| 1 |  |  | # -*- coding: utf-8 -*- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | # Copyright 2014-2018 by Christopher C. Little. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | # This file is part of Abydos. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | # Abydos is free software: you can redistribute it and/or modify | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | # it under the terms of the GNU General Public License as published by | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | # the Free Software Foundation, either version 3 of the License, or | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | # (at your option) any later version. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | # Abydos is distributed in the hope that it will be useful, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | # but WITHOUT ANY WARRANTY; without even the implied warranty of | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  | # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | # GNU General Public License for more details. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | # You should have received a copy of the GNU General Public License | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | # along with Abydos. If not, see <http://www.gnu.org/licenses/>. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | """abydos.tests.test_distance. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  | This module contains unit tests for abydos.distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  | from __future__ import division, unicode_literals | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | import math | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | import os | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  | import pkgutil | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  | import sys | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  | import unittest | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  | from difflib import SequenceMatcher | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  | from abydos.compression import ac_train | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  | from abydos.distance import _synoname_strip_punct, bag, chebyshev, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |     damerau_levenshtein, dist, dist_bag, dist_baystat, dist_chebyshev, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |     dist_compression, dist_cosine, dist_damerau, dist_dice, dist_editex, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |     dist_euclidean, dist_eudex, dist_hamming, dist_ident, dist_indel, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |     dist_jaccard, dist_jaro_winkler, dist_lcsseq, dist_lcsstr, dist_length, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |     dist_levenshtein, dist_manhattan, dist_minkowski, dist_mlipns, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |     dist_monge_elkan, dist_mra, dist_overlap, dist_prefix, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |     dist_ratcliff_obershelp, dist_sift4, dist_strcmp95, dist_suffix, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     dist_tversky, dist_typo, editex, euclidean, eudex_hamming, gotoh, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     hamming, lcsseq, lcsstr, levenshtein, manhattan, minkowski, mra_compare, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |     needleman_wunsch, sift4_common, sift4_simplest, sim, sim_bag, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     sim_baystat, sim_chebyshev, sim_compression, sim_cosine, sim_damerau, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |     sim_dice, sim_editex, sim_euclidean, sim_eudex, sim_hamming, sim_ident, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     sim_indel, sim_jaccard, sim_jaro_winkler, sim_lcsseq, sim_lcsstr, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     sim_length, sim_levenshtein, sim_manhattan, sim_matrix, sim_minkowski, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |     sim_mlipns, sim_monge_elkan, sim_mra, sim_overlap, sim_prefix, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |     sim_ratcliff_obershelp, sim_sift4, sim_strcmp95, sim_suffix, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |     sim_tanimoto, sim_tversky, sim_typo, smith_waterman, synoname, \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     synoname_word_approximation, tanimoto, typo | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  | from abydos.qgram import QGrams | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  | from six.moves import range | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  | TESTDIR = os.path.dirname(__file__) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  | NIALL = ('Niall', 'Neal', 'Neil', 'Njall', 'Njáll', 'Nigel', 'Neel', 'Nele', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |          'Nigelli', 'Nel', 'Kneale', 'Uí Néill', 'O\'Neill', 'MacNeil', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |          'MacNele', 'Niall Noígíallach') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  | COLIN = ('Colin', 'Collin', 'Cullen', 'Cuilen', 'Cailean', 'MacCailean', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |          'Cuilén', 'Colle', 'Calum', 'Callum', 'Colinn', 'Colon', 'Colynn', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |          'Col', 'Cole', 'Nicolas', 'Nicholas', 'Cailean Mór Caimbeul') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  | class LevenshteinTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |     """Test Levenshtein functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |     abydos.distance.levenshtein, .dist_levenshtein, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |     .sim_levenshtein, .damerau, .dist_damerau, & .sim_damerau | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |     def test_levenshtein(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |         """Test abydos.distance.levenshtein.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |         self.assertEqual(levenshtein('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |         # http://oldfashionedsoftware.com/tag/levenshtein-distance/ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |         self.assertEqual(levenshtein('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |         self.assertEqual(levenshtein('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |         self.assertEqual(levenshtein('abc', ''), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |         self.assertEqual(levenshtein('', 'abc'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |         self.assertEqual(levenshtein('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |         self.assertEqual(levenshtein('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |         self.assertEqual(levenshtein('abc', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |         self.assertEqual(levenshtein('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |         self.assertEqual(levenshtein('a', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |         self.assertEqual(levenshtein('b', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |         self.assertEqual(levenshtein('ac', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |         self.assertEqual(levenshtein('abcdefg', 'xabxcdxxefxgx'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |         self.assertEqual(levenshtein('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |         self.assertEqual(levenshtein('ab', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |         self.assertEqual(levenshtein('ab', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |         self.assertEqual(levenshtein('abc', 'ac'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |         self.assertEqual(levenshtein('xabxcdxxefxgx', 'abcdefg'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |         self.assertEqual(levenshtein('a', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |         self.assertEqual(levenshtein('ab', 'ac'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |         self.assertEqual(levenshtein('ac', 'bc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |         self.assertEqual(levenshtein('abc', 'axc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |         self.assertEqual(levenshtein('xabxcdxxefxgx', '1ab2cd34ef5g6'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |         self.assertEqual(levenshtein('example', 'samples'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |         self.assertEqual(levenshtein('sturgeon', 'urgently'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |         self.assertEqual(levenshtein('levenshtein', 'frankenstein'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |         self.assertEqual(levenshtein('distance', 'difference'), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |         self.assertEqual(levenshtein('java was neat', 'scala is great'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |         # https://en.wikipedia.org/wiki/Damerau%E2%80%93Levenshtein_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |         self.assertEqual(levenshtein('CA', 'ABC', 'dam'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         self.assertEqual(levenshtein('CA', 'ABC', 'osa'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |         # test cost of insert | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |         self.assertEqual(levenshtein('', 'b', 'lev', cost=(5, 7, 10, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |         self.assertEqual(levenshtein('', 'b', 'osa', cost=(5, 7, 10, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |         self.assertEqual(levenshtein('', 'b', 'dam', cost=(5, 7, 10, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |         self.assertEqual(levenshtein('a', 'ab', 'lev', cost=(5, 7, 10, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |         self.assertEqual(levenshtein('a', 'ab', 'osa', cost=(5, 7, 10, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |         self.assertEqual(levenshtein('a', 'ab', 'dam', cost=(5, 7, 10, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |         # test cost of delete | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |         self.assertEqual(levenshtein('b', '', 'lev', cost=(5, 7, 10, 10)), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |         self.assertEqual(levenshtein('b', '', 'osa', cost=(5, 7, 10, 10)), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |         self.assertEqual(levenshtein('b', '', 'dam', cost=(5, 7, 10, 10)), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |         self.assertEqual(levenshtein('ab', 'a', 'lev', cost=(5, 7, 10, 10)), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |         self.assertEqual(levenshtein('ab', 'a', 'osa', cost=(5, 7, 10, 10)), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |         self.assertEqual(levenshtein('ab', 'a', 'dam', cost=(5, 7, 10, 10)), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |         # test cost of substitute | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |         self.assertEqual(levenshtein('a', 'b', 'lev', cost=(10, 10, 5, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |         self.assertEqual(levenshtein('a', 'b', 'osa', cost=(10, 10, 5, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |         self.assertEqual(levenshtein('a', 'b', 'dam', cost=(10, 10, 5, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |         self.assertEqual(levenshtein('ac', 'bc', 'lev', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |                                      cost=(10, 10, 5, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |         self.assertEqual(levenshtein('ac', 'bc', 'osa', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |                                      cost=(10, 10, 5, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |         self.assertEqual(levenshtein('ac', 'bc', 'dam', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |                                      cost=(10, 10, 5, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |         # test cost of transpose | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |         self.assertEqual(levenshtein('ab', 'ba', 'lev', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |                                      cost=(10, 10, 10, 5)), 20) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |         self.assertEqual(levenshtein('ab', 'ba', 'osa', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |                                      cost=(10, 10, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |         self.assertEqual(levenshtein('ab', 'ba', 'dam', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |                                      cost=(5, 5, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |         self.assertEqual(levenshtein('abc', 'bac', 'lev', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |                                      cost=(10, 10, 10, 5)), 20) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |         self.assertEqual(levenshtein('abc', 'bac', 'osa', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |                                      cost=(10, 10, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |         self.assertEqual(levenshtein('abc', 'bac', 'dam', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |                                      cost=(5, 5, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |         self.assertEqual(levenshtein('cab', 'cba', 'lev', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |                                      cost=(10, 10, 10, 5)), 20) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |         self.assertEqual(levenshtein('cab', 'cba', 'osa', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |                                      cost=(10, 10, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |         self.assertEqual(levenshtein('cab', 'cba', 'dam', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |                                      cost=(5, 5, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |         # test exception | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |         self.assertRaises(ValueError, levenshtein, 'ab', 'ba', 'dam', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |                           cost=(10, 10, 10, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |     def test_dist_levenshtein(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |         """Test abydos.distance.dist_levenshtein.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |         self.assertEqual(dist_levenshtein('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |         self.assertEqual(dist_levenshtein('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |         self.assertEqual(dist_levenshtein('ab', 'ab'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |         self.assertEqual(dist_levenshtein('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |         self.assertEqual(dist_levenshtein('', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |         self.assertEqual(dist_levenshtein('a', 'c'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |         self.assertAlmostEqual(dist_levenshtein('abc', 'ac'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |         self.assertAlmostEqual(dist_levenshtein('abbc', 'ac'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |         self.assertAlmostEqual(dist_levenshtein('abbc', 'abc'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |     def test_sim_levenshtein(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |         """Test abydos.distance.sim_levenshtein.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |         self.assertEqual(sim_levenshtein('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |         self.assertEqual(sim_levenshtein('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |         self.assertEqual(sim_levenshtein('ab', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |         self.assertEqual(sim_levenshtein('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |         self.assertEqual(sim_levenshtein('', 'ab'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |         self.assertEqual(sim_levenshtein('a', 'c'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |         self.assertAlmostEqual(sim_levenshtein('abc', 'ac'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |         self.assertAlmostEqual(sim_levenshtein('abbc', 'ac'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |         self.assertAlmostEqual(sim_levenshtein('abbc', 'abc'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |     def test_damerau_levenshtein(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |         """Test abydos.distance.damerau_levenshtein.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |         self.assertEqual(damerau_levenshtein('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |         self.assertEqual(damerau_levenshtein('CA', 'CA'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |         self.assertEqual(damerau_levenshtein('CA', 'ABC'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |         self.assertEqual(damerau_levenshtein('', 'b', cost=(5, 7, 10, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |         self.assertEqual(damerau_levenshtein('a', 'ab', cost=(5, 7, 10, 10)), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |                          5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |         self.assertEqual(damerau_levenshtein('b', '', cost=(5, 7, 10, 10)), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |         self.assertEqual(damerau_levenshtein('ab', 'a', cost=(5, 7, 10, 10)), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |                          7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |         self.assertEqual(damerau_levenshtein('a', 'b', cost=(10, 10, 5, 10)), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |                          5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |         self.assertEqual(damerau_levenshtein('ac', 'bc', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |                                              cost=(10, 10, 5, 10)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |         self.assertEqual(damerau_levenshtein('ab', 'ba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |                                              cost=(5, 5, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |         self.assertEqual(damerau_levenshtein('abc', 'bac', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |                                              cost=(5, 5, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |         self.assertEqual(damerau_levenshtein('cab', 'cba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |                                              cost=(5, 5, 10, 5)), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |         self.assertRaises(ValueError, damerau_levenshtein, 'ab', 'ba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |                           cost=(10, 10, 10, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |     def test_dist_damerau(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |         """Test abydos.distance.dist_damerau.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |         self.assertEqual(dist_damerau('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |         self.assertEqual(dist_damerau('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |         self.assertEqual(dist_damerau('ab', 'ab'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |         self.assertEqual(dist_damerau('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         self.assertEqual(dist_damerau('', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         self.assertEqual(dist_damerau('a', 'c'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         self.assertAlmostEqual(dist_damerau('abc', 'ac'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |         self.assertAlmostEqual(dist_damerau('abbc', 'ac'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |         self.assertAlmostEqual(dist_damerau('abbc', 'abc'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |         self.assertAlmostEqual(dist_damerau('CA', 'ABC'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |         self.assertAlmostEqual(dist_damerau('', 'b', cost=(5, 7, 10, 10)), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |         self.assertAlmostEqual(dist_damerau('a', 'ab', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |                                             cost=(5, 7, 10, 10)), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |         self.assertAlmostEqual(dist_damerau('b', '', cost=(5, 7, 10, 10)), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |         self.assertAlmostEqual(dist_damerau('ab', 'a', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |                                             cost=(5, 7, 10, 10)), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |         self.assertAlmostEqual(dist_damerau('a', 'b', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |                                             cost=(10, 10, 5, 10)), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |         self.assertAlmostEqual(dist_damerau('ac', 'bc', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |                                             cost=(10, 10, 5, 10)), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |         self.assertAlmostEqual(dist_damerau('ab', 'ba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |                                             cost=(5, 5, 10, 5)), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |         self.assertAlmostEqual(dist_damerau('abc', 'bac', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |                                             cost=(5, 5, 10, 5)), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |         self.assertAlmostEqual(dist_damerau('cab', 'cba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |                                             cost=(5, 5, 10, 5)), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |         self.assertRaises(ValueError, dist_damerau, 'ab', 'ba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |                           cost=(10, 10, 10, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |     def test_sim_damerau(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |         """Test abydos.distance.sim_damerau.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |         self.assertEqual(sim_damerau('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |         self.assertEqual(sim_damerau('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |         self.assertEqual(sim_damerau('ab', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |         self.assertEqual(sim_damerau('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |         self.assertEqual(sim_damerau('', 'ab'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |         self.assertEqual(sim_damerau('a', 'c'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |         self.assertAlmostEqual(sim_damerau('abc', 'ac'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |         self.assertAlmostEqual(sim_damerau('abbc', 'ac'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |         self.assertAlmostEqual(sim_damerau('abbc', 'abc'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |         self.assertAlmostEqual(sim_damerau('CA', 'ABC'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |         self.assertAlmostEqual(sim_damerau('', 'b', cost=(5, 7, 10, 10)), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |         self.assertAlmostEqual(sim_damerau('a', 'ab', cost=(5, 7, 10, 10)), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |                                1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |         self.assertAlmostEqual(sim_damerau('b', '', cost=(5, 7, 10, 10)), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |         self.assertAlmostEqual(sim_damerau('ab', 'a', cost=(5, 7, 10, 10)), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |                                1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |         self.assertAlmostEqual(sim_damerau('a', 'b', cost=(10, 10, 5, 10)), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |                                1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |         self.assertAlmostEqual(sim_damerau('ac', 'bc', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |                                            cost=(10, 10, 5, 10)), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |         self.assertAlmostEqual(sim_damerau('ab', 'ba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |                                            cost=(5, 5, 10, 5)), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |         self.assertAlmostEqual(sim_damerau('abc', 'bac', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |                                            cost=(5, 5, 10, 5)), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |         self.assertAlmostEqual(sim_damerau('cab', 'cba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |                                            cost=(5, 5, 10, 5)), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |         self.assertRaises(ValueError, sim_damerau, 'ab', 'ba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |                           cost=(10, 10, 10, 5)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  | class HammingTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |     """Test Hamming functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |     abydos.distance.hamming, .dist_hamming, & .sim_hamming | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |     def test_hamming(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |         """Test abydos.distance.hamming.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |         self.assertEqual(hamming('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |         self.assertEqual(hamming('', '', False), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |         self.assertEqual(hamming('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |         self.assertEqual(hamming('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |         self.assertEqual(hamming('a', 'a', False), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |         self.assertEqual(hamming('a', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  |         self.assertEqual(hamming('a', 'b', False), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |         self.assertEqual(hamming('abc', 'cba'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |         self.assertEqual(hamming('abc', 'cba', False), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |         self.assertEqual(hamming('abc', ''), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |         self.assertEqual(hamming('bb', 'cbab'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |         # test exception | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |         self.assertRaises(ValueError, hamming, 'ab', 'a', False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |         # https://en.wikipedia.org/wiki/Hamming_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |         self.assertEqual(hamming('karolin', 'kathrin'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |         self.assertEqual(hamming('karolin', 'kerstin'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |         self.assertEqual(hamming('1011101', '1001001'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |         self.assertEqual(hamming('2173896', '2233796'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |     def test_dist_hamming(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |         """Test abydos.distance.dist_hamming.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |         self.assertEqual(dist_hamming('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |         self.assertEqual(dist_hamming('', '', False), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |         self.assertEqual(dist_hamming('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |         self.assertEqual(dist_hamming('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |         self.assertEqual(dist_hamming('a', 'a', False), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |         self.assertEqual(dist_hamming('a', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |         self.assertEqual(dist_hamming('a', 'b', False), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |         self.assertAlmostEqual(dist_hamming('abc', 'cba'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  |         self.assertAlmostEqual(dist_hamming('abc', 'cba', False), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |         self.assertEqual(dist_hamming('abc', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |         self.assertAlmostEqual(dist_hamming('bb', 'cbab'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |         # test exception | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |         self.assertRaises(ValueError, dist_hamming, 'ab', 'a', False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |         # https://en.wikipedia.org/wiki/Hamming_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |         self.assertAlmostEqual(dist_hamming('karolin', 'kathrin'), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |         self.assertAlmostEqual(dist_hamming('karolin', 'kerstin'), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |         self.assertAlmostEqual(dist_hamming('1011101', '1001001'), 2/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |         self.assertAlmostEqual(dist_hamming('2173896', '2233796'), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |     def test_sim_hamming(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |         """Test abydos.distance.sim_hamming.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |         self.assertEqual(sim_hamming('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  |         self.assertEqual(sim_hamming('', '', False), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |         self.assertEqual(sim_hamming('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |         self.assertEqual(sim_hamming('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |         self.assertEqual(sim_hamming('a', 'a', False), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |         self.assertEqual(sim_hamming('a', 'b'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |         self.assertEqual(sim_hamming('a', 'b', False), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  |         self.assertAlmostEqual(sim_hamming('abc', 'cba'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  |         self.assertAlmostEqual(sim_hamming('abc', 'cba', False), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |         self.assertEqual(sim_hamming('abc', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |         self.assertAlmostEqual(sim_hamming('bb', 'cbab'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  |         # test exception | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |         self.assertRaises(ValueError, sim_hamming, 'ab', 'a', False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |         # https://en.wikipedia.org/wiki/Hamming_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |         self.assertAlmostEqual(sim_hamming('karolin', 'kathrin'), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |         self.assertAlmostEqual(sim_hamming('karolin', 'kerstin'), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |         self.assertAlmostEqual(sim_hamming('1011101', '1001001'), 5/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |         self.assertAlmostEqual(sim_hamming('2173896', '2233796'), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  | NONQ_FROM = 'The quick brown fox jumped over the lazy dog.' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  | NONQ_TO = 'That brown dog jumped over the fox.' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  | class TverskyIndexTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |     """Test Tversky functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  |     abydos.distance.sim_tversky & .dist_tversky | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |     def test_sim_tversky(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |         """Test abydos.distance.sim_tversky.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |         self.assertEqual(sim_tversky('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |         self.assertEqual(sim_tversky('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  |         self.assertEqual(sim_tversky('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  |         self.assertAlmostEqual(sim_tversky('nelson', 'neilsen'), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |         self.assertEqual(sim_tversky('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |         self.assertEqual(sim_tversky('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |         self.assertEqual(sim_tversky('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |         self.assertAlmostEqual(sim_tversky('nelson', 'neilsen', 2), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |         # test valid alpha & beta | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |         self.assertRaises(ValueError, sim_tversky, 'abcd', 'dcba', 2, -1, -1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |         self.assertRaises(ValueError, sim_tversky, 'abcd', 'dcba', 2, -1, 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |         self.assertRaises(ValueError, sim_tversky, 'abcd', 'dcba', 2, 0, -1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |         # test empty QGrams | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |         self.assertAlmostEqual(sim_tversky('nelson', 'neilsen', 7), 0.0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |         # test unequal alpha & beta | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |         self.assertAlmostEqual(sim_tversky('niall', 'neal', 2, 2, 1), 3/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |         self.assertAlmostEqual(sim_tversky('niall', 'neal', 2, 1, 2), 3/10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |         self.assertAlmostEqual(sim_tversky('niall', 'neal', 2, 2, 2), 3/13) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 397 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 398 |  |  |         # test bias parameter | 
            
                                                                                                            
                            
            
                                    
            
            
                | 399 |  |  |         self.assertAlmostEqual(sim_tversky('niall', 'neal', 2, 1, 1, 0.5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 400 |  |  |                                7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 401 |  |  |         self.assertAlmostEqual(sim_tversky('niall', 'neal', 2, 2, 1, 0.5), 7/9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 402 |  |  |         self.assertAlmostEqual(sim_tversky('niall', 'neal', 2, 1, 2, 0.5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 403 |  |  |                                7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 404 |  |  |         self.assertAlmostEqual(sim_tversky('niall', 'neal', 2, 2, 2, 0.5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 405 |  |  |                                7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 406 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 407 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 408 |  |  |         self.assertEqual(sim_tversky(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 409 |  |  |         self.assertEqual(sim_tversky(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 410 |  |  |         self.assertEqual(sim_tversky(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 411 |  |  |         self.assertAlmostEqual(sim_tversky(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 412 |  |  |                                            QGrams('neilsen')), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 413 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 414 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 415 |  |  |         self.assertEqual(sim_tversky('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 416 |  |  |         self.assertEqual(sim_tversky('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 417 |  |  |         self.assertEqual(sim_tversky('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 418 |  |  |         self.assertAlmostEqual(sim_tversky(NONQ_FROM, NONQ_TO, 0), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 419 |  |  |         self.assertAlmostEqual(sim_tversky(NONQ_TO, NONQ_FROM, 0), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 420 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 421 |  |  |     def test_dist_tversky(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 422 |  |  |         """Test abydos.distance.dist_tversky.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 423 |  |  |         self.assertEqual(dist_tversky('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 424 |  |  |         self.assertEqual(dist_tversky('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 425 |  |  |         self.assertEqual(dist_tversky('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 426 |  |  |         self.assertAlmostEqual(dist_tversky('nelson', 'neilsen'), 7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 427 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 428 |  |  |         self.assertEqual(dist_tversky('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 429 |  |  |         self.assertEqual(dist_tversky('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 430 |  |  |         self.assertEqual(dist_tversky('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 431 |  |  |         self.assertAlmostEqual(dist_tversky('nelson', 'neilsen', 2), 7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 432 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 433 |  |  |         # test valid alpha & beta | 
            
                                                                                                            
                            
            
                                    
            
            
                | 434 |  |  |         self.assertRaises(ValueError, dist_tversky, 'abcd', 'dcba', 2, -1, -1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 435 |  |  |         self.assertRaises(ValueError, dist_tversky, 'abcd', 'dcba', 2, -1, 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 436 |  |  |         self.assertRaises(ValueError, dist_tversky, 'abcd', 'dcba', 2, 0, -1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 437 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 438 |  |  |         # test empty QGrams | 
            
                                                                                                            
                            
            
                                    
            
            
                | 439 |  |  |         self.assertAlmostEqual(dist_tversky('nelson', 'neilsen', 7), 1.0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 440 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 441 |  |  |         # test unequal alpha & beta | 
            
                                                                                                            
                            
            
                                    
            
            
                | 442 |  |  |         self.assertAlmostEqual(dist_tversky('niall', 'neal', 2, 2, 1), 8/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 443 |  |  |         self.assertAlmostEqual(dist_tversky('niall', 'neal', 2, 1, 2), 7/10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 444 |  |  |         self.assertAlmostEqual(dist_tversky('niall', 'neal', 2, 2, 2), 10/13) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 445 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 446 |  |  |         # test bias parameter | 
            
