Total Complexity | 471 |
Total Lines | 1545 |
Duplicated Lines | 4.72 % |
Coverage | 100% |
Changes | 0 |
Duplicate code is one of the most pungent code smells. A rule that is often used is to re-structure code once it is duplicated in three or more places.
Common duplication problems, and corresponding solutions are:
Complex classes like abydos.stemmer._snowball often do a lot of different things. To break such a class down, we need to identify a cohesive component within that class. A common approach to find such a component is to look for fields/methods that share the same prefixes, or suffixes.
Once you have determined the fields that belong together, you can apply the Extract Class refactoring. If the component makes sense as a sub-class, Extract Subclass is also a candidate, and is often faster.
1 | # -*- coding: utf-8 -*- |
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2 | |||
3 | # Copyright 2014-2018 by Christopher C. Little. |
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4 | # This file is part of Abydos. |
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5 | # |
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6 | # Abydos is free software: you can redistribute it and/or modify |
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7 | # it under the terms of the GNU General Public License as published by |
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8 | # the Free Software Foundation, either version 3 of the License, or |
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9 | # (at your option) any later version. |
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10 | # |
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11 | # Abydos is distributed in the hope that it will be useful, |
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12 | # but WITHOUT ANY WARRANTY; without even the implied warranty of |
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13 | # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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14 | # GNU General Public License for more details. |
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15 | # |
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16 | # You should have received a copy of the GNU General Public License |
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17 | # along with Abydos. If not, see <http://www.gnu.org/licenses/>. |
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18 | |||
19 | 1 | """abydos.stemmer._snowball. |
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20 | |||
21 | The stemmer._snowball module defines the stemmers: |
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22 | |||
23 | - Porter |
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24 | - Porter2 (Snowball English) |
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25 | - Snowball German |
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26 | - Snowball Dutch |
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27 | - Snowball Norwegian |
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28 | - Snowball Swedish |
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29 | - Snowball Danish |
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30 | """ |
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31 | |||
32 | 1 | from __future__ import unicode_literals |
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33 | |||
34 | 1 | from unicodedata import normalize |
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35 | |||
36 | 1 | from six import text_type |
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37 | 1 | from six.moves import range |
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38 | |||
39 | 1 | from ._stemmer import Stemmer |
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40 | |||
41 | 1 | __all__ = [ |
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42 | 'Porter', |
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43 | 'Porter2', |
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44 | 'SnowballDanish', |
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45 | 'SnowballDutch', |
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46 | 'SnowballGerman', |
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47 | 'SnowballNorwegian', |
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48 | 'SnowballSwedish', |
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49 | 'porter', |
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50 | 'porter2', |
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51 | 'sb_danish', |
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52 | 'sb_dutch', |
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53 | 'sb_german', |
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54 | 'sb_norwegian', |
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55 | 'sb_swedish', |
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56 | ] |
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57 | |||
58 | |||
59 | 1 | class Porter(Stemmer): |
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60 | """Porter stemmer. |
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61 | |||
62 | The Porter stemmer is described in :cite:`Porter:1980`. |
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63 | """ |
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64 | |||
65 | 1 | _vowels = {'a', 'e', 'i', 'o', 'u', 'y'} |
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66 | |||
67 | 1 | def _m_degree(self, term): |
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68 | """Return Porter helper function _m_degree value. |
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69 | |||
70 | m-degree is equal to the number of V to C transitions |
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71 | |||
72 | :param str term: the word for which to calculate the m-degree |
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73 | :returns: the m-degree as defined in the Porter stemmer definition |
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74 | :rtype: int |
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75 | """ |
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76 | 1 | mdeg = 0 |
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77 | 1 | last_was_vowel = False |
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78 | 1 | for letter in term: |
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79 | 1 | if letter in self._vowels: |
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80 | 1 | last_was_vowel = True |
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81 | else: |
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82 | 1 | if last_was_vowel: |
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83 | 1 | mdeg += 1 |
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84 | 1 | last_was_vowel = False |
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85 | 1 | return mdeg |
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86 | |||
87 | 1 | def _has_vowel(self, term): |
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88 | """Return Porter helper function _has_vowel value. |
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89 | |||
90 | :param str term: the word to scan for vowels |
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91 | :returns: true iff a vowel exists in the term (as defined in the Porter |
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92 | stemmer definition) |
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93 | :rtype: bool |
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94 | """ |
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95 | 1 | for letter in term: |
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96 | 1 | if letter in self._vowels: |
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97 | 1 | return True |
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98 | 1 | return False |
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99 | |||
100 | 1 | def _ends_in_doubled_cons(self, term): |
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101 | """Return Porter helper function _ends_in_doubled_cons value. |
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102 | |||
103 | :param str term: the word to check for a final doubled consonant |
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104 | :param set vowels: the set of vowels in the language |
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105 | :returns: true iff the stem ends in a doubled consonant (as defined in |
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106 | the Porter stemmer definition) |
