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spell_checker.py
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# Spelpipl check packages
import re
from collections import Counter
WORDS_path = "/usr/share/dict/american-english"
def words(text):
"Returns all words of `text` in lowercase"
return re.findall(r'\w+', text.lower())
# Word Count of all words in the specified file
WORDS = Counter(words(open(WORDS_path).read()))
def P(word, N=sum(WORDS.values())):
"Probability of `word`."
return WORDS[word] / N
def correction(word):
"Most probable spelling correction for `word`"
return max(candidates(word), key=P)
def candidates(word):
"Generate possible spelling corrections for `word`"
return (known([word]) or known(edits1(word)) or known(edits2(word)) or [word])
def known(words):
"The subset of `words` that appear in the dictionary of WORDS."
return set(w for w in words if w in WORDS)
def edits1(word):
'''
All edits that are one edit away from `word`.
'''
letters = 'abcdefghijklmnopqrstuvwxyz'
splits = [(word[:i], word[i:]) for i in range(len(word) + 1)]
deletes = [L + R[1:] for L, R in splits if R]
transposes = [L + R[1] + R[0] + R[2:] for L, R in splits if len(R)>1]
replaces = [L + c + R[1:] for L, R in splits if R for c in letters]
inserts = [L + c + R for L, R in splits for c in letters]
return set(deletes + transposes + replaces + inserts)
def edits2(word):
"All edits that are two edits away from `word`"
return (e2 for e1 in edits1(word) for e2 in edits1(e1))