                                                                                                            
                            
            
                                    
            
            
                | 447 |  |  |         self.assertAlmostEqual(dist_tversky('niall', 'neal', 2, 1, 1, 0.5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 448 |  |  |                                4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 449 |  |  |         self.assertAlmostEqual(dist_tversky('niall', 'neal', 2, 2, 1, 0.5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 450 |  |  |                                2/9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 451 |  |  |         self.assertAlmostEqual(dist_tversky('niall', 'neal', 2, 1, 2, 0.5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 452 |  |  |                                8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 453 |  |  |         self.assertAlmostEqual(dist_tversky('niall', 'neal', 2, 2, 2, 0.5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 454 |  |  |                                4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 455 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 456 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 457 |  |  |         self.assertEqual(dist_tversky(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 458 |  |  |         self.assertEqual(dist_tversky(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 459 |  |  |         self.assertEqual(dist_tversky(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 460 |  |  |         self.assertAlmostEqual(dist_tversky(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 461 |  |  |                                             QGrams('neilsen')), 7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 462 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 463 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 464 |  |  |         self.assertEqual(dist_tversky('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 465 |  |  |         self.assertEqual(dist_tversky('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 466 |  |  |         self.assertEqual(dist_tversky('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 467 |  |  |         self.assertAlmostEqual(dist_tversky(NONQ_FROM, NONQ_TO, 0), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 468 |  |  |         self.assertAlmostEqual(dist_tversky(NONQ_TO, NONQ_FROM, 0), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 469 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 470 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 471 |  |  | class DiceTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 472 |  |  |     """Test Dice functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 473 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 474 |  |  |     abydos.distance.sim_dice & .dist_dice | 
            
                                                                                                            
                            
            
                                    
            
            
                | 475 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 476 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 477 |  |  |     def test_sim_dice(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 478 |  |  |         """Test abydos.distance.sim_dice.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 479 |  |  |         self.assertEqual(sim_dice('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 480 |  |  |         self.assertEqual(sim_dice('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 481 |  |  |         self.assertEqual(sim_dice('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 482 |  |  |         self.assertAlmostEqual(sim_dice('nelson', 'neilsen'), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 483 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 484 |  |  |         self.assertEqual(sim_dice('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 485 |  |  |         self.assertEqual(sim_dice('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 486 |  |  |         self.assertEqual(sim_dice('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 487 |  |  |         self.assertAlmostEqual(sim_dice('nelson', 'neilsen', 2), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 488 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 489 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 490 |  |  |         self.assertEqual(sim_dice(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 491 |  |  |         self.assertEqual(sim_dice(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 492 |  |  |         self.assertEqual(sim_dice(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 493 |  |  |         self.assertAlmostEqual(sim_dice(QGrams('nelson'), QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 494 |  |  |                                8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 495 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 496 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 497 |  |  |         self.assertEqual(sim_dice('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 498 |  |  |         self.assertEqual(sim_dice('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 499 |  |  |         self.assertEqual(sim_dice('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 500 |  |  |         self.assertAlmostEqual(sim_dice(NONQ_FROM, NONQ_TO, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 501 |  |  |         self.assertAlmostEqual(sim_dice(NONQ_TO, NONQ_FROM, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 502 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 503 |  |  |     def test_dist_dice(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 504 |  |  |         """Test abydos.distance.dist_dice.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 505 |  |  |         self.assertEqual(dist_dice('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 506 |  |  |         self.assertEqual(dist_dice('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 507 |  |  |         self.assertEqual(dist_dice('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 508 |  |  |         self.assertAlmostEqual(dist_dice('nelson', 'neilsen'), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 509 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 510 |  |  |         self.assertEqual(dist_dice('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 511 |  |  |         self.assertEqual(dist_dice('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 512 |  |  |         self.assertEqual(dist_dice('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 513 |  |  |         self.assertAlmostEqual(dist_dice('nelson', 'neilsen', 2), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 514 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 515 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 516 |  |  |         self.assertEqual(dist_dice(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 517 |  |  |         self.assertEqual(dist_dice(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 518 |  |  |         self.assertEqual(dist_dice(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 519 |  |  |         self.assertAlmostEqual(dist_dice(QGrams('nelson'), QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 520 |  |  |                                7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 521 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 522 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 523 |  |  |         self.assertEqual(dist_dice('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 524 |  |  |         self.assertEqual(dist_dice('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 525 |  |  |         self.assertEqual(dist_dice('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 526 |  |  |         self.assertAlmostEqual(dist_dice(NONQ_FROM, NONQ_TO, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 527 |  |  |         self.assertAlmostEqual(dist_dice(NONQ_TO, NONQ_FROM, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 528 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 529 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 530 |  |  | class JaccardTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 531 |  |  |     """Test Jaccard functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 532 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 533 |  |  |     abydos.distance.sim_jaccard & .dist_jaccard | 
            
                                                                                                            
                            
            
                                    
            
            
                | 534 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 535 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 536 |  |  |     def test_sim_jaccard(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 537 |  |  |         """Test abydos.distance.sim_jaccard.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 538 |  |  |         self.assertEqual(sim_jaccard('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 539 |  |  |         self.assertEqual(sim_jaccard('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 540 |  |  |         self.assertEqual(sim_jaccard('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 541 |  |  |         self.assertAlmostEqual(sim_jaccard('nelson', 'neilsen'), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 542 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 543 |  |  |         self.assertEqual(sim_jaccard('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 544 |  |  |         self.assertEqual(sim_jaccard('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 545 |  |  |         self.assertEqual(sim_jaccard('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 546 |  |  |         self.assertAlmostEqual(sim_jaccard('nelson', 'neilsen', 2), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 547 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 548 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 549 |  |  |         self.assertEqual(sim_jaccard(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 550 |  |  |         self.assertEqual(sim_jaccard(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 551 |  |  |         self.assertEqual(sim_jaccard(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 552 |  |  |         self.assertAlmostEqual(sim_jaccard(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 553 |  |  |                                            QGrams('neilsen')), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 554 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 555 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 556 |  |  |         self.assertEqual(sim_jaccard('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 557 |  |  |         self.assertEqual(sim_jaccard('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 558 |  |  |         self.assertEqual(sim_jaccard('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 559 |  |  |         self.assertAlmostEqual(sim_jaccard(NONQ_FROM, NONQ_TO, 0), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 560 |  |  |         self.assertAlmostEqual(sim_jaccard(NONQ_TO, NONQ_FROM, 0), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 561 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 562 |  |  |     def test_dist_jaccard(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 563 |  |  |         """Test abydos.distance.dist_jaccard.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 564 |  |  |         self.assertEqual(dist_jaccard('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 565 |  |  |         self.assertEqual(dist_jaccard('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 566 |  |  |         self.assertEqual(dist_jaccard('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 567 |  |  |         self.assertAlmostEqual(dist_jaccard('nelson', 'neilsen'), 7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 568 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 569 |  |  |         self.assertEqual(dist_jaccard('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 570 |  |  |         self.assertEqual(dist_jaccard('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 571 |  |  |         self.assertEqual(dist_jaccard('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 572 |  |  |         self.assertAlmostEqual(dist_jaccard('nelson', 'neilsen', 2), 7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 573 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 574 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 575 |  |  |         self.assertEqual(dist_jaccard(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 576 |  |  |         self.assertEqual(dist_jaccard(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 577 |  |  |         self.assertEqual(dist_jaccard(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 578 |  |  |         self.assertAlmostEqual(dist_jaccard(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 579 |  |  |                                             QGrams('neilsen')), 7/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 580 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 581 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 582 |  |  |         self.assertEqual(dist_jaccard('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 583 |  |  |         self.assertEqual(dist_jaccard('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 584 |  |  |         self.assertEqual(dist_jaccard('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 585 |  |  |         self.assertAlmostEqual(dist_jaccard(NONQ_FROM, NONQ_TO, 0), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 586 |  |  |         self.assertAlmostEqual(dist_jaccard(NONQ_TO, NONQ_FROM, 0), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 587 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 588 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 589 |  |  | class OverlapTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 590 |  |  |     """Test overlap functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 591 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 592 |  |  |     abydos.distance.sim_overlap & .dist_overlap | 
            
                                                                                                            
                            
            
                                    
            
            
                | 593 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 594 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 595 |  |  |     def test_sim_overlap(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 596 |  |  |         """Test abydos.distance.sim_overlap.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 597 |  |  |         self.assertEqual(sim_overlap('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 598 |  |  |         self.assertEqual(sim_overlap('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 599 |  |  |         self.assertEqual(sim_overlap('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 600 |  |  |         self.assertAlmostEqual(sim_overlap('nelson', 'neilsen'), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 601 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 602 |  |  |         self.assertEqual(sim_overlap('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 603 |  |  |         self.assertEqual(sim_overlap('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 604 |  |  |         self.assertEqual(sim_overlap('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 605 |  |  |         self.assertAlmostEqual(sim_overlap('nelson', 'neilsen', 2), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 606 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 607 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 608 |  |  |         self.assertEqual(sim_overlap(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 609 |  |  |         self.assertEqual(sim_overlap(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 610 |  |  |         self.assertEqual(sim_overlap(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 611 |  |  |         self.assertAlmostEqual(sim_overlap(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 612 |  |  |                                            QGrams('neilsen')), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 613 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 614 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 615 |  |  |         self.assertEqual(sim_overlap('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 616 |  |  |         self.assertEqual(sim_overlap('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 617 |  |  |         self.assertEqual(sim_overlap('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 618 |  |  |         self.assertAlmostEqual(sim_overlap(NONQ_FROM, NONQ_TO, 0), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 619 |  |  |         self.assertAlmostEqual(sim_overlap(NONQ_TO, NONQ_FROM, 0), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 620 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 621 |  |  |     def test_dist_overlap(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 622 |  |  |         """Test abydos.distance.dist_overlap.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 623 |  |  |         self.assertEqual(dist_overlap('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 624 |  |  |         self.assertEqual(dist_overlap('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 625 |  |  |         self.assertEqual(dist_overlap('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 626 |  |  |         self.assertAlmostEqual(dist_overlap('nelson', 'neilsen'), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 627 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 628 |  |  |         self.assertEqual(dist_overlap('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 629 |  |  |         self.assertEqual(dist_overlap('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 630 |  |  |         self.assertEqual(dist_overlap('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 631 |  |  |         self.assertAlmostEqual(dist_overlap('nelson', 'neilsen', 2), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 632 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 633 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 634 |  |  |         self.assertEqual(dist_overlap(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 635 |  |  |         self.assertEqual(dist_overlap(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 636 |  |  |         self.assertEqual(dist_overlap(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 637 |  |  |         self.assertAlmostEqual(dist_overlap(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 638 |  |  |                                             QGrams('neilsen')), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 639 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 640 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 641 |  |  |         self.assertEqual(dist_overlap('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 642 |  |  |         self.assertEqual(dist_overlap('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 643 |  |  |         self.assertEqual(dist_overlap('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 644 |  |  |         self.assertAlmostEqual(dist_overlap(NONQ_FROM, NONQ_TO, 0), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 645 |  |  |         self.assertAlmostEqual(dist_overlap(NONQ_TO, NONQ_FROM, 0), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 646 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 647 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 648 |  |  | class TanimotoTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 649 |  |  |     """Test Tanimoto functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 650 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 651 |  |  |     abydos.distance.sim_tanimoto & .tanimoto | 
            
                                                                                                            
                            
            
                                    
            
            
                | 652 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 653 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 654 |  |  |     def test_tanimoto_coeff(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 655 |  |  |         """Test abydos.distance.sim_tanimoto.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 656 |  |  |         self.assertEqual(sim_tanimoto('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 657 |  |  |         self.assertEqual(sim_tanimoto('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 658 |  |  |         self.assertEqual(sim_tanimoto('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 659 |  |  |         self.assertAlmostEqual(sim_tanimoto('nelson', 'neilsen'), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 660 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 661 |  |  |         self.assertEqual(sim_tanimoto('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 662 |  |  |         self.assertEqual(sim_tanimoto('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 663 |  |  |         self.assertEqual(sim_tanimoto('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 664 |  |  |         self.assertAlmostEqual(sim_tanimoto('nelson', 'neilsen', 2), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 665 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 666 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 667 |  |  |         self.assertEqual(sim_tanimoto(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 668 |  |  |         self.assertEqual(sim_tanimoto(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 669 |  |  |         self.assertEqual(sim_tanimoto(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 670 |  |  |         self.assertAlmostEqual(sim_tanimoto(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 671 |  |  |                                             QGrams('neilsen')), 4/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 672 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 673 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 674 |  |  |         self.assertEqual(sim_tanimoto('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 675 |  |  |         self.assertEqual(sim_tanimoto('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 676 |  |  |         self.assertEqual(sim_tanimoto('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 677 |  |  |         self.assertAlmostEqual(sim_tanimoto(NONQ_FROM, NONQ_TO, 0), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 678 |  |  |         self.assertAlmostEqual(sim_tanimoto(NONQ_TO, NONQ_FROM, 0), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 679 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 680 |  |  |     def test_tanimoto(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 681 |  |  |         """Test abydos.distance.tanimoto.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 682 |  |  |         self.assertEqual(tanimoto('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 683 |  |  |         self.assertEqual(tanimoto('nelson', ''), float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 684 |  |  |         self.assertEqual(tanimoto('', 'neilsen'), float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 685 |  |  |         self.assertAlmostEqual(tanimoto('nelson', 'neilsen'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 686 |  |  |                                math.log(4/11, 2)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 687 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 688 |  |  |         self.assertEqual(tanimoto('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 689 |  |  |         self.assertEqual(tanimoto('nelson', '', 2), float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 690 |  |  |         self.assertEqual(tanimoto('', 'neilsen', 2), float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 691 |  |  |         self.assertAlmostEqual(tanimoto('nelson', 'neilsen', 2), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 692 |  |  |                                math.log(4/11, 2)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 693 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 694 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 695 |  |  |         self.assertEqual(tanimoto(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 696 |  |  |         self.assertEqual(tanimoto(QGrams('nelson'), QGrams('')), float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 697 |  |  |         self.assertEqual(tanimoto(QGrams(''), QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 698 |  |  |                          float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 699 |  |  |         self.assertAlmostEqual(tanimoto(QGrams('nelson'), QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 700 |  |  |                                math.log(4/11, 2)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 701 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 702 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 703 |  |  |         self.assertEqual(tanimoto('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 704 |  |  |         self.assertEqual(tanimoto('the quick', '', 0), float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 705 |  |  |         self.assertEqual(tanimoto('', 'the quick', 0), float('-inf')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 706 |  |  |         self.assertAlmostEqual(tanimoto(NONQ_FROM, NONQ_TO, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 707 |  |  |                                math.log(1/3, 2)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 708 |  |  |         self.assertAlmostEqual(tanimoto(NONQ_TO, NONQ_FROM, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 709 |  |  |                                math.log(1/3, 2)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 710 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 711 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 712 |  |  | class MinkowskiTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 713 |  |  |     """Test Minkowski functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 714 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 715 |  |  |     abydos.distance.minkowski, sim_minkowski & .dist_minkowski | 
            
                                                                                                            
                            
            
                                    
            
            
                | 716 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 717 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 718 |  |  |     def test_minkowski(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 719 |  |  |         """Test abydos.distance.minkowski.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 720 |  |  |         self.assertEqual(minkowski('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 721 |  |  |         self.assertEqual(minkowski('nelson', ''), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 722 |  |  |         self.assertEqual(minkowski('', 'neilsen'), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 723 |  |  |         self.assertAlmostEqual(minkowski('nelson', 'neilsen'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 724 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 725 |  |  |         self.assertEqual(minkowski('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 726 |  |  |         self.assertEqual(minkowski('nelson', '', 2), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 727 |  |  |         self.assertEqual(minkowski('', 'neilsen', 2), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 728 |  |  |         self.assertAlmostEqual(minkowski('nelson', 'neilsen', 2), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 729 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 730 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 731 |  |  |         self.assertEqual(minkowski(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 732 |  |  |         self.assertEqual(minkowski(QGrams('nelson'), QGrams('')), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 733 |  |  |         self.assertEqual(minkowski(QGrams(''), QGrams('neilsen')), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 734 |  |  |         self.assertAlmostEqual(minkowski(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 735 |  |  |                                          QGrams('neilsen')), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 736 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 737 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 738 |  |  |         self.assertEqual(minkowski('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 739 |  |  |         self.assertEqual(minkowski('the quick', '', 0), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 740 |  |  |         self.assertEqual(minkowski('', 'the quick', 0), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 741 |  |  |         self.assertAlmostEqual(minkowski(NONQ_FROM, NONQ_TO, 0), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 742 |  |  |         self.assertAlmostEqual(minkowski(NONQ_TO, NONQ_FROM, 0), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 743 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 744 |  |  |         # test l_0 "norm" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 745 |  |  |         self.assertEqual(minkowski('', '', 1, 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 746 |  |  |         self.assertEqual(minkowski('a', '', 1, 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 747 |  |  |         self.assertEqual(minkowski('a', 'b', 1, 0), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 748 |  |  |         self.assertEqual(minkowski('ab', 'b', 1, 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 749 |  |  |         self.assertEqual(minkowski('aab', 'b', 1, 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 750 |  |  |         self.assertEqual(minkowski('', '', 1, 0, True), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 751 |  |  |         self.assertEqual(minkowski('a', '', 1, 0, True), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 752 |  |  |         self.assertEqual(minkowski('a', 'b', 1, 0, True), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 753 |  |  |         self.assertEqual(minkowski('ab', 'b', 1, 0, True), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 754 |  |  |         self.assertEqual(minkowski('aab', 'b', 1, 0, True), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 755 |  |  |         self.assertEqual(minkowski('aaab', 'b', 1, 0, True), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 756 |  |  |         self.assertEqual(minkowski('aaab', 'ab', 1, 0, True), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 757 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 758 |  |  |         # test with alphabet | 
            
                                                                                                            
                            
            
                                    
            
            
                | 759 |  |  |         self.assertEqual(minkowski('ab', 'b', 1, alphabet=26), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 760 |  |  |         self.assertEqual(minkowski('ab', 'b', 1, normalize=True, alphabet=26), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 761 |  |  |                          1/26) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 762 |  |  |         self.assertEqual(minkowski('ab', 'b', 1, normalize=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 763 |  |  |                                    alphabet='abcdefghijklmnopqrstuvwxyz'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 764 |  |  |                          1/26) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 765 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 766 |  |  |     def test_sim_minkowski(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 767 |  |  |         """Test abydos.distance.sim_minkowski.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 768 |  |  |         self.assertEqual(sim_minkowski('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 769 |  |  |         self.assertEqual(sim_minkowski('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 770 |  |  |         self.assertEqual(sim_minkowski('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 771 |  |  |         self.assertAlmostEqual(sim_minkowski('nelson', 'neilsen'), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 772 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 773 |  |  |         self.assertEqual(sim_minkowski('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 774 |  |  |         self.assertEqual(sim_minkowski('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 775 |  |  |         self.assertEqual(sim_minkowski('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 776 |  |  |         self.assertAlmostEqual(sim_minkowski('nelson', 'neilsen', 2), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 777 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 778 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 779 |  |  |         self.assertEqual(sim_minkowski(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 780 |  |  |         self.assertEqual(sim_minkowski(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 781 |  |  |         self.assertEqual(sim_minkowski(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 782 |  |  |         self.assertAlmostEqual(sim_minkowski(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 783 |  |  |                                              QGrams('neilsen')), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 784 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 785 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 786 |  |  |         self.assertEqual(sim_minkowski('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 787 |  |  |         self.assertEqual(sim_minkowski('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 788 |  |  |         self.assertEqual(sim_minkowski('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 789 |  |  |         self.assertAlmostEqual(sim_minkowski(NONQ_FROM, NONQ_TO, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 790 |  |  |         self.assertAlmostEqual(sim_minkowski(NONQ_TO, NONQ_FROM, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 791 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 792 |  |  |     def test_dist_minkowski(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 793 |  |  |         """Test abydos.distance.dist_minkowski.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 794 |  |  |         self.assertEqual(dist_minkowski('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 795 |  |  |         self.assertEqual(dist_minkowski('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 796 |  |  |         self.assertEqual(dist_minkowski('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 797 |  |  |         self.assertAlmostEqual(dist_minkowski('nelson', 'neilsen'), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 798 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 799 |  |  |         self.assertEqual(dist_minkowski('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 800 |  |  |         self.assertEqual(dist_minkowski('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 801 |  |  |         self.assertEqual(dist_minkowski('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 802 |  |  |         self.assertAlmostEqual(dist_minkowski('nelson', 'neilsen', 2), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 803 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 804 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 805 |  |  |         self.assertEqual(dist_minkowski(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 806 |  |  |         self.assertEqual(dist_minkowski(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 807 |  |  |         self.assertEqual(dist_minkowski(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 808 |  |  |         self.assertAlmostEqual(dist_minkowski(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 809 |  |  |                                               QGrams('neilsen')), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 810 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 811 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 812 |  |  |         self.assertEqual(dist_minkowski('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 813 |  |  |         self.assertEqual(dist_minkowski('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 814 |  |  |         self.assertEqual(dist_minkowski('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 815 |  |  |         self.assertAlmostEqual(dist_minkowski(NONQ_FROM, NONQ_TO, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 816 |  |  |         self.assertAlmostEqual(dist_minkowski(NONQ_TO, NONQ_FROM, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 817 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 818 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 819 |  |  | class ManhattanTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 820 |  |  |     """Test Manhattan functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 821 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 822 |  |  |     abydos.distance.manhattan, sim_manhattan & .dist_manhattan | 
            
                                                                                                            
                            
            
                                    
