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# -*- coding: utf-8 -*- |
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# Copyright 2018 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.synoname. |
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The distance.synoname module implements Synoname. |
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""" |
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from __future__ import division, unicode_literals |
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from collections import Iterable |
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from ._levenshtein import levenshtein |
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from ._sequence import sim_ratcliff_obershelp |
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# noinspection PyProtectedMember |
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from ..fingerprint._synoname import _synoname_special_table, synoname_toolcode |
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__all__ = ['synoname'] |
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def _synoname_strip_punct(word): |
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"""Return a word with punctuation stripped out. |
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:param word: a word to strip punctuation from |
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:returns: The word stripped of punctuation |
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>>> _synoname_strip_punct('AB;CD EF-GH$IJ') |
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'ABCD EFGHIJ' |
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""" |
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stripped = '' |
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for char in word: |
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if char not in set(',-./:;"&\'()!{|}?$%*+<=>[\\]^_`~'): |
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stripped += char |
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return stripped.strip() |
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def _synoname_word_approximation( |
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src_ln, tar_ln, src_fn='', tar_fn='', features=None |
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): |
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"""Return the Synoname word approximation score for two names. |
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:param str src_ln: last name of the source |
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:param str tar_ln: last name of the target |
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:param str src_fn: first name of the source (optional) |
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:param str tar_fn: first name of the target (optional) |
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:param features: a dict containing special features calculated via |
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fingerprint.synoname_toolcode() (optional) |
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:returns: The word approximation score |
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:rtype: float |
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>>> _synoname_word_approximation('Smith Waterman', 'Waterman', |
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... 'Tom Joe Bob', 'Tom Joe') |
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0.6 |
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""" |
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if features is None: |
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features = {} |
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if 'src_specials' not in features: |
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features['src_specials'] = [] |
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if 'tar_specials' not in features: |
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features['tar_specials'] = [] |
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src_len_specials = len(features['src_specials']) |
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tar_len_specials = len(features['tar_specials']) |
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# 1 |
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if ('gen_conflict' in features and features['gen_conflict']) or ( |
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'roman_conflict' in features and features['roman_conflict'] |
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): |
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return 0 |
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# 3 & 7 |
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full_tar1 = ' '.join((tar_ln, tar_fn)).replace('-', ' ').strip() |
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for s_pos, s_type in features['tar_specials']: |
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if s_type == 'a': |
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full_tar1 = full_tar1[ |
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: -(1 + len(_synoname_special_table[s_pos][1])) |
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] |
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elif s_type == 'b': |
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loc = ( |
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full_tar1.find(' ' + _synoname_special_table[s_pos][1] + ' ') |
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+ 1 |
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) |
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full_tar1 = ( |
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full_tar1[:loc] |
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+ full_tar1[loc + len(_synoname_special_table[s_pos][1]) :] |
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) |
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elif s_type == 'c': |
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full_tar1 = full_tar1[1 + len(_synoname_special_table[s_pos][1]) :] |
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full_src1 = ' '.join((src_ln, src_fn)).replace('-', ' ').strip() |
