def main(mode='test'):
cl = Classifier()
cl.create_db('bunyk.db')
if mode == 'test':
test(cl)
else:
train(cl, 'http://bunyk.wordpress.com')
class TestClassifier(unittest.TestCase):
def setUp(self):
from classifier import Classifier
self.cl = Classifier()
self.cl.create_db(':memory:')
def test_fprob(self):
for x in range(9):
self.cl.train('viagra', 'spam')
self.cl.train('penis', 'spam')
self.assertEquals(self.cl.fprob('viagra', 'spam'), 0.9)
def test_weighted_prob_unknown(self):
self.assertEquals(0.5,
self.cl.weightedprob('viagra', 'spam')
)
def test_weighted_prob_biased(self):
self.cl.train('viagra', 'spam')
self.assertEquals(0.75,
self.cl.weightedprob('viagra', 'spam')
)
def test_train_adds_category(self):
self.cl.train('1 2', 1)
self.assertEquals(list(self.cl.categories()), [1])
def test_train(self):
self.cl.train('1 2', 1)
self.cl.train('2 3', 1)
self.cl.train('3 4', 2)
self.assertEquals(list(self.cl.categories()), [1, 2])
def test_check_plain(self):
tmp_prob = self.cl.weightedprob
self.cl.weightedprob = self.cl.fprob
for i in range(9):
self.cl.train('penis', 'spam')
self.cl.train('penis', 'ok')
self.assertEquals(self.cl.check('penis')[0], ('spam', 0.9))
self.cl.weightedprob = tmp_prob