Python NLTK: Bigrams trigrams fourgrams

Question

I have this example and i want to know how to get this result. I have text and I tokenize it then I collect the bigram and trigram and fourgram like that

im         


        

Answer 1

Try everygrams:

from nltk import everygrams
list(everygrams('hello', 1, 5))

[out]:

[('h',),
 ('e',),
 ('l',),
 ('l',),
 ('o',),
 ('h', 'e'),
 ('e', 'l'),
 ('l', 'l'),
 ('l', 'o'),
 ('h', 'e', 'l'),
 ('e', 'l', 'l'),
 ('l', 'l', 'o'),
 ('h', 'e', 'l', 'l'),
 ('e', 'l', 'l', 'o'),
 ('h', 'e', 'l', 'l', 'o')]

Word tokens:

from nltk import everygrams

list(everygrams('hello word is a fun program'.split(), 1, 5))

[out]:

[('hello',),
 ('word',),
 ('is',),
 ('a',),
 ('fun',),
 ('program',),
 ('hello', 'word'),
 ('word', 'is'),
 ('is', 'a'),
 ('a', 'fun'),
 ('fun', 'program'),
 ('hello', 'word', 'is'),
 ('word', 'is', 'a'),
 ('is', 'a', 'fun'),
 ('a', 'fun', 'program'),
 ('hello', 'word', 'is', 'a'),
 ('word', 'is', 'a', 'fun'),
 ('is', 'a', 'fun', 'program'),
 ('hello', 'word', 'is', 'a', 'fun'),
 ('word', 'is', 'a', 'fun', 'program')]

Answer 2

from nltk.util import ngrams

text = "Hi How are you? i am fine and you"

n = int(input("ngram value = "))

n_grams = ngrams(text.split(), n)

for grams in n_grams :

   print(grams)

Answer 3

I do it like this:

def words_to_ngrams(words, n, sep=" "):
    return [sep.join(words[i:i+n]) for i in range(len(words)-n+1)]

This takes a list of words as input and returns a list of ngrams (for given n), separated by sep (in this case a space).

Answer 4

If you apply some set theory (if I'm interpreting your question correctly), you'll see that the trigrams you want are simply elements [2:5], [4:7], [6:8], etc. of the token list.

You could generate them like this:

>>> new_trigrams = []
>>> c = 2
>>> while c < len(token) - 2:
...     new_trigrams.append((token[c], token[c+1], token[c+2]))
...     c += 2
>>> print new_trigrams
[('are', 'you', '?'), ('?', 'i', 'am'), ('am', 'fine', 'and')]