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for s_pos, s_type in features['src_specials']: |
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if s_type == 'a': |
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full_src1 = full_src1[ |
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: -(1 + len(_synoname_special_table[s_pos][1])) |
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] |
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elif s_type == 'b': |
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loc = ( |
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full_src1.find(' ' + _synoname_special_table[s_pos][1] + ' ') |
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+ 1 |
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) |
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1 |
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full_src1 = ( |
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full_src1[:loc] |
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+ full_src1[loc + len(_synoname_special_table[s_pos][1]) :] |
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) |
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1 |
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elif s_type == 'c': |
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full_src1 = full_src1[1 + len(_synoname_special_table[s_pos][1]) :] |
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full_tar2 = full_tar1 |
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for s_pos, s_type in features['tar_specials']: |
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if s_type == 'd': |
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full_tar2 = full_tar2[len(_synoname_special_table[s_pos][1]) :] |
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elif s_type == 'X' and _synoname_special_table[s_pos][1] in full_tar2: |
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loc = full_tar2.find(' ' + _synoname_special_table[s_pos][1]) |
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full_tar2 = ( |
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full_tar2[:loc] |
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+ full_tar2[loc + len(_synoname_special_table[s_pos][1]) :] |
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) |
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full_src2 = full_src1 |
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for s_pos, s_type in features['src_specials']: |
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if s_type == 'd': |
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full_src2 = full_src2[len(_synoname_special_table[s_pos][1]) :] |
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elif s_type == 'X' and _synoname_special_table[s_pos][1] in full_src2: |
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loc = full_src2.find(' ' + _synoname_special_table[s_pos][1]) |
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full_src2 = ( |
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full_src2[:loc] |
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+ full_src2[loc + len(_synoname_special_table[s_pos][1]) :] |
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) |
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full_tar1 = _synoname_strip_punct(full_tar1) |
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tar1_words = full_tar1.split() |
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tar1_num_words = len(tar1_words) |
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full_src1 = _synoname_strip_punct(full_src1) |
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src1_words = full_src1.split() |
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src1_num_words = len(src1_words) |
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full_tar2 = _synoname_strip_punct(full_tar2) |
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tar2_words = full_tar2.split() |
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tar2_num_words = len(tar2_words) |
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full_src2 = _synoname_strip_punct(full_src2) |
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src2_words = full_src2.split() |
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src2_num_words = len(src2_words) |
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# 2 |
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if ( |
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src1_num_words < 2 |
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and src_len_specials == 0 |
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and src2_num_words < 2 |
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and tar_len_specials == 0 |
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): |
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return 0 |
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# 4 |
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if ( |
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tar1_num_words == 1 |
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and src1_num_words == 1 |
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and tar1_words[0] == src1_words[0] |
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): |
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return 1 |
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if tar1_num_words < 2 and tar_len_specials == 0: |
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return 0 |
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# 5 |
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last_found = False |
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for word in tar1_words: |
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if src_ln.endswith(word) or word + ' ' in src_ln: |
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last_found = True |
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if not last_found: |
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for word in src1_words: |
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if tar_ln.endswith(word) or word + ' ' in tar_ln: |
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last_found = True |
