def clean_text(self, text):
""" normalizes the text
:param text: a string of text, to be cleaned.
:return: a list of terms (i.e. tokenized)
"""
if text:
text = text.lower()
text = text.split()
cleaned = []
cleaner_pipeline = TermPipeline()
cleaner_pipeline = self.construct_pipeline(cleaner_pipeline)
for term in text:
clean_result = cleaner_pipeline.process(term)
if clean_result:
cleaned.append(clean_result)
return cleaned
else:
return ''
def setUp(self):
self.logger = logging.getLogger("TestTermPipeline")
self.ltp = LengthTermProcessor()
self.tp = TermProcessor()
self.stp = StopwordTermProcessor(stopwordfile='stopwords_test.txt')
self.ptp = PunctuationTermProcessor()
self.atp = AlphaTermProcessor()
self.sctp = SpecialCharProcessor()
self.pipeline = TermPipeline()
self.pipeline.add_processor(self.sctp)
self.pipeline.add_processor(self.tp)
self.pipeline.add_processor(self.ltp)
self.pipeline.add_processor(self.ptp)
self.pipeline.add_processor(self.stp)
self.pipeline.add_processor(self.atp)
def clean_text(self, text):
""" normalizes the text
:param text: a string of text, to be cleaned.
:return: a list of terms (i.e. tokenized)
"""
if text:
text = text.lower()
text = text.split()
cleaned = []
cleaner_pipeline = TermPipeline()
cleaner_pipeline = self.construct_pipeline(cleaner_pipeline)
for term in text:
clean_result = cleaner_pipeline.process(term)
if clean_result:
cleaned.append(clean_result)
return cleaned
else:
return ""
class TestTermPipeline(unittest.TestCase):
def setUp(self):
self.logger = logging.getLogger("TestTermPipeline")
self.ltp = LengthTermProcessor()
self.tp = TermProcessor()
self.stp = StopwordTermProcessor(stopwordfile='stopwords_test.txt')
self.ptp = PunctuationTermProcessor()
self.atp = AlphaTermProcessor()
self.sctp = SpecialCharProcessor()
self.pipeline = TermPipeline()
self.pipeline.add_processor(self.sctp)
self.pipeline.add_processor(self.tp)
self.pipeline.add_processor(self.ltp)
self.pipeline.add_processor(self.ptp)
self.pipeline.add_processor(self.stp)
self.pipeline.add_processor(self.atp)
def test_read_stopfile(self):
expected = ['accessibility', 'information', 'site', 'skip',
'main', 'content', 'a', 'about', 'above', 'after',
'again', 'against', 'all', 'am', 'an', 'and', 'any',
'are', "arent", 'as', 'at', 'be', 'because', 'been',
'before', 'being', 'below', 'between', 'both', 'but',
'by', "cant", 'cannot', 'could', "couldnt", 'did',
"didnt", 'do', 'does', "doesnt", 'doing', "dont",
'down', 'during', 'each', 'few', 'for', 'from',
'further', 'had', "hadnt", 'has', "hasnt", 'have',
"havent", 'having', 'he', "hed", "hell", "hes",
'her', 'here', "heres", 'hers', 'herself', 'him',
'himself', 'his', 'how', "hows", 'i', "id", "ill",
"im", "ive", 'if', 'in', 'into', 'is', "isnt",
'it', "its", 'its', 'itself', "lets", 'me', 'more',
'most', "mustnt", 'my', 'myself', 'no', 'nor', 'not',
'of', 'off', 'on', 'once', 'only', 'or', 'other',
'ought', 'our', 'ours', 'ourselves', 'out', 'over',
'own', 'same', "shant", 'she', "shed", "shell",
"shes", 'should', "shouldnt", 'so', 'some', 'such',
'than', 'that', "thats", 'the', 'their', 'theirs',
'them', 'themselves', 'then', 'there', "theres",
'these', 'they', "theyd", "theyll", "theyre",
"theyve", 'this', 'those', 'through', 'to', 'too',
'under', 'until', 'up', 'us', 'very', 'was', "wasnt",
'we', "wed", "well", "were", "weve", 'were',
"werent", 'what', "whats", 'when', "whens", 'where',
"wheres", 'which', 'while', 'who', "whos", 'whom',
'why', "whys", 'with', "wont", 'would', "wouldnt",
'you', "youd", "youll", "youre", "youve", 'your',
'yours', 'yourself', 'yourselves']
self.assertEquals(expected, self.stp.stoplist)
def test_process(self):
#test removal of punctuation, numbers, special characters, can't from stopfile
#other cases are tested in test_query_gen where the clean
#method which uses the pipeline process method is tested
terms = 'hello WORlD. my name is Python111!!! ü can\'t'
terms = terms.split()
result = []
for term in terms:
clean = self.pipeline.process(term)
if clean:
result.append(clean)
expected = ['hello', 'world', 'name', 'python']
self.assertEquals(expected,result)
#as above but tests cant is removed as well as can't
# term = 'hello WORlD. my name is Python111!!! ü cant'
# expected = 'hello world my name is python '
# result = self.pipeline.process(term)
self.assertEquals(expected,result)
def test_processors_config_order(self):
#todo this is to see the impact of adding processors in
#different orders
pass