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107 | :rtype: bool |
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108 | """ |
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109 | 1 | return ( |
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110 | len(term) > 1 |
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111 | and term[-1] not in self._vowels |
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112 | and term[-2] == term[-1] |
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113 | ) |
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114 | |||
115 | 1 | def _ends_in_cvc(self, term): |
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116 | """Return Porter helper function _ends_in_cvc value. |
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117 | |||
118 | :param str term: the word to scan for cvc |
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119 | :returns: true iff the stem ends in cvc (as defined in the Porter |
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120 | stemmer definition) |
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121 | :rtype: bool |
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122 | """ |
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123 | 1 | return len(term) > 2 and ( |
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124 | term[-1] not in self._vowels |
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125 | and term[-2] in self._vowels |
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126 | and term[-3] not in self._vowels |
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127 | and term[-1] not in tuple('wxY') |
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128 | ) |
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129 | |||
130 | 1 | def stem(self, word, early_english=False): |
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131 | """Return Porter stem. |
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132 | |||
133 | :param str word: the word to calculate the stem of |
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134 | :param bool early_english: set to True in order to remove -eth & -est |
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135 | (2nd & 3rd person singular verbal agreement suffixes) |
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136 | :returns: word stem |
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137 | :rtype: str |
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138 | |||
139 | >>> stmr = Porter() |
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140 | >>> stmr.stem('reading') |
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141 | 'read' |
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142 | >>> stmr.stem('suspension') |
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143 | 'suspens' |
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144 | >>> stmr.stem('elusiveness') |
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145 | 'elus' |
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146 | |||
147 | >>> stmr.stem('eateth', early_english=True) |
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148 | 'eat' |
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149 | """ |
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150 | # lowercase, normalize, and compose |
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151 | 1 | word = normalize('NFC', text_type(word.lower())) |
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152 | |||
153 | # Return word if stem is shorter than 2 |
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154 | 1 | if len(word) < 3: |
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155 | 1 | return word |
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156 | |||
157 | # Re-map consonantal y to Y (Y will be C, y will be V) |
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158 | 1 | if word[0] == 'y': |
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159 | 1 | word = 'Y' + word[1:] |
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160 | 1 | for i in range(1, len(word)): |
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161 | 1 | if word[i] == 'y' and word[i - 1] in self._vowels: |
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162 | 1 | word = word[:i] + 'Y' + word[i + 1 :] |
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163 | |||
164 | # Step 1a |
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165 | 1 | if word[-1] == 's': |
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166 | 1 | if word[-4:] == 'sses': |
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167 | 1 | word = word[:-2] |
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168 | 1 | elif word[-3:] == 'ies': |
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169 | 1 | word = word[:-2] |
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170 | 1 | elif word[-2:] == 'ss': |
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171 | 1 | pass |
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172 | else: |
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173 | 1 | word = word[:-1] |
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174 | |||
175 | # Step 1b |
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176 | 1 | step1b_flag = False |
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177 | 1 | if word[-3:] == 'eed': |
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178 | 1 | if self._m_degree(word[:-3]) > 0: |
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179 | 1 | word = word[:-1] |
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180 | 1 | elif word[-2:] == 'ed': |
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181 | 1 | if self._has_vowel(word[:-2]): |
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182 | 1 | word = word[:-2] |
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183 | 1 | step1b_flag = True |
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184 | 1 | elif word[-3:] == 'ing': |
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185 | 1 | if self._has_vowel(word[:-3]): |
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186 | 1 | word = word[:-3] |
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187 | 1 | step1b_flag = True |
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188 | 1 | elif early_english: |
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189 | 1 | if word[-3:] == 'est': |
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190 | 1 | if self._has_vowel(word[:-3]): |
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191 | 1 | word = word[:-3] |
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192 | 1 | step1b_flag = True |
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193 | 1 | elif word[-3:] == 'eth': |
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194 | 1 | if self._has_vowel(word[:-3]): |
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195 | 1 | word = word[:-3] |
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196 | 1 | step1b_flag = True |
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197 | |||
198 | 1 | if step1b_flag: |
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199 | 1 | if word[-2:] in {'at', 'bl', 'iz'}: |
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200 | 1 | word += 'e' |
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201 | 1 | elif self._ends_in_doubled_cons(word) and word[-1] not in { |
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202 | 'l', |
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203 | 's', |
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204 | 'z', |
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205 | }: |
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206 | 1 | word = word[:-1] |
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207 | 1 | elif self._m_degree(word) == 1 and self._ends_in_cvc(word): |
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208 | 1 | word += 'e' |
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209 | |||
210 | # Step 1c |
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211 | 1 | if word[-1] in {'Y', 'y'} and self._has_vowel(word[:-1]): |
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212 | 1 | word = word[:-1] + 'i' |
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213 | |||
214 | # Step 2 |
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215 | 1 | if len(word) > 1: |
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216 | 1 | if word[-2] == 'a': |
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217 | 1 | if word[-7:] == 'ational': |
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218 | 1 | if self._m_degree(word[:-7]) > 0: |
