# Copyright 2019-2020 by Christopher C. Little.
# This file is part of Abydos.
#
# Abydos is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# Abydos is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with Abydos. If not, see <http://www.gnu.org/licenses/>.
"""abydos.distance._yujian_bo.
Yujian-Bo normalized Levenshtein distance
"""
from ._levenshtein import Levenshtein
__all__ = ['YujianBo']
[docs]class YujianBo(Levenshtein):
r"""Yujian-Bo normalized Levenshtein distance.
Yujian-Bo's normalization of Levenshtein distance :cite:`Yujian:2007`,
given Levenshtein distance :math:`GLD(X, Y)` between two strings X and Y,
is
.. math::
dist_{N-GLD}(X, Y) =
\frac{2 \cdot GLD(X, Y)}{|X| + |Y| + GLD(X, Y)}
.. versionadded:: 0.4.0
"""
def __init__(self, cost=(1, 1, 1, 1), **kwargs):
"""Initialize YujianBo instance.
Parameters
----------
**kwargs
Arbitrary keyword arguments
.. versionadded:: 0.4.0
"""
super(YujianBo, self).__init__(cost=cost, **kwargs)
[docs] def dist_abs(self, src, tar):
"""Return the Yujian-Bo normalized edit distance between two strings.
Parameters
----------
src : str
Source string for comparison
tar : str
Target string for comparison
Returns
-------
int
The Yujian-Bo normalized edit distance between src & tar
Examples
--------
>>> cmp = YujianBo()
>>> cmp.dist_abs('cat', 'hat')
0.2857142857142857
>>> cmp.dist_abs('Niall', 'Neil')
0.5
>>> cmp.dist_abs('aluminum', 'Catalan')
0.6363636363636364
>>> cmp.dist_abs('ATCG', 'TAGC')
0.5454545454545454
.. versionadded:: 0.4.0
"""
return self.dist(src, tar)
[docs] def dist(self, src, tar):
"""Return the Yujian-Bo normalized edit distance between strings.
Parameters
----------
src : str
Source string for comparison
tar : str
Target string for comparison
Returns
-------
float
The Yujian-Bo normalized edit distance between src & tar
Examples
--------
>>> cmp = YujianBo()
>>> round(cmp.dist('cat', 'hat'), 12)
0.285714285714
>>> round(cmp.dist('Niall', 'Neil'), 12)
0.5
>>> cmp.dist('aluminum', 'Catalan')
0.6363636363636364
>>> cmp.dist('ATCG', 'TAGC')
0.5454545454545454
.. versionadded:: 0.4.0
"""
if src == tar:
return 0.0
ins_cost, del_cost = self._cost[:2]
gld = super(YujianBo, self).dist_abs(src, tar)
return 2 * gld / (len(src) * del_cost + len(tar) * ins_cost + gld)
if __name__ == '__main__':
import doctest
doctest.testmod()