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Solving Leetcode Interviews in Seconds with AI: Minimum Substring Partition of Equal Character Frequency

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2 min read

Introduction

In this blog post, we will explore how to solve the LeetCode problem "3144" using AI. LeetCode is a popular platform for preparing for coding interviews, and with the help of AI tools like Chatmagic, we can generate solutions quickly and efficiently - helping you pass the interviews and get the job offer without having to study for months.

Problem Statement

Given a string s, you need to partition it into one or more balanced substrings. For example, if s == "ababcc" then ("abab", "c", "c"), ("ab", "abc", "c"), and ("ababcc") are all valid partitions, but ("a", "bab", "cc"), ("aba", "bc", "c"), and ("ab", "abcc") are not. The unbalanced substrings are bolded. Return the minimum number of substrings that you can partition s into. Note: A balanced string is a string where each character in the string occurs the same number of times. Example 1: Input: s = "fabccddg" Output: 3 Explanation: We can partition the string s into 3 substrings in one of the following ways: ("fab, "ccdd", "g"), or ("fabc", "cd", "dg"). Example 2: Input: s = "abababaccddb" Output: 2 Explanation: We can partition the string s into 2 substrings like so: ("abab", "abaccddb"). Constraints: 1 <= s.length <= 1000 s consists only of English lowercase letters.

Explanation

Here's an efficient solution to the balanced string partitioning problem, along with explanations:

High-Level Approach:

  • Greedy Partitioning: Iterate through the string and attempt to create the largest possible balanced substring at each step.
  • Character Frequency Tracking: Maintain a frequency count of characters within the current substring being formed.
  • Balance Check: After adding a character, check if the substring is balanced by verifying if all characters present have the same frequency.

Complexity:

  • Runtime: O(n^2), where n is the length of the string. Storage: O(1) - constant extra space for the frequency counts.

Code

    def balancedStringPartition(s: str) -> int:
    """
    Partitions a string into the minimum number of balanced substrings.

    Args:
        s: The input string consisting of lowercase English letters.

    Returns:
        The minimum number of balanced substrings.
    """

    count = 0
    i = 0
    while i < len(s):
        count += 1
        freq = {}
        j = i
        distinct_chars = 0

        while j < len(s):
            char = s[j]
            if char not in freq:
                freq[char] = 0
                distinct_chars += 1
            freq[char] += 1

            is_balanced = True
            if len(freq) > 0:
                first_freq = list(freq.values())[0]

                for val in freq.values():
                    if val != first_freq:
                        is_balanced = False
                        break

                if is_balanced:
                    i = j + 1
                    break
            j += 1
        else:
            break  # If the inner loop completes without finding a balanced substring
    return count

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