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219 | 1 | word = word[:-5] + 'e' |
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220 | 1 | elif word[-6:] == 'tional': |
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221 | 1 | if self._m_degree(word[:-6]) > 0: |
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222 | 1 | word = word[:-2] |
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223 | 1 | elif word[-2] == 'c': |
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224 | 1 | if word[-4:] in {'enci', 'anci'}: |
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225 | 1 | if self._m_degree(word[:-4]) > 0: |
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226 | 1 | word = word[:-1] + 'e' |
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227 | 1 | elif word[-2] == 'e': |
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228 | 1 | if word[-4:] == 'izer': |
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229 | 1 | if self._m_degree(word[:-4]) > 0: |
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230 | 1 | word = word[:-1] |
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231 | 1 | elif word[-2] == 'g': |
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232 | 1 | if word[-4:] == 'logi': |
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233 | 1 | if self._m_degree(word[:-4]) > 0: |
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234 | 1 | word = word[:-1] |
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235 | 1 | elif word[-2] == 'l': |
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236 | 1 | if word[-3:] == 'bli': |
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237 | 1 | if self._m_degree(word[:-3]) > 0: |
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238 | 1 | word = word[:-1] + 'e' |
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239 | 1 | elif word[-4:] == 'alli': |
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240 | 1 | if self._m_degree(word[:-4]) > 0: |
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241 | 1 | word = word[:-2] |
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242 | 1 | elif word[-5:] == 'entli': |
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243 | 1 | if self._m_degree(word[:-5]) > 0: |
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244 | 1 | word = word[:-2] |
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245 | 1 | elif word[-3:] == 'eli': |
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246 | 1 | if self._m_degree(word[:-3]) > 0: |
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247 | 1 | word = word[:-2] |
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248 | 1 | elif word[-5:] == 'ousli': |
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249 | 1 | if self._m_degree(word[:-5]) > 0: |
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250 | 1 | word = word[:-2] |
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251 | 1 | elif word[-2] == 'o': |
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252 | 1 | if word[-7:] == 'ization': |
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253 | 1 | if self._m_degree(word[:-7]) > 0: |
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254 | 1 | word = word[:-5] + 'e' |
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255 | 1 | elif word[-5:] == 'ation': |
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256 | 1 | if self._m_degree(word[:-5]) > 0: |
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257 | 1 | word = word[:-3] + 'e' |
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258 | 1 | elif word[-4:] == 'ator': |
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259 | 1 | if self._m_degree(word[:-4]) > 0: |
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260 | 1 | word = word[:-2] + 'e' |
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261 | 1 | elif word[-2] == 's': |
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262 | 1 | if word[-5:] == 'alism': |
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263 | 1 | if self._m_degree(word[:-5]) > 0: |
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264 | 1 | word = word[:-3] |
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265 | 1 | elif word[-7:] in {'iveness', 'fulness', 'ousness'}: |
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266 | 1 | if self._m_degree(word[:-7]) > 0: |
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267 | 1 | word = word[:-4] |
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268 | 1 | elif word[-2] == 't': |
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269 | 1 | if word[-5:] == 'aliti': |
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270 | 1 | if self._m_degree(word[:-5]) > 0: |
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271 | 1 | word = word[:-3] |
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272 | 1 | elif word[-5:] == 'iviti': |
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273 | 1 | if self._m_degree(word[:-5]) > 0: |
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274 | 1 | word = word[:-3] + 'e' |
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275 | 1 | elif word[-6:] == 'biliti': |
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276 | 1 | if self._m_degree(word[:-6]) > 0: |
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277 | 1 | word = word[:-5] + 'le' |
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278 | |||
279 | # Step 3 |
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280 | 1 | if word[-5:] in 'icate': |
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281 | 1 | if self._m_degree(word[:-5]) > 0: |
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282 | 1 | word = word[:-3] |
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283 | 1 | elif word[-5:] == 'ative': |
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284 | 1 | if self._m_degree(word[:-5]) > 0: |
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285 | 1 | word = word[:-5] |
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286 | 1 | elif word[-5:] in {'alize', 'iciti'}: |
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287 | 1 | if self._m_degree(word[:-5]) > 0: |
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288 | 1 | word = word[:-3] |
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289 | 1 | elif word[-4:] == 'ical': |
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290 | 1 | if self._m_degree(word[:-4]) > 0: |
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291 | 1 | word = word[:-2] |
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292 | 1 | elif word[-3:] == 'ful': |
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293 | 1 | if self._m_degree(word[:-3]) > 0: |
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294 | 1 | word = word[:-3] |
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295 | 1 | elif word[-4:] == 'ness': |
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296 | 1 | if self._m_degree(word[:-4]) > 0: |
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297 | 1 | word = word[:-4] |
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298 | |||
299 | # Step 4 |
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300 | 1 | if word[-2:] == 'al': |
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301 | 1 | if self._m_degree(word[:-2]) > 1: |
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302 | 1 | word = word[:-2] |
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303 | 1 | elif word[-4:] in {'ance', 'ence'}: |
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304 | 1 | if self._m_degree(word[:-4]) > 1: |
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305 | 1 | word = word[:-4] |
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306 | 1 | elif word[-2:] in {'er', 'ic'}: |
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307 | 1 | if self._m_degree(word[:-2]) > 1: |
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308 | 1 | word = word[:-2] |
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309 | 1 | elif word[-4:] in {'able', 'ible'}: |
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310 | 1 | if self._m_degree(word[:-4]) > 1: |
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311 | 1 | word = word[:-4] |
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312 | 1 | elif word[-3:] == 'ant': |
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313 | 1 | if self._m_degree(word[:-3]) > 1: |
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314 | 1 | word = word[:-3] |
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315 | 1 | elif word[-5:] == 'ement': |
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316 | 1 | if self._m_degree(word[:-5]) > 1: |
