Python word search

python-word-search.py

import collections 
import nltk

#Dictionary from Unix
internal_dict = open("/usr/share/dict/words")
#Stopwords corpus from NLTK
stopwords = nltk.corpus.stopwords.words('english')

#Build english_dictionary of prospect words
english_dictionary = []
for line in internal_dict:
    if line not in stopwords and len(line) > 4:  #make sure only "big", useful words included
        english_dictionary.append(line.rstrip('\n'))

#How many words are in the complete dictionary?        
len(english_dictionary)

#Import urls
urls = [line for line in open("/path/to/urls/file.csv")]

#Build counter dictionary
wordcount = collections.Counter()
for word in english_dictionary:    #Loop over all possible English words
  for url in urls:     #Loop over all urls in list
    if word in url:
      wordcount[word] += 1 #Once word found, add to dictionary counter