In [20]:

    

from bs4 import BeautifulSoup  # For processing XMLfrom BeautifulSoup
import nltk
import re
import string


    

In [11]:

    

doc = open('garden-party.md').read()


    

In [14]:

    

words = nltk.word_tokenize(doc)


    

In [25]:

    

nopunct = [word for word in words if word not in string.punctuation]


    

In [44]:

    

def cleanWords(words): 
    nopunct = [word for word in words if word not in string.punctuation]
    lower = [word.lower() for word in nopunct]
    return lower


    

In [46]:

    

cleanwords = cleanWords(words)


    

In [52]:

    

counter = 0
for word in cleanwords: 
    if word == 'yes':
        counter+=1
print(counter)


    

    




13

In [53]:

    

t = nltk.Text(cleanwords)


    

In [55]:

    

t.concordance('yes')


    

    




Displaying 13 of 13 matches:
rybody is certain of knowing hundreds yes literally hundreds had come out in a 
elephone old girl '' the telephone `` yes yes oh yes kitty good morning dear co
hone old girl '' the telephone `` yes yes oh yes kitty good morning dear come t
d girl '' the telephone `` yes yes oh yes kitty good morning dear come to lunch
meringue-shells and what 's left over yes is n't it a perfect morning your whit
 's quite right '' she said calmly `` yes i ordered them are n't they lovely ''
d lemon-curd have you done that '' `` yes '' `` egg and— '' mrs. sheridan held 
id laura looking over her shoulder `` yes of course olive what a horrible combi
 should n't we '' laura had to say `` yes '' to that but she felt it was all wr
have some fresh coffee i 'm exhausted yes it 's been very successful but oh the
e pale sky and all she thought was `` yes it was the most successful party '' n
the shadow `` is that you laura '' `` yes '' `` mother was getting anxious was 
etting anxious was it all right '' `` yes quite oh laurie '' she took his arm s

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