(Clarification) artificial intelligence word classification (Python) [closed]
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improve this questionI was trying to do something that would fill this need:
- read the word
- hit a dictionary
- and try to complete the word (if possible)
For example:
ENTRADA: CSA
DICIONARIO ["HOMEM", "CASA", "MULHER"]`
SAIDA: CASA
ENTRADA: OMEM
DICIONARIO ["HOMEM", "CASA", "MULHER"]`
SAIDA: HOMEM
ENTRADA: MUHER
DICIONARIO ["HOMEM", "CASA", "MULHER"]`
SAIDA: MULHER
ENTRADA: JOGO
DICIONARIO ["HOMEM", "CASA", "MULHER"]`
SAIDA: Palavra não definida e/ou desconhecida
I ended up finding some examples of scikit-learn and google, but I did not understand how to use them.
I ask for help in clarifying what is going on in this code:
import re
from collections import Counter
def words(text): return re.findall(r'\w+', text.lower())
WORDS = Counter(words(open('big.txt').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))
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