            
            
                | 823 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 824 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 825 |  |  |     def test_manhattan(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 826 |  |  |         """Test abydos.distance.manhattan.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 827 |  |  |         self.assertEqual(manhattan('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 828 |  |  |         self.assertEqual(manhattan('nelson', ''), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 829 |  |  |         self.assertEqual(manhattan('', 'neilsen'), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 830 |  |  |         self.assertAlmostEqual(manhattan('nelson', 'neilsen'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 831 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 832 |  |  |         self.assertEqual(manhattan('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 833 |  |  |         self.assertEqual(manhattan('nelson', '', 2), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 834 |  |  |         self.assertEqual(manhattan('', 'neilsen', 2), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 835 |  |  |         self.assertAlmostEqual(manhattan('nelson', 'neilsen', 2), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 836 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 837 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 838 |  |  |         self.assertEqual(manhattan(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 839 |  |  |         self.assertEqual(manhattan(QGrams('nelson'), QGrams('')), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 840 |  |  |         self.assertEqual(manhattan(QGrams(''), QGrams('neilsen')), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 841 |  |  |         self.assertAlmostEqual(manhattan(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 842 |  |  |                                          QGrams('neilsen')), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 843 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 844 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 845 |  |  |         self.assertEqual(manhattan('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 846 |  |  |         self.assertEqual(manhattan('the quick', '', 0), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 847 |  |  |         self.assertEqual(manhattan('', 'the quick', 0), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 848 |  |  |         self.assertAlmostEqual(manhattan(NONQ_FROM, NONQ_TO, 0), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 849 |  |  |         self.assertAlmostEqual(manhattan(NONQ_TO, NONQ_FROM, 0), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 850 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 851 |  |  |     def test_sim_manhattan(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 852 |  |  |         """Test abydos.distance.sim_manhattan.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 853 |  |  |         self.assertEqual(sim_manhattan('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 854 |  |  |         self.assertEqual(sim_manhattan('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 855 |  |  |         self.assertEqual(sim_manhattan('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 856 |  |  |         self.assertAlmostEqual(sim_manhattan('nelson', 'neilsen'), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 857 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 858 |  |  |         self.assertEqual(sim_manhattan('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 859 |  |  |         self.assertEqual(sim_manhattan('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 860 |  |  |         self.assertEqual(sim_manhattan('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 861 |  |  |         self.assertAlmostEqual(sim_manhattan('nelson', 'neilsen', 2), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 862 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 863 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 864 |  |  |         self.assertEqual(sim_manhattan(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 865 |  |  |         self.assertEqual(sim_manhattan(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 866 |  |  |         self.assertEqual(sim_manhattan(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 867 |  |  |         self.assertAlmostEqual(sim_manhattan(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 868 |  |  |                                              QGrams('neilsen')), 8/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 869 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 870 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 871 |  |  |         self.assertEqual(sim_manhattan('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 872 |  |  |         self.assertEqual(sim_manhattan('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 873 |  |  |         self.assertEqual(sim_manhattan('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 874 |  |  |         self.assertAlmostEqual(sim_manhattan(NONQ_FROM, NONQ_TO, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 875 |  |  |         self.assertAlmostEqual(sim_manhattan(NONQ_TO, NONQ_FROM, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 876 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 877 |  |  |     def test_dist_manhattan(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 878 |  |  |         """Test abydos.distance.dist_manhattan.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 879 |  |  |         self.assertEqual(dist_manhattan('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 880 |  |  |         self.assertEqual(dist_manhattan('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 881 |  |  |         self.assertEqual(dist_manhattan('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 882 |  |  |         self.assertAlmostEqual(dist_manhattan('nelson', 'neilsen'), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 883 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 884 |  |  |         self.assertEqual(dist_manhattan('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 885 |  |  |         self.assertEqual(dist_manhattan('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 886 |  |  |         self.assertEqual(dist_manhattan('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 887 |  |  |         self.assertAlmostEqual(dist_manhattan('nelson', 'neilsen', 2), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 888 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 889 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 890 |  |  |         self.assertEqual(dist_manhattan(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 891 |  |  |         self.assertEqual(dist_manhattan(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 892 |  |  |         self.assertEqual(dist_manhattan(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 893 |  |  |         self.assertAlmostEqual(dist_manhattan(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 894 |  |  |                                               QGrams('neilsen')), 7/15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 895 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 896 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 897 |  |  |         self.assertEqual(dist_manhattan('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 898 |  |  |         self.assertEqual(dist_manhattan('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 899 |  |  |         self.assertEqual(dist_manhattan('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 900 |  |  |         self.assertAlmostEqual(dist_manhattan(NONQ_FROM, NONQ_TO, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 901 |  |  |         self.assertAlmostEqual(dist_manhattan(NONQ_TO, NONQ_FROM, 0), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 902 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 903 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 904 |  |  | class EuclideanTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 905 |  |  |     """Test Euclidean functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 906 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 907 |  |  |     abydos.distance.euclidean, sim_euclidean & .dist_euclidean | 
            
                                                                                                            
                            
            
                                    
            
            