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317 | 1 | word = word[:-5] |
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318 | 1 | elif word[-4:] == 'ment': |
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319 | 1 | if self._m_degree(word[:-4]) > 1: |
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320 | 1 | word = word[:-4] |
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321 | 1 | elif word[-3:] == 'ent': |
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322 | 1 | if self._m_degree(word[:-3]) > 1: |
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323 | 1 | word = word[:-3] |
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324 | 1 | elif word[-4:] in {'sion', 'tion'}: |
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325 | 1 | if self._m_degree(word[:-3]) > 1: |
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326 | 1 | word = word[:-3] |
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327 | 1 | elif word[-2:] == 'ou': |
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328 | 1 | if self._m_degree(word[:-2]) > 1: |
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329 | 1 | word = word[:-2] |
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330 | 1 | elif word[-3:] in {'ism', 'ate', 'iti', 'ous', 'ive', 'ize'}: |
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331 | 1 | if self._m_degree(word[:-3]) > 1: |
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332 | 1 | word = word[:-3] |
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333 | |||
334 | # Step 5a |
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335 | 1 | if word[-1] == 'e': |
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336 | 1 | if self._m_degree(word[:-1]) > 1: |
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337 | 1 | word = word[:-1] |
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338 | 1 | elif self._m_degree(word[:-1]) == 1 and not self._ends_in_cvc( |
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339 | word[:-1] |
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340 | ): |
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341 | 1 | word = word[:-1] |
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342 | |||
343 | # Step 5b |
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344 | 1 | if word[-2:] == 'll' and self._m_degree(word) > 1: |
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345 | 1 | word = word[:-1] |
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346 | |||
347 | # Change 'Y' back to 'y' if it survived stemming |
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348 | 1 | for i in range(len(word)): |
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349 | 1 | if word[i] == 'Y': |
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350 | 1 | word = word[:i] + 'y' + word[i + 1 :] |
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351 | |||
352 | 1 | return word |
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353 | |||
354 | |||
355 | 1 | def porter(word, early_english=False): |
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356 | """Return Porter stem. |
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357 | |||
358 | This is a wrapper for :py:meth:`Porter.stem`. |
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359 | |||
360 | :param str word: the word to calculate the stem of |
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361 | :param bool early_english: set to True in order to remove -eth & -est |
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362 | (2nd & 3rd person singular verbal agreement suffixes) |
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363 | :returns: word stem |
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364 | :rtype: str |
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365 | |||
366 | >>> porter('reading') |
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367 | 'read' |
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368 | >>> porter('suspension') |
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369 | 'suspens' |
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370 | >>> porter('elusiveness') |
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371 | 'elus' |
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372 | |||
373 | >>> porter('eateth', early_english=True) |
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374 | 'eat' |
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375 | """ |
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376 | 1 | return Porter().stem(word, early_english) |
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377 | |||
378 | |||
379 | 1 | class Snowball(Stemmer): |
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380 | """Snowball stemmer base class.""" |
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381 | |||
382 | 1 | _vowels = set('aeiouy') |
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383 | 1 | _codanonvowels = set('\'bcdfghjklmnpqrstvz') |
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384 | |||
385 | 1 | def _sb_r1(self, term, r1_prefixes=None): |
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386 | """Return the R1 region, as defined in the Porter2 specification.""" |
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387 | 1 | vowel_found = False |
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388 | 1 | if hasattr(r1_prefixes, '__iter__'): |
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389 | 1 | for prefix in r1_prefixes: |
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390 | 1 | if term[: len(prefix)] == prefix: |
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391 | 1 | return len(prefix) |
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392 | |||
393 | 1 | for i in range(len(term)): |
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394 | 1 | if not vowel_found and term[i] in self._vowels: |
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395 | 1 | vowel_found = True |
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396 | 1 | elif vowel_found and term[i] not in self._vowels: |
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397 | 1 | return i + 1 |
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398 | 1 | return len(term) |
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399 | |||
400 | 1 | def _sb_r2(self, term, r1_prefixes=None): |
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401 | """Return the R2 region, as defined in the Porter2 specification.""" |
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402 | 1 | r1_start = self._sb_r1(term, r1_prefixes) |
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403 | 1 | return r1_start + self._sb_r1(term[r1_start:]) |
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404 | |||
405 | 1 | def _sb_ends_in_short_syllable(self, term): |
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406 | """Return True iff term ends in a short syllable. |
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407 | |||
408 | (...according to the Porter2 specification.) |
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409 | |||
410 | NB: This is akin to the CVC test from the Porter stemmer. The |
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411 | description is unfortunately poor/ambiguous. |
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412 | """ |
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413 | 1 | if not term: |
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414 | 1 | return False |
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415 | 1 | if len(term) == 2: |
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416 | 1 | if term[-2] in self._vowels and term[-1] not in self._vowels: |
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417 | 1 | return True |
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418 | 1 | elif len(term) >= 3: |
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419 | 1 | if ( |
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420 | term[-3] not in self._vowels |
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421 | and term[-2] in self._vowels |
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422 | and term[-1] in self._codanonvowels |
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423 | ): |
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424 | 1 | return True |
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425 | 1 | return False |
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426 | |||
427 | 1 | def _sb_short_word(self, term, r1_prefixes=None): |
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428 | """Return True iff term is a short word. |
