def test_cosine(self):
cosine = createCosineSimilarity(self.ilist, 1.0)
cosine_sim = cosine(self.ilist[0], self.ilist[1])
## idf: a = 0.47712
## b = 0.17609
## c = 0.17609
## d = 0.17609
## e, f = 0.48
## cosine(ilist[0], ilist[1]):
## numer = 0.176^2 * 2 = 0.06202
## denom_a = sqrt(0.48^2 + 2 * 0.176^2) = 0.53820
## denom_b = sqrt(0.176^2 * 3) = 0.30484
## denom = 0.16406
## cosine = numer / denom = 0.3780
self.assertAlmostEqual(cosine_sim, 0.378, places=3)
def test_cosine(self):
cosine = createCosineSimilarity(self.ilist, 1.0)
cosine_sim = cosine(self.ilist[0],
self.ilist[1]
)
## idf: a = 0.47712
## b = 0.17609
## c = 0.17609
## d = 0.17609
## e, f = 0.48
## cosine(ilist[0], ilist[1]):
## numer = 0.176^2 * 2 = 0.06202
## denom_a = sqrt(0.48^2 + 2 * 0.176^2) = 0.53820
## denom_b = sqrt(0.176^2 * 3) = 0.30484
## denom = 0.16406
## cosine = numer / denom = 0.3780
self.assertAlmostEqual(cosine_sim, 0.378, places=3)
def test_cosine_identical(self):
cosine = createCosineSimilarity(self.ilist, 1.0)
cosine_sim = cosine(self.ilist[0], self.ilist[0])
self.assertAlmostEqual(cosine_sim, 1, places=5)
def test_cosine_na(self):
cosine = createCosineSimilarity(self.ilist, 1.0)
cosine_sim = cosine(self.ilist[0], frozenset([]))
self.assertAlmostEqual(cosine_sim, 0, places=5)
def test_cosine_identical(self):
cosine = createCosineSimilarity(self.ilist, 1.0)
cosine_sim = cosine(self.ilist[0], self.ilist[0])
self.assertAlmostEqual(cosine_sim, 1, places=5)
def test_cosine_na(self):
cosine = createCosineSimilarity(self.ilist, 1.0)
cosine_sim = cosine(self.ilist[0], frozenset([]))
self.assertAlmostEqual(cosine_sim, 0, places=5)
def test_cosine_na(self):
cosine = createCosineSimilarity(self.ilist)
cosine_sim = cosine(self.ilist[0], ())
self.assertAlmostEqual(cosine_sim, 0, places=5)