                | 908 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 909 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 910 |  |  |     def test_euclidean(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 911 |  |  |         """Test abydos.distance.euclidean.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 912 |  |  |         self.assertEqual(euclidean('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 913 |  |  |         self.assertEqual(euclidean('nelson', ''), 7**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 914 |  |  |         self.assertEqual(euclidean('', 'neilsen'), 8**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 915 |  |  |         self.assertAlmostEqual(euclidean('nelson', 'neilsen'), 7**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 916 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 917 |  |  |         self.assertEqual(euclidean('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 918 |  |  |         self.assertEqual(euclidean('nelson', '', 2), 7**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 919 |  |  |         self.assertEqual(euclidean('', 'neilsen', 2), 8**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 920 |  |  |         self.assertAlmostEqual(euclidean('nelson', 'neilsen', 2), 7**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 921 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 922 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 923 |  |  |         self.assertEqual(euclidean(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 924 |  |  |         self.assertEqual(euclidean(QGrams('nelson'), QGrams('')), 7**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 925 |  |  |         self.assertEqual(euclidean(QGrams(''), QGrams('neilsen')), 8**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 926 |  |  |         self.assertAlmostEqual(euclidean(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 927 |  |  |                                          QGrams('neilsen')), 7**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 928 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 929 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 930 |  |  |         self.assertEqual(euclidean('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 931 |  |  |         self.assertEqual(euclidean('the quick', '', 0), 2**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 932 |  |  |         self.assertEqual(euclidean('', 'the quick', 0), 2**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 933 |  |  |         self.assertAlmostEqual(euclidean(NONQ_FROM, NONQ_TO, 0), 8**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 934 |  |  |         self.assertAlmostEqual(euclidean(NONQ_TO, NONQ_FROM, 0), 8**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 935 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 936 |  |  |     def test_sim_euclidean(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 937 |  |  |         """Test abydos.distance.sim_euclidean.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 938 |  |  |         self.assertEqual(sim_euclidean('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 939 |  |  |         self.assertEqual(sim_euclidean('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 940 |  |  |         self.assertEqual(sim_euclidean('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 941 |  |  |         self.assertAlmostEqual(sim_euclidean('nelson', 'neilsen'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 942 |  |  |                                1-7**0.5/23**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 943 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 944 |  |  |         self.assertEqual(sim_euclidean('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 945 |  |  |         self.assertEqual(sim_euclidean('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 946 |  |  |         self.assertEqual(sim_euclidean('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 947 |  |  |         self.assertAlmostEqual(sim_euclidean('nelson', 'neilsen', 2), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 948 |  |  |                                1-7**0.5/23**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 949 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 950 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 951 |  |  |         self.assertEqual(sim_euclidean(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 952 |  |  |         self.assertEqual(sim_euclidean(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 953 |  |  |         self.assertEqual(sim_euclidean(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 954 |  |  |         self.assertAlmostEqual(sim_euclidean(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 955 |  |  |                                              QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 956 |  |  |                                1-7**0.5/23**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 957 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 958 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 959 |  |  |         self.assertEqual(sim_euclidean('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 960 |  |  |         self.assertEqual(sim_euclidean('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 961 |  |  |         self.assertEqual(sim_euclidean('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 962 |  |  |         self.assertAlmostEqual(sim_euclidean(NONQ_FROM, NONQ_TO, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 963 |  |  |                                1-8**0.5/24**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 964 |  |  |         self.assertAlmostEqual(sim_euclidean(NONQ_TO, NONQ_FROM, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 965 |  |  |                                1-8**0.5/24**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 966 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 967 |  |  |     def test_dist_euclidean(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 968 |  |  |         """Test abydos.distance.dist_euclidean.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 969 |  |  |         self.assertEqual(dist_euclidean('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 970 |  |  |         self.assertEqual(dist_euclidean('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 971 |  |  |         self.assertEqual(dist_euclidean('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 972 |  |  |         self.assertAlmostEqual(dist_euclidean('nelson', 'neilsen'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 973 |  |  |                                7**0.5 / 23**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 974 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 975 |  |  |         self.assertEqual(dist_euclidean('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 976 |  |  |         self.assertEqual(dist_euclidean('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 977 |  |  |         self.assertEqual(dist_euclidean('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 978 |  |  |         self.assertAlmostEqual(dist_euclidean('nelson', 'neilsen', 2), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 979 |  |  |                                7**0.5 / 23**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 980 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 981 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 982 |  |  |         self.assertEqual(dist_euclidean(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 983 |  |  |         self.assertEqual(dist_euclidean(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 984 |  |  |         self.assertEqual(dist_euclidean(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 985 |  |  |         self.assertAlmostEqual(dist_euclidean(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 986 |  |  |                                               QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 987 |  |  |                                7**0.5 / 23**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 988 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 989 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 990 |  |  |         self.assertEqual(dist_euclidean('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 991 |  |  |         self.assertEqual(dist_euclidean('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 992 |  |  |         self.assertEqual(dist_euclidean('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 993 |  |  |         self.assertAlmostEqual(dist_euclidean(NONQ_FROM, NONQ_TO, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 994 |  |  |                                8**0.5/24**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 995 |  |  |         self.assertAlmostEqual(dist_euclidean(NONQ_TO, NONQ_FROM, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 996 |  |  |                                8**0.5/24**0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 997 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 998 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 999 |  |  | class ChebyshevTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1000 |  |  |     """Test Chebyshev functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1001 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1002 |  |  |     abydos.distance.chebyshev, sim_chebyshev & .dist_chebyshev | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1003 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1004 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1005 |  |  |     def test_chebyshev(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1006 |  |  |         """Test abydos.distance.chebyshev.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1007 |  |  |         self.assertEqual(chebyshev('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1008 |  |  |         self.assertEqual(chebyshev('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1009 |  |  |         self.assertEqual(chebyshev('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1010 |  |  |         self.assertEqual(chebyshev('nelson', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1011 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1012 |  |  |         self.assertEqual(chebyshev('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1013 |  |  |         self.assertEqual(chebyshev('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1014 |  |  |         self.assertEqual(chebyshev('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1015 |  |  |         self.assertAlmostEqual(chebyshev('nelson', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1016 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1017 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1018 |  |  |         self.assertEqual(chebyshev(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1019 |  |  |         self.assertEqual(chebyshev(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1020 |  |  |         self.assertEqual(chebyshev(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1021 |  |  |         self.assertAlmostEqual(chebyshev(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1022 |  |  |                                          QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1023 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1024 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1025 |  |  |         self.assertEqual(chebyshev('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1026 |  |  |         self.assertEqual(chebyshev('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1027 |  |  |         self.assertEqual(chebyshev('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1028 |  |  |         self.assertAlmostEqual(chebyshev(NONQ_FROM, NONQ_TO, 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1029 |  |  |         self.assertAlmostEqual(chebyshev(NONQ_TO, NONQ_FROM, 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1030 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1031 |  |  |     def test_sim_chebyshev(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1032 |  |  |         """Test abydos.distance.sim_chebyshev.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1033 |  |  |         self.assertEqual(sim_chebyshev('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1034 |  |  |         self.assertEqual(sim_chebyshev('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1035 |  |  |         self.assertEqual(sim_chebyshev('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1036 |  |  |         self.assertEqual(sim_chebyshev('nelson', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1037 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1038 |  |  |         self.assertEqual(sim_chebyshev('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1039 |  |  |         self.assertEqual(sim_chebyshev('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1040 |  |  |         self.assertEqual(sim_chebyshev('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1041 |  |  |         self.assertAlmostEqual(sim_chebyshev('nelson', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1042 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1043 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1044 |  |  |         self.assertEqual(sim_chebyshev(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1045 |  |  |         self.assertEqual(sim_chebyshev(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1046 |  |  |         self.assertEqual(sim_chebyshev(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1047 |  |  |         self.assertAlmostEqual(sim_chebyshev(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1048 |  |  |                                              QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1049 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1050 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1051 |  |  |         self.assertEqual(sim_chebyshev('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1052 |  |  |         self.assertEqual(sim_chebyshev('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1053 |  |  |         self.assertEqual(sim_chebyshev('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1054 |  |  |         self.assertAlmostEqual(sim_chebyshev(NONQ_FROM, NONQ_TO, 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1055 |  |  |         self.assertAlmostEqual(sim_chebyshev(NONQ_TO, NONQ_FROM, 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1056 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1057 |  |  |     def test_dist_chebyshev(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1058 |  |  |         """Test abydos.distance.dist_chebyshev.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1059 |  |  |         self.assertEqual(dist_chebyshev('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1060 |  |  |         self.assertEqual(dist_chebyshev('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1061 |  |  |         self.assertEqual(dist_chebyshev('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1062 |  |  |         self.assertEqual(dist_chebyshev('nelson', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1063 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1064 |  |  |         self.assertEqual(dist_chebyshev('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1065 |  |  |         self.assertEqual(dist_chebyshev('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1066 |  |  |         self.assertEqual(dist_chebyshev('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1067 |  |  |         self.assertAlmostEqual(dist_chebyshev('nelson', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1068 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1069 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1070 |  |  |         self.assertEqual(dist_chebyshev(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1071 |  |  |         self.assertEqual(dist_chebyshev(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1072 |  |  |         self.assertEqual(dist_chebyshev(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1073 |  |  |         self.assertAlmostEqual(dist_chebyshev(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1074 |  |  |                                               QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1075 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1076 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1077 |  |  |         self.assertEqual(dist_chebyshev('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1078 |  |  |         self.assertEqual(dist_chebyshev('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1079 |  |  |         self.assertEqual(dist_chebyshev('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1080 |  |  |         self.assertAlmostEqual(dist_chebyshev(NONQ_FROM, NONQ_TO, 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1081 |  |  |         self.assertAlmostEqual(dist_chebyshev(NONQ_TO, NONQ_FROM, 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1082 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1083 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1084 |  |  | class CosineSimilarityTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1085 |  |  |     """Test cosine similarity functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1086 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1087 |  |  |     abydos.distance.sim_cosine & .dist_cosine | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1088 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1089 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1090 |  |  |     def test_sim_cosine(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1091 |  |  |         """Test abydos.distance.sim_cosine.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1092 |  |  |         self.assertEqual(sim_cosine('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1093 |  |  |         self.assertEqual(sim_cosine('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1094 |  |  |         self.assertEqual(sim_cosine('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1095 |  |  |         self.assertAlmostEqual(sim_cosine('nelson', 'neilsen'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1096 |  |  |                                4/math.sqrt(7*8)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1097 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1098 |  |  |         self.assertEqual(sim_cosine('', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1099 |  |  |         self.assertEqual(sim_cosine('nelson', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1100 |  |  |         self.assertEqual(sim_cosine('', 'neilsen', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1101 |  |  |         self.assertAlmostEqual(sim_cosine('nelson', 'neilsen', 2), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1102 |  |  |                                4/math.sqrt(7*8)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1103 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1104 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1105 |  |  |         self.assertEqual(sim_cosine(QGrams(''), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1106 |  |  |         self.assertEqual(sim_cosine(QGrams('nelson'), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1107 |  |  |         self.assertEqual(sim_cosine(QGrams(''), QGrams('neilsen')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1108 |  |  |         self.assertAlmostEqual(sim_cosine(QGrams('nelson'), QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1109 |  |  |                                4/math.sqrt(7*8)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1110 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1111 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1112 |  |  |         self.assertEqual(sim_cosine('', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1113 |  |  |         self.assertEqual(sim_cosine('the quick', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1114 |  |  |         self.assertEqual(sim_cosine('', 'the quick', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1115 |  |  |         self.assertAlmostEqual(sim_cosine(NONQ_FROM, NONQ_TO, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1116 |  |  |                                4/math.sqrt(9*7)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1117 |  |  |         self.assertAlmostEqual(sim_cosine(NONQ_TO, NONQ_FROM, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1118 |  |  |                                4/math.sqrt(9*7)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1119 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1120 |  |  |     def test_dist_cosine(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1121 |  |  |         """Test abydos.distance.dist_cosine.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1122 |  |  |         self.assertEqual(dist_cosine('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1123 |  |  |         self.assertEqual(dist_cosine('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1124 |  |  |         self.assertEqual(dist_cosine('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1125 |  |  |         self.assertAlmostEqual(dist_cosine('nelson', 'neilsen'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1126 |  |  |                                1-(4/math.sqrt(7*8))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1127 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1128 |  |  |         self.assertEqual(dist_cosine('', '', 2), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1129 |  |  |         self.assertEqual(dist_cosine('nelson', '', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1130 |  |  |         self.assertEqual(dist_cosine('', 'neilsen', 2), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1131 |  |  |         self.assertAlmostEqual(dist_cosine('nelson', 'neilsen', 2), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1132 |  |  |                                1-(4/math.sqrt(7*8))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1133 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1134 |  |  |         # supplied q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1135 |  |  |         self.assertEqual(dist_cosine(QGrams(''), QGrams('')), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1136 |  |  |         self.assertEqual(dist_cosine(QGrams('nelson'), QGrams('')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1137 |  |  |         self.assertEqual(dist_cosine(QGrams(''), QGrams('neilsen')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1138 |  |  |         self.assertAlmostEqual(dist_cosine(QGrams('nelson'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1139 |  |  |                                            QGrams('neilsen')), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1140 |  |  |                                1-(4/math.sqrt(7*8))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1141 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1142 |  |  |         # non-q-gram tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1143 |  |  |         self.assertEqual(dist_cosine('', '', 0), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1144 |  |  |         self.assertEqual(dist_cosine('the quick', '', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1145 |  |  |         self.assertEqual(dist_cosine('', 'the quick', 0), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1146 |  |  |         self.assertAlmostEqual(dist_cosine(NONQ_FROM, NONQ_TO, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1147 |  |  |                                1-4/math.sqrt(9*7)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1148 |  |  |         self.assertAlmostEqual(dist_cosine(NONQ_TO, NONQ_FROM, 0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1149 |  |  |                                1-4/math.sqrt(9*7)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1150 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1151 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1152 |  |  | class JaroWinklerTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1153 |  |  |     """Test Jaro(-Winkler) functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1154 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1155 |  |  |     abydos.distance.sim_strcmp95, .dist_strcmp95, .sim_jaro_winkler, & | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1156 |  |  |     .dist_jaro_winkler | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1157 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1158 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1159 |  |  |     def test_sim_strcmp95(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1160 |  |  |         """Test abydos.distance.sim_strcmp95.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1161 |  |  |         self.assertEqual(sim_strcmp95('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1162 |  |  |         self.assertEqual(sim_strcmp95('MARTHA', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1163 |  |  |         self.assertEqual(sim_strcmp95('', 'MARTHA'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1164 |  |  |         self.assertEqual(sim_strcmp95('MARTHA', 'MARTHA'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1165 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1166 |  |  |         self.assertAlmostEqual(sim_strcmp95('MARTHA', 'MARHTA'), 0.96111111) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1167 |  |  |         self.assertAlmostEqual(sim_strcmp95('DWAYNE', 'DUANE'), 0.873) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1168 |  |  |         self.assertAlmostEqual(sim_strcmp95('DIXON', 'DICKSONX'), 0.839333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1169 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1170 |  |  |         self.assertAlmostEqual(sim_strcmp95('ABCD', 'EFGH'), 0.0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1171 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1172 |  |  |         # long_strings = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1173 |  |  |         self.assertAlmostEqual(sim_strcmp95('DIXON', 'DICKSONX', True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1174 |  |  |                                0.85393939) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1175 |  |  |         self.assertAlmostEqual(sim_strcmp95('DWAYNE', 'DUANE', True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1176 |  |  |                                0.89609090) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1177 |  |  |         self.assertAlmostEqual(sim_strcmp95('MARTHA', 'MARHTA', True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1178 |  |  |                                0.97083333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1179 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1180 |  |  |         # cover case where we don't boost, etc. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1181 |  |  |         self.assertAlmostEqual(sim_strcmp95('A', 'ABCDEFGHIJK'), 69/99) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1182 |  |  |         self.assertAlmostEqual(sim_strcmp95('A', 'ABCDEFGHIJK', True), 69 / 99) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1183 |  |  |         self.assertAlmostEqual(sim_strcmp95('d', 'abcdefgh'), 0.708333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1184 |  |  |         self.assertAlmostEqual(sim_strcmp95('d', 'abcdefgh', True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1185 |  |  |                                0.708333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1186 |  |  |         self.assertAlmostEqual(sim_strcmp95('1', 'abc1efgh', True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1187 |  |  |                                0.708333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1188 |  |  |         self.assertAlmostEqual(sim_strcmp95('12hundredths', '12hundred', True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1189 |  |  |                                0.916666667) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1190 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1191 |  |  |     def test_dist_strcmp95(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1192 |  |  |         """Test abydos.distance.dist_strcmp95.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1193 |  |  |         self.assertEqual(dist_strcmp95('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1194 |  |  |         self.assertEqual(dist_strcmp95('MARTHA', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1195 |  |  |         self.assertEqual(dist_strcmp95('', 'MARTHA'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1196 |  |  |         self.assertEqual(dist_strcmp95('MARTHA', 'MARTHA'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1197 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1198 |  |  |         self.assertAlmostEqual(dist_strcmp95('MARTHA', 'MARHTA'), 0.03888888) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1199 |  |  |         self.assertAlmostEqual(dist_strcmp95('DWAYNE', 'DUANE'), 0.127) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1200 |  |  |         self.assertAlmostEqual(dist_strcmp95('DIXON', 'DICKSONX'), 0.160666666) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1201 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1202 |  |  |         self.assertAlmostEqual(dist_strcmp95('ABCD', 'EFGH'), 1.0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1203 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1204 |  |  |     def test_sim_jaro_winkler(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1205 |  |  |         """Test abydos.distance.sim_jaro_winkler.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1206 |  |  |         self.assertEqual(sim_jaro_winkler('', '', mode='jaro'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1207 |  |  |         self.assertEqual(sim_jaro_winkler('', '', mode='winkler'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1208 |  |  |         self.assertEqual(sim_jaro_winkler('MARTHA', '', mode='jaro'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1209 |  |  |         self.assertEqual(sim_jaro_winkler('MARTHA', '', mode='winkler'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1210 |  |  |         self.assertEqual(sim_jaro_winkler('', 'MARHTA', mode='jaro'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1211 |  |  |         self.assertEqual(sim_jaro_winkler('', 'MARHTA', mode='winkler'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1212 |  |  |         self.assertEqual(sim_jaro_winkler('MARTHA', 'MARTHA', mode='jaro'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1213 |  |  |         self.assertEqual(sim_jaro_winkler('MARTHA', 'MARTHA', mode='winkler'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1214 |  |  |                          1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1215 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1216 |  |  |         # https://en.wikipedia.org/wiki/Jaro-Winkler_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1217 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('MARTHA', 'MARHTA', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1218 |  |  |                                                 mode='jaro'), 0.94444444) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1219 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('MARTHA', 'MARHTA', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1220 |  |  |                                                 mode='winkler'), 0.96111111) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1221 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('DWAYNE', 'DUANE', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1222 |  |  |                                                 mode='jaro'), 0.82222222) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1223 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('DWAYNE', 'DUANE', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1224 |  |  |                                                 mode='winkler'), 0.84) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1225 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('DIXON', 'DICKSONX', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1226 |  |  |                                                 mode='jaro'), 0.76666666) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1227 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('DIXON', 'DICKSONX', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1228 |  |  |                                                 mode='winkler'), 0.81333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1229 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1230 |  |  |         self.assertRaises(ValueError, sim_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1231 |  |  |                           boost_threshold=2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1232 |  |  |         self.assertRaises(ValueError, sim_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1233 |  |  |                           boost_threshold=-1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1234 |  |  |         self.assertRaises(ValueError, sim_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1235 |  |  |                           scaling_factor=0.3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1236 |  |  |         self.assertRaises(ValueError, sim_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1237 |  |  |                           scaling_factor=-1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1238 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1239 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('ABCD', 'EFGH'), 0.0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1240 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1241 |  |  |         # long_strings = True (applies only to Jaro-Winkler, not Jaro) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1242 |  |  |         self.assertEqual(sim_jaro_winkler('ABCD', 'EFGH', long_strings=True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1243 |  |  |                          sim_jaro_winkler('ABCD', 'EFGH')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1244 |  |  |         self.assertEqual(sim_jaro_winkler('DIXON', 'DICKSONX', mode='jaro', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1245 |  |  |                                           long_strings=True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1246 |  |  |                          sim_jaro_winkler('DIXON', 'DICKSONX', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1247 |  |  |                                           mode='jaro')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1248 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('DIXON', 'DICKSONX', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1249 |  |  |                                                 mode='winkler', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1250 |  |  |                                                 long_strings=True), 0.83030303) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1251 |  |  |         self.assertAlmostEqual(sim_jaro_winkler('MARTHA', 'MARHTA', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1252 |  |  |                                                 mode='winkler', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1253 |  |  |                                                 long_strings=True), 0.97083333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1254 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1255 |  |  |     def test_dist_jaro_winkler(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1256 |  |  |         """Test abydos.distance.dist_jaro_winkler.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1257 |  |  |         self.assertEqual(dist_jaro_winkler('', '', mode='jaro'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1258 |  |  |         self.assertEqual(dist_jaro_winkler('', '', mode='winkler'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1259 |  |  |         self.assertEqual(dist_jaro_winkler('MARTHA', '', mode='jaro'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1260 |  |  |         self.assertEqual(dist_jaro_winkler('MARTHA', '', mode='winkler'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1261 |  |  |         self.assertEqual(dist_jaro_winkler('', 'MARHTA', mode='jaro'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1262 |  |  |         self.assertEqual(dist_jaro_winkler('', 'MARHTA', mode='winkler'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1263 |  |  |         self.assertEqual(dist_jaro_winkler('MARTHA', 'MARTHA', mode='jaro'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1264 |  |  |         self.assertEqual(dist_jaro_winkler('MARTHA', 'MARTHA', mode='winkler'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1265 |  |  |                          0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1266 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1267 |  |  |         # https://en.wikipedia.org/wiki/Jaro-Winkler_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1268 |  |  |         self.assertAlmostEqual(dist_jaro_winkler('MARTHA', 'MARHTA', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1269 |  |  |                                                  mode='jaro'), 0.05555555) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1270 |  |  |         self.assertAlmostEqual(dist_jaro_winkler('MARTHA', 'MARHTA', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1271 |  |  |                                                  mode='winkler'), 0.03888888) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1272 |  |  |         self.assertAlmostEqual(dist_jaro_winkler('DWAYNE', 'DUANE', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1273 |  |  |                                                  mode='jaro'), 0.17777777) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1274 |  |  |         self.assertAlmostEqual(dist_jaro_winkler('DWAYNE', 'DUANE', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1275 |  |  |                                                  mode='winkler'), 0.16) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1276 |  |  |         self.assertAlmostEqual(dist_jaro_winkler('DIXON', 'DICKSONX', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1277 |  |  |                                                  mode='jaro'), 0.23333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1278 |  |  |         self.assertAlmostEqual(dist_jaro_winkler('DIXON', 'DICKSONX', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1279 |  |  |                                                  mode='winkler'), 0.18666666) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1280 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1281 |  |  |         self.assertRaises(ValueError, dist_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1282 |  |  |                           boost_threshold=2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1283 |  |  |         self.assertRaises(ValueError, dist_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1284 |  |  |                           boost_threshold=-1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1285 |  |  |         self.assertRaises(ValueError, dist_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1286 |  |  |                           scaling_factor=0.3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1287 |  |  |         self.assertRaises(ValueError, dist_jaro_winkler, 'abcd', 'dcba', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1288 |  |  |                           scaling_factor=-1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1289 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1290 |  |  |         self.assertAlmostEqual(dist_jaro_winkler('ABCD', 'EFGH'), 1.0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1291 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1292 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1293 |  |  | class LcsseqTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1294 |  |  |     """Test LCSseq functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1295 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1296 |  |  |     abydos.distance.lcsseq, .sim_lcsseq, & .dist_lcsseq | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1297 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1298 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1299 |  |  |     def test_lcsseq(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1300 |  |  |         """Test abydos.distance.lcsseq.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1301 |  |  |         self.assertEqual(lcsseq('', ''), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1302 |  |  |         self.assertEqual(lcsseq('A', ''), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1303 |  |  |         self.assertEqual(lcsseq('', 'A'), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1304 |  |  |         self.assertEqual(lcsseq('A', 'A'), 'A') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1305 |  |  |         self.assertEqual(lcsseq('ABCD', ''), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1306 |  |  |         self.assertEqual(lcsseq('', 'ABCD'), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1307 |  |  |         self.assertEqual(lcsseq('ABCD', 'ABCD'), 'ABCD') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1308 |  |  |         self.assertEqual(lcsseq('ABCD', 'BC'), 'BC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1309 |  |  |         self.assertEqual(lcsseq('ABCD', 'AD'), 'AD') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1310 |  |  |         self.assertEqual(lcsseq('ABCD', 'AC'), 'AC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1311 |  |  |         self.assertEqual(lcsseq('AB', 'CD'), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1312 |  |  |         self.assertEqual(lcsseq('ABC', 'BCD'), 'BC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1313 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1314 |  |  |         self.assertEqual(lcsseq('DIXON', 'DICKSONX'), 'DION') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1315 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1316 |  |  |         # https://en.wikipedia.org/wiki/Longest_common_subsequence_problem | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1317 |  |  |         self.assertEqual(lcsseq('AGCAT', 'GAC'), 'AC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1318 |  |  |         self.assertEqual(lcsseq('XMJYAUZ', 'MZJAWXU'), 'MJAU') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1319 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1320 |  |  |         # https://github.com/jwmerrill/factor/blob/master/basis/lcs/lcs-tests.factor | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1321 |  |  |         self.assertEqual(lcsseq('hell', 'hello'), 'hell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1322 |  |  |         self.assertEqual(lcsseq('hello', 'hell'), 'hell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1323 |  |  |         self.assertEqual(lcsseq('ell', 'hell'), 'ell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1324 |  |  |         self.assertEqual(lcsseq('hell', 'ell'), 'ell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1325 |  |  |         self.assertEqual(lcsseq('faxbcd', 'abdef'), 'abd') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1326 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1327 |  |  |         # http://www.unesco.org/culture/languages-atlas/assets/_core/php/qcubed_unit_tests.php | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1328 |  |  |         self.assertEqual(lcsseq('hello world', 'world war 2'), 'world') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1329 |  |  |         self.assertEqual(lcsseq('foo bar', 'bar foo'), 'foo') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1330 |  |  |         self.assertEqual(lcsseq('aaa', 'aa'), 'aa') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1331 |  |  |         self.assertEqual(lcsseq('cc', 'bbbbcccccc'), 'cc') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1332 |  |  |         self.assertEqual(lcsseq('ccc', 'bcbb'), 'c') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1333 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1334 |  |  |     def test_sim_lcsseq(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1335 |  |  |         """Test abydos.distance.sim_lcsseq.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1336 |  |  |         self.assertEqual(sim_lcsseq('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1337 |  |  |         self.assertEqual(sim_lcsseq('A', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1338 |  |  |         self.assertEqual(sim_lcsseq('', 'A'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1339 |  |  |         self.assertEqual(sim_lcsseq('A', 'A'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1340 |  |  |         self.assertEqual(sim_lcsseq('ABCD', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1341 |  |  |         self.assertEqual(sim_lcsseq('', 'ABCD'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1342 |  |  |         self.assertEqual(sim_lcsseq('ABCD', 'ABCD'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1343 |  |  |         self.assertAlmostEqual(sim_lcsseq('ABCD', 'BC'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1344 |  |  |         self.assertAlmostEqual(sim_lcsseq('ABCD', 'AD'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1345 |  |  |         self.assertAlmostEqual(sim_lcsseq('ABCD', 'AC'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1346 |  |  |         self.assertAlmostEqual(sim_lcsseq('AB', 'CD'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1347 |  |  |         self.assertAlmostEqual(sim_lcsseq('ABC', 'BCD'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1348 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1349 |  |  |         self.assertAlmostEqual(sim_lcsseq('DIXON', 'DICKSONX'), 4/8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1350 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1351 |  |  |         # https://en.wikipedia.org/wiki/Longest_common_subsequence_problem | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1352 |  |  |         self.assertAlmostEqual(sim_lcsseq('AGCAT', 'GAC'), 2/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1353 |  |  |         self.assertAlmostEqual(sim_lcsseq('XMJYAUZ', 'MZJAWXU'), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1354 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1355 |  |  |         # https://github.com/jwmerrill/factor/blob/master/basis/lcs/lcs-tests.factor | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1356 |  |  |         self.assertAlmostEqual(sim_lcsseq('hell', 'hello'), 4/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1357 |  |  |         self.assertAlmostEqual(sim_lcsseq('hello', 'hell'), 4/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1358 |  |  |         self.assertAlmostEqual(sim_lcsseq('ell', 'hell'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1359 |  |  |         self.assertAlmostEqual(sim_lcsseq('hell', 'ell'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1360 |  |  |         self.assertAlmostEqual(sim_lcsseq('faxbcd', 'abdef'), 3/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1361 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1362 |  |  |         # http://www.unesco.org/culture/languages-atlas/assets/_core/php/qcubed_unit_tests.php | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1363 |  |  |         self.assertAlmostEqual(sim_lcsseq('hello world', 'world war 2'), 5/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1364 |  |  |         self.assertAlmostEqual(sim_lcsseq('foo bar', 'bar foo'), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1365 |  |  |         self.assertAlmostEqual(sim_lcsseq('aaa', 'aa'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1366 |  |  |         self.assertAlmostEqual(sim_lcsseq('cc', 'bbbbcccccc'), 2/10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1367 |  |  |         self.assertAlmostEqual(sim_lcsseq('ccc', 'bcbb'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1368 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1369 |  |  |     def test_dist_lcsseq(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1370 |  |  |         """Test abydos.distance.dist_lcsseq.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1371 |  |  |         self.assertEqual(dist_lcsseq('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1372 |  |  |         self.assertEqual(dist_lcsseq('A', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1373 |  |  |         self.assertEqual(dist_lcsseq('', 'A'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1374 |  |  |         self.assertEqual(dist_lcsseq('A', 'A'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1375 |  |  |         self.assertEqual(dist_lcsseq('ABCD', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1376 |  |  |         self.assertEqual(dist_lcsseq('', 'ABCD'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1377 |  |  |         self.assertEqual(dist_lcsseq('ABCD', 'ABCD'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1378 |  |  |         self.assertAlmostEqual(dist_lcsseq('ABCD', 'BC'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1379 |  |  |         self.assertAlmostEqual(dist_lcsseq('ABCD', 'AD'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1380 |  |  |         self.assertAlmostEqual(dist_lcsseq('ABCD', 'AC'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1381 |  |  |         self.assertAlmostEqual(dist_lcsseq('AB', 'CD'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1382 |  |  |         self.assertAlmostEqual(dist_lcsseq('ABC', 'BCD'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1383 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1384 |  |  |         self.assertAlmostEqual(dist_lcsseq('DIXON', 'DICKSONX'), 4/8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1385 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1386 |  |  |         # https://en.wikipedia.org/wiki/Longest_common_subsequence_problem | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1387 |  |  |         self.assertAlmostEqual(dist_lcsseq('AGCAT', 'GAC'), 3/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1388 |  |  |         self.assertAlmostEqual(dist_lcsseq('XMJYAUZ', 'MZJAWXU'), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1389 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1390 |  |  |         # https://github.com/jwmerrill/factor/blob/master/basis/lcs/lcs-tests.factor | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1391 |  |  |         self.assertAlmostEqual(dist_lcsseq('hell', 'hello'), 1/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1392 |  |  |         self.assertAlmostEqual(dist_lcsseq('hello', 'hell'), 1/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1393 |  |  |         self.assertAlmostEqual(dist_lcsseq('ell', 'hell'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1394 |  |  |         self.assertAlmostEqual(dist_lcsseq('hell', 'ell'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1395 |  |  |         self.assertAlmostEqual(dist_lcsseq('faxbcd', 'abdef'), 3/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1396 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1397 |  |  |         # http://www.unesco.org/culture/languages-atlas/assets/_core/php/qcubed_unit_tests.php | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1398 |  |  |         self.assertAlmostEqual(dist_lcsseq('hello world', 'world war 2'), 6/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1399 |  |  |         self.assertAlmostEqual(dist_lcsseq('foo bar', 'bar foo'), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1400 |  |  |         self.assertAlmostEqual(dist_lcsseq('aaa', 'aa'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1401 |  |  |         self.assertAlmostEqual(dist_lcsseq('cc', 'bbbbcccccc'), 8/10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1402 |  |  |         self.assertAlmostEqual(dist_lcsseq('ccc', 'bcbb'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1403 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1404 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1405 |  |  | class LcsstrTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1406 |  |  |     """Test LCSstr functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1407 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1408 |  |  |     abydos.distance.lcsstr, .sim_lcsstr, & .dist_lcsstr | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1409 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1410 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1411 |  |  |     def test_lcsstr(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1412 |  |  |         """Test abydos.distance.lcsstr.