def __init__(self, stopwords_io_stream = None): self.stemmer = PorterStemmer() if(not stopwords_io_stream): stopwords_io_stream = open(Parser.STOP_WORDS_FILE, 'r') self.stopwords = stopwords_io_stream.read().split()
class Parser:
STOP_WORDS_FILE = '%s/english.stop' % os.path.dirname(os.path.realpath(__file__))
stemmer = None
stopwords = []
def __init__(self, stopwords_io_stream = None):
self.stemmer = PorterStemmer()
if(not stopwords_io_stream):
stopwords_io_stream = open(Parser.STOP_WORDS_FILE, 'r')
self.stopwords = stopwords_io_stream.read().split()
def tokenise_and_remove_stop_words(self, document_list):
if not document_list:
return []
vocabulary_string = " ".join(document_list)
tokenised_vocabulary_list = self.tokenise(vocabulary_string)
clean_word_list = self._remove_stop_words(tokenised_vocabulary_list)
return clean_word_list
def _remove_stop_words(self, list):
""" Remove common words which have no search value """
return [word for word in list if word not in self.stopwords ]
def tokenise(self, string):
""" break string up into tokens and stem words """
string = self._clean(string)
words = string.split(" ")
return [self.stemmer.stem(word, 0, len(word)-1) for word in words]
def _clean(self, string):
""" remove any nasty grammar tokens from string """
#string = string.encode('latin-1', 'ignore')
string = string.lstrip()
string = string.rstrip()
string = string.replace("\'", " ") #xxx's
string = string.replace("\"", "")
string = string.replace(".","")
string = string.replace("!","")
string = string.replace(",","")
string = string.replace("?","")
string = string.replace(":","")
string = string.replace("<","")
string = string.replace(">","")
string = string.replace(";","")
string = string.replace("[","")
string = string.replace("]","")
string = string.replace("{","")
string = string.replace("}","")
string = string.replace("(","")
string = string.replace(")","")
string = string.replace("-", "_")
string = string.replace("\\", "")
string = string.replace("\s+"," ")
string = string.replace("\t", " ")
string = string.replace("\n", " ")
string = string.replace("\r", " ")
string = string.lower()
string = re.sub(' +',' ',string) # remove unwanted whitespace
return string