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# 6 |
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matches = 0 |
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if last_found: |
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for i, s_word in enumerate(src1_words): |
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for j, t_word in enumerate(tar1_words): |
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if s_word == t_word: |
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src1_words[i] = '@' |
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tar1_words[j] = '@' |
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matches += 1 |
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w_ratio = matches / max(tar1_num_words, src1_num_words) |
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if matches > 1 or ( |
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matches == 1 |
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and src1_num_words == 1 |
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and tar1_num_words == 1 |
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and (tar_len_specials > 0 or src_len_specials > 0) |
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): |
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return w_ratio |
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# 8 |
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if ( |
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tar2_num_words == 1 |
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and src2_num_words == 1 |
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and tar2_words[0] == src2_words[0] |
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): |
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return 1 |
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# I see no way that the following can be True if the equivalent in |
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# #4 was False. |
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if tar2_num_words < 2 and tar_len_specials == 0: # pragma: no cover |
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return 0 |
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# 9 |
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last_found = False |
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for word in tar2_words: |
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if src_ln.endswith(word) or word + ' ' in src_ln: |
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last_found = True |
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if not last_found: |
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for word in src2_words: |
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if tar_ln.endswith(word) or word + ' ' in tar_ln: |
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last_found = True |
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if not last_found: |
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return 0 |
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# 10 |
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matches = 0 |
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if last_found: |
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for i, s_word in enumerate(src2_words): |
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for j, t_word in enumerate(tar2_words): |
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if s_word == t_word: |
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src2_words[i] = '@' |
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tar2_words[j] = '@' |
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matches += 1 |
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w_ratio = matches / max(tar2_num_words, src2_num_words) |
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1 |
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if matches > 1 or ( |
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matches == 1 |
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and src2_num_words == 1 |
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and tar2_num_words == 1 |
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and (tar_len_specials > 0 or src_len_specials > 0) |
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): |
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return w_ratio |
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return 0 |
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def synoname( |
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src, |
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tar, |
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word_approx_min=0.3, |
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char_approx_min=0.73, |
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tests=2 ** 12 - 1, |
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ret_name=False, |
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): |
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"""Return the Synoname similarity type of two words. |
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Cf. :cite:`Getty:1991,Gross:1991` |
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:param str src: source string for comparison |
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:param str tar: target string for comparison |
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:param bool ret_name: return the name of the match type rather than the |
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int value |
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:param float word_approx_min: the minimum word approximation value to |
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signal a 'word_approx' match |
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:param float char_approx_min: the minimum character approximation value to |
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signal a 'char_approx' match |
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:param int or Iterable tests: either an integer indicating tests to |
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perform or a list of test names to perform (defaults to performing all |