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1413 |  |  |         self.assertEqual(lcsstr('', ''), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1414 |  |  |         self.assertEqual(lcsstr('A', ''), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1415 |  |  |         self.assertEqual(lcsstr('', 'A'), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1416 |  |  |         self.assertEqual(lcsstr('A', 'A'), 'A') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1417 |  |  |         self.assertEqual(lcsstr('ABCD', ''), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1418 |  |  |         self.assertEqual(lcsstr('', 'ABCD'), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1419 |  |  |         self.assertEqual(lcsstr('ABCD', 'ABCD'), 'ABCD') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1420 |  |  |         self.assertEqual(lcsstr('ABCD', 'BC'), 'BC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1421 |  |  |         self.assertEqual(lcsstr('ABCD', 'AD'), 'A') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1422 |  |  |         self.assertEqual(lcsstr('ABCD', 'AC'), 'A') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1423 |  |  |         self.assertEqual(lcsstr('AB', 'CD'), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1424 |  |  |         self.assertEqual(lcsstr('ABC', 'BCD'), 'BC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1425 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1426 |  |  |         self.assertEqual(lcsstr('DIXON', 'DICKSONX'), 'DI') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1427 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1428 |  |  |         # https://en.wikipedia.org/wiki/Longest_common_subsequence_problem | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1429 |  |  |         self.assertEqual(lcsstr('AGCAT', 'GAC'), 'A') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1430 |  |  |         self.assertEqual(lcsstr('XMJYAUZ', 'MZJAWXU'), 'X') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1431 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1432 |  |  |         # https://github.com/jwmerrill/factor/blob/master/basis/lcs/lcs-tests.factor | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1433 |  |  |         self.assertEqual(lcsstr('hell', 'hello'), 'hell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1434 |  |  |         self.assertEqual(lcsstr('hello', 'hell'), 'hell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1435 |  |  |         self.assertEqual(lcsstr('ell', 'hell'), 'ell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1436 |  |  |         self.assertEqual(lcsstr('hell', 'ell'), 'ell') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1437 |  |  |         self.assertEqual(lcsstr('faxbcd', 'abdef'), 'f') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1438 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1439 |  |  |         # http://www.unesco.org/culture/languages-atlas/assets/_core/php/qcubed_unit_tests.php | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1440 |  |  |         self.assertEqual(lcsstr('hello world', 'world war 2'), 'world') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1441 |  |  |         self.assertEqual(lcsstr('foo bar', 'bar foo'), 'foo') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1442 |  |  |         self.assertEqual(lcsstr('aaa', 'aa'), 'aa') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1443 |  |  |         self.assertEqual(lcsstr('cc', 'bbbbcccccc'), 'cc') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1444 |  |  |         self.assertEqual(lcsstr('ccc', 'bcbb'), 'c') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1445 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1446 |  |  |         # http://www.maplesoft.com/support/help/Maple/view.aspx?path=StringTools/LongestCommonSubString | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1447 |  |  |         self.assertEqual(lcsstr('abax', 'bax'), 'bax') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1448 |  |  |         self.assertEqual(lcsstr('tsaxbaxyz', 'axcaxy'), 'axy') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1449 |  |  |         self.assertEqual(lcsstr('abcde', 'uvabxycde'), 'cde') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1450 |  |  |         self.assertEqual(lcsstr('abc', 'xyz'), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1451 |  |  |         self.assertEqual(lcsstr('TAAGGTCGGCGCGCACGCTGGCGAGTATGGTGCGGAGGCCCTGGA\ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1452 |  |  | GAGGTGAGGCTCCCTCCCCTGCTCCGACCCGGGCTCCTCGCCCGCCCGGACCCAC', 'AAGCGCCGCGCAGTCTGGG\ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1453 |  |  | CTCCGCACACTTCTGGTCCAGTCCGACTGAGAAGGAACCACCATGGTGCTGTCTCCCGCTGACAAGACCAACATCAAG\ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1454 |  |  | ACTGCCTGGGAAAAGATCGGCAGCCACGGTGGCGAGTATGGCGCCGAGGCCGT'), 'TGGCGAGTATGG') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1455 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1456 |  |  |     def test_sim_lcsstr(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1457 |  |  |         """Test abydos.distance.sim_lcsstr.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1458 |  |  |         self.assertEqual(sim_lcsstr('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1459 |  |  |         self.assertEqual(sim_lcsstr('A', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1460 |  |  |         self.assertEqual(sim_lcsstr('', 'A'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1461 |  |  |         self.assertEqual(sim_lcsstr('A', 'A'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1462 |  |  |         self.assertEqual(sim_lcsstr('ABCD', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1463 |  |  |         self.assertEqual(sim_lcsstr('', 'ABCD'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1464 |  |  |         self.assertEqual(sim_lcsstr('ABCD', 'ABCD'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1465 |  |  |         self.assertAlmostEqual(sim_lcsstr('ABCD', 'BC'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1466 |  |  |         self.assertAlmostEqual(sim_lcsstr('ABCD', 'AD'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1467 |  |  |         self.assertAlmostEqual(sim_lcsstr('ABCD', 'AC'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1468 |  |  |         self.assertAlmostEqual(sim_lcsstr('AB', 'CD'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1469 |  |  |         self.assertAlmostEqual(sim_lcsstr('ABC', 'BCD'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1470 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1471 |  |  |         self.assertAlmostEqual(sim_lcsstr('DIXON', 'DICKSONX'), 2/8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1472 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1473 |  |  |         # https://en.wikipedia.org/wiki/Longest_common_subsequence_problem | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1474 |  |  |         self.assertAlmostEqual(sim_lcsstr('AGCAT', 'GAC'), 1/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1475 |  |  |         self.assertAlmostEqual(sim_lcsstr('XMJYAUZ', 'MZJAWXU'), 1/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1476 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1477 |  |  |         # https://github.com/jwmerrill/factor/blob/master/basis/lcs/lcs-tests.factor | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1478 |  |  |         self.assertAlmostEqual(sim_lcsstr('hell', 'hello'), 4/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1479 |  |  |         self.assertAlmostEqual(sim_lcsstr('hello', 'hell'), 4/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1480 |  |  |         self.assertAlmostEqual(sim_lcsstr('ell', 'hell'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1481 |  |  |         self.assertAlmostEqual(sim_lcsstr('hell', 'ell'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1482 |  |  |         self.assertAlmostEqual(sim_lcsstr('faxbcd', 'abdef'), 1/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1483 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1484 |  |  |         # http://www.unesco.org/culture/languages-atlas/assets/_core/php/qcubed_unit_tests.php | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1485 |  |  |         self.assertAlmostEqual(sim_lcsstr('hello world', 'world war 2'), 5/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1486 |  |  |         self.assertAlmostEqual(sim_lcsstr('foo bar', 'bar foo'), 3/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1487 |  |  |         self.assertAlmostEqual(sim_lcsstr('aaa', 'aa'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1488 |  |  |         self.assertAlmostEqual(sim_lcsstr('cc', 'bbbbcccccc'), 2/10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1489 |  |  |         self.assertAlmostEqual(sim_lcsstr('ccc', 'bcbb'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1490 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1491 |  |  |     def test_dist_lcsstr(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1492 |  |  |         """Test abydos.distance.dist_lcsstr.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1493 |  |  |         self.assertEqual(dist_lcsstr('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1494 |  |  |         self.assertEqual(dist_lcsstr('A', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1495 |  |  |         self.assertEqual(dist_lcsstr('', 'A'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1496 |  |  |         self.assertEqual(dist_lcsstr('A', 'A'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1497 |  |  |         self.assertEqual(dist_lcsstr('ABCD', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1498 |  |  |         self.assertEqual(dist_lcsstr('', 'ABCD'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1499 |  |  |         self.assertEqual(dist_lcsstr('ABCD', 'ABCD'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1500 |  |  |         self.assertAlmostEqual(dist_lcsstr('ABCD', 'BC'), 2/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1501 |  |  |         self.assertAlmostEqual(dist_lcsstr('ABCD', 'AD'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1502 |  |  |         self.assertAlmostEqual(dist_lcsstr('ABCD', 'AC'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1503 |  |  |         self.assertAlmostEqual(dist_lcsstr('AB', 'CD'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1504 |  |  |         self.assertAlmostEqual(dist_lcsstr('ABC', 'BCD'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1505 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1506 |  |  |         self.assertAlmostEqual(dist_lcsstr('DIXON', 'DICKSONX'), 6/8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1507 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1508 |  |  |         # https://en.wikipedia.org/wiki/Longest_common_subsequence_problem | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1509 |  |  |         self.assertAlmostEqual(dist_lcsstr('AGCAT', 'GAC'), 4/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1510 |  |  |         self.assertAlmostEqual(dist_lcsstr('XMJYAUZ', 'MZJAWXU'), 6/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1511 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1512 |  |  |         # https://github.com/jwmerrill/factor/blob/master/basis/lcs/lcs-tests.factor | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1513 |  |  |         self.assertAlmostEqual(dist_lcsstr('hell', 'hello'), 1/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1514 |  |  |         self.assertAlmostEqual(dist_lcsstr('hello', 'hell'), 1/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1515 |  |  |         self.assertAlmostEqual(dist_lcsstr('ell', 'hell'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1516 |  |  |         self.assertAlmostEqual(dist_lcsstr('hell', 'ell'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1517 |  |  |         self.assertAlmostEqual(dist_lcsstr('faxbcd', 'abdef'), 5/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1518 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1519 |  |  |         # http://www.unesco.org/culture/languages-atlas/assets/_core/php/qcubed_unit_tests.php | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1520 |  |  |         self.assertAlmostEqual(dist_lcsstr('hello world', 'world war 2'), 6/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1521 |  |  |         self.assertAlmostEqual(dist_lcsstr('foo bar', 'bar foo'), 4/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1522 |  |  |         self.assertAlmostEqual(dist_lcsstr('aaa', 'aa'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1523 |  |  |         self.assertAlmostEqual(dist_lcsstr('cc', 'bbbbcccccc'), 8/10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1524 |  |  |         self.assertAlmostEqual(dist_lcsstr('ccc', 'bcbb'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1525 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1526 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1527 |  |  | class RatcliffObershelpTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1528 |  |  |     """Test Ratcliff-Obserhelp functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1529 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1530 |  |  |     abydos.distance.sim_ratcliff_obershelp, & | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1531 |  |  |     abydos.distance.dist_ratcliff_obershelp | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1532 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1533 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1534 |  |  |     def test_sim_ratcliff_obershelp(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1535 |  |  |         """Test abydos.distance.sim_ratcliff_obershelp.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1536 |  |  |         # https://github.com/rockymadden/stringmetric/blob/master/core/src/test/scala/com/rockymadden/stringmetric/similarity/RatcliffObershelpMetricSpec.scala | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1537 |  |  |         self.assertEqual(sim_ratcliff_obershelp('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1538 |  |  |         self.assertEqual(sim_ratcliff_obershelp('abc', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1539 |  |  |         self.assertEqual(sim_ratcliff_obershelp('', 'xyz'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1540 |  |  |         self.assertEqual(sim_ratcliff_obershelp('abc', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1541 |  |  |         self.assertEqual(sim_ratcliff_obershelp('123', '123'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1542 |  |  |         self.assertEqual(sim_ratcliff_obershelp('abc', 'xyz'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1543 |  |  |         self.assertEqual(sim_ratcliff_obershelp('123', '456'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1544 |  |  |         self.assertAlmostEqual(sim_ratcliff_obershelp('aleksander', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1545 |  |  |                                                       'alexandre'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1546 |  |  |                                0.7368421052631579) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1547 |  |  |         self.assertAlmostEqual(sim_ratcliff_obershelp('alexandre', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1548 |  |  |                                                       'aleksander'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1549 |  |  |                                0.7368421052631579) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1550 |  |  |         self.assertAlmostEqual(sim_ratcliff_obershelp('pennsylvania', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1551 |  |  |                                                       'pencilvaneya'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1552 |  |  |                                0.6666666666666666) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1553 |  |  |         self.assertAlmostEqual(sim_ratcliff_obershelp('pencilvaneya', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1554 |  |  |                                                       'pennsylvania'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1555 |  |  |                                0.6666666666666666) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1556 |  |  |         self.assertAlmostEqual(sim_ratcliff_obershelp('abcefglmn', 'abefglmo'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1557 |  |  |                                0.8235294117647058) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1558 |  |  |         self.assertAlmostEqual(sim_ratcliff_obershelp('abefglmo', 'abcefglmn'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1559 |  |  |                                0.8235294117647058) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1560 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1561 |  |  |         with open(TESTDIR+'/corpora/variantNames.csv') as cav_testset: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1562 |  |  |             next(cav_testset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1563 |  |  |             for line in cav_testset: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1564 |  |  |                 line = line.strip().split(',') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1565 |  |  |                 word1, word2 = line[0], line[4] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1566 |  |  |                 self.assertAlmostEqual(sim_ratcliff_obershelp(word1, word2), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1567 |  |  |                                        SequenceMatcher(None, word1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1568 |  |  |                                                        word2).ratio()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1569 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1570 |  |  |         with open(TESTDIR+'/corpora/wikipediaCommonMisspellings.csv') as missp: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1571 |  |  |             next(missp) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1572 |  |  |             for line in missp: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1573 |  |  |                 line = line.strip().upper() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1574 |  |  |                 line = ''.join([_ for _ in line.strip() if _ in | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1575 |  |  |                                 tuple('ABCDEFGHIJKLMNOPQRSTUVWXYZ,')]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1576 |  |  |                 word1, word2 = line.split(',') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1577 |  |  |                 # print(word1, word2e) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1578 |  |  |                 self.assertAlmostEqual(sim_ratcliff_obershelp(word1, word2), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1579 |  |  |                                        SequenceMatcher(None, word1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1580 |  |  |                                                        word2).ratio()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1581 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1582 |  |  |     def test_dist_ratcliff_obershelp(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1583 |  |  |         """Test abydos.distance.dist_ratcliff_obershelp.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1584 |  |  |         # https://github.com/rockymadden/stringmetric/blob/master/core/src/test/scala/com/rockymadden/stringmetric/similarity/RatcliffObershelpMetricSpec.scala | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1585 |  |  |         self.assertEqual(dist_ratcliff_obershelp('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1586 |  |  |         self.assertEqual(dist_ratcliff_obershelp('abc', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1587 |  |  |         self.assertEqual(dist_ratcliff_obershelp('', 'xyz'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1588 |  |  |         self.assertEqual(dist_ratcliff_obershelp('abc', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1589 |  |  |         self.assertEqual(dist_ratcliff_obershelp('123', '123'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1590 |  |  |         self.assertEqual(dist_ratcliff_obershelp('abc', 'xyz'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1591 |  |  |         self.assertEqual(dist_ratcliff_obershelp('123', '456'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1592 |  |  |         self.assertAlmostEqual(dist_ratcliff_obershelp('aleksander', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1593 |  |  |                                                        'alexandre'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1594 |  |  |                                0.2631578947368421) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1595 |  |  |         self.assertAlmostEqual(dist_ratcliff_obershelp('alexandre', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1596 |  |  |                                                        'aleksander'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1597 |  |  |                                0.2631578947368421) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1598 |  |  |         self.assertAlmostEqual(dist_ratcliff_obershelp('pennsylvania', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1599 |  |  |                                                        'pencilvaneya'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1600 |  |  |                                0.3333333333333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1601 |  |  |         self.assertAlmostEqual(dist_ratcliff_obershelp('pencilvaneya', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1602 |  |  |                                                        'pennsylvania'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1603 |  |  |                                0.3333333333333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1604 |  |  |         self.assertAlmostEqual(dist_ratcliff_obershelp('abcefglmn', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1605 |  |  |                                                        'abefglmo'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1606 |  |  |                                0.1764705882352941) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1607 |  |  |         self.assertAlmostEqual(dist_ratcliff_obershelp('abefglmo', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1608 |  |  |                                                        'abcefglmn'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1609 |  |  |                                0.1764705882352941) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1610 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1611 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1612 |  |  | class MraTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1613 |  |  |     """Test MRA functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1614 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1615 |  |  |     abydos.distance.mra_compare, .sim_mra & .dist_mra | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1616 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1617 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1618 |  |  |     def test_mra_compare(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1619 |  |  |         """Test abydos.distance.mra_compare.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1620 |  |  |         self.assertEqual(mra_compare('', ''), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1621 |  |  |         self.assertEqual(mra_compare('a', 'a'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1622 |  |  |         self.assertEqual(mra_compare('abcdefg', 'abcdefg'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1623 |  |  |         self.assertEqual(mra_compare('abcdefg', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1624 |  |  |         self.assertEqual(mra_compare('', 'abcdefg'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1625 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1626 |  |  |         # https://en.wikipedia.org/wiki/Match_rating_approach | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1627 |  |  |         self.assertEqual(mra_compare('Byrne', 'Boern'), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1628 |  |  |         self.assertEqual(mra_compare('Smith', 'Smyth'), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1629 |  |  |         self.assertEqual(mra_compare('Catherine', 'Kathryn'), 4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1630 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1631 |  |  |         self.assertEqual(mra_compare('ab', 'abcdefgh'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1632 |  |  |         self.assertEqual(mra_compare('ab', 'ac'), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1633 |  |  |         self.assertEqual(mra_compare('abcdefik', 'abcdefgh'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1634 |  |  |         self.assertEqual(mra_compare('xyz', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1635 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1636 |  |  |     def test_sim_mra(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1637 |  |  |         """Test abydos.distance.sim_mra.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1638 |  |  |         self.assertEqual(sim_mra('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1639 |  |  |         self.assertEqual(sim_mra('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1640 |  |  |         self.assertEqual(sim_mra('abcdefg', 'abcdefg'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1641 |  |  |         self.assertEqual(sim_mra('abcdefg', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1642 |  |  |         self.assertEqual(sim_mra('', 'abcdefg'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1643 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1644 |  |  |         # https://en.wikipedia.org/wiki/Match_rating_approach | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1645 |  |  |         self.assertEqual(sim_mra('Byrne', 'Boern'), 5/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1646 |  |  |         self.assertEqual(sim_mra('Smith', 'Smyth'), 5/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1647 |  |  |         self.assertEqual(sim_mra('Catherine', 'Kathryn'), 4/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1648 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1649 |  |  |         self.assertEqual(sim_mra('ab', 'abcdefgh'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1650 |  |  |         self.assertEqual(sim_mra('ab', 'ac'), 5/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1651 |  |  |         self.assertEqual(sim_mra('abcdefik', 'abcdefgh'), 3/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1652 |  |  |         self.assertEqual(sim_mra('xyz', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1653 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1654 |  |  |     def test_dist_mra(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1655 |  |  |         """Test abydos.distance.dist_mra.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1656 |  |  |         self.assertEqual(dist_mra('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1657 |  |  |         self.assertEqual(dist_mra('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1658 |  |  |         self.assertEqual(dist_mra('abcdefg', 'abcdefg'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1659 |  |  |         self.assertEqual(dist_mra('abcdefg', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1660 |  |  |         self.assertEqual(dist_mra('', 'abcdefg'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1661 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1662 |  |  |         # https://en.wikipedia.org/wiki/Match_rating_approach | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1663 |  |  |         self.assertAlmostEqual(dist_mra('Byrne', 'Boern'), 1/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1664 |  |  |         self.assertAlmostEqual(dist_mra('Smith', 'Smyth'), 1/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1665 |  |  |         self.assertAlmostEqual(dist_mra('Catherine', 'Kathryn'), 2/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1666 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1667 |  |  |         self.assertEqual(dist_mra('ab', 'abcdefgh'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1668 |  |  |         self.assertAlmostEqual(dist_mra('ab', 'ac'), 1/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1669 |  |  |         self.assertAlmostEqual(dist_mra('abcdefik', 'abcdefgh'), 3/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1670 |  |  |         self.assertEqual(dist_mra('xyz', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1671 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1672 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1673 |  |  | class CompressionTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1674 |  |  |     """Test compression distance functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1675 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1676 |  |  |     abydos.distance.dist_compression & .sim_compression | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1677 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1678 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1679 |  |  |     arith_dict = ac_train(' '.join(NIALL)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1680 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1681 |  |  |     def test_dist_compression(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1682 |  |  |         """Test abydos.distance.dist_compression.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1683 |  |  |         self.assertEqual(dist_compression('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1684 |  |  |         self.assertEqual(dist_compression('', '', 'bzip2'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1685 |  |  |         self.assertEqual(dist_compression('', '', 'zlib'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1686 |  |  |         self.assertEqual(dist_compression('', '', 'arith'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1687 |  |  |         self.assertEqual(dist_compression('', '', 'arith', self.arith_dict), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1688 |  |  |         self.assertEqual(dist_compression('', '', 'rle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1689 |  |  |         self.assertEqual(dist_compression('', '', 'bwtrle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1690 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1691 |  |  |         self.assertGreater(dist_compression('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1692 |  |  |         self.assertGreater(dist_compression('a', '', 'bzip2'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1693 |  |  |         self.assertGreater(dist_compression('a', '', 'zlib'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1694 |  |  |         self.assertGreater(dist_compression('a', '', 'arith'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1695 |  |  |         self.assertGreater(dist_compression('a', '', 'arith', self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1696 |  |  |                            0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1697 |  |  |         self.assertGreater(dist_compression('a', '', 'rle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1698 |  |  |         self.assertGreater(dist_compression('a', '', 'bwtrle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1699 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1700 |  |  |         self.assertGreater(dist_compression('abcdefg', 'fg'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1701 |  |  |         self.assertGreater(dist_compression('abcdefg', 'fg', 'bzip2'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1702 |  |  |         self.assertGreater(dist_compression('abcdefg', 'fg', 'zlib'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1703 |  |  |         self.assertGreater(dist_compression('abcdefg', 'fg', 'arith'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1704 |  |  |         self.assertGreater(dist_compression('abcdefg', 'fg', 'rle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1705 |  |  |         self.assertGreater(dist_compression('abcdefg', 'fg', 'bwtrle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1706 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1707 |  |  |     def test_dist_compression_arith(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1708 |  |  |         """Test abydos.distance.dist_compression (arithmetric compression).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1709 |  |  |         self.assertAlmostEqual(dist_compression('Niall', 'Neil', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1710 |  |  |                                                 self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1711 |  |  |                                0.608695652173913) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1712 |  |  |         self.assertAlmostEqual(dist_compression('Neil', 'Niall', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1713 |  |  |                                                 self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1714 |  |  |                                0.608695652173913) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1715 |  |  |         self.assertAlmostEqual(dist_compression('Niall', 'Neil', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1716 |  |  |                                0.6875) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1717 |  |  |         self.assertAlmostEqual(dist_compression('Neil', 'Niall', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1718 |  |  |                                0.6875) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1719 |  |  |         self.assertAlmostEqual(dist_compression('Njáll', 'Njall', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1720 |  |  |                                                 self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1721 |  |  |                                0.714285714285714) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1722 |  |  |         self.assertAlmostEqual(dist_compression('Njall', 'Njáll', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1723 |  |  |                                                 self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1724 |  |  |                                0.714285714285714) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1725 |  |  |         self.assertAlmostEqual(dist_compression('Njáll', 'Njall', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1726 |  |  |                                0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1727 |  |  |         self.assertAlmostEqual(dist_compression('Njall', 'Njáll', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1728 |  |  |                                0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1729 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1730 |  |  |     def test_dist_compression_rle(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1731 |  |  |         """Test abydos.distance.dist_compression (RLE & BWT+RLE).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1732 |  |  |         self.assertAlmostEqual(dist_compression('abc', 'abc', 'rle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1733 |  |  |         self.assertAlmostEqual(dist_compression('abc', 'def', 'rle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1734 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1735 |  |  |         self.assertAlmostEqual(dist_compression('abc', 'abc', 'bwtrle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1736 |  |  |         self.assertAlmostEqual(dist_compression('abc', 'def', 'bwtrle'), 0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1737 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1738 |  |  |         self.assertAlmostEqual(dist_compression('aaa', 'bbaaa', 'rle'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1739 |  |  |         self.assertAlmostEqual(dist_compression('abb', 'bbba', 'rle'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1740 |  |  |         self.assertAlmostEqual(dist_compression('banana', 'banane', 'bwtrle'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1741 |  |  |                                0.57142857142) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1742 |  |  |         self.assertAlmostEqual(dist_compression('bananas', 'bananen', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1743 |  |  |                                                 'bwtrle'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1744 |  |  |                                0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1745 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1746 |  |  |     def test_sim_compression(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1747 |  |  |         """Test abydos.distance.sim_compression.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1748 |  |  |         self.assertEqual(sim_compression('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1749 |  |  |         self.assertEqual(sim_compression('', '', 'bzip2'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1750 |  |  |         self.assertEqual(sim_compression('', '', 'zlib'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1751 |  |  |         self.assertEqual(sim_compression('', '', 'arith'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1752 |  |  |         self.assertEqual(sim_compression('', '', 'arith', self.arith_dict), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1753 |  |  |         self.assertEqual(sim_compression('', '', 'rle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1754 |  |  |         self.assertEqual(sim_compression('', '', 'bwtrle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1755 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1756 |  |  |         self.assertLess(sim_compression('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1757 |  |  |         self.assertLess(sim_compression('a', '', 'bzip2'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1758 |  |  |         self.assertLess(sim_compression('a', '', 'zlib'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1759 |  |  |         self.assertLess(sim_compression('a', '', 'arith'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1760 |  |  |         self.assertLess(sim_compression('a', '', 'arith', self.arith_dict), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1761 |  |  |         self.assertLess(sim_compression('a', '', 'rle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1762 |  |  |         self.assertLess(sim_compression('a', '', 'bwtrle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1763 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1764 |  |  |         self.assertLess(sim_compression('abcdefg', 'fg'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1765 |  |  |         self.assertLess(sim_compression('abcdefg', 'fg', 'bzip2'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1766 |  |  |         self.assertLess(sim_compression('abcdefg', 'fg', 'zlib'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1767 |  |  |         self.assertLess(sim_compression('abcdefg', 'fg', 'arith'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1768 |  |  |         self.assertLess(sim_compression('abcdefg', 'fg', 'rle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1769 |  |  |         self.assertLess(sim_compression('abcdefg', 'fg', 'bwtrle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1770 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1771 |  |  |     def test_sim_compression_arith(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1772 |  |  |         """Test abydos.distance.sim_compression (arithmetric compression).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1773 |  |  |         self.assertAlmostEqual(sim_compression('Niall', 'Neil', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1774 |  |  |                                                self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1775 |  |  |                                0.3913043478260869) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1776 |  |  |         self.assertAlmostEqual(sim_compression('Neil', 'Niall', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1777 |  |  |                                                self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1778 |  |  |                                0.3913043478260869) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1779 |  |  |         self.assertAlmostEqual(sim_compression('Niall', 'Neil', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1780 |  |  |                                0.3125) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1781 |  |  |         self.assertAlmostEqual(sim_compression('Neil', 'Niall', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1782 |  |  |                                0.3125) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1783 |  |  |         self.assertAlmostEqual(sim_compression('Njáll', 'Njall', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1784 |  |  |                                                self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1785 |  |  |                                0.285714285714285) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1786 |  |  |         self.assertAlmostEqual(sim_compression('Njall', 'Njáll', 'arith', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1787 |  |  |                                                self.arith_dict), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1788 |  |  |                                0.285714285714285) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1789 |  |  |         self.assertAlmostEqual(sim_compression('Njáll', 'Njall', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1790 |  |  |                                0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1791 |  |  |         self.assertAlmostEqual(sim_compression('Njall', 'Njáll', 'arith'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1792 |  |  |                                0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1793 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1794 |  |  |     def test_sim_compression_rle(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1795 |  |  |         """Test abydos.distance.sim_compression (RLE & BWT+RLE).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1796 |  |  |         self.assertAlmostEqual(sim_compression('abc', 'abc', 'rle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1797 |  |  |         self.assertAlmostEqual(sim_compression('abc', 'def', 'rle'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1798 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1799 |  |  |         self.assertAlmostEqual(sim_compression('abc', 'abc', 'bwtrle'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1800 |  |  |         self.assertAlmostEqual(sim_compression('abc', 'def', 'bwtrle'), 0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1801 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1802 |  |  |         self.assertAlmostEqual(sim_compression('aaa', 'bbaaa', 'rle'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1803 |  |  |         self.assertAlmostEqual(sim_compression('abb', 'bbba', 'rle'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1804 |  |  |         self.assertAlmostEqual(sim_compression('banana', 'banane', 'bwtrle'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1805 |  |  |                                0.42857142857) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1806 |  |  |         self.assertAlmostEqual(sim_compression('bananas', 'bananen', 'bwtrle'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1807 |  |  |                                0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1808 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1809 |  |  |     def test_lzma(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1810 |  |  |         """Test LZMA-related sim/dist functions.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1811 |  |  |         if bool(pkgutil.find_loader('lzma')): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1812 |  |  |             self.assertEqual(dist_compression('', '', 'lzma'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1813 |  |  |             self.assertGreater(dist_compression('a', '', 'lzma'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1814 |  |  |             self.assertGreater(dist_compression('abcdefg', 'fg', 'lzma'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1815 |  |  |             self.assertEqual(sim_compression('', '', 'lzma'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1816 |  |  |             self.assertLess(sim_compression('a', '', 'lzma'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1817 |  |  |             self.assertLess(sim_compression('abcdefg', 'fg', 'lzma'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1818 |  |  |             del sys.modules['lzma'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1819 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1820 |  |  |         self.assertRaises(ValueError, dist_compression, 'a', '', 'lzma') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1821 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1822 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1823 |  |  | class MongeElkanTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1824 |  |  |     """Test Monge-Elkan functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1825 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1826 |  |  |     abydos.distance.sim_monge_elkan & .dist_monge_elkan | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1827 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1828 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1829 |  |  |     def test_sim_monge_elkan(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1830 |  |  |         """Test abydos.distance.sim_monge_elkan.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1831 |  |  |         self.assertEqual(sim_monge_elkan('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1832 |  |  |         self.assertEqual(sim_monge_elkan('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1833 |  |  |         self.assertEqual(sim_monge_elkan('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1834 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1835 |  |  |         self.assertEqual(sim_monge_elkan('Niall', 'Neal'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1836 |  |  |         self.assertEqual(sim_monge_elkan('Niall', 'Njall'), 5/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1837 |  |  |         self.assertEqual(sim_monge_elkan('Niall', 'Niel'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1838 |  |  |         self.assertEqual(sim_monge_elkan('Niall', 'Nigel'), 3/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1839 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1840 |  |  |         self.assertEqual(sim_monge_elkan('Niall', 'Neal', symmetric=True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1841 |  |  |                          31/40) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1842 |  |  |         self.assertEqual(sim_monge_elkan('Niall', 'Njall', symmetric=True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1843 |  |  |                          5/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1844 |  |  |         self.assertEqual(sim_monge_elkan('Niall', 'Niel', symmetric=True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1845 |  |  |                          31/40) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1846 |  |  |         self.assertAlmostEqual(sim_monge_elkan('Niall', 'Nigel', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1847 |  |  |                                                symmetric=True), 17/24) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1848 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1849 |  |  |     def test_dist_monge_elkan(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1850 |  |  |         """Test abydos.distance.dist_monge_elkan.