# Copyright (c) 2018 luozhouyang # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell # copies of the Software, and to permit persons to whom the Software is # furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in all # copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE # SOFTWARE. from .shingle_based import ShingleBased from .string_distance import NormalizedStringDistance, MetricStringDistance from .string_similarity import NormalizedStringSimilarity class Jaccard(ShingleBased, MetricStringDistance, NormalizedStringDistance, NormalizedStringSimilarity): def __init__(self, k): super().__init__(k) def distance(self, s0, s1): return 1.0 - self.similarity(s0, s1) def similarity(self, s0, s1): if s0 is None: raise TypeError("Argument s0 is NoneType.") if s1 is None: raise TypeError("Argument s1 is NoneType.") if s0 == s1: return 1.0 if len(s0) < self.get_k() or len(s1) < self.get_k(): return 0.0 profile0 = self.get_profile(s0) profile1 = self.get_profile(s1) union = set() for ite in profile0.keys(): union.add(ite) for ite in profile1.keys(): union.add(ite) inter = int(len(profile0.keys()) + len(profile1.keys()) - len(union)) return 1.0 * inter / len(union)