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tests) |
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:param bool ret_name: if True, returns the match name rather than its |
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integer equivalent |
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:returns: Synoname value |
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:rtype: int (or str if ret_name is True) |
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285
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>>> synoname(('Breghel', 'Pieter', ''), ('Brueghel', 'Pieter', '')) |
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286
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2 |
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287
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>>> synoname(('Breghel', 'Pieter', ''), ('Brueghel', 'Pieter', ''), |
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288
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... ret_name=True) |
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289
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'omission' |
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290
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>>> synoname(('Dore', 'Gustave', ''), |
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291
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... ('Dore', 'Paul Gustave Louis Christophe', ''), |
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292
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... ret_name=True) |
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293
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'inclusion' |
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294
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>>> synoname(('Pereira', 'I. R.', ''), ('Pereira', 'I. Smith', ''), |
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295
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... ret_name=True) |
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296
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'word_approx' |
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297
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""" |
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298
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1 |
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test_dict = { |
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299
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val: 2 ** n |
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300
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for n, val in enumerate( |
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301
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[ |
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'exact', |
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'omission', |
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'substitution', |
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305
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'transposition', |
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'punctuation', |
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307
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'initials', |
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'extension', |
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'inclusion', |
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'no_first', |
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'word_approx', |
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'confusions', |
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'char_approx', |
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314
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] |
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315
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) |
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} |
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1 |
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match_name = [ |
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'', |
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'exact', |
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'omission', |
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321
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'substitution', |
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'transposition', |
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'punctuation', |
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'initials', |
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'extension', |
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'inclusion', |
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'no_first', |
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'word_approx', |
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'confusions', |
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'char_approx', |
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331
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'no_match', |
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332
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] |
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333
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1 |
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match_type_dict = {val: n for n, val in enumerate(match_name)} |
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334
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335
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1 |
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if isinstance(tests, Iterable): |
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336
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1 |
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new_tests = 0 |
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337
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1 |
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for term in tests: |
