def test_regex_filter(self):
self.assertFalse(preprocess.RegexpFilter.validate_regexp('?'))
self.assertTrue(preprocess.RegexpFilter.validate_regexp('\?'))
reg_filter = preprocess.RegexpFilter(r'.')
filtered = reg_filter(self.corpus)
self.assertEqual(0, len(filtered.tokens[0]))
self.assertEqual(len(filtered.used_preprocessor.preprocessors), 2)
reg_filter = preprocess.RegexpFilter('foo')
with self.corpus.unlocked():
self.corpus.metas[0, 0] = 'foo bar'
filtered = reg_filter(self.corpus)
self.assertEqual(filtered.tokens[0], ['bar'])
self.assertEqual(len(filtered.used_preprocessor.preprocessors), 2)
reg_filter = preprocess.RegexpFilter('^http')
corpus = BASE_TOKENIZER(self.corpus)
corpus._tokens[0] = ['https', 'http', ' http']
filtered = reg_filter(corpus)
self.assertEqual(filtered.tokens[0], [' http'])
self.assertEqual(len(filtered.used_preprocessor.preprocessors), 2)
def test_regex_filter(self):
reg_filter = preprocess.RegexpFilter(r'.')
filtered = reg_filter(self.corpus.tokens[0])
self.assertFalse(filtered)
reg_filter.pattern = 'foo'
self.assertCountEqual(reg_filter(['foo', 'bar']), ['bar'])
reg_filter.pattern = '^http'
self.assertCountEqual(reg_filter(['https', 'http', ' http']), [' http'])
self.assertFalse(preprocess.RegexpFilter.validate_regexp('?'))
self.assertTrue(preprocess.RegexpFilter.validate_regexp('\?'))
def pre_process(path):
corpus = orangecontrib.text.Corpus.from_file(path)
p = preprocess.Preprocessor(
transformers=[
preprocess.LowercaseTransformer(),
preprocess.UrlRemover(),
preprocess.HtmlTransformer()
],
tokenizer=preprocess.RegexpTokenizer('\w+'),
normalizer=preprocess.PorterStemmer(),
filters=[
preprocess.StopwordsFilter('english'),
preprocess.RegexpFilter(
'\.|,|:|;|!|\?|\(|\)|\||\+|\'|\"|‘|’|“|”|\'|\’|…|\-|–|—|\$|&|\*|>|<'
)
])
return p(corpus)
def setUp(self):
self.corpus = Corpus.from_file('deerwester')
self.regexp = preprocess.RegexpFilter('foo')