def test_iter(self):
"""Prueba el iterador
"""
self.assertSequenceEqual(sorted(iter(BagOfWords())), [])
self.assertSequenceEqual(sorted(iter(BagOfWords("cat cow dog"))),
[("cat", 1), ("cow", 1), ("dog", 1)])
self.assertSequenceEqual(sorted(iter(BagOfWords(text="cat dog cat"))),
[("cat", 2), ("dog", 1)])
def test_coef_overlapping(self):
"""Prueba el coeficiene de solapamiento
len(intersection(X, Y)) / min(len(X), len(Y))
"""
bag1 = BagOfWords("cat dog cow fish cat cat fish")
bag2 = BagOfWords("dog grape banana cat")
self.assertAlmostEqual(coef_overlapping(bag1, bag2), 0.5)
def test_coef_cosine(self):
"""Prueba el coeficiene del coseno
len(intersection(X, Y)) / (len(X) * len(Y))
"""
bag1 = BagOfWords("cat dog cow fish cat cat fish")
bag2 = BagOfWords("dog grape banana cat")
self.assertAlmostEqual(coef_cosine(bag1, bag2), 0.125)
def test_coef_jaccard(self):
"""Prueba el coeficiene de Jaccard
len(intersection(X, Y)) / len(union(X, Y))
"""
bag1 = BagOfWords("cat dog cow fish cat cat fish")
bag2 = BagOfWords("dog grape banana cat")
self.assertAlmostEqual(coef_jaccard(bag1, bag2), 0.333, places=3)
def test_init_with_symbols_in_str(self):
"""Prueba la inicialización con strings que contengan símbolos de puntuación
"""
self.assertDictEqual(
BagOfWords(" cat, dog! cow.").values, {
"cat": 1,
"dog": 1,
"cow": 1
})
self.assertDictEqual(
BagOfWords(text="cat dog?? cat!!! ").values, {
"cat": 2,
"dog": 1
})
def test_init_with_str(self):
"""Prueba la inicialización con strings
"""
self.assertDictEqual(
BagOfWords("cat dog cow").values, {
"cat": 1,
"dog": 1,
"cow": 1
})
self.assertDictEqual(
BagOfWords(text="Cat dog cat").values, {
"cat": 2,
"dog": 1
})
def test_union(self):
"""Prueba la union de dos bag-of-words
"""
bag1 = BagOfWords("cat dog cow fish cat cat fish")
bag2 = BagOfWords("dog grape banana peach")
self.assertDictEqual(
bag1.union(bag2).values, {
"banana": 1,
"cat": 3,
"cow": 1,
"dog": 2,
"fish": 2,
"grape": 1,
"peach": 1
})
def test_str(self):
"""Prueba la conversión a string
"""
txt = str(BagOfWords("cat dog cow"))
self.assertTrue(txt.startswith("{"))
self.assertIn("'cat': 1", txt)
self.assertIn("'dog': 1", txt)
self.assertIn("'cow': 1", txt)
self.assertTrue(txt.endswith("}"))
def test_init_with_dict(self):
"""Prueba la inicialización con diccinoarios
"""
self.assertDictEqual(
BagOfWords(values={
"cat": 1,
"dog": 1,
"cow": 1
}).values, {
"cat": 1,
"dog": 1,
"cow": 1
})
self.assertDictEqual(
BagOfWords(values={
"cat": 2,
"dog": 1
}).values, {
"cat": 2,
"dog": 1
})
def test_intersection(self):
"""Prueba la interesección de dos bag-of-words
"""
bag1 = BagOfWords("cat dog cow fish cat cat fish")
bag2 = BagOfWords("dog grape banana peach")
self.assertDictEqual(bag1.intersection(bag2).values, {"dog": 1})
def test_len(self):
"""Prueba el tamaño del vector
"""
self.assertEqual(len(BagOfWords()), 0)
self.assertEqual(len(BagOfWords("cat dog cow")), 3)
self.assertEqual(len(BagOfWords(text="cat dog cat")), 2)