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338
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1 |
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if term in test_dict: |
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339
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1 |
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new_tests += test_dict[term] |
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340
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1 |
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tests = new_tests |
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341
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342
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1 |
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if isinstance(src, tuple): |
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343
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1 |
|
src_ln, src_fn, src_qual = src |
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344
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1 |
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elif '#' in src: |
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345
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1 |
|
src_ln, src_fn, src_qual = src.split('#')[-3:] |
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346
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else: |
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347
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1 |
|
src_ln, src_fn, src_qual = src, '', '' |
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348
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349
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1 |
|
if isinstance(tar, tuple): |
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350
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1 |
|
tar_ln, tar_fn, tar_qual = tar |
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351
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1 |
|
elif '#' in tar: |
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352
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1 |
|
tar_ln, tar_fn, tar_qual = tar.split('#')[-3:] |
|
353
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else: |
|
354
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1 |
|
tar_ln, tar_fn, tar_qual = tar, '', '' |
|
355
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|
356
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1 |
|
def _split_special(spec): |
|
357
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1 |
|
spec_list = [] |
|
358
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1 |
|
while spec: |
|
359
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1 |
|
spec_list.append((int(spec[:3]), spec[3:4])) |
|
360
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1 |
|
spec = spec[4:] |
|
361
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1 |
|
return spec_list |
|
362
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|
363
|
1 |
|
def _fmt_retval(val): |
|
364
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1 |
|
if ret_name: |
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365
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1 |
|
return match_name[val] |
|
366
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1 |
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return val |
|
367
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368
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|
# 1. Preprocessing |
|
369
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|
370
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|
# Lowercasing |
|
371
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1 |
|
src_fn = src_fn.strip().lower() |
|
372
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1 |
|
src_ln = src_ln.strip().lower() |
|
373
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1 |
|
src_qual = src_qual.strip().lower() |
|
374
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|
|
375
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1 |
|
tar_fn = tar_fn.strip().lower() |
|
376
|
1 |
|
tar_ln = tar_ln.strip().lower() |
|
377
|
1 |
|
tar_qual = tar_qual.strip().lower() |
|
378
|
|
|
|
|
379
|
|
|
# Create toolcodes |
|
380
|
1 |
|
src_ln, src_fn, src_tc = synoname_toolcode(src_ln, src_fn, src_qual) |
|
381
|
1 |
|
tar_ln, tar_fn, tar_tc = synoname_toolcode(tar_ln, tar_fn, tar_qual) |
|
382
|
|
|
|
|
383
|
1 |
|
src_generation = int(src_tc[2]) |
|
384
|
1 |
|
src_romancode = int(src_tc[3:6]) |
|
385
|
1 |
|
src_len_fn = int(src_tc[6:8]) |
|
386
|
1 |
|
src_tc = src_tc.split('$') |
|
387
|
1 |
|
src_specials = _split_special(src_tc[1]) |
|
388
|
|
|
|
|
389
|
1 |
|
tar_generation = int(tar_tc[2]) |
|
390
|
1 |
|
tar_romancode = int(tar_tc[3:6]) |
|
391
|
1 |
|
tar_len_fn = int(tar_tc[6:8]) |
|
392
|
1 |
|
tar_tc = tar_tc.split('$') |
|
393
|
1 |
|
tar_specials = _split_special(tar_tc[1]) |
|
394
|
|
|
|
|
395
|
1 |
|
gen_conflict = (src_generation != tar_generation) and bool( |
|
396
|
|
|
src_generation or tar_generation |
|
397
|
|
|
) |
|
398
|
1 |
|
roman_conflict = (src_romancode != tar_romancode) and bool( |
|
399
|
|
|
src_romancode or tar_romancode |
|
400
|
|
|
) |
|
401
|
|
|
|
|
402
|
1 |
|
ln_equal = src_ln == tar_ln |
|
403
|
1 |
|
fn_equal = src_fn == tar_fn |
|
404
|
|
|
|
|
405
|
|
|
# approx_c |
|
406
|
1 |
|
def _approx_c(): |
|
407
|
1 |
|
if gen_conflict or roman_conflict: |
|
408
|
1 |
|
return False, 0 |
|
409
|
|
|
|
|
410
|
1 |
|
full_src = ' '.join((src_ln, src_fn)) |
|
411
|
1 |
|
if full_src.startswith('master '): |
|
412
|
1 |
|
full_src = full_src[len('master ') :] |
|
413
|
1 |
|
for intro in [ |
|
414
|
|
|
'of the ', |
|
|
|
|
|
|
415
|
|
|
'of ', |
|
|
|
|
|
|
416
|
|
|
'known as the ', |
|
|
|
|
|
|
417
|
|
|
'with the ', |
|
|
|
|
|
|
418
|
|
|
'with ', |
|
|
|
|
|
|
419
|
|
|
]: |
|
420
|
1 |
|
if full_src.startswith(intro): |
|
421
|
1 |
|
full_src = full_src[len(intro) :] |
|
422
|
|
|
|
|
423
|
1 |
|
full_tar = ' '.join((tar_ln, tar_fn)) |
|
424
|
1 |
|
if full_tar.startswith('master '): |
|
425
|
1 |
|
full_tar = full_tar[len('master ') :] |
|
426
|
1 |
|
for intro in [ |
|
427
|
|
|