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429 | |||
430 | (...according to the Porter2 specification.) |
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431 | """ |
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432 | 1 | if self._sb_r1(term, r1_prefixes) == len( |
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433 | term |
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434 | ) and self._sb_ends_in_short_syllable(term): |
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435 | 1 | return True |
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436 | 1 | return False |
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437 | |||
438 | 1 | def _sb_has_vowel(self, term): |
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439 | """Return Porter helper function _sb_has_vowel value. |
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440 | |||
441 | :param str term: the word to scan for vowels |
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442 | :returns: true iff a vowel exists in the term (as defined in the Porter |
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443 | stemmer definition) |
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444 | :rtype: bool |
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445 | """ |
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446 | 1 | for letter in term: |
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447 | 1 | if letter in self._vowels: |
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448 | 1 | return True |
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449 | 1 | return False |
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450 | |||
451 | |||
452 | 1 | class Porter2(Snowball): |
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453 | """Porter2 (Snowball English) stemmer. |
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454 | |||
455 | The Porter2 (Snowball English) stemmer is defined in :cite:`Porter:2002`. |
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456 | """ |
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457 | |||
458 | 1 | _doubles = {'bb', 'dd', 'ff', 'gg', 'mm', 'nn', 'pp', 'rr', 'tt'} |
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459 | 1 | _li = {'c', 'd', 'e', 'g', 'h', 'k', 'm', 'n', 'r', 't'} |
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460 | |||
461 | # R1 prefixes should be in order from longest to shortest to prevent |
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462 | # masking |
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463 | 1 | _r1_prefixes = ('commun', 'gener', 'arsen') |
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464 | 1 | _exception1dict = { # special changes: |
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465 | 'skis': 'ski', |
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466 | 'skies': 'sky', |
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467 | 'dying': 'die', |
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468 | 'lying': 'lie', |
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469 | 'tying': 'tie', |
||
470 | # special -LY cases: |
||
471 | 'idly': 'idl', |
||
472 | 'gently': 'gentl', |
||
473 | 'ugly': 'ugli', |
||
474 | 'early': 'earli', |
||
475 | 'only': 'onli', |
||
476 | 'singly': 'singl', |
||
477 | } |
||
478 | 1 | _exception1set = { |
|
479 | 'sky', |
||
480 | 'news', |
||
481 | 'howe', |
||
482 | 'atlas', |
||
483 | 'cosmos', |
||
484 | 'bias', |
||
485 | 'andes', |
||
486 | } |
||
487 | 1 | _exception2set = { |
|
488 | 'inning', |
||
489 | 'outing', |
||
490 | 'canning', |
||
491 | 'herring', |
||
492 | 'earring', |
||
493 | 'proceed', |
||
494 | 'exceed', |
||
495 | 'succeed', |
||
496 | } |
||
497 | |||
498 | 1 | def stem(self, word, early_english=False): |
|
499 | """Return the Porter2 (Snowball English) stem. |
||
500 | |||
501 | :param str word: the word to calculate the stem of |
||
502 | :param bool early_english: set to True in order to remove -eth & -est |
||
503 | (2nd & 3rd person singular verbal agreement suffixes) |
||
504 | :returns: word stem |
||
505 | :rtype: str |
||
506 | |||
507 | >>> stmr = Porter2() |
||
508 | >>> stmr.stem('reading') |
||
509 | 'read' |
||
510 | >>> stmr.stem('suspension') |
||
511 | 'suspens' |
||
512 | >>> stmr.stem('elusiveness') |
||
513 | 'elus' |
||
514 | |||
515 | >>> stmr.stem('eateth', early_english=True) |
||
516 | 'eat' |
||
517 | """ |
||
518 | # lowercase, normalize, and compose |
||
519 | 1 | word = normalize('NFC', text_type(word.lower())) |
|
520 | # replace apostrophe-like characters with U+0027, per |
||
521 | # http://snowball.tartarus.org/texts/apostrophe.html |
||
522 | 1 | word = word.replace('’', '\'') |
|
523 | 1 | word = word.replace('’', '\'') |
|
524 | |||
525 | # Exceptions 1 |
||
526 | 1 | if word in self._exception1dict: |
|
527 | 1 | return self._exception1dict[word] |
|
528 | 1 | elif word in self._exception1set: |
|
529 | 1 | return word |
|
530 | |||
531 | # Return word if stem is shorter than 3 |
||
532 | 1 | if len(word) < 3: |
|
533 | 1 | return word |
|
534 | |||
535 | # Remove initial ', if present. |
||
536 | 1 | while word and word[0] == '\'': |
|
537 | 1 | word = word[1:] |
|
538 | # Return word if stem is shorter than 2 |
||
539 | 1 | if len(word) < 2: |
|
540 | 1 | return word |
|
541 | |||
542 | # Re-map vocalic Y to y (Y will be C, y will be V) |
||
543 | 1 | if word[0] == 'y': |
|
544 | 1 | word = 'Y' + word[1:] |
|
545 | 1 | for i in range(1, len(word)): |
|
546 | 1 | if word[i] == 'y' and word[i - 1] in self._vowels: |
|
547 | 1 | word = word[:i] + 'Y' + word[i + 1 :] |
|
548 | |||
549 | 1 | r1_start = self._sb_r1(word, self._r1_prefixes) |
|
550 | 1 | r2_start = self._sb_r2(word, self._r1_prefixes) |
|
551 | |||
552 | # Step 0 |
||
553 | 1 | if word[-3:] == '\'s\'': |
|
554 | 1 | word = word[:-3] |
|
555 | 1 | elif word[-2:] == '\'s': |
|
556 | 1 | word = word[:-2] |
|
557 | 1 | elif word[-1:] == '\'': |
|
558 | 1 | word = word[:-1] |
|
559 | # Return word if stem is shorter than 2 |
||
560 | 1 | if len(word) < 3: |
|
561 | 1 | return word |
|
562 | |||
563 | # Step 1a |
||
564 | 1 | if word[-4:] == 'sses': |
|
565 | 1 | word = word[:-2] |
|
566 | 1 | elif word[-3:] in {'ied', 'ies'}: |
|
567 | 1 | if len(word) > 4: |
|
568 | 1 | word = word[:-2] |
|
569 | else: |
||
570 | 1 | word = word[:-1] |
|
571 | 1 | elif word[-2:] in {'us', 'ss'}: |
|
572 | 1 | pass |
|
573 | 1 | elif word[-1] == 's': |
|
574 | 1 | if self._sb_has_vowel(word[:-2]): |
|
575 | 1 | word = word[:-1] |
|
576 | |||
577 | # Exceptions 2 |
||
578 | 1 | if word in self._exception2set: |
|
579 | 1 | return word |
|
580 | |||
581 | # Step 1b |
||
582 | 1 | step1b_flag = False |
|
583 | 1 | if word[-5:] == 'eedly': |
|
584 | 1 | if len(word[r1_start:]) >= 5: |
|
585 | 1 | word = word[:-3] |
|
586 | 1 | elif word[-5:] == 'ingly': |
|
587 | 1 | if self._sb_has_vowel(word[:-5]): |
|
588 | 1 | word = word[:-5] |
|
589 | 1 | step1b_flag = True |
|
590 | 1 | elif word[-4:] == 'edly': |
|
591 | 1 | if self._sb_has_vowel(word[:-4]): |
|
592 | 1 | word = word[:-4] |
|
593 | 1 | step1b_flag = True |
|
594 | 1 | elif word[-3:] == 'eed': |
|
595 | 1 | if len(word[r1_start:]) >= 3: |
|
596 | 1 | word = word[:-1] |
|
597 | 1 | elif word[-3:] == 'ing': |
|
598 | 1 | if self._sb_has_vowel(word[:-3]): |
|
599 | 1 | word = word[:-3] |
|
600 | 1 | step1b_flag = True |
|
601 | 1 | elif word[-2:] == 'ed': |
|
602 | 1 | if self._sb_has_vowel(word[:-2]): |
|
603 | 1 | word = word[:-2] |
|
604 | 1 | step1b_flag = True |
|
605 | 1 | elif early_english: |
|
606 | 1 | if word[-3:] == 'est': |
|
607 | 1 | if self._sb_has_vowel(word[:-3]): |
|
608 | 1 | word = word[:-3] |
|
609 | 1 | step1b_flag = True |
|
610 | 1 | elif word[-3:] == 'eth': |
|
611 | 1 | if self._sb_has_vowel(word[:-3]): |
|
612 | 1 | word = word[:-3] |
|
613 | 1 | step1b_flag = True |
|
614 | |||
615 | 1 | if step1b_flag: |
|
616 | 1 | if word[-2:] in {'at', 'bl', 'iz'}: |
|
617 | 1 | word += 'e' |
|
618 | 1 | elif word[-2:] in self._doubles: |
|
619 | 1 | word = word[:-1] |
|
620 | 1 | elif self._sb_short_word(word, self._r1_prefixes): |
|
621 | 1 | word += 'e' |
|
622 | |||
623 | # Step 1c |
||
624 | 1 | if ( |
|
625 | len(word) > 2 |
||
626 | and word[-1] in {'Y', 'y'} |
||
627 | and word[-2] not in self._vowels |
||
628 | ): |
||
629 | 1 | word = word[:-1] + 'i' |
|
630 | |||
631 | # Step 2 |
||
632 | 1 | if word[-2] == 'a': |
|
633 | 1 | if word[-7:] == 'ational': |
|
634 | 1 | if len(word[r1_start:]) >= 7: |
|
635 | 1 | word = word[:-5] + 'e' |
|
636 | 1 | elif word[-6:] == 'tional': |
|
637 | 1 | if len(word[r1_start:]) >= 6: |
|
638 | 1 | word = word[:-2] |
