def test_valid_input(self):
"""Algorithm should return correct values under valid input"""
self.assertAlmostEqual(fuzzycomp.jaro_distance("MARTHA", "MARHTA"),
0.944,
places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance("DWAYNE", "DUANE"),
0.822,
places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance("DIXON", "DICKSONX"),
0.767,
places=3)
def test_iterable_input(self):
"""Function should raise ValueError if passed non string input"""
self.assertAlmostEqual(
fuzzycomp.jaro_distance(["M", "A", "R", "T", "H", "A"], ["M", "A", "R", "H", "T", "A"]), 0.944, places=3
)
self.assertAlmostEqual(
fuzzycomp.jaro_distance(["D", "W", "A", "Y", "N", "E"], ["D", "U", "A", "N", "E"]), 0.822, places=3
)
self.assertAlmostEqual(
fuzzycomp.jaro_distance(["D", "I", "X", "O", "N"], ["D", "I", "C", "K", "S", "O", "N", "X"]),
0.767,
places=3,
)
self.assertAlmostEqual(
fuzzycomp.jaro_distance(("M", "A", "R", "T", "H", "A"), ("M", "A", "R", "H", "T", "A")), 0.944, places=3
)
self.assertAlmostEqual(
fuzzycomp.jaro_distance(("D", "W", "A", "Y", "N", "E"), ("D", "U", "A", "N", "E")), 0.822, places=3
)
self.assertAlmostEqual(
fuzzycomp.jaro_distance(("D", "I", "X", "O", "N"), ("D", "I", "C", "K", "S", "O", "N", "X")),
0.767,
places=3,
)
def test_iterable_input(self):
"""Function should raise ValueError if passed non string input"""
self.assertAlmostEqual(fuzzycomp.jaro_distance(
["M", "A", "R", "T", "H", "A"], ["M", "A", "R", "H", "T", "A"]),
0.944,
places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance(
["D", "W", "A", "Y", "N", "E"], ["D", "U", "A", "N", "E"]),
0.822,
places=3)
self.assertAlmostEqual(
fuzzycomp.jaro_distance(["D", "I", "X", "O", "N"],
["D", "I", "C", "K", "S", "O", "N", "X"]),
0.767,
places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance(
("M", "A", "R", "T", "H", "A"), ("M", "A", "R", "H", "T", "A")),
0.944,
places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance(
("D", "W", "A", "Y", "N", "E"), ("D", "U", "A", "N", "E")),
0.822,
places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance(
("D", "I", "X", "O", "N"),
("D", "I", "C", "K", "S", "O", "N", "X")),
0.767,
places=3)
def extractVenueFeatures(A, B):
# remove pontuation
A = re.sub(r'[^\w\s]', '', A)
# remove pontuation
B = re.sub(r'[^\w\s]', '', B)
# remove multiple spaces
A = re.sub(' +', ' ', A)
B = re.sub(' +', ' ', B)
if A == '':
A = '-'
if B == '':
B = '-'
charactersA = numpy.zeros(26)
for char in A:
if char >= 'a' and char <= 'z':
charactersA[ord(char) - 97] += 1
charactersB = numpy.zeros(26)
for char in B:
if char >= 'a' and char <= 'z':
charactersB[ord(char) - 97] += 1
subtraction = numpy.absolute(charactersA - charactersB)
distance = numpy.sum(subtraction)
max_chars = max(numpy.sum(charactersA), numpy.sum(charactersB))
if (max_chars == 0):
measure = 0
else:
measure = distance / float(max_chars)
return [
measure,
fuzzycomp.levenshtein_distance(A, B),
fuzzycomp.jaccard_distance(A, B),
fuzzycomp.jaro_distance(A, B)
]
def extractVenueFeatures(A,B):
# remove pontuation
A = re.sub(r'[^\w\s]','',A)
# remove pontuation
B = re.sub(r'[^\w\s]','',B)
# remove multiple spaces
A = re.sub(' +',' ',A)
B = re.sub(' +',' ',B)
if A == '':
A = '-';
if B == '':
B = '-';
charactersA = numpy.zeros(26)
for char in A:
if char >= 'a' and char <= 'z':
charactersA[ord(char)-97]+=1
charactersB = numpy.zeros(26)
for char in B:
if char >= 'a' and char <= 'z':
charactersB[ord(char)-97]+=1
subtraction = numpy.absolute(charactersA-charactersB)
distance = numpy.sum(subtraction)
max_chars = max(numpy.sum(charactersA),numpy.sum(charactersB))
if (max_chars ==0):
measure =0
else:
measure = distance/float(max_chars)
return [measure, fuzzycomp.levenshtein_distance(A,B), fuzzycomp.jaccard_distance(A,B), fuzzycomp.jaro_distance(A,B)]
def test_valid_input(self):
"""Algorithm should return correct values under valid input"""
self.assertAlmostEqual(fuzzycomp.jaro_distance("MARTHA", "MARHTA"), 0.944, places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance("DWAYNE", "DUANE"), 0.822, places=3)
self.assertAlmostEqual(fuzzycomp.jaro_distance("DIXON", "DICKSONX"), 0.767, places=3)