'of the ', |
|
|
|
|
|
|
428
|
|
|
'of ', |
|
|
|
|
|
|
429
|
|
|
'known as the ', |
|
|
|
|
|
|
430
|
|
|
'with the ', |
|
|
|
|
|
|
431
|
|
|
'with ', |
|
|
|
|
|
|
432
|
|
|
]: |
|
433
|
1 |
|
if full_tar.startswith(intro): |
|
434
|
1 |
|
full_tar = full_tar[len(intro) :] |
|
435
|
|
|
|
|
436
|
1 |
|
loc_ratio = sim_ratcliff_obershelp(full_src, full_tar) |
|
437
|
1 |
|
return loc_ratio >= char_approx_min, loc_ratio |
|
438
|
|
|
|
|
439
|
1 |
|
approx_c_result, ca_ratio = _approx_c() |
|
|
|
|
|
|
440
|
|
|
|
|
441
|
1 |
|
if tests & test_dict['exact'] and fn_equal and ln_equal: |
|
442
|
1 |
|
return _fmt_retval(match_type_dict['exact']) |
|
443
|
1 |
|
if tests & test_dict['omission']: |
|
444
|
1 |
|
if fn_equal and levenshtein(src_ln, tar_ln, cost=(1, 1, 99, 99)) == 1: |
|
445
|
1 |
|
if not roman_conflict: |
|
446
|
1 |
|
return _fmt_retval(match_type_dict['omission']) |
|
447
|
1 |
|
elif ( |
|
448
|
|
|
ln_equal and levenshtein(src_fn, tar_fn, cost=(1, 1, 99, 99)) == 1 |
|
|
|
|
|
|
449
|
|
|
): |
|
450
|
1 |
|
return _fmt_retval(match_type_dict['omission']) |
|
451
|
1 |
|
if tests & test_dict['substitution']: |
|
452
|
1 |
|
if fn_equal and levenshtein(src_ln, tar_ln, cost=(99, 99, 1, 99)) == 1: |
|
453
|
1 |
|
return _fmt_retval(match_type_dict['substitution']) |
|
454
|
1 |
|
elif ( |
|
455
|
|
|
ln_equal and levenshtein(src_fn, tar_fn, cost=(99, 99, 1, 99)) == 1 |
|
|
|
|
|
|
456
|
|
|
): |
|
457
|
1 |
|
return _fmt_retval(match_type_dict['substitution']) |
|
458
|
1 |
|
if tests & test_dict['transposition']: |
|
459
|
1 |
|
if fn_equal and ( |
|
460
|
|
|
levenshtein(src_ln, tar_ln, mode='osa', cost=(99, 99, 99, 1)) == 1 |
|
|
|
|
|
|
461
|
|
|
): |
|
462
|
1 |
|
return _fmt_retval(match_type_dict['transposition']) |
|
463
|
1 |
|
elif ln_equal and ( |
|
464
|
|
|
levenshtein(src_fn, tar_fn, mode='osa', cost=(99, 99, 99, 1)) == 1 |
|
|
|
|
|
|
465
|
|
|
): |
|
466
|
1 |
|
return _fmt_retval(match_type_dict['transposition']) |
|
467
|
1 |
|
if tests & test_dict['punctuation']: |
|
468
|
1 |
|
np_src_fn = _synoname_strip_punct(src_fn) |
|
469
|
1 |
|
np_tar_fn = _synoname_strip_punct(tar_fn) |
|
470
|
1 |
|
np_src_ln = _synoname_strip_punct(src_ln) |
|
471
|
1 |
|
np_tar_ln = _synoname_strip_punct(tar_ln) |
|
472
|
|
|
|
|
473
|
1 |
|
if (np_src_fn == np_tar_fn) and (np_src_ln == np_tar_ln): |
|
474
|
1 |
|
return _fmt_retval(match_type_dict['punctuation']) |
|
475
|
|
|
|
|
476
|
1 |
|
np_src_fn = _synoname_strip_punct(src_fn.replace('-', ' ')) |
|
477
|
1 |
|
np_tar_fn = _synoname_strip_punct(tar_fn.replace('-', ' ')) |
|
478
|
1 |
|
np_src_ln = _synoname_strip_punct(src_ln.replace('-', ' ')) |
|
479
|
1 |
|
np_tar_ln = _synoname_strip_punct(tar_ln.replace('-', ' ')) |
|
480
|
|
|
|
|
481
|
1 |
|
if (np_src_fn == np_tar_fn) and (np_src_ln == np_tar_ln): |
|
482
|
1 |
|
return _fmt_retval(match_type_dict['punctuation']) |
|
483
|
|
|
|
|
484
|
1 |
|
if tests & test_dict['initials'] and ln_equal: |
|
485
|
1 |
|
if src_fn and tar_fn: |
|
486
|
1 |
|
src_initials = _synoname_strip_punct(src_fn).split() |
|
487
|
1 |
|
tar_initials = _synoname_strip_punct(tar_fn).split() |
|
488
|
1 |
|
initials = bool( |
|
489
|
|
|
(len(src_initials) == len(''.join(src_initials))) |
|
490
|
|
|
or (len(tar_initials) == len(''.join(tar_initials))) |
|
491
|
|
|
) |
|
492
|
1 |
|
if initials: |
|
493
|
1 |
|
src_initials = ''.join(_[0] for _ in src_initials) |
|
494
|
1 |
|
tar_initials = ''.join(_[0] for _ in tar_initials) |
|
495
|
1 |
|
if src_initials == tar_initials: |
|
496
|
1 |
|
return _fmt_retval(match_type_dict['initials']) |
|
497
|
1 |
|
initial_diff = abs(len(src_initials) - len(tar_initials)) |
|
498
|
1 |
|
if initial_diff and ( |
|
499
|
|
|
( |
|
|
|
|
|
|
500
|
|
|
initial_diff |
|
501
|
|
|
== levenshtein( |
|
502
|
|
|
src_initials, tar_initials, cost=(1, 99, 99, 99) |
|
503
|
|
|
) |
|
504
|
|
|
) |
|
505
|
|
|
or ( |
|
|
|
|
|
|
506
|
|
|
initial_diff |
|
507
|
|
|
== levenshtein( |
|
508
|
|
|
tar_initials, src_initials, cost=(1, 99, 99, 99) |
|
509
|
|
|
) |
|
510
|
|
|
) |
|
511
|
|
|
): |
|
512
|
1 |
|
return _fmt_retval(match_type_dict['initials']) |
|
513
|
1 |
|
if tests & test_dict['extension']: |
|
514
|
1 |
|
if src_ln[1] == tar_ln[1] and ( |
|
515
|
|
|
src_ln.startswith(tar_ln) or tar_ln.startswith(src_ln) |
|
|
|
|
|
|
516
|
|
|
): |
|
517
|
1 |
|
if ( |
|
|
|
|
|
|
518
|
|
|
(not src_len_fn and not tar_len_fn) |
|
|
|
|
|
|
519
|
|
|
or (tar_fn and src_fn.startswith(tar_fn)) |
|
|
|
|
|
|
520
|
|
|
or (src_fn and tar_fn.startswith(src_fn)) |
|
|
|
|
|
|
521
|
|
|
) and not roman_conflict: |
|
522
|
1 |
|
return _fmt_retval(match_type_dict['extension']) |
|
523
|
1 |
|
if tests & test_dict['inclusion'] and ln_equal: |
|
524
|
1 |
|
if (src_fn and src_fn in tar_fn) or (tar_fn and tar_fn in src_ln): |
|
525
|
1 |
|
return _fmt_retval(match_type_dict['inclusion']) |
|
526
|
1 |
|
if tests & test_dict['no_first'] and ln_equal: |
|
527
|
1 |
|
if src_fn == '' or tar_fn == '': |
|
528
|
1 |
|
return _fmt_retval(match_type_dict['no_first']) |
|
529
|
1 |
|
if tests & test_dict['word_approx']: |
|
530
|
1 |
|
ratio = _synoname_word_approximation( |
|
531
|
|
|
src_ln, |
|
532
|
|
|
tar_ln, |
|
533
|
|
|
src_fn, |
|
534
|
|
|
tar_fn, |
|
535
|
|
|
{ |
|
536
|
|
|
'gen_conflict': gen_conflict, |
|
537
|
|
|
'roman_conflict': roman_conflict, |
|
538
|
|
|
'src_specials': src_specials, |
|
539
|
|
|
'tar_specials': tar_specials, |
|
540
|
|
|
}, |
|
541
|
|
|
) |
|
542
|
1 |
|
if ratio == 1 and tests & test_dict['confusions']: |
|
543
|
1 |
|
if ( |
|
544
|
|
|
' '.join((src_fn, src_ln)).strip() |
|
|
|
|
|
|
545
|
|
|
== ' '.join((tar_fn, tar_ln)).strip() |
|
|
|
|
|
|
546
|
|
|
): |
|
547
|
1 |
|
return _fmt_retval(match_type_dict['confusions']) |
|
548
|
1 |
|
if ratio >= word_approx_min: |
|
549
|
1 |
|
return _fmt_retval(match_type_dict['word_approx']) |
|
550
|
1 |
|
if tests & test_dict['char_approx']: |
|
551
|
1 |
|
if ca_ratio >= char_approx_min: |
|
552
|
1 |
|
return _fmt_retval(match_type_dict['char_approx']) |
|
553
|
1 |
|
return _fmt_retval(match_type_dict['no_match']) |
|
554
|
|
|
|
|
555
|
|
|
|
|
556
|
|
|
if __name__ == '__main__': |
|
557
|
|
|
import doctest |
|
558
|
|
|
|
|
559
|
|
|
doctest.testmod() |
|
560
|
|
|
|