|
639 | 1 | elif word[-2] == 'c': |
|
640 | 1 | if word[-4:] in {'enci', 'anci'}: |
|
641 | 1 | if len(word[r1_start:]) >= 4: |
|
642 | 1 | word = word[:-1] + 'e' |
|
643 | 1 | elif word[-2] == 'e': |
|
644 | 1 | if word[-4:] == 'izer': |
|
645 | 1 | if len(word[r1_start:]) >= 4: |
|
646 | 1 | word = word[:-1] |
|
647 | 1 | elif word[-2] == 'g': |
|
648 | 1 | if word[-3:] == 'ogi': |
|
649 | 1 | if ( |
|
650 | r1_start >= 1 |
||
651 | and len(word[r1_start:]) >= 3 |
||
652 | and word[-4] == 'l' |
||
653 | ): |
||
654 | 1 | word = word[:-1] |
|
655 | 1 | elif word[-2] == 'l': |
|
656 | 1 | if word[-6:] == 'lessli': |
|
657 | 1 | if len(word[r1_start:]) >= 6: |
|
658 | 1 | word = word[:-2] |
|
659 | 1 | elif word[-5:] in {'entli', 'fulli', 'ousli'}: |
|
660 | 1 | if len(word[r1_start:]) >= 5: |
|
661 | 1 | word = word[:-2] |
|
662 | 1 | elif word[-4:] == 'abli': |
|
663 | 1 | if len(word[r1_start:]) >= 4: |
|
664 | 1 | word = word[:-1] + 'e' |
|
665 | 1 | elif word[-4:] == 'alli': |
|
666 | 1 | if len(word[r1_start:]) >= 4: |
|
667 | 1 | word = word[:-2] |
|
668 | 1 | elif word[-3:] == 'bli': |
|
669 | 1 | if len(word[r1_start:]) >= 3: |
|
670 | 1 | word = word[:-1] + 'e' |
|
671 | 1 | elif word[-2:] == 'li': |
|
672 | 1 | if ( |
|
673 | r1_start >= 1 |
||
674 | and len(word[r1_start:]) >= 2 |
||
675 | and word[-3] in self._li |
||
676 | ): |
||
677 | 1 | word = word[:-2] |
|
678 | 1 | elif word[-2] == 'o': |
|
679 | 1 | if word[-7:] == 'ization': |
|
680 | 1 | if len(word[r1_start:]) >= 7: |
|
681 | 1 | word = word[:-5] + 'e' |
|
682 | 1 | elif word[-5:] == 'ation': |
|
683 | 1 | if len(word[r1_start:]) >= 5: |
|
684 | 1 | word = word[:-3] + 'e' |
|
685 | 1 | elif word[-4:] == 'ator': |
|
686 | 1 | if len(word[r1_start:]) >= 4: |
|
687 | 1 | word = word[:-2] + 'e' |
|
688 | 1 | elif word[-2] == 's': |
|
689 | 1 | if word[-7:] in {'fulness', 'ousness', 'iveness'}: |
|
690 | 1 | if len(word[r1_start:]) >= 7: |
|
691 | 1 | word = word[:-4] |
|
692 | 1 | elif word[-5:] == 'alism': |
|
693 | 1 | if len(word[r1_start:]) >= 5: |
|
694 | 1 | word = word[:-3] |
|
695 | 1 | elif word[-2] == 't': |
|
696 | 1 | if word[-6:] == 'biliti': |
|
697 | 1 | if len(word[r1_start:]) >= 6: |
|
698 | 1 | word = word[:-5] + 'le' |
|
699 | 1 | elif word[-5:] == 'aliti': |
|
700 | 1 | if len(word[r1_start:]) >= 5: |
|
701 | 1 | word = word[:-3] |
|
702 | 1 | elif word[-5:] == 'iviti': |
|
703 | 1 | if len(word[r1_start:]) >= 5: |
|
704 | 1 | word = word[:-3] + 'e' |
|
705 | |||
706 | # Step 3 |
||
707 | 1 | if word[-7:] == 'ational': |
|
708 | 1 | if len(word[r1_start:]) >= 7: |
|
709 | 1 | word = word[:-5] + 'e' |
|
710 | 1 | elif word[-6:] == 'tional': |
|
711 | 1 | if len(word[r1_start:]) >= 6: |
|
712 | 1 | word = word[:-2] |
|
713 | 1 | elif word[-5:] in {'alize', 'icate', 'iciti'}: |
|
714 | 1 | if len(word[r1_start:]) >= 5: |
|
715 | 1 | word = word[:-3] |
|
716 | 1 | elif word[-5:] == 'ative': |
|
717 | 1 | if len(word[r2_start:]) >= 5: |
|
718 | 1 | word = word[:-5] |
|
719 | 1 | elif word[-4:] == 'ical': |
|
720 | 1 | if len(word[r1_start:]) >= 4: |
|
721 | 1 | word = word[:-2] |
|
722 | 1 | elif word[-4:] == 'ness': |
|
723 | 1 | if len(word[r1_start:]) >= 4: |
|
724 | 1 | word = word[:-4] |
|
725 | 1 | elif word[-3:] == 'ful': |
|
726 | 1 | if len(word[r1_start:]) >= 3: |
|
727 | 1 | word = word[:-3] |
|
728 | |||
729 | # Step 4 |
||
730 | 1 | for suffix in ( |
|
731 | 'ement', |
||
732 | 'ance', |
||
733 | 'ence', |
||
734 | 'able', |
||
735 | 'ible', |
||
736 | 'ment', |
||
737 | 'ant', |
||
738 | 'ent', |
||
739 | 'ism', |
||
740 | 'ate', |
||
741 | 'iti', |
||
742 | 'ous', |
||
743 | 'ive', |
||
744 | 'ize', |
||
745 | 'al', |
||
746 | 'er', |
||
747 | 'ic', |
||
748 | ): |
||
749 | 1 | if word[-len(suffix) :] == suffix: |
|
750 | 1 | if len(word[r2_start:]) >= len(suffix): |
|
751 | 1 | word = word[: -len(suffix)] |
|
752 | 1 | break |
|
753 | else: |
||
754 | 1 | if word[-3:] == 'ion': |
|
755 | 1 | if ( |
|
756 | len(word[r2_start:]) >= 3 |
||
757 | and len(word) >= 4 |
||
758 | and word[-4] in tuple('st') |
||
759 | ): |
||
760 | 1 | word = word[:-3] |
|
761 | |||
762 | # Step 5 |
||
763 | 1 | if word[-1] == 'e': |
|
764 | 1 | if len(word[r2_start:]) >= 1 or ( |
|
765 | len(word[r1_start:]) >= 1 |
||
766 | and not self._sb_ends_in_short_syllable(word[:-1]) |
||
767 | ): |
||
768 | 1 | word = word[:-1] |
|
769 | 1 | elif word[-1] == 'l': |
|
770 | 1 | if len(word[r2_start:]) >= 1 and word[-2] == 'l': |
|
771 | 1 | word = word[:-1] |
|
772 | |||
773 | # Change 'Y' back to 'y' if it survived stemming |
||
774 | 1 | for i in range(0, len(word)): |
|
775 | 1 | if word[i] == 'Y': |
|
776 | 1 | word = word[:i] + 'y' + word[i + 1 :] |
|
777 | |||
778 | 1 | return word |
|
779 | |||
780 | |||
781 | 1 | def porter2(word, early_english=False): |
|
782 | """Return the Porter2 (Snowball English) stem. |
||
783 | |||
784 | This is a wrapper for :py:meth:`Porter2.stem`. |
||
785 | |||
786 | :param str word: the word to calculate the stem of |
||
787 | :param bool early_english: set to True in order to remove -eth & -est |
||
788 | (2nd & 3rd person singular verbal agreement suffixes) |
||
789 | :returns: word stem |
||
790 | :rtype: str |
||
791 | |||
792 | >>> porter2('reading') |
||
793 | 'read' |
||
794 | >>> porter2('suspension') |
||
795 | 'suspens' |
||
796 | >>> porter2('elusiveness') |
||
797 | 'elus' |
||
798 | |||
799 | >>> porter2('eateth', early_english=True) |
||
800 | 'eat' |
||
801 | """ |
||
802 | 1 | return Porter2().stem(word, early_english) |
|
803 | |||
804 | |||
805 | 1 | class SnowballGerman(Snowball): |
|
806 | """Snowball German stemmer. |
||
807 | |||
808 | The Snowball German stemmer is defined at: |
||
809 | http://snowball.tartarus.org/algorithms/german/stemmer.html |
||
810 | """ |
||
811 | |||
812 | 1 | _vowels = {'a', 'e', 'i', 'o', 'u', 'y', 'ä', 'ö', 'ü'} |
|
813 | 1 | _s_endings = {'b', 'd', 'f', 'g', 'h', 'k', 'l', 'm', 'n', 'r', 't'} |
|
814 | 1 | _st_endings = {'b', 'd', 'f', 'g', 'h', 'k', 'l', 'm', 'n', 't'} |
|
815 | |||
816 | 1 | def stem(self, word, alternate_vowels=False): |
|
817 | """Return Snowball German stem. |
||
818 | |||
819 | :param str word: the word to calculate the stem of |
||
820 | :param bool alternate_vowels: composes ae as ä, oe as ö, and ue as ü |
||
821 | before running the algorithm |
||
822 | :returns: word stem |
||
823 | :rtype: str |
||
824 | |||
825 | >>> stmr = SnowballGerman() |
||
826 | >>> stmr.stem('lesen') |
||
827 | 'les' |
||
828 | >>> stmr.stem('graues') |
||
829 | 'grau' |
||
830 | >>> stmr.stem('buchstabieren') |
||
831 | 'buchstabi' |
||
832 | """ |
||
833 | # lowercase, normalize, and compose |
||
834 | 1 | word = normalize('NFC', word.lower()) |
|
835 | 1 | word = word.replace('ß', 'ss') |
|
836 | |||
837 | 1 | if len(word) > 2: |
|
838 | 1 | for i in range(2, len(word)): |
|
839 | 1 | if word[i] in self._vowels and word[i - 2] in self._vowels: |
|
840 | 1 | if word[i - 1] == 'u': |
|
841 | 1 | word = word[: i - 1] + 'U' + word[i:] |
|
842 | 1 | elif word[i - 1] == 'y': |
|
843 | 1 | word = word[: i - 1] + 'Y' + word[i:] |
|
844 | |||
845 | 1 | if alternate_vowels: |
|
846 | 1 | word = word.replace('ae', 'ä') |
|
847 | 1 | word = word.replace('oe', 'ö') |
|
848 | 1 | word = word.replace('que', 'Q') |
|
849 | 1 | word = word.replace('ue', 'ü') |
|
850 | 1 | word = word.replace('Q', 'que') |
|
851 | |||
852 | 1 | r1_start = max(3, self._sb_r1(word)) |
|
853 | 1 | r2_start = self._sb_r2(word) |
|
854 | |||
855 | # Step 1 |
||
856 | 1 | niss_flag = False |
|
857 | 1 | if word[-3:] == 'ern': |
|
858 | 1 | if len(word[r1_start:]) >= 3: |
|
859 | 1 | word = word[:-3] |
|
860 | 1 | elif word[-2:] == 'em': |
|
861 | 1 | if len(word[r1_start:]) >= 2: |
|
862 | 1 | word = word[:-2] |
|
863 | 1 | elif word[-2:] == 'er': |
|
864 | 1 | if len(word[r1_start:]) >= 2: |
|
865 | 1 | word = word[:-2] |
|
866 | 1 | elif word[-2:] == 'en': |
|
867 | 1 | if len(word[r1_start:]) >= 2: |
|
868 | 1 | word = word[:-2] |
|
869 | 1 | niss_flag = True |
|
870 | 1 | elif word[-2:] == 'es': |
|
871 | 1 | if len(word[r1_start:]) >= 2: |
|
872 | 1 | word = word[:-2] |
|
873 | 1 | niss_flag = True |
|
874 | 1 | elif word[-1:] == 'e': |
|
875 | 1 | if len(word[r1_start:]) >= 1: |
|
876 | 1 | word = word[:-1] |
|
877 | 1 | niss_flag = True |
|
878 | 1 | elif word[-1:] == 's': |
|
879 | 1 | if ( |
|
880 | len(word[r1_start:]) >= 1 |
||
881 | and len(word) >= 2 |
||
882 | and word[-2] in self._s_endings |
||
883 | ): |
||
884 | 1 | word = word[:-1] |
|
885 | |||
886 | 1 | if niss_flag and word[-4:] == 'niss': |
|
887 | 1 | word = word[:-1] |
|
888 | |||
889 | # Step 2 |
||
890 | 1 | if word[-3:] == 'est': |
|
891 | 1 | if len(word[r1_start:]) >= 3: |
|
