Count number of substrings having at least K distinct characters

Count number of substrings having at least K distinct characters Given a string S consisting of N characters and a positive integer K, the task is to count the number of substrings having at least K distinct characters.Examples:Input: S = “abcca”, K = 3Output: 4Explanation:The substrings that contain at least K(= 3) distinct characters are:“abc”: Count of distinct characters = 3.“abcc”: Count of distinct characters = 3.“abcca”: Count of distinct characters = 3.“bcca”: Count of distinct characters = 3.Therefore, the total count of substrings is 4.Input: S = “abcca”, K = 4Output: 0Naive Approach: The simplest approach to solve the given problem is to generate all substrings of the given string and count those substrings that have at least K distinct characters in them. After checking for all the substrings, print the total count obtained as the result.Time Complexity: O(N3)Auxiliary Space: O(256)Efficient Approach: The above approach can also be optimized by using the concept of Sliding Window and Hashing. Follow the steps below to solve the problem:Initialize a variable, say ans as 0 to store the count of substrings having at least K distinct characters.Initialize two pointers, begin and end to store the starting and ending point of the sliding window.Initialize a HashMap, say M to store the frequency of characters in the window.Iterate until end is less than N, and perform the following steps:Include the character at the end of the window, by incrementing the value of S[end] in M by 1.Iterate until the size of M becomes less than K, and perform the following steps:Remove the characters from the starting of the window by decrementing the value of S[begin] in M by 1.If its frequency becomes 0, then erase it from the map M.Count all the substrings starting from begin till N by incrementing ans by (N – end + 1).After completing the above steps, print the value of ans as the result.Below is the implementation of the above approach:C++  #include using namespace std;  void atleastkDistinctChars(string s, int k){        int n = s.size();          unordered_map mp;              int begin = 0, end = 0;          int ans = 0;              while (end < n) {                          char c = s[end];        mp++;                  end++;                          while (mp.size() >= k) {                                      char pre = s[begin];            mp[pre]–;                                      if (mp[pre] == 0) {                mp.erase(pre);            }                          ans += s.length() – end + 1;            begin++;        }    }          cout