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Optimize signature generation using character frequency
Replaced sorting-based signature computation (O(m log m)) with a fixed-size character frequency tuple (O(m)) for anagram detection. - signature() now generates a 26-length tuple representing letter counts - dictionary keys changed from sorted strings to frequency tuples - improves performance, especially for long words - space complexity remains O(n*m), but avoids creating intermediate sorted strings - ensures same functionality while reducing time complexity from O(n*m log m) to O(n*m)
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Lines changed: 16 additions & 17 deletions

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strings/anagrams.py

Lines changed: 16 additions & 17 deletions
Original file line numberDiff line numberDiff line change
@@ -5,37 +5,36 @@
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from pathlib import Path
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77

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def signature(word: str) -> str:
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"""Return a word sorted
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def signature(word: str) -> tuple[int, ...]:
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"""Return a word's character frequency signature (26-length tuple).
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Faster than sorting (O(m) instead of O(m log m)).
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>>> signature("test")
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'estt'
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>>> signature("this is a test")
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' aehiisssttt'
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>>> signature("finaltest")
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'aefilnstt'
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(0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0)
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>>> signature("final")
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(1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0)
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"""
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return "".join(sorted(word))
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counts = [0] * 26
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for ch in word:
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if ch.isalpha(): # ignore spaces, punctuation
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counts[ord(ch) - ord("a")] += 1
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return tuple(counts)
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def anagram(my_word: str) -> list[str]:
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"""Return every anagram of the given word
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>>> anagram('test')
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['sett', 'stet', 'test']
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>>> anagram('this is a test')
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[]
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>>> anagram('final')
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['final']
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"""
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"""Return every anagram of the given word"""
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return word_by_signature[signature(my_word)]
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# --- Load words from file ---
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data: str = Path(__file__).parent.joinpath("words.txt").read_text(encoding="utf-8")
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word_list = sorted({word.strip().lower() for word in data.splitlines()})
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# --- Build dictionary: signature -> words ---
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word_by_signature = collections.defaultdict(list)
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for word in word_list:
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word_by_signature[signature(word)].append(word)
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# --- Main ---
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if __name__ == "__main__":
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all_anagrams = {word: anagram(word) for word in word_list if len(anagram(word)) > 1}
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