892 | 1 | word = word[:-3] |
|
893 | 1 | elif word[-2:] == 'en': |
|
894 | 1 | if len(word[r1_start:]) >= 2: |
|
895 | 1 | word = word[:-2] |
|
896 | 1 | elif word[-2:] == 'er': |
|
897 | 1 | if len(word[r1_start:]) >= 2: |
|
898 | 1 | word = word[:-2] |
|
899 | 1 | elif word[-2:] == 'st': |
|
900 | 1 | if ( |
|
901 | len(word[r1_start:]) >= 2 |
||
902 | and len(word) >= 6 |
||
903 | and word[-3] in self._st_endings |
||
904 | ): |
||
905 | 1 | word = word[:-2] |
|
906 | |||
907 | # Step 3 |
||
908 | 1 | if word[-4:] == 'isch': |
|
909 | 1 | if len(word[r2_start:]) >= 4 and word[-5] != 'e': |
|
910 | 1 | word = word[:-4] |
|
911 | 1 | elif word[-4:] in {'lich', 'heit'}: |
|
912 | 1 | if len(word[r2_start:]) >= 4: |
|
913 | 1 | word = word[:-4] |
|
914 | 1 | if word[-2:] in {'er', 'en'} and len(word[r1_start:]) >= 2: |
|
915 | 1 | word = word[:-2] |
|
916 | 1 | elif word[-4:] == 'keit': |
|
917 | 1 | if len(word[r2_start:]) >= 4: |
|
918 | 1 | word = word[:-4] |
|
919 | 1 | if word[-4:] == 'lich' and len(word[r2_start:]) >= 4: |
|
920 | 1 | word = word[:-4] |
|
921 | 1 | elif word[-2:] == 'ig' and len(word[r2_start:]) >= 2: |
|
922 | 1 | word = word[:-2] |
|
923 | 1 | elif word[-3:] in {'end', 'ung'}: |
|
924 | 1 | if len(word[r2_start:]) >= 3: |
|
925 | 1 | word = word[:-3] |
|
926 | 1 | if ( |
|
927 | word[-2:] == 'ig' |
||
928 | and len(word[r2_start:]) >= 2 |
||
929 | and word[-3] != 'e' |
||
930 | ): |
||
931 | 1 | word = word[:-2] |
|
932 | 1 | elif word[-2:] in {'ig', 'ik'}: |
|
933 | 1 | if len(word[r2_start:]) >= 2 and word[-3] != 'e': |
|
934 | 1 | word = word[:-2] |
|
935 | |||
936 | # Change 'Y' and 'U' back to lowercase if survived stemming |
||
937 | 1 | for i in range(0, len(word)): |
|
938 | 1 | if word[i] == 'Y': |
|
939 | 1 | word = word[:i] + 'y' + word[i + 1 :] |
|
940 | 1 | elif word[i] == 'U': |
|
941 | 1 | word = word[:i] + 'u' + word[i + 1 :] |
|
942 | |||
943 | # Remove umlauts |
||
944 | 1 | _umlauts = dict(zip((ord(_) for _ in 'äöü'), 'aou')) |
|
945 | 1 | word = word.translate(_umlauts) |
|
946 | |||
947 | 1 | return word |
|
948 | |||
949 | |||
950 | 1 | def sb_german(word, alternate_vowels=False): |
|
951 | """Return Snowball German stem. |
||
952 | |||
953 | This is a wrapper for :py:meth:`SnowballGerman.stem`. |
||
954 | |||
955 | :param str word: the word to calculate the stem of |
||
956 | :param bool alternate_vowels: composes ae as ä, oe as ö, and ue as ü before |
||
957 | running the algorithm |
||
958 | :returns: word stem |
||
959 | :rtype: str |
||
960 | |||
961 | >>> sb_german('lesen') |
||
962 | 'les' |
||
963 | >>> sb_german('graues') |
||
964 | 'grau' |
||
965 | >>> sb_german('buchstabieren') |
||
966 | 'buchstabi' |
||
967 | """ |
||
968 | 1 | return SnowballGerman().stem(word, alternate_vowels) |
|
969 | |||
970 | |||
971 | 1 | class SnowballDutch(Snowball): |
|
972 | """Snowball Dutch stemmer. |
||
973 | |||
974 | The Snowball Dutch stemmer is defined at: |
||
975 | http://snowball.tartarus.org/algorithms/dutch/stemmer.html |
||
976 | """ |
||
977 | |||
978 | 1 | _vowels = {'a', 'e', 'i', 'o', 'u', 'y', 'è'} |
|
979 | 1 | _not_s_endings = {'a', 'e', 'i', 'j', 'o', 'u', 'y', 'è'} |
|
980 | 1 | _accented = dict(zip((ord(_) for _ in 'äëïöüáéíóú'), 'aeiouaeiou')) |
|
981 | |||
982 | 1 | def _undouble(self, word): |
|
983 | """Undouble endings -kk, -dd, and -tt.""" |
||
984 | 1 | if ( |
|
985 | len(word) > 1 |
||
986 | and word[-1] == word[-2] |
||
987 | and word[-1] in {'d', 'k', 't'} |
||
988 | ): |
||
989 | 1 | return word[:-1] |
|
990 | 1 | return word |
|
991 | |||
992 | 1 | def stem(self, word): |
|
993 | """Return Snowball Dutch stem. |
||
994 | |||
995 | :param str word: the word to calculate the stem of |
||
996 | :returns: word stem |
||
997 | :rtype: str |
||
998 | |||
999 | >>> stmr = SnowballDutch() |
||
1000 | >>> stmr.stem('lezen') |
||
1001 | 'lez' |
||
1002 | >>> stmr.stem('opschorting') |
||
1003 | 'opschort' |
||
1004 | >>> stmr.stem('ongrijpbaarheid') |
||
1005 | 'ongrijp' |
||
1006 | """ |
||
1007 | # lowercase, normalize, decompose, filter umlauts & acutes out, and |
||
1008 | # compose |
||
1009 | 1 | word = normalize('NFC', text_type(word.lower())) |
|
1010 | 1 | word = word.translate(self._accented) |
|
1011 | |||
1012 | 1 | for i in range(len(word)): |
|
1013 | 1 | if i == 0 and word[0] == 'y': |
|
1014 | 1 | word = 'Y' + word[1:] |
|
1015 | 1 | elif word[i] == 'y' and word[i - 1] in self._vowels: |
|
1016 | 1 | word = word[:i] + 'Y' + word[i + 1 :] |
|
1017 | 1 | elif ( |
|
1018 | word[i] == 'i' |
||
1019 | and word[i - 1] in self._vowels |
||
1020 | and i + 1 < len(word) |
||
1021 | and word[i + 1] in self._vowels |
||
1022 | ): |
||
1023 | 1 | word = word[:i] + 'I' + word[i + 1 :] |
|
1024 | |||
1025 | 1 | r1_start = max(3, self._sb_r1(word)) |
|
1026 | 1 | r2_start = self._sb_r2(word) |
|
1027 | |||
1028 | # Step 1 |
||
1029 | 1 | if word[-5:] == 'heden': |
|
1030 | 1 | if len(word[r1_start:]) >= 5: |
|
1031 | 1 | word = word[:-3] + 'id' |
|
1032 | 1 | elif word[-3:] == 'ene': |
|
1033 | 1 | if len(word[r1_start:]) >= 3 and ( |
|
1034 | word[-4] not in self._vowels and word[-6:-3] != 'gem' |
||
1035 | ): |
||
1036 | 1 | word = self._undouble(word[:-3]) |
|
1037 | 1 | elif word[-2:] == 'en': |
|
1038 | 1 | if len(word[r1_start:]) >= 2 and ( |
|
1039 | word[-3] not in self._vowels and word[-5:-2] != 'gem' |
||
1040 | ): |
||
1041 | 1 | word = self._undouble(word[:-2]) |
|
1042 | 1 | elif word[-2:] == 'se': |
|
1043 | 1 | if ( |
|
1044 | len(word[r1_start:]) >= 2 |
||
1045 | and word[-3] not in self._not_s_endings |
||
1046 | ): |
||
1047 | 1 | word = word[:-2] |
|
1048 | 1 | elif word[-1:] == 's': |
|
1049 | 1 | if ( |
|
1050 | len(word[r1_start:]) >= 1 |
||
1051 | and word[-2] not in self._not_s_endings |
||
1052 | ): |
||
1053 | 1 | word = word[:-1] |
|
1054 | |||
1055 | # Step 2 |
||
1056 | 1 | e_removed = False |
|
1057 | 1 | if word[-1:] == 'e': |
|
1058 | 1 | if len(word[r1_start:]) >= 1 and word[-2] not in self._vowels: |
|
1059 | 1 | word = self._undouble(word[:-1]) |
|
1060 | 1 | e_removed = True |
|
1061 | |||
1062 | # Step 3a |
||
1063 | 1 | if word[-4:] == 'heid': |
|
1064 | 1 | if len(word[r2_start:]) >= 4 and word[-5] != 'c': |
|
1065 | 1 | word = word[:-4] |
|
1066 | 1 | if word[-2:] == 'en': |
|
1067 | 1 | if len(word[r1_start:]) >= 2 and ( |
|
1068 | word[-3] not in self._vowels and word[-5:-2] != 'gem' |
||
1069 | ): |
||
1070 | 1 | word = self._undouble(word[:-2]) |
|
1071 | |||
1072 | # Step 3b |
||
1073 | 1 | if word[-4:] == 'lijk': |
|
1074 | 1 | if len(word[r2_start:]) >= 4: |
|
1075 | 1 | word = word[:-4] |
|
1076 | # Repeat step 2 |
||
1077 | 1 | if word[-1:] == 'e': |
|
1078 | 1 | if ( |
|
1079 | len(word[r1_start:]) >= 1 |
||
1080 | and word[-2] not in self._vowels |
||
1081 | ): |
||
1082 | 1 | word = self._undouble(word[:-1]) |
|
1083 | 1 | elif word[-4:] == 'baar': |
|
1084 | 1 | if len(word[r2_start:]) >= 4: |
|
1085 | 1 | word = word[:-4] |
|
1086 | 1 | elif word[-3:] in ('end', 'ing'): |
|
1087 | 1 | if len(word[r2_start:]) >= 3: |
|
1088 | 1 | word = word[:-3] |
|
1089 | 1 | if ( |
|
1090 | word[-2:] == 'ig' |
||
1091 | and len(word[r2_start:]) >= 2 |
||
1092 | and word[-3] != 'e' |
||
1093 | ): |
||
1094 | 1 | word = word[:-2] |
|
1095 | else: |
||
1096 | 1 | word = self._undouble(word) |
|
1097 | 1 | elif word[-3:] == 'bar': |
|
1098 | 1 | if len(word[r2_start:]) >= 3 and e_removed: |
|
1099 | 1 | word = word[:-3] |
|
1100 | 1 | elif word[-2:] == 'ig': |
|
1101 | 1 | if len(word[r2_start:]) >= 2 and word[-3] != 'e': |
|
1102 | 1 | word = word[:-2] |
|
1103 | |||
1104 | # Step 4 |
||
1105 | 1 | if ( |
|
1106 | len(word) >= 4 |
||
1107 | and word[-3] == word[-2] |
||
1108 | and word[-2] in {'a', 'e', 'o', 'u'} |
||
1109 | and word[-4] not in self._vowels |
||
1110 | and word[-1] not in self._vowels |
||
1111 | and word[-1] != 'I' |
||
1112 | ): |
||
1113 | 1 | word = word[:-2] + word[-1] |
|
1114 | |||
1115 | # Change 'Y' and 'U' back to lowercase if survived stemming |
||
1116 | 1 | for i in range(0, len(word)): |
|
1117 | 1 | if word[i] == 'Y': |
|
1118 | 1 | word = word[:i] + 'y' + word[i + 1 :] |
|
1119 | 1 | elif word[i] == 'I': |
|
1120 | 1 | word = word[:i] + 'i' + word[i + 1 :] |
|
1121 | |||
1122 | 1 | return word |
|
1123 | |||
1124 | |||
1125 | 1 | def sb_dutch(word): |
|
1126 | """Return Snowball Dutch stem. |
||
1127 | |||
1128 | This is a wrapper for :py:meth:`SnowballDutch.stem`. |
||
1129 | |||
1130 | :param str word: the word to calculate the stem of |
||
1131 | :returns: word stem |
||
1132 | :rtype: str |
||
1133 | |||
1134 | >>> sb_dutch('lezen') |
||
1135 | 'lez' |
||
1136 | >>> sb_dutch('opschorting') |
||
1137 | 'opschort' |
||
1138 | >>> sb_dutch('ongrijpbaarheid') |
