Problem Overview
The Group Anagrams problem is a common challenge in coding interviews and competitive programming. The goal is to group a list of strings such that all anagrams are placed in the same group. Anagrams are words that contain the same characters but in different orders. For example, given the input ["eat", "tea", "tan", "ate", "nat", "bat"]
, the expected output is [['eat', 'tea', 'ate'], ['tan', 'nat'], ['bat']]
.
Approach and Solution
In this blog post, we'll discuss an efficient solution using Python's built-in data structures. The provided code uses a dictionary to group the anagrams. Here’s a step-by-step explanation of the approach:
Code Breakdown
Explanation
Initialization: We use
defaultdict
from thecollections
module to create a dictionary (hm
) where each key will map to a list of anagrams. This is useful because it automatically initializes an empty list for new keys.Processing Words: For each word in the input list
strs
, we sort the characters and join them to form a string (temp
). This sorted string serves as a unique identifier for each group of anagrams. For instance, both "eat" and "tea" will be transformed into "aet".Grouping Anagrams: We then use this sorted string as a key to append the original word into the corresponding list in the dictionary. This way, all anagrams end up in the same list.
Generating the Result: Finally, we convert the dictionary values into a list of lists and return it as the result. Each list contains words that are anagrams of each other.
Advantages of This Approach
Efficiency: Sorting each word takes time, where is the length of the word. Given that we process each word individually, the overall complexity is where is the number of words. This is efficient for many practical purposes.
Clarity: The use of
defaultdict
and sorting provides a clear and straightforward method to group anagrams without needing complex data structures.
Conclusion
The Group Anagrams problem is a great exercise to understand sorting, dictionary operations, and data grouping. The provided solution efficiently groups anagrams and demonstrates a practical use of Python’s powerful standard library. Whether you're preparing for coding interviews or just honing your problem-solving skills, mastering such problems is invaluable.
Feel free to test this code with different inputs and modify it as needed to fit specific constraints or requirements. Happy coding!
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