Description
The variance of a string is defined as the largest difference between the number of occurrences of any 2 characters present in the string. Note the two characters may or may not be the same.
Given a string s consisting of lowercase English letters only, return the largest variance possible among all substrings of s.
A substring is a contiguous sequence of characters within a string.
Example 1:
Input: s = "aababbb" Output: 3 Explanation: All possible variances along with their respective substrings are listed below: - Variance 0 for substrings "a", "aa", "ab", "abab", "aababb", "ba", "b", "bb", and "bbb". - Variance 1 for substrings "aab", "aba", "abb", "aabab", "ababb", "aababbb", and "bab". - Variance 2 for substrings "aaba", "ababbb", "abbb", and "babb". - Variance 3 for substring "babbb". Since the largest possible variance is 3, we return it.
Example 2:
Input: s = "abcde" Output: 0 Explanation: No letter occurs more than once in s, so the variance of every substring is 0.
Constraints:
1 <= s.length <= 104sconsists of lowercase English letters.
Solutions
Solution 1: Enumeration + Dynamic Programming
Since the character set only contains lowercase letters, we can consider enumerating the most frequent character a and the least frequent character b. For a substring, the difference in the number of occurrences of these two characters is the variance of the substring.
Specifically, we use a double loop to enumerate a and b. We use f[0] to record the number of consecutive occurrences of character a ending at the current character, and f[1] to record the variance of the substring ending at the current character and containing both a and b. We iterate to find the maximum value of f[1].
The recurrence formula is as follows:
- If the current character is a, then both f[0] and f[1] are incremented by 1;
- If the current character is b, then f[1] = max(f[1] - 1, f[0] - 1), and f[0] = 0;
- Otherwise, no need to consider.
Note that initially setting f[1] to a negative maximum value ensures that updating the answer is valid.
The time complexity is O(n × |Σ|^2), where n is the length of the string, and |Σ| is the size of the character set. The space complexity is O(1).
class Solution: def largestVariance(self, s: str) -> int: ans = 0 for a, b in permutations(ascii_lowercase, 2): if a == b: continue f = [0, -inf] for c in s: if c == a: f[0], f[1] = f[0] + 1, f[1] + 1 elif c == b: f[1] = max(f[1] - 1, f[0] - 1) f[0] = 0 if ans < f[1]: ans = f[1] return ans(code-box)
