def test_get_term_df(self):
categories, documents = get_docs_categories()
df = pd.DataFrame({'category': categories,
'text': documents})
tdm_factory = TermDocMatrixFromPandas(df,
'category',
'text',
nlp=whitespace_nlp)
term_doc_matrix = tdm_factory.build()
term_df = term_doc_matrix.get_term_freq_df()
self.assertEqual(dict(term_df.ix['speak up']),
{'??? freq': 2, 'hamlet freq': 0, 'jay-z/r. kelly freq': 1})
self.assertEqual(dict(term_df.ix['that']),
{'??? freq': 0, 'hamlet freq': 2, 'jay-z/r. kelly freq': 0})
def test_main(self):
categories, documents = get_docs_categories()
df = pd.DataFrame({'category': categories,
'text': documents})
tdm_factory = TermDocMatrixFromPandas(df,
'category',
'text',
nlp=whitespace_nlp)
term_doc_matrix = tdm_factory.build()
self.assertIsInstance(term_doc_matrix, TermDocMatrix)
self.assertEqual(set(term_doc_matrix.get_categories()),
set(['hamlet','jay-z/r. kelly']))
self.assertEqual(term_doc_matrix.get_num_docs(), 9)
term_doc_df = term_doc_matrix.get_term_freq_df()
self.assertEqual(term_doc_df.ix['of'].sum(), 3)
def test_filter_out_unigrams_that_only_occur_in_one_bigram(self):
bigrams = [
'the cat', 'the saw', 'horses are', 'are pigs', 'pigs horses'
]
df = TermDocMatrixFromPandas(
data_frame=pd.DataFrame({
'text': bigrams,
'category': ['a', 'a', 'a', 'b', 'b']
}),
category_col='category',
text_col='text',
nlp=whitespace_nlp).build().get_term_freq_df()
new_df = filter_out_unigrams_that_only_occur_in_one_bigram(df)
self.assertFalse('cat' in new_df.index)
self.assertFalse('saw' in new_df.index)
self.assertTrue('the' in new_df.index)
self.assertTrue('horses' in new_df.index)
self.assertTrue('pigs' in new_df.index)
self.assertEqual(set(bigrams) & set(new_df.index), set(bigrams))
def test_one_word_per_docs(self):
records = [(0, 'verified', 'RAs'), (1, 'view', 'RAs'), (2, 'laminectomy', 'RAs'), (3, 'recognition', 'RAs'),
(4, 'possibility', 'RAs'), (5, 'possibility', 'RAs'), (6, 'possibility', 'RAs'),
(7, 'observations', 'RAs'), (8, 'observation', 'RAs'), (9, 'observation', 'RAs'),
(10, 'observation', 'RAs'), (11, 'observation', 'RAs'), (12, 'observation', 'RAs'),
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(21, 'surprising', 'RAs'), (22, 'surprising', 'RAs'), (23, 'surprising', 'RAs'), (24, 'suggests', 'RAs'),
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(1354, 'found', 'Theses'), (1355, 'found', 'Theses'), (1356, 'found', 'Theses'),
(1357, 'evidence', 'Theses'), (1358, 'evidence', 'Theses'), (1359, 'evidence', 'Theses'),
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(1366, 'documented', 'Theses'), (1367, 'documented', 'Theses'), (1368, 'discovered', 'Theses'),
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(1393, 'credible', 'Theses'), (1394, 'consistent', 'Theses'), (1395, 'Considering', 'Theses'),
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(1402, 'concluded', 'Theses'), (1403, 'believed', 'Theses'), (1404, 'believed', 'Theses'),
(1405, 'believed', 'Theses'), (1406, 'believed', 'Theses'), (1407, 'believed', 'Theses'),
(1408, 'believe', 'Theses'), (1409, 'recognition', 'Theses'), (1410, 'acknowledging', 'Theses'),
(1411, 'accepted', 'Theses'), (1412, 'accepted', 'Theses'), (1413, 'range', 'Theses'),
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(1438, 'recognize', 'Theses'), (1439, 'probability', 'Theses'), (1440, 'application', 'Theses'),
(1441, 'noteworthy', 'Theses'), (1442, 'noteworthy', 'Theses'), (1443, 'noted', 'Theses'),
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(1510, 'anticipated', 'Theses'), (1511, 'theory', 'Theses'), (1512, 'hypothesise', 'Theses')]
df = (pd.DataFrame
.from_records(records, columns=['index', 'Text', 'Genre'])
.set_index('index'))
c = TermDocMatrixFromPandas(df,
category_col='Genre',
text_col='Text',
nlp=whitespace_nlp).build()
c.get_term_freq_df()
c = CorpusFromPandas(df,
category_col='Genre',
text_col='Text',
nlp=whitespace_nlp).build()
df = c.get_term_freq_df()