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1851 |  |  |         self.assertEqual(dist_monge_elkan('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1852 |  |  |         self.assertEqual(dist_monge_elkan('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1853 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1854 |  |  |         self.assertEqual(dist_monge_elkan('Niall', 'Neal'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1855 |  |  |         self.assertAlmostEqual(dist_monge_elkan('Niall', 'Njall'), 1/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1856 |  |  |         self.assertEqual(dist_monge_elkan('Niall', 'Niel'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1857 |  |  |         self.assertEqual(dist_monge_elkan('Niall', 'Nigel'), 1/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1858 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1859 |  |  |         self.assertAlmostEqual(dist_monge_elkan('Niall', 'Neal', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1860 |  |  |                                                 symmetric=True), 9/40) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1861 |  |  |         self.assertAlmostEqual(dist_monge_elkan('Niall', 'Njall', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1862 |  |  |                                                 symmetric=True), 1/6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1863 |  |  |         self.assertAlmostEqual(dist_monge_elkan('Niall', 'Niel', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1864 |  |  |                                                 symmetric=True), 9/40) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1865 |  |  |         self.assertAlmostEqual(dist_monge_elkan('Niall', 'Nigel', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1866 |  |  |                                                 symmetric=True), 7/24) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1867 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1868 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1869 |  |  | class IdentityTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1870 |  |  |     """Test identity similarity functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1871 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1872 |  |  |     abydos.distance.sim_ident & .dist_ident | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1873 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1874 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1875 |  |  |     def test_sim_ident(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1876 |  |  |         """Test abydos.distance.sim_ident.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1877 |  |  |         self.assertEqual(sim_ident('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1878 |  |  |         self.assertEqual(sim_ident('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1879 |  |  |         self.assertEqual(sim_ident('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1880 |  |  |         self.assertEqual(sim_ident('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1881 |  |  |         self.assertEqual(sim_ident('abcd', 'abcd'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1882 |  |  |         self.assertEqual(sim_ident('abcd', 'dcba'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1883 |  |  |         self.assertEqual(sim_ident('abc', 'cba'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1884 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1885 |  |  |     def test_dist_ident(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1886 |  |  |         """Test abydos.distance.dist_ident.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1887 |  |  |         self.assertEqual(dist_ident('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1888 |  |  |         self.assertEqual(dist_ident('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1889 |  |  |         self.assertEqual(dist_ident('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1890 |  |  |         self.assertEqual(dist_ident('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1891 |  |  |         self.assertEqual(dist_ident('abcd', 'abcd'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1892 |  |  |         self.assertEqual(dist_ident('abcd', 'dcba'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1893 |  |  |         self.assertEqual(dist_ident('abc', 'cba'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1894 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1895 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1896 |  |  | def _sim_wikipedia(src, tar): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1897 |  |  |     """Return a similarity score for two DNA base pairs. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1898 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1899 |  |  |     Values copied from: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1900 |  |  |     https://en.wikipedia.org/wiki/Needleman%E2%80%93Wunsch_algorithm | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1901 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1902 |  |  |     nw_matrix = {('A', 'A'): 10, ('G', 'G'): 7, ('C', 'C'): 9, ('T', 'T'): 8, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1903 |  |  |                  ('A', 'G'): -1, ('A', 'C'): -3, ('A', 'T'): -4, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1904 |  |  |                  ('G', 'C'): -5, ('G', 'T'): -3, ('C', 'T'): 0} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1905 |  |  |     return sim_matrix(src, tar, nw_matrix, symmetric=True, alphabet='CGAT') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1906 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1907 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1908 |  |  | def _sim_nw(src, tar): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1909 |  |  |     """Return 1 if src is tar, otherwise -1.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1910 |  |  |     return 2*float(src is tar)-1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1911 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1912 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1913 |  |  | class MatrixSimTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1914 |  |  |     """Test matrix similarity functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1915 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1916 |  |  |     abydos.distance.sim_matrix | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1917 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1918 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1919 |  |  |     def test_sim_matrix(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1920 |  |  |         """Test abydos.distance.sim_matrix.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1921 |  |  |         self.assertEqual(sim_matrix('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1922 |  |  |         self.assertEqual(sim_matrix('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1923 |  |  |         self.assertEqual(sim_matrix('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1924 |  |  |         self.assertEqual(sim_matrix('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1925 |  |  |         self.assertEqual(sim_matrix('abcd', 'abcd'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1926 |  |  |         self.assertEqual(sim_matrix('abcd', 'dcba'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1927 |  |  |         self.assertEqual(sim_matrix('abc', 'cba'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1928 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1929 |  |  |         # https://en.wikipedia.org/wiki/Needleman–Wunsch_algorithm | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1930 |  |  |         self.assertEqual(_sim_wikipedia('A', 'C'), -3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1931 |  |  |         self.assertEqual(_sim_wikipedia('G', 'G'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1932 |  |  |         self.assertEqual(_sim_wikipedia('A', 'A'), 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1933 |  |  |         self.assertEqual(_sim_wikipedia('T', 'A'), -4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1934 |  |  |         self.assertEqual(_sim_wikipedia('T', 'C'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1935 |  |  |         self.assertEqual(_sim_wikipedia('A', 'G'), -1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1936 |  |  |         self.assertEqual(_sim_wikipedia('C', 'T'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1937 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1938 |  |  |         self.assertRaises(ValueError, sim_matrix, 'abc', 'cba', alphabet='ab') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1939 |  |  |         self.assertRaises(ValueError, sim_matrix, 'abc', 'ba', alphabet='ab') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1940 |  |  |         self.assertRaises(ValueError, sim_matrix, 'ab', 'cba', alphabet='ab') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1941 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1942 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1943 |  |  | class NeedlemanWunschTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1944 |  |  |     """Test Needleman-Wunsch functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1945 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1946 |  |  |     abydos.distance.needleman_wunsch | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1947 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1948 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1949 |  |  |     def test_needleman_wunsch(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1950 |  |  |         """Test abydos.distance.needleman_wunsch.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1951 |  |  |         self.assertEqual(needleman_wunsch('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1952 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1953 |  |  |         # https://en.wikipedia.org/wiki/Needleman–Wunsch_algorithm | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1954 |  |  |         self.assertEqual(needleman_wunsch('GATTACA', 'GCATGCU', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1955 |  |  |                                           1, _sim_nw), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1956 |  |  |         self.assertEqual(needleman_wunsch('AGACTAGTTAC', 'CGAGACGT', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1957 |  |  |                                           5, _sim_wikipedia), 16) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1958 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1959 |  |  |         # checked against http://ds9a.nl/nwunsch/ (mismatch=1, gap=5, skew=5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1960 |  |  |         self.assertEqual(needleman_wunsch('CGATATCAG', 'TGACGSTGC', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1961 |  |  |                                           5, _sim_nw), -5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1962 |  |  |         self.assertEqual(needleman_wunsch('AGACTAGTTAC', 'TGACGSTGC', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1963 |  |  |                                           5, _sim_nw), -7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1964 |  |  |         self.assertEqual(needleman_wunsch('AGACTAGTTAC', 'CGAGACGT', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1965 |  |  |                                           5, _sim_nw), -15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1966 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1967 |  |  |     def test_needleman_wunsch_nialls(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1968 |  |  |         """Test abydos.distance.needleman_wunsch (Nialls set).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1969 |  |  |         # checked against http://ds9a.nl/nwunsch/ (mismatch=1, gap=2, skew=2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1970 |  |  |         nw_vals = (5, 0, -2, 3, 1, 1, -2, -2, -1, -3, -3, -5, -3, -7, -7, -19) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1971 |  |  |         for i in range(len(NIALL)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1972 |  |  |             self.assertEqual(needleman_wunsch(NIALL[0], NIALL[i], 2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1973 |  |  |                                               _sim_nw), nw_vals[i]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1974 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1975 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1976 |  |  | class SmithWatermanTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1977 |  |  |     """Test Smith-Waterman functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1978 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1979 |  |  |     abydos.distance.smith_waterman | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1980 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1981 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1982 |  |  |     def test_smith_waterman(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1983 |  |  |         """Test abydos.distance.smith_waterman.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1984 |  |  |         self.assertEqual(smith_waterman('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1985 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1986 |  |  |         # https://en.wikipedia.org/wiki/Needleman–Wunsch_algorithm | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1987 |  |  |         self.assertEqual(smith_waterman('GATTACA', 'GCATGCU', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1988 |  |  |                                         1, _sim_nw), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1989 |  |  |         self.assertEqual(smith_waterman('AGACTAGTTAC', 'CGAGACGT', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1990 |  |  |                                         5, _sim_wikipedia), 26) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1991 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1992 |  |  |         self.assertEqual(smith_waterman('CGATATCAG', 'TGACGSTGC', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1993 |  |  |                                         5, _sim_nw), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1994 |  |  |         self.assertEqual(smith_waterman('AGACTAGTTAC', 'TGACGSTGC', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1995 |  |  |                                         5, _sim_nw), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1996 |  |  |         self.assertEqual(smith_waterman('AGACTAGTTAC', 'CGAGACGT', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1997 |  |  |                                         5, _sim_nw), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1998 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1999 |  |  |     def test_smith_waterman_nialls(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2000 |  |  |         """Test abydos.distance.smith_waterman (Nialls set).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2001 |  |  |         sw_vals = (5, 1, 1, 3, 2, 1, 1, 0, 0, 1, 1, 2, 2, 1, 0, 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2002 |  |  |         for i in range(len(NIALL)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2003 |  |  |             self.assertEqual(smith_waterman(NIALL[0], NIALL[i], 2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2004 |  |  |                                             _sim_nw), sw_vals[i]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2005 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2006 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2007 |  |  | class GotohTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2008 |  |  |     """Test Gotoh functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2009 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2010 |  |  |     abydos.distance.gotoh | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2011 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2012 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2013 |  |  |     def test_gotoh(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2014 |  |  |         """Test abydos.distance.needleman_wunsch_affine.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2015 |  |  |         self.assertEqual(gotoh('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2016 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2017 |  |  |         # https://en.wikipedia.org/wiki/Needleman–Wunsch_algorithm | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2018 |  |  |         self.assertEqual(gotoh('GATTACA', 'GCATGCU', 1, 1, _sim_nw), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2019 |  |  |         self.assertGreaterEqual(gotoh('GATTACA', 'GCATGCU', 1, 0.5, _sim_nw), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2020 |  |  |                                 needleman_wunsch('GATTACA', 'GCATGCU', 1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2021 |  |  |                                                  _sim_nw)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2022 |  |  |         self.assertEqual(gotoh('AGACTAGTTAC', 'CGAGACGT', 5, 5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2023 |  |  |                                _sim_wikipedia), 16) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2024 |  |  |         self.assertGreaterEqual(gotoh('AGACTAGTTAC', 'CGAGACGT', 5, 2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2025 |  |  |                                       _sim_wikipedia), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2026 |  |  |                                 needleman_wunsch('AGACTAGTTAC', 'CGAGACGT', 5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2027 |  |  |                                                  _sim_wikipedia)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2028 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2029 |  |  |         # checked against http://ds9a.nl/nwunsch/ (mismatch=1, gap=5, skew=5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2030 |  |  |         self.assertEqual(gotoh('CGATATCAG', 'TGACGSTGC', 5, 5, _sim_nw), -5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2031 |  |  |         self.assertGreaterEqual(gotoh('CGATATCAG', 'TGACGSTGC', 5, 2, _sim_nw), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2032 |  |  |                                 needleman_wunsch('CGATATCAG', 'TGACGSTGC', 5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2033 |  |  |                                                  _sim_nw)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2034 |  |  |         self.assertEqual(gotoh('AGACTAGTTAC', 'TGACGSTGC', 5, 5, _sim_nw), -7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2035 |  |  |         self.assertGreaterEqual(gotoh('AGACTAGTTAC', 'TGACGSTGC', 5, 2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2036 |  |  |                                       _sim_nw), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2037 |  |  |                                 needleman_wunsch('AGACTAGTTAC', 'TGACGSTGC', 5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2038 |  |  |                                                  _sim_nw)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2039 |  |  |         self.assertEqual(gotoh('AGACTAGTTAC', 'CGAGACGT', 5, 5, _sim_nw), -15) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2040 |  |  |         self.assertGreaterEqual(gotoh('AGACTAGTTAC', 'CGAGACGT', 5, 2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2041 |  |  |                                       _sim_nw), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2042 |  |  |                                 needleman_wunsch('AGACTAGTTAC', 'CGAGACGT', 5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2043 |  |  |                                                  _sim_nw)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2044 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2045 |  |  |     def test_gotoh_nialls(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2046 |  |  |         """Test abydos.distance.gotoh (Nialls set).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2047 |  |  |         # checked against http://ds9a.nl/nwunsch/ (mismatch=1, gap=2, skew=2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2048 |  |  |         nw_vals = (5, 0, -2, 3, 1, 1, -2, -2, -1, -3, -3, -5, -3, -7, -7, -19) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2049 |  |  |         for i in range(len(NIALL)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2050 |  |  |             self.assertEqual(gotoh(NIALL[0], NIALL[i], 2, 2, _sim_nw), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2051 |  |  |                              nw_vals[i]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2052 |  |  |         nw_vals2 = (5, 0, -2, 3, 1, 1, -2, -2, -1, -2, -3, -3, -2, -6, -6, -8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2053 |  |  |         for i in range(len(NIALL)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2054 |  |  |             self.assertEqual(gotoh(NIALL[0], NIALL[i], 2, 1, _sim_nw), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2055 |  |  |                              nw_vals2[i]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2056 |  |  |             self.assertGreaterEqual(gotoh(NIALL[0], NIALL[i], 2, 0.5, _sim_nw), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2057 |  |  |                                     needleman_wunsch(NIALL[0], NIALL[i], 2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2058 |  |  |                                                      _sim_nw)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2059 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2060 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2061 |  |  | class LengthTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2062 |  |  |     """Test length similarity functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2063 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2064 |  |  |     abydos.distance.sim_length & .dist_length | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2065 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2066 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2067 |  |  |     def test_sim_ident(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2068 |  |  |         """Test abydos.distance.sim_length.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2069 |  |  |         self.assertEqual(sim_length('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2070 |  |  |         self.assertEqual(sim_length('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2071 |  |  |         self.assertEqual(sim_length('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2072 |  |  |         self.assertEqual(sim_length('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2073 |  |  |         self.assertEqual(sim_length('abcd', 'abcd'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2074 |  |  |         self.assertEqual(sim_length('abcd', 'dcba'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2075 |  |  |         self.assertEqual(sim_length('abc', 'cba'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2076 |  |  |         self.assertEqual(sim_length('abc', 'dcba'), 0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2077 |  |  |         self.assertEqual(sim_length('abcd', 'cba'), 0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2078 |  |  |         self.assertEqual(sim_length('ab', 'dcba'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2079 |  |  |         self.assertEqual(sim_length('abcd', 'ba'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2080 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2081 |  |  |     def test_dist_ident(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2082 |  |  |         """Test abydos.distance.dist_length.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2083 |  |  |         self.assertEqual(dist_length('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2084 |  |  |         self.assertEqual(dist_length('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2085 |  |  |         self.assertEqual(dist_length('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2086 |  |  |         self.assertEqual(dist_length('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2087 |  |  |         self.assertEqual(dist_length('abcd', 'abcd'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2088 |  |  |         self.assertEqual(dist_length('abcd', 'dcba'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2089 |  |  |         self.assertEqual(dist_length('abc', 'cba'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2090 |  |  |         self.assertEqual(dist_length('abc', 'dcba'), 0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2091 |  |  |         self.assertEqual(dist_length('abcd', 'cba'), 0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2092 |  |  |         self.assertEqual(dist_length('ab', 'dcba'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2093 |  |  |         self.assertEqual(dist_length('abcd', 'ba'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2094 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2095 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2096 |  |  | class PrefixTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2097 |  |  |     """Test prefix similarity functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2098 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2099 |  |  |     abydos.distance.sim_prefix & .dist_prefix | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2100 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2101 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2102 |  |  |     def test_sim_prefix(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2103 |  |  |         """Test abydos.distance.sim_prefix.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2104 |  |  |         self.assertEqual(sim_prefix('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2105 |  |  |         self.assertEqual(sim_prefix('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2106 |  |  |         self.assertEqual(sim_prefix('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2107 |  |  |         self.assertEqual(sim_prefix('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2108 |  |  |         self.assertEqual(sim_prefix('ax', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2109 |  |  |         self.assertEqual(sim_prefix('axx', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2110 |  |  |         self.assertEqual(sim_prefix('ax', 'ay'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2111 |  |  |         self.assertEqual(sim_prefix('a', 'ay'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2112 |  |  |         self.assertEqual(sim_prefix('a', 'ayy'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2113 |  |  |         self.assertEqual(sim_prefix('ax', 'ay'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2114 |  |  |         self.assertEqual(sim_prefix('a', 'y'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2115 |  |  |         self.assertEqual(sim_prefix('y', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2116 |  |  |         self.assertEqual(sim_prefix('aaax', 'aaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2117 |  |  |         self.assertAlmostEqual(sim_prefix('axxx', 'aaa'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2118 |  |  |         self.assertEqual(sim_prefix('aaxx', 'aayy'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2119 |  |  |         self.assertEqual(sim_prefix('xxaa', 'yyaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2120 |  |  |         self.assertAlmostEqual(sim_prefix('aaxxx', 'aay'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2121 |  |  |         self.assertEqual(sim_prefix('aaxxxx', 'aayyy'), 2/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2122 |  |  |         self.assertEqual(sim_prefix('xa', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2123 |  |  |         self.assertEqual(sim_prefix('xxa', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2124 |  |  |         self.assertEqual(sim_prefix('xa', 'ya'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2125 |  |  |         self.assertEqual(sim_prefix('a', 'ya'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2126 |  |  |         self.assertEqual(sim_prefix('a', 'yya'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2127 |  |  |         self.assertEqual(sim_prefix('xa', 'ya'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2128 |  |  |         self.assertEqual(sim_prefix('xaaa', 'aaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2129 |  |  |         self.assertEqual(sim_prefix('xxxa', 'aaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2130 |  |  |         self.assertEqual(sim_prefix('xxxaa', 'yaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2131 |  |  |         self.assertEqual(sim_prefix('xxxxaa', 'yyyaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2132 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2133 |  |  |     def test_dist_prefix(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2134 |  |  |         """Test abydos.distance.dist_prefix.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2135 |  |  |         self.assertEqual(dist_prefix('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2136 |  |  |         self.assertEqual(dist_prefix('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2137 |  |  |         self.assertEqual(dist_prefix('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2138 |  |  |         self.assertEqual(dist_prefix('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2139 |  |  |         self.assertEqual(dist_prefix('ax', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2140 |  |  |         self.assertEqual(dist_prefix('axx', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2141 |  |  |         self.assertEqual(dist_prefix('ax', 'ay'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2142 |  |  |         self.assertEqual(dist_prefix('a', 'ay'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2143 |  |  |         self.assertEqual(dist_prefix('a', 'ayy'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2144 |  |  |         self.assertEqual(dist_prefix('ax', 'ay'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2145 |  |  |         self.assertEqual(dist_prefix('a', 'y'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2146 |  |  |         self.assertEqual(dist_prefix('y', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2147 |  |  |         self.assertEqual(dist_prefix('aaax', 'aaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2148 |  |  |         self.assertAlmostEqual(dist_prefix('axxx', 'aaa'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2149 |  |  |         self.assertEqual(dist_prefix('aaxx', 'aayy'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2150 |  |  |         self.assertEqual(dist_prefix('xxaa', 'yyaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2151 |  |  |         self.assertAlmostEqual(dist_prefix('aaxxx', 'aay'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2152 |  |  |         self.assertEqual(dist_prefix('aaxxxx', 'aayyy'), 3/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2153 |  |  |         self.assertEqual(dist_prefix('xa', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2154 |  |  |         self.assertEqual(dist_prefix('xxa', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2155 |  |  |         self.assertEqual(dist_prefix('xa', 'ya'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2156 |  |  |         self.assertEqual(dist_prefix('a', 'ya'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2157 |  |  |         self.assertEqual(dist_prefix('a', 'yya'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2158 |  |  |         self.assertEqual(dist_prefix('xa', 'ya'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2159 |  |  |         self.assertEqual(dist_prefix('xaaa', 'aaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2160 |  |  |         self.assertEqual(dist_prefix('xxxa', 'aaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2161 |  |  |         self.assertEqual(dist_prefix('xxxaa', 'yaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2162 |  |  |         self.assertEqual(dist_prefix('xxxxaa', 'yyyaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2163 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2164 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2165 |  |  | class SuffixTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2166 |  |  |     """Test suffix similarity functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2167 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2168 |  |  |     abydos.distance.sim_suffix & .dist_suffix | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2169 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2170 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2171 |  |  |     def test_sim_suffix(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2172 |  |  |         """Test abydos.distance.sim_suffix.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2173 |  |  |         self.assertEqual(sim_suffix('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2174 |  |  |         self.assertEqual(sim_suffix('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2175 |  |  |         self.assertEqual(sim_suffix('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2176 |  |  |         self.assertEqual(sim_suffix('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2177 |  |  |         self.assertEqual(sim_suffix('ax', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2178 |  |  |         self.assertEqual(sim_suffix('axx', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2179 |  |  |         self.assertEqual(sim_suffix('ax', 'ay'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2180 |  |  |         self.assertEqual(sim_suffix('a', 'ay'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2181 |  |  |         self.assertEqual(sim_suffix('a', 'ayy'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2182 |  |  |         self.assertEqual(sim_suffix('ax', 'ay'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2183 |  |  |         self.assertEqual(sim_suffix('a', 'y'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2184 |  |  |         self.assertEqual(sim_suffix('y', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2185 |  |  |         self.assertEqual(sim_suffix('aaax', 'aaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2186 |  |  |         self.assertEqual(sim_suffix('axxx', 'aaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2187 |  |  |         self.assertEqual(sim_suffix('aaxx', 'aayy'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2188 |  |  |         self.assertEqual(sim_suffix('xxaa', 'yyaa'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2189 |  |  |         self.assertEqual(sim_suffix('aaxxx', 'aay'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2190 |  |  |         self.assertEqual(sim_suffix('aaxxxx', 'aayyy'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2191 |  |  |         self.assertEqual(sim_suffix('xa', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2192 |  |  |         self.assertEqual(sim_suffix('xxa', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2193 |  |  |         self.assertEqual(sim_suffix('xa', 'ya'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2194 |  |  |         self.assertEqual(sim_suffix('a', 'ya'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2195 |  |  |         self.assertEqual(sim_suffix('a', 'yya'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2196 |  |  |         self.assertEqual(sim_suffix('xa', 'ya'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2197 |  |  |         self.assertEqual(sim_suffix('xaaa', 'aaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2198 |  |  |         self.assertAlmostEqual(sim_suffix('xxxa', 'aaa'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2199 |  |  |         self.assertAlmostEqual(sim_suffix('xxxaa', 'yaa'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2200 |  |  |         self.assertEqual(sim_suffix('xxxxaa', 'yyyaa'), 2/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2201 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2202 |  |  |     def test_dist_suffix(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2203 |  |  |         """Test abydos.distance.dist_suffix.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2204 |  |  |         self.assertEqual(dist_suffix('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2205 |  |  |         self.assertEqual(dist_suffix('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2206 |  |  |         self.assertEqual(dist_suffix('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2207 |  |  |         self.assertEqual(dist_suffix('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2208 |  |  |         self.assertEqual(dist_suffix('ax', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2209 |  |  |         self.assertEqual(dist_suffix('axx', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2210 |  |  |         self.assertEqual(dist_suffix('ax', 'ay'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2211 |  |  |         self.assertEqual(dist_suffix('a', 'ay'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2212 |  |  |         self.assertEqual(dist_suffix('a', 'ayy'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2213 |  |  |         self.assertEqual(dist_suffix('ax', 'ay'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2214 |  |  |         self.assertEqual(dist_suffix('a', 'y'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2215 |  |  |         self.assertEqual(dist_suffix('y', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2216 |  |  |         self.assertEqual(dist_suffix('aaax', 'aaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2217 |  |  |         self.assertEqual(dist_suffix('axxx', 'aaa'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2218 |  |  |         self.assertEqual(dist_suffix('aaxx', 'aayy'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2219 |  |  |         self.assertEqual(dist_suffix('xxaa', 'yyaa'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2220 |  |  |         self.assertEqual(dist_suffix('aaxxx', 'aay'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2221 |  |  |         self.assertEqual(dist_suffix('aaxxxx', 'aayyy'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2222 |  |  |         self.assertEqual(dist_suffix('xa', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2223 |  |  |         self.assertEqual(dist_suffix('xxa', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2224 |  |  |         self.assertEqual(dist_suffix('xa', 'ya'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2225 |  |  |         self.assertEqual(dist_suffix('a', 'ya'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2226 |  |  |         self.assertEqual(dist_suffix('a', 'yya'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2227 |  |  |         self.assertEqual(dist_suffix('xa', 'ya'), 1/2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2228 |  |  |         self.assertEqual(dist_suffix('xaaa', 'aaa'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2229 |  |  |         self.assertAlmostEqual(dist_suffix('xxxa', 'aaa'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2230 |  |  |         self.assertAlmostEqual(dist_suffix('xxxaa', 'yaa'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2231 |  |  |         self.assertEqual(dist_suffix('xxxxaa', 'yyyaa'), 3/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2232 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2233 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2234 |  |  | class MLIPNSTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2235 |  |  |     """Test MLIPNS functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2236 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2237 |  |  |     abydos.distance.sim_mlipns & .dist_mlipns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2238 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2239 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2240 |  |  |     def test_sim_mlipns(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2241 |  |  |         """Test abydos.distance.sim_mlipns.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2242 |  |  |         self.assertEqual(sim_mlipns('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2243 |  |  |         self.assertEqual(sim_mlipns('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2244 |  |  |         self.assertEqual(sim_mlipns('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2245 |  |  |         self.assertEqual(sim_mlipns('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2246 |  |  |         self.assertEqual(sim_mlipns('ab', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2247 |  |  |         self.assertEqual(sim_mlipns('abc', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2248 |  |  |         self.assertEqual(sim_mlipns('abc', 'abcde'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2249 |  |  |         self.assertEqual(sim_mlipns('abcg', 'abcdeg'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2250 |  |  |         self.assertEqual(sim_mlipns('abcg', 'abcdefg'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2251 |  |  |         self.assertEqual(sim_mlipns('Tomato', 'Tamato'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2252 |  |  |         self.assertEqual(sim_mlipns('ato', 'Tam'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2253 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2254 |  |  |     def test_dist_mlipns(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2255 |  |  |         """Test abydos.distance.dist_mlipns.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2256 |  |  |         self.assertEqual(dist_mlipns('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2257 |  |  |         self.assertEqual(dist_mlipns('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2258 |  |  |         self.assertEqual(dist_mlipns('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2259 |  |  |         self.assertEqual(dist_mlipns('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2260 |  |  |         self.assertEqual(dist_mlipns('ab', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2261 |  |  |         self.assertEqual(dist_mlipns('abc', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2262 |  |  |         self.assertEqual(dist_mlipns('abc', 'abcde'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2263 |  |  |         self.assertEqual(dist_mlipns('abcg', 'abcdeg'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2264 |  |  |         self.assertEqual(dist_mlipns('abcg', 'abcdefg'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2265 |  |  |         self.assertEqual(dist_mlipns('Tomato', 'Tamato'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2266 |  |  |         self.assertEqual(dist_mlipns('ato', 'Tam'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2267 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2268 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2269 |  |  | class BagTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2270 |  |  |     """Test bag similarity functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2271 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2272 |  |  |     abydos.distance.bag, .sim_bag & .dist_bag | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2273 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2274 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2275 |  |  |     def test_bag(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2276 |  |  |         """Test abydos.distance.bag.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2277 |  |  |         self.assertEqual(bag('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2278 |  |  |         self.assertEqual(bag('nelson', ''), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2279 |  |  |         self.assertEqual(bag('', 'neilsen'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2280 |  |  |         self.assertEqual(bag('ab', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2281 |  |  |         self.assertEqual(bag('ab', 'c'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2282 |  |  |         self.assertEqual(bag('nelson', 'neilsen'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2283 |  |  |         self.assertEqual(bag('neilsen', 'nelson'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2284 |  |  |         self.assertEqual(bag('niall', 'neal'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2285 |  |  |         self.assertEqual(bag('aluminum', 'Catalan'), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2286 |  |  |         self.assertEqual(bag('abcdefg', 'hijklm'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2287 |  |  |         self.assertEqual(bag('abcdefg', 'hijklmno'), 8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2288 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2289 |  |  |     def test_sim_bag(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2290 |  |  |         """Test abydos.distance.sim_bag.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2291 |  |  |         self.assertEqual(sim_bag('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2292 |  |  |         self.assertEqual(sim_bag('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2293 |  |  |         self.assertEqual(sim_bag('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2294 |  |  |         self.assertEqual(sim_bag('ab', 'a'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2295 |  |  |         self.assertEqual(sim_bag('ab', 'c'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2296 |  |  |         self.assertAlmostEqual(sim_bag('nelson', 'neilsen'), 5/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2297 |  |  |         self.assertAlmostEqual(sim_bag('neilsen', 'nelson'), 5/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2298 |  |  |         self.assertAlmostEqual(sim_bag('niall', 'neal'), 3/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2299 |  |  |         self.assertAlmostEqual(sim_bag('aluminum', 'Catalan'), 3/8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2300 |  |  |         self.assertEqual(sim_bag('abcdefg', 'hijklm'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2301 |  |  |         self.assertEqual(sim_bag('abcdefg', 'hijklmno'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2302 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2303 |  |  |     def test_dist_bag(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2304 |  |  |         """Test abydos.distance.dist_bag.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2305 |  |  |         self.assertEqual(dist_bag('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2306 |  |  |         self.assertEqual(dist_bag('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2307 |  |  |         self.assertEqual(dist_bag('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2308 |  |  |         self.assertEqual(dist_bag('ab', 'a'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2309 |  |  |         self.assertEqual(dist_bag('ab', 'c'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2310 |  |  |         self.assertAlmostEqual(dist_bag('nelson', 'neilsen'), 2/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2311 |  |  |         self.assertAlmostEqual(dist_bag('neilsen', 'nelson'), 2/7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2312 |  |  |         self.assertAlmostEqual(dist_bag('niall', 'neal'), 2/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2313 |  |  |         self.assertAlmostEqual(dist_bag('aluminum', 'Catalan'), 5/8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2314 |  |  |         self.assertEqual(dist_bag('abcdefg', 'hijklm'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2315 |  |  |         self.assertEqual(dist_bag('abcdefg', 'hijklmno'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2316 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2317 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2318 |  |  | class EditexTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2319 |  |  |     """Test Editex functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2320 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2321 |  |  |     abydos.distance.editex, .sim_editex & .dist_editex | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2322 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2323 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2324 |  |  |     def test_editex(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2325 |  |  |         """Test abydos.distance.editex.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2326 |  |  |         self.assertEqual(editex('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2327 |  |  |         self.assertEqual(editex('nelson', ''), 12) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2328 |  |  |         self.assertEqual(editex('', 'neilsen'), 14) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2329 |  |  |         self.assertEqual(editex('ab', 'a'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2330 |  |  |         self.assertEqual(editex('ab', 'c'), 4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2331 |  |  |         self.assertEqual(editex('nelson', 'neilsen'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2332 |  |  |         self.assertEqual(editex('neilsen', 'nelson'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2333 |  |  |         self.assertEqual(editex('niall', 'neal'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2334 |  |  |         self.assertEqual(editex('neal', 'niall'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2335 |  |  |         self.assertEqual(editex('niall', 'nihal'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2336 |  |  |         self.assertEqual(editex('nihal', 'niall'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2337 |  |  |         self.assertEqual(editex('neal', 'nihl'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2338 |  |  |         self.assertEqual(editex('nihl', 'neal'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2339 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2340 |  |  |     def test_editex_local(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2341 |  |  |         """Test abydos.distance.editex (local variant).""