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Two strings are considered isomorphic if they have the same pattern of character occurrences. In other words, you can replace characters in one string with other characters such that the two strings become identical. However, the mapping of characters should be one-to-one and onto, meaning each character in the first string should map to a unique character in the second string, and no two characters in the first string should map to the same character in the second string.
Here's a Python function to determine if two strings are isomorphic:
pythonCopy codedef is_isomorphic(s, t): if len(s) != len(t): return False char_mapping = {} used_chars = set() for i in range(len(s)): char_s, char_t = s[i], t[i] if char_s in char_mapping: if char_mapping[char_s] != char_t: return False else: if char_t in used_chars: return False char_mapping[char_s] = char_t used_chars.add(char_t) return True # Example usage: string1 = "egg" string2 = "add" print(is_isomorphic(string1, string2)) # Output: True
In this function, we first check if the lengths of the two input strings are equal. If they are not, they cannot be isomorphic, and we return False immediately.
We then use a dictionary,
char_mapping
, to store the mapping of characters from the first string to the second string. We also use a set,used_chars
, to keep track of characters from the second string that have already been mapped to. For each character in the first string, we check if it is already in thechar_mapping
. If it is, we verify if the corresponding character in the second string matches the mapped character. If not, we return False. If the character is not in the mapping, we add it to thechar_mapping
and theused_chars
set.If the loop completes without returning False, it means that the two strings are isomorphic, and we return True.
The time complexity of this algorithm is O(N), where N is the length of the input strings, as we iterate through both strings once. The space complexity is also O(N) as we use dictionaries and sets to store mappings and used characters.
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