Created
October 26, 2009 18:06
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Spell Correct by Peter Norvig
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# Didn't realize this but Brian Adkins wrote a ruby version as well, code is almost identical to my own. | |
def words text | |
text.downcase.scan(/[a-z]+/) | |
end | |
def train features | |
model = Hash.new(1) | |
features.each {|f| model[f] += 1 } | |
return model | |
end | |
NWORDS = train(words(File.new('holmes.txt').read)) | |
LETTERS = ("a".."z").to_a.join | |
def edits1 word | |
n = word.length | |
deletion = (0...n).collect {|i| word[0...i]+word[i+1..-1] } | |
transposition = (0...n-1).collect {|i| word[0...i]+word[i+1,1]+word[i,1]+word[i+2..-1] } | |
alteration = [] | |
n.times {|i| LETTERS.each_byte {|l| alteration << word[0...i]+l.chr+word[i+1..-1] } } | |
insertion = [] | |
(n+1).times {|i| LETTERS.each_byte {|l| insertion << word[0...i]+l.chr+word[i..-1] } } | |
result = deletion + transposition + alteration + insertion | |
result.empty? ? nil : result | |
end | |
def known_edits2 word | |
result = [] | |
edits1(word).each {|e1| edits1(e1).each {|e2| result << e2 if NWORDS.has_key?(e2) }} | |
result.empty? ? nil : result | |
end | |
def known words | |
result = words.find_all {|w| NWORDS.has_key?(w) } | |
result.empty? ? nil : result | |
end | |
def correct word | |
(known([word]) or known(edits1(word)) or known_edits2(word) or | |
[word]).max {|a,b| NWORDS[a] <=> NWORDS[b] } | |
end |
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# Jordan Baker's Python Presentation: http://www.slideshare.net/hexsprite/a-taste-of-python-devdays-toronto-2009 | |
# 23 lines of Python code by Peter Norvig http://norvig.com/spell-correct.html | |
import re, collections | |
def words(text): | |
return re.findall('[a-z]+', text.lower()) | |
def train(features): | |
model = collections.defaultdict(lambda: 1) | |
for f in features: | |
model[f] += 1 | |
return model | |
NWORDS = train(words(file('big.txt').read())) | |
alphabet = 'abcdefghijklmnopqrstuvwxyz' | |
def edits1(word): | |
s = [(word[:i], word[i:]) for i in range(len(word) + 1)] | |
deletes = [a + b[1:] for a, b in s if b] | |
transposes = [a + b[1] + b[0] + b[2:] for a, b in s if len(b)>1] | |
replaces = [a + c + b[1:] for a, b in s for c in alphabet if b] | |
inserts = [a + c + b for a, b in s for c in alphabet] | |
return set(deletes + transposes + replaces + inserts) | |
def known_edits2(word): | |
return set(e2 for e1 in edits1(word) for e2 in edits1(e1) if e2 in NWORDS) | |
def known(words): return set(w for w in words if w in NWORDS) | |
def correct(word): | |
candidates = known([word]) or known(edits1(word)) or known_edits2(word) or [word] | |
return max(candidates, key=NWORDS.get) |
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# 30 lines of Ruby code by Corban Brook (24 lines exluding 'end') | |
def words(text) | |
text.downcase.scan /[a-z]+/ | |
end | |
def train(words) | |
model = Hash.new(0) | |
words.each { |w| model[w] += 1 } | |
model | |
end | |
NWORDS = train(words(File.read('big.txt'))) | |
ALPHABET = *('a'..'z') | |
def edits1(word) | |
s = (0..word.length).collect { |i| [word[0, i], word[i, word.length]] } | |
deletes = s.collect { |a, b| a + b[1, b.length] if b.any? }.compact | |
transposes = s.collect { |a, b| a + b[1, 1] + b[0, 1] + b[2, b.length] if b.length > 1 }.compact | |
replaces = s.collect { |a, b| ALPHABET.collect { |c| a + c + b[1, b.length] if b.any? } }.flatten.compact | |
inserts = s.collect { |a, b| ALPHABET.collect { |c| a + c + b } }.flatten | |
deletes + transposes + replaces + inserts | |
end | |
def known_edits2(word) | |
result = [] | |
edits1(word).each { |e1| result += edits1(e1).select { |e2| NWORDS.has_key? e2 } } | |
result.empty? ? nil : result.uniq | |
end | |
def known(words) | |
result = words.select { |w| NWORDS.has_key? w } | |
result.empty? ? nil : result | |
end | |
def correct(word) | |
(known([word]) or known(edits1(word)) or known_edits2(word) or [word]).max { |a, b| NWORDS[a] <=> NWORDS[b] } | |
end |
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