > 1 ?
                sum[i - 2] : 0);
    count -= (i < n ?
              sum[n - i - 1] : 0);
    ans += (double)count / (double)i;
  }
 
  return ans;
}
 
// Driver Code;
public static void main(String[] args)
{
  String s = "abcd";
  char[] special = {'b', 'c'};
  double ans = countRatio(s.toCharArray(),
                          special);
  System.out.format("%.6f",ans);
}
}
 
// This code is contributed by gauravrajput1

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Python3

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# Python3 program to implement
# the above approach
N = 100005
 
# Stores frequency of special
# characters in the array
prefix = [0] * N
 
# Stores prefix sum
sum = [0] * N
 
# Function to check whether a character
# is special or not
def isSpecial(c, special):
 
    for i in special:
 
        # If current character
        # is special
        if (i == c):
            return True
 
    # Otherwise
    return False
 
# Function to find sum of ratio of
# count of special characters and
# length of substrings
def countRatio(s, special):
 
    n = len(s)
    for i in range(n):
 
        # Calculate the prefix sum of
        # special nodes
        prefix[i] = int(isSpecial(s[i],
                                  special))
        if (i > 0):
            prefix[i] += prefix[i - 1]
 
    for i in range(n):
 
        # Generate prefix sum array
        sum[i] = prefix[i]
        if (i > 0):
            sum[i] += sum[i - 1]
 
    ans = 0
    for i in range(1, n + 1):
 
        # Calculate ratio for substring
        if i > 1:
            count = sum[n - 1]- sum[i - 2]
        else:
            count = sum[n - 1]
        if i < n:
            count -= sum[n - i - 1]
 
        ans += count / i
     
    return ans
 
# Driver Code
if __name__ == "__main__":
     
    s = "abcd"
    special = [ 'b', 'c' ]
 
    ans = countRatio(s, special)
 
    print('%.6f' % ans)
 
# This code is contributed by chitranayal

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Output: 

5.833333


 

Time Complexity: O(N) 
Space Complexity: O(N)
 

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Improved By : chitranayal, GauravRajput1