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2342 |  |  |         self.assertEqual(editex('', '', local=True), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2343 |  |  |         self.assertEqual(editex('nelson', '', local=True), 12) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2344 |  |  |         self.assertEqual(editex('', 'neilsen', local=True), 14) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2345 |  |  |         self.assertEqual(editex('ab', 'a', local=True), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2346 |  |  |         self.assertEqual(editex('ab', 'c', local=True), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2347 |  |  |         self.assertEqual(editex('nelson', 'neilsen', local=True), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2348 |  |  |         self.assertEqual(editex('neilsen', 'nelson', local=True), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2349 |  |  |         self.assertEqual(editex('niall', 'neal', local=True), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2350 |  |  |         self.assertEqual(editex('neal', 'niall', local=True), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2351 |  |  |         self.assertEqual(editex('niall', 'nihal', local=True), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2352 |  |  |         self.assertEqual(editex('nihal', 'niall', local=True), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2353 |  |  |         self.assertEqual(editex('neal', 'nihl', local=True), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2354 |  |  |         self.assertEqual(editex('nihl', 'neal', local=True), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2355 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2356 |  |  |     def test_sim_editex(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2357 |  |  |         """Test abydos.distance.sim_editex.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2358 |  |  |         self.assertEqual(sim_editex('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2359 |  |  |         self.assertEqual(sim_editex('nelson', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2360 |  |  |         self.assertEqual(sim_editex('', 'neilsen'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2361 |  |  |         self.assertEqual(sim_editex('ab', 'a'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2362 |  |  |         self.assertEqual(sim_editex('ab', 'c'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2363 |  |  |         self.assertAlmostEqual(sim_editex('nelson', 'neilsen'), 12/14) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2364 |  |  |         self.assertAlmostEqual(sim_editex('neilsen', 'nelson'), 12/14) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2365 |  |  |         self.assertEqual(sim_editex('niall', 'neal'), 0.9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2366 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2367 |  |  |     def test_dist_editex(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2368 |  |  |         """Test abydos.distance.dist_editex.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2369 |  |  |         self.assertEqual(dist_editex('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2370 |  |  |         self.assertEqual(dist_editex('nelson', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2371 |  |  |         self.assertEqual(dist_editex('', 'neilsen'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2372 |  |  |         self.assertEqual(dist_editex('ab', 'a'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2373 |  |  |         self.assertEqual(dist_editex('ab', 'c'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2374 |  |  |         self.assertAlmostEqual(dist_editex('nelson', 'neilsen'), 2/14) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2375 |  |  |         self.assertAlmostEqual(dist_editex('neilsen', 'nelson'), 2/14) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2376 |  |  |         self.assertEqual(dist_editex('niall', 'neal'), 0.1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2377 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2378 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2379 |  |  | class EudexTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2380 |  |  |     """Test Eudex distance functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2381 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2382 |  |  |     abydos.distance.eudex_hamming, dist_eudex, & sim_eudex | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2383 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2384 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2385 |  |  |     def test_eudex_hamming(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2386 |  |  |         """Test abydos.distance.eudex_hamming.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2387 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2388 |  |  |         self.assertEqual(eudex_hamming('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2389 |  |  |         self.assertEqual(eudex_hamming('', '', None), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2390 |  |  |         self.assertEqual(eudex_hamming('', '', 'fibonacci'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2391 |  |  |         self.assertEqual(eudex_hamming('', '', [10, 1, 1, 1]), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2392 |  |  |         self.assertEqual(eudex_hamming('', '', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2393 |  |  |                                        lambda: [(yield 1) for _ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2394 |  |  |                                                 in range(10)]), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2395 |  |  |         self.assertEqual(eudex_hamming('', '', normalized=True), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2396 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2397 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Niall'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2398 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Niall', None), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2399 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Niall', 'fibonacci'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2400 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Niall', [10, 1, 1, 1]), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2401 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Niall', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2402 |  |  |                                        lambda: [(yield 1) for _ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2403 |  |  |                                                 in range(10)]), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2404 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Niall', normalized=True), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2405 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2406 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Neil'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2407 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Neil', None), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2408 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Neil', 'fibonacci'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2409 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Neil', [10, 1, 1, 1]), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2410 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Neil', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2411 |  |  |                                        lambda: [(yield 1) for _ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2412 |  |  |                                                 in range(10)]), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2413 |  |  |         self.assertAlmostEqual(eudex_hamming('Niall', 'Neil', normalized=True), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2414 |  |  |                                0.00098039) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2415 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2416 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Colin'), 524) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2417 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Colin', None), 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2418 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Colin', 'fibonacci'), 146) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2419 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Colin', [10, 1, 1, 1]), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2420 |  |  |         self.assertEqual(eudex_hamming('Niall', 'Colin', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2421 |  |  |                                        lambda: [(yield 1) for _ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2422 |  |  |                                                 in range(10)]), 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2423 |  |  |         self.assertAlmostEqual(eudex_hamming('Niall', 'Colin', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2424 |  |  |                                              normalized=True), 0.25686274) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2425 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2426 |  |  |     def test_dist_eudex(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2427 |  |  |         """Test abydos.distance.dist_eudex.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2428 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2429 |  |  |         self.assertEqual(dist_eudex('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2430 |  |  |         self.assertEqual(dist_eudex('', '', None), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2431 |  |  |         self.assertEqual(dist_eudex('', '', 'fibonacci'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2432 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2433 |  |  |         self.assertEqual(dist_eudex('Niall', 'Niall'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2434 |  |  |         self.assertEqual(dist_eudex('Niall', 'Niall', None), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2435 |  |  |         self.assertEqual(dist_eudex('Niall', 'Niall', 'fibonacci'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2436 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2437 |  |  |         self.assertAlmostEqual(dist_eudex('Niall', 'Neil'), 0.00098039) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2438 |  |  |         self.assertAlmostEqual(dist_eudex('Niall', 'Neil', None), 0.11111111) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2439 |  |  |         self.assertAlmostEqual(dist_eudex('Niall', 'Neil', 'fibonacci'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2440 |  |  |                                0.00287356) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2441 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2442 |  |  |         self.assertAlmostEqual(dist_eudex('Niall', 'Colin'), 0.25686275) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2443 |  |  |         self.assertAlmostEqual(dist_eudex('Niall', 'Colin', None), 0.16666667) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2444 |  |  |         self.assertAlmostEqual(dist_eudex('Niall', 'Colin', 'fibonacci'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2445 |  |  |                                0.20977011) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2446 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2447 |  |  |     def test_sim_eudex(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2448 |  |  |         """Test abydos.distance.sim_eudex.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2449 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2450 |  |  |         self.assertEqual(sim_eudex('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2451 |  |  |         self.assertEqual(sim_eudex('', '', None), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2452 |  |  |         self.assertEqual(sim_eudex('', '', 'fibonacci'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2453 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2454 |  |  |         self.assertEqual(sim_eudex('Niall', 'Niall'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2455 |  |  |         self.assertEqual(sim_eudex('Niall', 'Niall', None), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2456 |  |  |         self.assertEqual(sim_eudex('Niall', 'Niall', 'fibonacci'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2457 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2458 |  |  |         self.assertAlmostEqual(sim_eudex('Niall', 'Neil'), 0.99901961) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2459 |  |  |         self.assertAlmostEqual(sim_eudex('Niall', 'Neil', None), 0.88888889) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2460 |  |  |         self.assertAlmostEqual(sim_eudex('Niall', 'Neil', 'fibonacci'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2461 |  |  |                                0.99712644) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2462 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2463 |  |  |         self.assertAlmostEqual(sim_eudex('Niall', 'Colin'), 0.74313725) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2464 |  |  |         self.assertAlmostEqual(sim_eudex('Niall', 'Colin', None), 0.83333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2465 |  |  |         self.assertAlmostEqual(sim_eudex('Niall', 'Colin', 'fibonacci'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2466 |  |  |                                0.79022989) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2467 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2468 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2469 |  |  | class Sift4TestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2470 |  |  |     """Test Sift4 functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2471 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2472 |  |  |     abydos.distance.sift4_simplest, sift4_common, sim_sift4, & sim_sift4 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2473 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2474 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2475 |  |  |     def test_sift4_simplest(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2476 |  |  |         """Test abydos.distance.sift4_simplest.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2477 |  |  |         # tests copied from Lukas Benedix's post at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2478 |  |  |         # https://siderite.blogspot.com/2014/11/super-fast-and-accurate-string-distance.html | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2479 |  |  |         self.assertEqual(sift4_simplest('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2480 |  |  |         self.assertEqual(sift4_simplest('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2481 |  |  |         self.assertEqual(sift4_simplest('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2482 |  |  |         self.assertEqual(sift4_simplest('abc', ''), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2483 |  |  |         self.assertEqual(sift4_simplest('', 'abc'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2484 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2485 |  |  |         self.assertEqual(sift4_simplest('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2486 |  |  |         self.assertEqual(sift4_simplest('abc', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2487 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2488 |  |  |         self.assertEqual(sift4_simplest('a', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2489 |  |  |         self.assertEqual(sift4_simplest('ac', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2490 |  |  |         self.assertEqual(sift4_simplest('abcdefg', 'xabxcdxxefxgx'), 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2491 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2492 |  |  |         self.assertEqual(sift4_simplest('ab', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2493 |  |  |         self.assertEqual(sift4_simplest('ab', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2494 |  |  |         self.assertEqual(sift4_simplest('abc', 'ac'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2495 |  |  |         self.assertEqual(sift4_simplest('xabxcdxxefxgx', 'abcdefg'), 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2496 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2497 |  |  |         self.assertEqual(sift4_simplest('a', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2498 |  |  |         self.assertEqual(sift4_simplest('ab', 'ac'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2499 |  |  |         self.assertEqual(sift4_simplest('ac', 'bc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2500 |  |  |         self.assertEqual(sift4_simplest('abc', 'axc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2501 |  |  |         self.assertEqual(sift4_simplest('xabxcdxxefxgx', '1ab2cd34ef5g6'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2502 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2503 |  |  |         self.assertEqual(sift4_simplest('example', 'samples'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2504 |  |  |         self.assertEqual(sift4_simplest('sturgeon', 'urgently'), 4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2505 |  |  |         self.assertEqual(sift4_simplest('levenshtein', 'frankenstein'), 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2506 |  |  |         self.assertEqual(sift4_simplest('distance', 'difference'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2507 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2508 |  |  |         # Tests copied from | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2509 |  |  |         # https://github.com/tdebatty/java-string-similarity/blob/master/src/test/java/info/debatty/java/stringsimilarity/experimental/Sift4Test.java | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2510 |  |  |         self.assertEqual(sift4_simplest('This is the first string', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2511 |  |  |                                         'And this is another string', 5), 13) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2512 |  |  |         self.assertEqual(sift4_simplest('Lorem ipsum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2513 |  |  |                                         'consectetur adipiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2514 |  |  |                                         'Amet Lorm ispum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2515 |  |  |                                         'consetetur adixxxpiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2516 |  |  |                                         10), 20) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2517 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2518 |  |  |     def test_sift4_common(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2519 |  |  |         """Test abydos.distance.sift4_common.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2520 |  |  |         # tests copied from Lukas Benedix's post at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2521 |  |  |         # https://siderite.blogspot.com/2014/11/super-fast-and-accurate-string-distance.html | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2522 |  |  |         self.assertEqual(sift4_common('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2523 |  |  |         self.assertEqual(sift4_common('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2524 |  |  |         self.assertEqual(sift4_common('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2525 |  |  |         self.assertEqual(sift4_common('abc', ''), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2526 |  |  |         self.assertEqual(sift4_common('', 'abc'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2527 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2528 |  |  |         self.assertEqual(sift4_common('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2529 |  |  |         self.assertEqual(sift4_common('abc', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2530 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2531 |  |  |         self.assertEqual(sift4_common('a', 'ab'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2532 |  |  |         self.assertEqual(sift4_common('ac', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2533 |  |  |         self.assertEqual(sift4_common('abcdefg', 'xabxcdxxefxgx'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2534 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2535 |  |  |         self.assertEqual(sift4_common('ab', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2536 |  |  |         self.assertEqual(sift4_common('ab', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2537 |  |  |         self.assertEqual(sift4_common('abc', 'ac'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2538 |  |  |         self.assertEqual(sift4_common('xabxcdxxefxgx', 'abcdefg'), 7) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2539 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2540 |  |  |         self.assertEqual(sift4_common('a', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2541 |  |  |         self.assertEqual(sift4_common('ab', 'ac'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2542 |  |  |         self.assertEqual(sift4_common('ac', 'bc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2543 |  |  |         self.assertEqual(sift4_common('abc', 'axc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2544 |  |  |         self.assertEqual(sift4_common('xabxcdxxefxgx', '1ab2cd34ef5g6'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2545 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2546 |  |  |         self.assertEqual(sift4_common('example', 'samples'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2547 |  |  |         self.assertEqual(sift4_common('sturgeon', 'urgently'), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2548 |  |  |         self.assertEqual(sift4_common('levenshtein', 'frankenstein'), 6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2549 |  |  |         self.assertEqual(sift4_common('distance', 'difference'), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2550 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2551 |  |  |         # Tests copied from | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2552 |  |  |         # https://github.com/tdebatty/java-string-similarity/blob/master/src/test/java/info/debatty/java/stringsimilarity/experimental/Sift4Test.java | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2553 |  |  |         self.assertEqual(sift4_common('This is the first string', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2554 |  |  |                                       'And this is another string', 5), 11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2555 |  |  |         self.assertEqual(sift4_common('Lorem ipsum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2556 |  |  |                                       'consectetur adipiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2557 |  |  |                                       'Amet Lorm ispum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2558 |  |  |                                       'consetetur adixxxpiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2559 |  |  |                                       10), 12) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2560 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2561 |  |  |         # cases with max_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2562 |  |  |         self.assertEqual(sift4_common('example', 'samples', 5, 5), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2563 |  |  |         self.assertEqual(sift4_common('sturgeon', 'urgently', 5, 5), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2564 |  |  |         self.assertEqual(sift4_common('levenshtein', 'frankenstein', 5, 5), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2565 |  |  |         self.assertEqual(sift4_common('distance', 'difference', 5, 5), 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2566 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2567 |  |  |     def test_dist_sift4(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2568 |  |  |         """Test abydos.distance.dist_sift4.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2569 |  |  |         # tests copied from Lukas Benedix's post at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2570 |  |  |         # https://siderite.blogspot.com/2014/11/super-fast-and-accurate-string-distance.html | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2571 |  |  |         self.assertEqual(dist_sift4('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2572 |  |  |         self.assertEqual(dist_sift4('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2573 |  |  |         self.assertEqual(dist_sift4('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2574 |  |  |         self.assertEqual(dist_sift4('abc', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2575 |  |  |         self.assertEqual(dist_sift4('', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2576 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2577 |  |  |         self.assertEqual(dist_sift4('a', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2578 |  |  |         self.assertEqual(dist_sift4('abc', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2579 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2580 |  |  |         self.assertEqual(dist_sift4('a', 'ab'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2581 |  |  |         self.assertEqual(dist_sift4('ac', 'abc'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2582 |  |  |         self.assertAlmostEqual(dist_sift4('abcdefg', 'xabxcdxxefxgx'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2583 |  |  |                                0.538461538) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2584 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2585 |  |  |         self.assertEqual(dist_sift4('ab', 'b'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2586 |  |  |         self.assertEqual(dist_sift4('ab', 'a'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2587 |  |  |         self.assertEqual(dist_sift4('abc', 'ac'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2588 |  |  |         self.assertAlmostEqual(dist_sift4('xabxcdxxefxgx', 'abcdefg'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2589 |  |  |                                0.538461538) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2590 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2591 |  |  |         self.assertEqual(dist_sift4('a', 'b'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2592 |  |  |         self.assertEqual(dist_sift4('ab', 'ac'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2593 |  |  |         self.assertEqual(dist_sift4('ac', 'bc'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2594 |  |  |         self.assertEqual(dist_sift4('abc', 'axc'), 1/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2595 |  |  |         self.assertAlmostEqual(dist_sift4('xabxcdxxefxgx', '1ab2cd34ef5g6'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2596 |  |  |                                0.461538461) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2597 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2598 |  |  |         self.assertAlmostEqual(dist_sift4('example', 'samples'), 0.285714285) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2599 |  |  |         self.assertAlmostEqual(dist_sift4('sturgeon', 'urgently'), 0.375) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2600 |  |  |         self.assertAlmostEqual(dist_sift4('levenshtein', 'frankenstein'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2601 |  |  |         self.assertAlmostEqual(dist_sift4('distance', 'difference'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2602 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2603 |  |  |         # Tests copied from | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2604 |  |  |         # https://github.com/tdebatty/java-string-similarity/blob/master/src/test/java/info/debatty/java/stringsimilarity/experimental/Sift4Test.java | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2605 |  |  |         self.assertAlmostEqual(dist_sift4('This is the first string', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2606 |  |  |                                           'And this is another string', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2607 |  |  |                                           5), 0.423076923) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2608 |  |  |         self.assertAlmostEqual(dist_sift4('Lorem ipsum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2609 |  |  |                                           'consectetur adipiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2610 |  |  |                                           'Amet Lorm ispum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2611 |  |  |                                           'consetetur adixxxpiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2612 |  |  |                                           10), 0.193548387) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2613 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2614 |  |  |         # cases with max_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2615 |  |  |         self.assertAlmostEqual(dist_sift4('example', 'samples', 5, 5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2616 |  |  |                                0.714285714) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2617 |  |  |         self.assertAlmostEqual(dist_sift4('sturgeon', 'urgently', 5, 5), 0.625) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2618 |  |  |         self.assertAlmostEqual(dist_sift4('levenshtein', 'frankenstein', 5, 5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2619 |  |  |                                0.416666666) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2620 |  |  |         self.assertAlmostEqual(dist_sift4('distance', 'difference', 5, 5), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2621 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2622 |  |  |     def test_sim_sift4(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2623 |  |  |         """Test abydos.distance.sim_sift4.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2624 |  |  |         # tests copied from Lukas Benedix's post at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2625 |  |  |         # https://siderite.blogspot.com/2014/11/super-fast-and-accurate-string-distance.html | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2626 |  |  |         self.assertEqual(sim_sift4('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2627 |  |  |         self.assertEqual(sim_sift4('a', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2628 |  |  |         self.assertEqual(sim_sift4('', 'a'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2629 |  |  |         self.assertEqual(sim_sift4('abc', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2630 |  |  |         self.assertEqual(sim_sift4('', 'abc'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2631 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2632 |  |  |         self.assertEqual(sim_sift4('a', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2633 |  |  |         self.assertEqual(sim_sift4('abc', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2634 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2635 |  |  |         self.assertEqual(sim_sift4('a', 'ab'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2636 |  |  |         self.assertAlmostEqual(sim_sift4('ac', 'abc'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2637 |  |  |         self.assertAlmostEqual(sim_sift4('abcdefg', 'xabxcdxxefxgx'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2638 |  |  |                                0.461538461) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2639 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2640 |  |  |         self.assertEqual(sim_sift4('ab', 'b'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2641 |  |  |         self.assertEqual(sim_sift4('ab', 'a'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2642 |  |  |         self.assertAlmostEqual(sim_sift4('abc', 'ac'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2643 |  |  |         self.assertAlmostEqual(sim_sift4('xabxcdxxefxgx', 'abcdefg'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2644 |  |  |                                0.461538461) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2645 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2646 |  |  |         self.assertEqual(sim_sift4('a', 'b'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2647 |  |  |         self.assertEqual(sim_sift4('ab', 'ac'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2648 |  |  |         self.assertEqual(sim_sift4('ac', 'bc'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2649 |  |  |         self.assertAlmostEqual(sim_sift4('abc', 'axc'), 2/3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2650 |  |  |         self.assertAlmostEqual(sim_sift4('xabxcdxxefxgx', '1ab2cd34ef5g6'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2651 |  |  |                                0.538461538) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2652 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2653 |  |  |         self.assertAlmostEqual(sim_sift4('example', 'samples'), 0.714285714) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2654 |  |  |         self.assertAlmostEqual(sim_sift4('sturgeon', 'urgently'), 0.625) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2655 |  |  |         self.assertAlmostEqual(sim_sift4('levenshtein', 'frankenstein'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2656 |  |  |         self.assertAlmostEqual(sim_sift4('distance', 'difference'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2657 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2658 |  |  |         # Tests copied from | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2659 |  |  |         # https://github.com/tdebatty/java-string-similarity/blob/master/src/test/java/info/debatty/java/stringsimilarity/experimental/Sift4Test.java | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2660 |  |  |         self.assertAlmostEqual(sim_sift4('This is the first string', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2661 |  |  |                                          'And this is another string', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2662 |  |  |                                          5), 0.576923077) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2663 |  |  |         self.assertAlmostEqual(sim_sift4('Lorem ipsum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2664 |  |  |                                          'consectetur adipiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2665 |  |  |                                          'Amet Lorm ispum dolor sit amet, ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2666 |  |  |                                          'consetetur adixxxpiscing elit.', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2667 |  |  |                                          10), 0.806451613) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2668 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2669 |  |  |         # cases with max_distance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2670 |  |  |         self.assertAlmostEqual(sim_sift4('example', 'samples', 5, 5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2671 |  |  |                                0.285714286) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2672 |  |  |         self.assertAlmostEqual(sim_sift4('sturgeon', 'urgently', 5, 5), 0.375) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2673 |  |  |         self.assertAlmostEqual(sim_sift4('levenshtein', 'frankenstein', 5, 5), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2674 |  |  |                                0.583333333) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2675 |  |  |         self.assertAlmostEqual(sim_sift4('distance', 'difference', 5, 5), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2676 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2677 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2678 |  |  | class BaystatTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2679 |  |  |     """Test Baystat functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2680 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2681 |  |  |     abydos.distance.sim_baystat & .dist_baystat | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2682 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2683 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2684 |  |  |     def test_sim_baystat(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2685 |  |  |         """Test abydos.distance.sim_editex.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2686 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2687 |  |  |         self.assertEqual(sim_baystat('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2688 |  |  |         self.assertEqual(sim_baystat('Colin', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2689 |  |  |         self.assertEqual(sim_baystat('Colin', 'Colin'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2690 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2691 |  |  |         # Examples given in the paper | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2692 |  |  |         # https://www.statistik.bayern.de/medien/statistik/zensus/zusammenf__hrung_von_datenbest__nden_ohne_numerische_identifikatoren.pdf | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2693 |  |  |         self.assertAlmostEqual(sim_baystat('DRAKOMENA', 'DRAOMINA'), 7/9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2694 |  |  |         self.assertAlmostEqual(sim_baystat('RIEKI', 'RILKI'), 4/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2695 |  |  |         self.assertAlmostEqual(sim_baystat('ATANASSIONI', 'ATANASIOU'), 8/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2696 |  |  |         self.assertAlmostEqual(sim_baystat('LIESKOVSKY', 'LIESZKOVSZKY'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2697 |  |  |                                10/12) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2698 |  |  |         self.assertAlmostEqual(sim_baystat('JEANETTE', 'JEANNETTE'), 8/9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2699 |  |  |         self.assertAlmostEqual(sim_baystat('JOHANNES', 'JOHAN'), 0.625) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2700 |  |  |         self.assertAlmostEqual(sim_baystat('JOHANNES', 'HANS'), 0.375) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2701 |  |  |         self.assertAlmostEqual(sim_baystat('JOHANNES', 'HANNES'), 0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2702 |  |  |         self.assertAlmostEqual(sim_baystat('ZIMMERMANN', 'SEMMERMANN'), 0.8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2703 |  |  |         self.assertAlmostEqual(sim_baystat('ZIMMERMANN', 'ZIMMERER'), 0.6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2704 |  |  |         self.assertAlmostEqual(sim_baystat('ZIMMERMANN', 'ZIMMER'), 0.6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2705 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2706 |  |  |         # Tests to maximize coverage | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2707 |  |  |         self.assertAlmostEqual(sim_baystat('ZIMMERMANN', 'SEMMERMANN', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2708 |  |  |                                            2, 2, 2), 0.8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2709 |  |  |         self.assertAlmostEqual(sim_baystat('ZIMMER', 'ZIMMERMANN'), 0.6) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2710 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2711 |  |  |     def test_dist_baystat(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2712 |  |  |         """Test abydos.distance.dist_editex.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2713 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2714 |  |  |         self.assertEqual(dist_baystat('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2715 |  |  |         self.assertEqual(dist_baystat('Colin', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2716 |  |  |         self.assertEqual(dist_baystat('Colin', 'Colin'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2717 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2718 |  |  |         # Examples given in the paper | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2719 |  |  |         # https://www.statistik.bayern.de/medien/statistik/zensus/zusammenf__hrung_von_datenbest__nden_ohne_numerische_identifikatoren.pdf | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2720 |  |  |         self.assertAlmostEqual(dist_baystat('DRAKOMENA', 'DRAOMINA'), 2/9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2721 |  |  |         self.assertAlmostEqual(dist_baystat('RIEKI', 'RILKI'), 1/5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2722 |  |  |         self.assertAlmostEqual(dist_baystat('ATANASSIONI', 'ATANASIOU'), 3/11) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2723 |  |  |         self.assertAlmostEqual(dist_baystat('LIESKOVSKY', 'LIESZKOVSZKY'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2724 |  |  |                                2/12) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2725 |  |  |         self.assertAlmostEqual(dist_baystat('JEANETTE', 'JEANNETTE'), 1/9) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2726 |  |  |         self.assertAlmostEqual(dist_baystat('JOHANNES', 'JOHAN'), 0.375) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2727 |  |  |         self.assertAlmostEqual(dist_baystat('JOHANNES', 'HANS'), 0.625) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2728 |  |  |         self.assertAlmostEqual(dist_baystat('JOHANNES', 'HANNES'), 0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2729 |  |  |         self.assertAlmostEqual(dist_baystat('ZIMMERMANN', 'SEMMERMANN'), 0.2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2730 |  |  |         self.assertAlmostEqual(dist_baystat('ZIMMERMANN', 'ZIMMERER'), 0.4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2731 |  |  |         self.assertAlmostEqual(dist_baystat('ZIMMERMANN', 'ZIMMER'), 0.4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2732 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2733 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2734 |  |  | class TypoTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2735 |  |  |     """Test Typo functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2736 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2737 |  |  |     abydos.distance.typo, sim_typo & .dist_typo | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2738 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2739 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2740 |  |  |     def test_typo(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2741 |  |  |         """Test abydos.distance.typo.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2742 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2743 |  |  |         self.assertEqual(typo('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2744 |  |  |         self.assertEqual(typo('', 'typo'), 4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2745 |  |  |         self.assertEqual(typo('typo', ''), 4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2746 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2747 |  |  |         self.assertEqual(typo('asdf', 'zxcv'), 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2748 |  |  |         self.assertEqual(typo('asdf', 'ASDF'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2749 |  |  |         self.assertEqual(typo('asdf', 'qsdf'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2750 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2751 |  |  |         self.assertAlmostEqual(typo('asdf', 'asdt', metric='euclidean'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2752 |  |  |                                0.70710677) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2753 |  |  |         self.assertAlmostEqual(typo('asdf', 'asdt', metric='manhattan'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2754 |  |  |                                1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2755 |  |  |         self.assertAlmostEqual(typo('asdf', 'asdt', metric='log-euclidean'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2756 |  |  |                                0.4406868) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2757 |  |  |         self.assertAlmostEqual(typo('asdf', 'asdt', metric='log-manhattan'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2758 |  |  |                                0.54930615) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2759 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2760 |  |  |         self.assertRaises(ValueError, typo, 'asdf', 'Ösdf') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2761 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2762 |  |  |     def test_sim_typo(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2763 |  |  |         """Test abydos.distance.sim_typo.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2764 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2765 |  |  |         self.assertEqual(sim_typo('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2766 |  |  |         self.assertEqual(sim_typo('', 'typo'), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2767 |  |  |         self.assertEqual(sim_typo('typo', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2768 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2769 |  |  |         self.assertEqual(sim_typo('asdf', 'zxcv'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2770 |  |  |         self.assertEqual(sim_typo('asdf', 'ASDF'), 0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2771 |  |  |         self.assertEqual(sim_typo('asdf', 'qsdf'), 0.875) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2772 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2773 |  |  |         self.assertAlmostEqual(sim_typo('asdf', 'asdt', metric='euclidean'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2774 |  |  |                                1-(0.70710677/4)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2775 |  |  |         self.assertAlmostEqual(sim_typo('asdf', 'asdt', metric='manhattan'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2776 |  |  |                                0.75) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2777 |  |  |         self.assertAlmostEqual(sim_typo('asdf', 'asdt', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2778 |  |  |                                         metric='log-euclidean'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2779 |  |  |                                1-(0.4406868/4)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2780 |  |  |         self.assertAlmostEqual(sim_typo('asdf', 'asdt', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2781 |  |  |                                         metric='log-manhattan'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2782 |  |  |                                1-(0.54930615/4)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2783 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2784 |  |  |     def test_dist_typo(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2785 |  |  |         """Test abydos.distance.dist_typo.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2786 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2787 |  |  |         self.assertEqual(dist_typo('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2788 |  |  |         self.assertEqual(dist_typo('', 'typo'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2789 |  |  |         self.assertEqual(dist_typo('typo', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2790 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2791 |  |  |         self.assertEqual(dist_typo('asdf', 'zxcv'), 0.5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2792 |  |  |         self.assertEqual(dist_typo('asdf', 'ASDF'), 0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2793 |  |  |         self.assertEqual(dist_typo('asdf', 'qsdf'), 0.125) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2794 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2795 |  |  |         self.assertAlmostEqual(dist_typo('asdf', 'asdt', metric='euclidean'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2796 |  |  |                                0.70710677/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2797 |  |  |         self.assertAlmostEqual(dist_typo('asdf', 'asdt', metric='manhattan'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2798 |  |  |                                0.25) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2799 |  |  |         self.assertAlmostEqual(dist_typo('asdf', 'asdt', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2800 |  |  |                                          metric='log-euclidean'), 0.4406868/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2801 |  |  |         self.assertAlmostEqual(dist_typo('asdf', 'asdt', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2802 |  |  |                                          metric='log-manhattan'), 0.54930615/4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2803 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2804 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2805 |  |  | class IndelTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2806 |  |  |     """Test indel functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2807 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2808 |  |  |     abydos.distance.sim_indel & .dist_indel | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2809 |  |  |     """ | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 2810 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 2811 |  |  |     def test_sim_indel(self): | 
            
