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# -*- coding: utf-8 -*- |
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# Copyright 2019 by Christopher C. Little. |
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# This file is part of Abydos. |
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# |
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# Abydos is free software: you can redistribute it and/or modify |
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# it under the terms of the GNU General Public License as published by |
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# the Free Software Foundation, either version 3 of the License, or |
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# (at your option) any later version. |
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# |
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# Abydos is distributed in the hope that it will be useful, |
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# but WITHOUT ANY WARRANTY; without even the implied warranty of |
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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# GNU General Public License for more details. |
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# |
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# You should have received a copy of the GNU General Public License |
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# along with Abydos. If not, see <http://www.gnu.org/licenses/>. |
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"""abydos.distance._isg. |
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Bouchard & Pouyez's Indice de Similitude-Guth (ISG) |
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""" |
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from __future__ import ( |
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absolute_import, |
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division, |
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print_function, |
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unicode_literals, |
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) |
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from ._distance import _Distance |
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__all__ = ['ISG'] |
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class ISG(_Distance): |
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"""Indice de Similitude-Guth (ISG) similarity. |
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This is an implementation of Bouchard & Pouyez's Indice de Similitude-Guth |
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(ISG) :cite:`Bouchard:1980`. At its heart, ISG is Jaccard similarity, but |
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limits on token matching are added according to part of Guth's matching |
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criteria :cite:`Guth:1976`. |
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:cite:`Bouchard:1980` is limited in its implementation details. Based on |
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the examples given in the paper, it appears that only the first 4 of Guth's |
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rules are considered (a letter in the first string must match a letter in |
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the second string appearing in the same position, an adjacent position, or |
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two positions ahead). It also appears that the distance in the paper is |
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the greater of the distance from string 1 to string 2 and the distance |
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from string 2 to string 1. |
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These qualities can be specified as parameters. At initialization, specify |
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``full_guth=True`` to apply all of Guth's rules and ``symmetric=False`` to |
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calculate only the distance from string 1 to string 2. |
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.. versionadded:: 0.4.1 |
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""" |
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def __init__(self, full_guth=False, symmetric=True, **kwargs): |
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"""Initialize ISG instance. |
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Parameters |
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---------- |
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full_guth : bool |
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Whether to apply all of Guth's matching rules |
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symmetric : bool |
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Whether to calculate the symmetric distance |
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**kwargs |
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Arbitrary keyword arguments |
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.. versionadded:: 0.4.1 |
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""" |
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super(ISG, self).__init__(**kwargs) |
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self._full_guth = full_guth |
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self._symmetric = symmetric |
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def _isg_i(self, src, tar): |
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"""Return an individual ISG similarity (not symmetric) for src to tar. |
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Parameters |
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---------- |
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src : str |
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Source string for comparison |
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tar : str |
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Target string for comparison |
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Returns |
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------- |
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float |
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The ISG similarity |
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.. versionadded:: 0.4.1 |
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""" |
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def _char_at(name, pos): |
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if pos >= len(name): |
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return None |
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return name[pos] |
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matches = 0 |
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for pos in range(len(src)): |
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s = _char_at(src, pos) |
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t = set(tar[max(0, pos - 1) : pos + 3]) |
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if s and s in t: |
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matches += 1 |
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continue |
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if self._full_guth: |
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s = set(src[max(0, pos - 1) : pos + 3]) |
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t = _char_at(tar, pos) |
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if t and t in s: |
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matches += 1 |
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continue |
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s = _char_at(src, pos + 1) |
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t = _char_at(tar, pos + 1) |
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if s and t and s == t: |
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matches += 1 |
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continue |
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s = _char_at(src, pos + 2) |
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t = _char_at(tar, pos + 2) |
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if s and t and s == t: |
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matches += 1 |
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continue |
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return matches / (len(src) + len(tar) - matches) |
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def sim(self, src, tar): |
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"""Return the Indice de Similitude-Guth (ISG) similarity of two words. |
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Parameters |
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---------- |
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src : str |
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Source string for comparison |
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tar : str |
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Target string for comparison |
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Returns |
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------- |
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float |
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The ISG similarity |
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Examples |
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-------- |
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>>> cmp = ISG() |
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>>> cmp.sim('cat', 'hat') |
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0.5 |
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>>> cmp.sim('Niall', 'Neil') |
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0.5 |
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>>> cmp.sim('aluminum', 'Catalan') |
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0.15384615384615385 |
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>>> cmp.sim('ATCG', 'TAGC') |
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1.0 |
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.. versionadded:: 0.4.1 |
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""" |
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if src == tar: |
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return 1.0 |
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if len(src) > len(tar): |
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src, tar = tar, src |
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elif self._symmetric and len(src) == len(tar): |
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return max(self._isg_i(src, tar), self._isg_i(tar, src)) |
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return self._isg_i(src, tar) |
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if __name__ == '__main__': |
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import doctest |
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doctest.testmod() |
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chrislit /
abydos