                                                                        
                            
            
                                    
            
            
                | 2812 |  |  |         """Test abydos.distance.sim_indel.""" | 
            
                                                                        
                            
            
                                    
            
            
                | 2813 |  |  |         # Base cases | 
            
                                                                        
                            
            
                                    
            
            
                | 2814 |  |  |         self.assertEqual(sim_indel('', ''), 1) | 
            
                                                                        
                            
            
                                    
            
            
                | 2815 |  |  |         self.assertEqual(sim_indel('a', ''), 0) | 
            
                                                                        
                            
            
                                    
            
            
                | 2816 |  |  |         self.assertEqual(sim_indel('', 'a'), 0) | 
            
                                                                        
                            
            
                                    
            
            
                | 2817 |  |  |         self.assertEqual(sim_indel('abc', ''), 0) | 
            
                                                                        
                            
            
                                    
            
            
                | 2818 |  |  |         self.assertEqual(sim_indel('', 'abc'), 0) | 
            
                                                                        
                            
            
                                    
            
            
                | 2819 |  |  |         self.assertEqual(sim_indel('abcd', 'efgh'), 0) | 
            
                                                                        
                            
            
                                    
            
            
                | 2820 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 2821 |  |  |         self.assertAlmostEqual(sim_indel('Nigel', 'Niall'), 0.6) | 
            
                                                                        
                            
            
                                    
            
            
                | 2822 |  |  |         self.assertAlmostEqual(sim_indel('Niall', 'Nigel'), 0.6) | 
            
                                                                        
                            
            
                                    
            
            
                | 2823 |  |  |         self.assertAlmostEqual(sim_indel('Colin', 'Coiln'), 0.8) | 
            
                                                                        
                            
            
                                    
            
            
                | 2824 |  |  |         self.assertAlmostEqual(sim_indel('Coiln', 'Colin'), 0.8) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2825 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2826 |  |  |     def test_dist_indel(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2827 |  |  |         """Test abydos.distance.dist_indel.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2828 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2829 |  |  |         self.assertEqual(dist_indel('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2830 |  |  |         self.assertEqual(dist_indel('a', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2831 |  |  |         self.assertEqual(dist_indel('', 'a'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2832 |  |  |         self.assertEqual(dist_indel('abc', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2833 |  |  |         self.assertEqual(dist_indel('', 'abc'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2834 |  |  |         self.assertEqual(dist_indel('abcd', 'efgh'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2835 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2836 |  |  |         self.assertAlmostEqual(dist_indel('Nigel', 'Niall'), 0.4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2837 |  |  |         self.assertAlmostEqual(dist_indel('Niall', 'Nigel'), 0.4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2838 |  |  |         self.assertAlmostEqual(dist_indel('Colin', 'Coiln'), 0.2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2839 |  |  |         self.assertAlmostEqual(dist_indel('Coiln', 'Colin'), 0.2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2840 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2841 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2842 |  |  | class SynonameTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2843 |  |  |     """Test Synoname functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2844 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2845 |  |  |     abydos.distance._synoname_strip_punct, synoname_word_approximation, & | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2846 |  |  |     synoname | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2847 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2848 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2849 |  |  |     def test_synoname_strip_punct(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2850 |  |  |         """Test abydos.distance._synoname_strip_punct.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2851 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2852 |  |  |         self.assertEqual(_synoname_strip_punct(''), '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2853 |  |  |         self.assertEqual(_synoname_strip_punct('abcdefg'), 'abcdefg') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2854 |  |  |         self.assertEqual(_synoname_strip_punct('a\'b-c,d!e:f%g'), 'abcdefg') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2855 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2856 |  |  |     def test_synoname_word_approximation(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2857 |  |  |         """Test abydos.distance.synoname_word_approximation.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2858 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2859 |  |  |         self.assertEqual(synoname_word_approximation('', ''), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2860 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2861 |  |  |         self.assertEqual(synoname_word_approximation('di Domenico di ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2862 |  |  |                                                      'Bonaventura', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2863 |  |  |                                                      'di Tomme di Nuto', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2864 |  |  |                                                      'Cosimo', 'Luca'), 0.4) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2865 |  |  |         self.assertEqual(synoname_word_approximation('Antonello da Messina', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2866 |  |  |                                                      'Messina', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2867 |  |  |                                                      '', 'Antonello da', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2868 |  |  |                                                      {'gen_conflict': False, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2869 |  |  |                                                       'roman_conflict': False, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2870 |  |  |                                                       'src_specials': | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2871 |  |  |                                                           [(35, 'b'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2872 |  |  |                                                            (35, 'c')], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2873 |  |  |                                                       'tar_specials': | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2874 |  |  |                                                           [(35, 'b'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2875 |  |  |                                                            (35, 'c')]}), 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2876 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2877 |  |  |     def test_synoname(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2878 |  |  |         """Test abydos.distance.synoname.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2879 |  |  |         # Base cases | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2880 |  |  |         self.assertEqual(synoname('', ''), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2881 |  |  |         self.assertEqual(synoname('', '', tests=['exact']), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2882 |  |  |         self.assertEqual(synoname('', '', tests=[]), 13) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2883 |  |  |         self.assertEqual(synoname('', '', tests=['nonsense-test']), 13) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2884 |  |  |         self.assertEqual(synoname('', '', ret_name=True), 'exact') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2885 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2886 |  |  |         # Test input formats | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2887 |  |  |         self.assertEqual(synoname(('Brueghel II (the Younger)', 'Pieter', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2888 |  |  |                                    'Workshop of'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2889 |  |  |                                   ('Brueghel II (the Younger)', 'Pieter', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2890 |  |  |                                    'Workshop of')), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2891 |  |  |         self.assertEqual(synoname('Brueghel II (the Younger)#Pieter#' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2892 |  |  |                                   'Workshop of', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2893 |  |  |                                   'Brueghel II (the Younger)#Pieter#' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2894 |  |  |                                   'Workshop of'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2895 |  |  |         self.assertEqual(synoname('22#Brueghel II (the Younger)#Pieter#' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2896 |  |  |                                   'Workshop of', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2897 |  |  |                                   '44#Brueghel II (the Younger)#Pieter#' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2898 |  |  |                                   'Workshop of'), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2899 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2900 |  |  |         # approx_c tests | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2901 |  |  |         self.assertEqual(synoname(('Master of Brueghel II (the Younger)', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2902 |  |  |                                    'Pieter', 'Workshop of'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2903 |  |  |                                   ('Brueghel I (the Elder)', 'Pieter', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2904 |  |  |                                    'Workshop of')), 13) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2905 |  |  |         self.assertEqual(synoname(('Master of Brueghel II', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2906 |  |  |                                    'Pieter', 'Workshop of'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2907 |  |  |                                   ('Master known as the Brueghel II', 'Pieter', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2908 |  |  |                                    'Workshop of')), 10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2909 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2910 |  |  |         # Types 1-12 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2911 |  |  |         self.assertEqual(synoname(('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2912 |  |  |                                   ('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2913 |  |  |                                   ret_name=True), 'exact') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2914 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2915 |  |  |         self.assertEqual(synoname(('Brueghel II', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2916 |  |  |                                   ('Brueghel I', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2917 |  |  |                                   ret_name=True), 'no_match') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2918 |  |  |         self.assertEqual(synoname(('Breghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2919 |  |  |                                   ('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2920 |  |  |                                   ret_name=True), 'omission') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2921 |  |  |         self.assertEqual(synoname(('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2922 |  |  |                                   ('Breghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2923 |  |  |                                   ret_name=True), 'omission') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2924 |  |  |         self.assertEqual(synoname(('Brueghel', 'Piter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2925 |  |  |                                   ('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2926 |  |  |                                   ret_name=True), 'omission') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2927 |  |  |         self.assertEqual(synoname(('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2928 |  |  |                                   ('Brueghel', 'Piter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2929 |  |  |                                   ret_name=True), 'omission') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2930 |  |  |         self.assertEqual(synoname(('Brughel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2931 |  |  |                                   ('Breghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2932 |  |  |                                   ret_name=True), 'substitution') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2933 |  |  |         self.assertEqual(synoname(('Breughel', 'Peter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2934 |  |  |                                   ('Breughel', 'Piter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2935 |  |  |                                   ret_name=True), 'substitution') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2936 |  |  |         self.assertEqual(synoname(('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2937 |  |  |                                   ('Breughel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2938 |  |  |                                   ret_name=True), 'transposition') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2939 |  |  |         self.assertEqual(synoname(('Brueghel', 'Peiter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2940 |  |  |                                   ('Brueghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2941 |  |  |                                   ret_name=True), 'transposition') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2942 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2943 |  |  |         self.assertEqual(synoname(('Brueghel:', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2944 |  |  |                                   ('Brueghel', 'Pi-eter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2945 |  |  |                                   ret_name=True), 'punctuation') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2946 |  |  |         self.assertEqual(synoname(('Brueghel,', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2947 |  |  |                                   ('Brueghel', 'Pieter...', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2948 |  |  |                                   ret_name=True), 'punctuation') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2949 |  |  |         self.assertEqual(synoname(('Seu rat', 'George Pierre', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2950 |  |  |                                   ('Seu-rat', 'George-Pierre', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2951 |  |  |                                   ret_name=True), 'punctuation') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2952 |  |  |         self.assertEqual(synoname(('Picasso', '', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2953 |  |  |                                   ('Picasso', 'Pablo', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2954 |  |  |                                   ret_name=True), 'no_first') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2955 |  |  |         self.assertEqual(synoname(('Pereira', 'I. R.', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2956 |  |  |                                   ('Pereira', 'Irene Rice', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2957 |  |  |                                   ret_name=True), 'initials') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2958 |  |  |         self.assertNotEqual(synoname(('Pereira', 'I. R.', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2959 |  |  |                                      ('Pereira', 'I. Smith', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2960 |  |  |                                      ret_name=True), 'initials') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2961 |  |  |         self.assertNotEqual(synoname(('Pereira', 'I. R. S.', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2962 |  |  |                                      ('Pereira', 'I. S. R.', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2963 |  |  |                                      ret_name=True), 'initials') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2964 |  |  |         self.assertEqual(synoname(('de Goya', 'Francisco', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2965 |  |  |                                   ('de Goya y Lucientes', 'Francisco', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2966 |  |  |                                   ret_name=True), 'extension') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2967 |  |  |         self.assertEqual(synoname(('Seurat', 'George', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2968 |  |  |                                   ('Seurat', 'George-Pierre', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2969 |  |  |                                   ret_name=True), 'extension') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2970 |  |  |         self.assertEqual(synoname(('Gericault', 'Theodore', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2971 |  |  |                                   ('Gericault', 'Jean Louis Andre Theodore', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2972 |  |  |                                    ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2973 |  |  |                                   ret_name=True), 'inclusion') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2974 |  |  |         self.assertEqual(synoname(('Dore', 'Gustave', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2975 |  |  |                                   ('Dore', 'Paul Gustave Louis Christophe', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2976 |  |  |                                    ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2977 |  |  |                                   ret_name=True), 'inclusion') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2978 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2979 |  |  |         self.assertEqual(synoname(('Rosetti', 'Dante Gabriel', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2980 |  |  |                                   ('Rosetti', 'Gabriel Charles Dante', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2981 |  |  |                                   ret_name=True), 'word_approx') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2982 |  |  |         self.assertEqual(synoname(('di Domenico di Bonaventura', 'Cosimo', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2983 |  |  |                                   ('di Tomme di Nuto', 'Luca', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2984 |  |  |                                   ret_name=True), 'no_match') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2985 |  |  |         self.assertEqual(synoname(('Pereira', 'I. R.', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2986 |  |  |                                   ('Pereira', 'I. Smith', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2987 |  |  |                                   ret_name=True), 'word_approx') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2988 |  |  |         self.assertEqual(synoname(('Antonello da Messina', '', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2989 |  |  |                                   ('Messina', 'Antonello da', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2990 |  |  |                                   ret_name=True), 'confusions') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2991 |  |  |         self.assertEqual(synoname(('Brueghel', 'Pietter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2992 |  |  |                                   ('Bruegghel', 'Pieter', ''), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2993 |  |  |                                   ret_name=True), 'char_approx') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2994 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2995 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2996 |  |  | class SimDistTestCases(unittest.TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2997 |  |  |     """Test generic sim & dist functions. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2998 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2999 |  |  |     abydos.distance.sim & .dist | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3000 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3001 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3002 |  |  |     def test_sim(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3003 |  |  |         """Test abydos.distance.sim.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3004 |  |  |         self.assertEqual(sim('Niall', 'Nigel'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3005 |  |  |                          sim_levenshtein('Niall', 'Nigel')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3006 |  |  |         self.assertRaises(AttributeError, sim, 'abc', 'abc', 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3007 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3008 |  |  |     def test_dist(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3009 |  |  |         """Test abydos.distance.dist.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3010 |  |  |         self.assertEqual(dist('Niall', 'Nigel'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3011 |  |  |                          dist_levenshtein('Niall', 'Nigel')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3012 |  |  |         self.assertRaises(AttributeError, dist, 'abc', 'abc', 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3013 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3014 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3015 |  |  | if __name__ == '__main__': | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 3016 |  |  |     unittest.main() | 
            
                                                        
            
                                    
            
            
                | 3017 |  |  |  |