||
1139 | 'ongrijp' |
||
1140 | """ |
||
1141 | 1 | return SnowballDutch().stem(word) |
|
1142 | |||
1143 | |||
1144 | 1 | class SnowballNorwegian(Snowball): |
|
1145 | """Snowball Norwegian stemmer. |
||
1146 | |||
1147 | The Snowball Norwegian stemmer is defined at: |
||
1148 | http://snowball.tartarus.org/algorithms/norwegian/stemmer.html |
||
1149 | """ |
||
1150 | |||
1151 | 1 | _vowels = {'a', 'e', 'i', 'o', 'u', 'y', 'å', 'æ', 'ø'} |
|
1152 | 1 | _s_endings = { |
|
1153 | 'b', |
||
1154 | 'c', |
||
1155 | 'd', |
||
1156 | 'f', |
||
1157 | 'g', |
||
1158 | 'h', |
||
1159 | 'j', |
||
1160 | 'l', |
||
1161 | 'm', |
||
1162 | 'n', |
||
1163 | 'o', |
||
1164 | 'p', |
||
1165 | 'r', |
||
1166 | 't', |
||
1167 | 'v', |
||
1168 | 'y', |
||
1169 | 'z', |
||
1170 | } |
||
1171 | |||
1172 | 1 | def stem(self, word): |
|
1173 | """Return Snowball Norwegian stem. |
||
1174 | |||
1175 | :param str word: the word to calculate the stem of |
||
1176 | :returns: word stem |
||
1177 | :rtype: str |
||
1178 | |||
1179 | >>> stmr = SnowballNorwegian() |
||
1180 | >>> stmr.stem('lese') |
||
1181 | 'les' |
||
1182 | >>> stmr.stem('suspensjon') |
||
1183 | 'suspensjon' |
||
1184 | >>> stmr.stem('sikkerhet') |
||
1185 | 'sikker' |
||
1186 | """ |
||
1187 | # lowercase, normalize, and compose |
||
1188 | 1 | word = normalize('NFC', text_type(word.lower())) |
|
1189 | |||
1190 | 1 | r1_start = min(max(3, self._sb_r1(word)), len(word)) |
|
1191 | |||
1192 | # Step 1 |
||
1193 | 1 | _r1 = word[r1_start:] |
|
1194 | 1 | if _r1[-7:] == 'hetenes': |
|
1195 | 1 | word = word[:-7] |
|
1196 | 1 | elif _r1[-6:] in {'hetene', 'hetens'}: |
|
1197 | 1 | word = word[:-6] |
|
1198 | 1 | elif _r1[-5:] in {'heten', 'heter', 'endes'}: |
|
1199 | 1 | word = word[:-5] |
|
1200 | 1 | elif _r1[-4:] in {'ande', 'ende', 'edes', 'enes', 'erte'}: |
|
1201 | 1 | if word[-4:] == 'erte': |
|
1202 | 1 | word = word[:-2] |
|
1203 | else: |
||
1204 | 1 | word = word[:-4] |
|
1205 | 1 | elif _r1[-3:] in { |
|
1206 | 'ede', |
||
1207 | 'ane', |
||
1208 | 'ene', |
||
1209 | 'ens', |
||
1210 | 'ers', |
||
1211 | 'ets', |
||
1212 | 'het', |
||
1213 | 'ast', |
||
1214 | 'ert', |
||
1215 | }: |
||
1216 | 1 | if word[-3:] == 'ert': |
|
1217 | 1 | word = word[:-1] |
|
1218 | else: |
||
1219 | 1 | word = word[:-3] |
|
1220 | 1 | elif _r1[-2:] in {'en', 'ar', 'er', 'as', 'es', 'et'}: |
|
1221 | 1 | word = word[:-2] |
|
1222 | 1 | elif _r1[-1:] in {'a', 'e'}: |
|
1223 | 1 | word = word[:-1] |
|
1224 | 1 | elif _r1[-1:] == 's': |
|
1225 | 1 | if (len(word) > 1 and word[-2] in self._s_endings) or ( |
|
1226 | len(word) > 2 |
||
1227 | and word[-2] == 'k' |
||
1228 | and word[-3] not in self._vowels |
||
1229 | ): |
||
1230 | 1 | word = word[:-1] |
|
1231 | |||
1232 | # Step 2 |
||
1233 | 1 | if word[r1_start:][-2:] in {'dt', 'vt'}: |
|
1234 | 1 | word = word[:-1] |
|
1235 | |||
1236 | # Step 3 |
||
1237 | 1 | _r1 = word[r1_start:] |
|
1238 | 1 | if _r1[-7:] == 'hetslov': |
|
1239 | 1 | word = word[:-7] |
|
1240 | 1 | elif _r1[-4:] in {'eleg', 'elig', 'elov', 'slov'}: |
|
1241 | 1 | word = word[:-4] |
|
1242 | 1 | elif _r1[-3:] in {'leg', 'eig', 'lig', 'els', 'lov'}: |
|
1243 | 1 | word = word[:-3] |
|
1244 | 1 | elif _r1[-2:] == 'ig': |
|
1245 | 1 | word = word[:-2] |
|
1246 | |||
1247 | 1 | return word |
|
1248 | |||
1249 | |||
1250 | 1 | def sb_norwegian(word): |
|
1251 | """Return Snowball Norwegian stem. |
||
1252 | |||
1253 | This is a wrapper for :py:meth:`SnowballNorwegian.stem`. |
||
1254 | |||
1255 | :param str word: the word to calculate the stem of |
||
1256 | :returns: word stem |
||
1257 | :rtype: str |
||
1258 | |||
1259 | >>> sb_norwegian('lese') |
||
1260 | 'les' |
||
1261 | >>> sb_norwegian('suspensjon') |
||
1262 | 'suspensjon' |
||
1263 | >>> sb_norwegian('sikkerhet') |
||
1264 | 'sikker' |
||
1265 | """ |
||
1266 | 1 | return SnowballNorwegian().stem(word) |
|
1267 | |||
1268 | |||
1269 | 1 | class SnowballSwedish(Snowball): |
|
1270 | """Snowball Swedish stemmer. |
||
1271 | |||
1272 | The Snowball Swedish stemmer is defined at: |
||
1273 | http://snowball.tartarus.org/algorithms/swedish/stemmer.html |
||
1274 | """ |
||
1275 | |||
1276 | 1 | _vowels = {'a', 'e', 'i', 'o', 'u', 'y', 'ä', 'å', 'ö'} |
|
1277 | 1 | _s_endings = { |
|
1278 | 'b', |
||
1279 | 'c', |
||
1280 | 'd', |
||
1281 | 'f', |
||
1282 | 'g', |
||
1283 | 'h', |
||
1284 | 'j', |
||
1285 | 'k', |
||
1286 | 'l', |
||
1287 | 'm', |
||
1288 | 'n', |
||
1289 | 'o', |
||
1290 | 'p', |
||
1291 | 'r', |
||
1292 | 't', |
||
1293 | 'v', |
||
1294 | 'y', |
||
1295 | } |
||
1296 | |||
1297 | 1 | def stem(self, word): |
|
1298 | """Return Snowball Swedish stem. |
||
1299 | |||
1300 | :param str word: the word to calculate the stem of |
||
1301 | :returns: word stem |
||
1302 | :rtype: str |
||
1303 | |||
1304 | >>> stmr = SnowballSwedish() |
||
1305 | >>> stmr.stem('undervisa') |
||
1306 | 'undervis' |
||
1307 | >>> stmr.stem('suspension') |
||
1308 | 'suspension' |
||
1309 | >>> stmr.stem('visshet') |
||
1310 | 'viss' |
||
1311 | """ |
||
1312 | # lowercase, normalize, and compose |
||
1313 | 1 | word = normalize('NFC', text_type(word.lower())) |
|
1314 | |||
1315 | 1 | r1_start = min(max(3, self._sb_r1(word)), len(word)) |
|
1316 | |||
1317 | # Step 1 |
||
1318 | 1 | _r1 = word[r1_start:] |
|
1319 | 1 | View Code Duplication | if _r1[-7:] == 'heterna': |
1320 | 1 | word = word[:-7] |
|
1321 | 1 | elif _r1[-6:] == 'hetens': |
|
1322 | 1 | word = word[:-6] |
|
1323 | 1 | elif _r1[-5:] in { |
|
1324 | 'anden', |
||
1325 | 'heten', |
||
1326 | 'heter', |
||
1327 | 'arnas', |
||
1328 | 'ernas', |
||
1329 | 'ornas', |
||
1330 | 'andes', |
||
1331 | 'arens', |
||
1332 | 'andet', |
||
1333 | }: |
||
1334 | 1 | word = word[:-5] |
|
1335 | 1 | elif _r1[-4:] in { |
|
1336 | 'arna', |
||
1337 | 'erna', |
||
1338 | 'orna', |
||
1339 | 'ande', |
||
1340 | 'arne', |
||
1341 | 'aste', |
||
1342 | 'aren', |
||
1343 | 'ades', |
||
1344 | 'erns', |
||
1345 | }: |
||
1346 | 1 | word = word[:-4] |
|
1347 | 1 | elif _r1[-3:] in {'ade', 'are', 'ern', 'ens', 'het', 'ast'}: |
|
1348 | 1 | word = word[:-3] |
|
1349 | 1 | elif _r1[-2:] in {'ad', 'en', 'ar', 'er', 'or', 'as', 'es', 'at'}: |
|
1350 | 1 | word = word[:-2] |
|
1351 | 1 | elif _r1[-1:] in {'a', 'e'}: |
|
1352 | 1 | word = word[:-1] |
|
1353 | 1 | elif _r1[-1:] == 's': |
|
1354 | 1 | if len(word) > 1 and word[-2] in self._s_endings: |
|
1355 | 1 | word = word[:-1] |
|
1356 | |||
1357 | # Step 2 |
||
1358 | 1 | if word[r1_start:][-2:] in {'dd', 'gd', 'nn', 'dt', 'gt', 'kt', 'tt'}: |
|
1359 | 1 | word = word[:-1] |
|
1360 | |||
1361 | # Step 3 |
||
1362 | 1 | _r1 = word[r1_start:] |
|
1363 | 1 | if _r1[-5:] == 'fullt': |
|
1364 | 1 | word = word[:-1] |
|
1365 | 1 | elif _r1[-4:] == 'löst': |
|
1366 | 1 | word = word[:-1] |
|
1367 | 1 | elif _r1[-3:] in {'lig', 'els'}: |
|
1368 | 1 | word = word[:-3] |
|
1369 | 1 | elif _r1[-2:] == 'ig': |
|
1370 | 1 | word = word[:-2] |
|
1371 | |||
1372 | 1 | return word |
|
1373 | |||
1374 | |||
1375 | 1 | def sb_swedish(word): |
|
1376 | """Return Snowball Swedish stem. |
||
1377 | |||
1378 | This is a wrapper for :py:meth:`SnowballSwedish.stem`. |
||
1379 | |||
1380 | :param str word: the word to calculate the stem of |
||
1381 | :returns: word stem |
||
1382 | :rtype: str |
||
1383 | |||
1384 | >>> sb_swedish('undervisa') |
||
1385 | 'undervis' |
||
1386 | >>> sb_swedish('suspension') |
||
1387 | 'suspension' |
||
1388 | >>> sb_swedish('visshet') |
||
1389 | 'viss' |
||
1390 | """ |
||
1391 | 1 | return SnowballSwedish().stem(word) |
|
1392 | |||
1393 | |||
1394 | 1 | class SnowballDanish(Snowball): |
|
1395 | """Snowball Danish stemmer. |
||
1396 | |||
1397 | The Snowball Danish stemmer is defined at: |
||
1398 | http://snowball.tartarus.org/algorithms/danish/stemmer.html |
||
1399 | """ |
||
1400 | |||
1401 | 1 | _vowels = {'a', 'e', 'i', 'o', 'u', 'y', 'å', 'æ', 'ø'} |
|
1402 | 1 | _s_endings = { |
|
1403 | 'a', |
||
1404 | 'b', |
||
1405 | 'c', |
||
1406 | 'd', |
||
1407 | 'f', |
||
1408 | 'g', |
||
1409 | 'h', |
||
1410 | 'j', |
||
1411 | 'k', |
||
1412 | 'l', |
||
1413 | 'm', |
||
1414 | 'n', |
||
1415 | 'o', |
||
1416 | 'p', |
||
1417 | 'r', |
||
1418 | 't', |
||
1419 | 'v', |
||
1420 | 'y', |
||
1421 | 'z', |
||
1422 | 'å', |
||
1423 | } |
||
1424 | |||
1425 | 1 | def stem(self, word): |
|
1426 | """Return Snowball Danish stem. |
||
1427 | |||
1428 | :param str word: the word to calculate the stem of |
||
1429 | :returns: word stem |
||
1430 | :rtype: str |
||
1431 | |||
1432 | >>> stmr = SnowballDanish() |
||
1433 | >>> stmr.stem('underviser') |
||
1434 | 'undervis' |
||
1435 | >>> stmr.stem('suspension') |
||
1436 | 'suspension' |
||
1437 | >>> stmr.stem('sikkerhed') |
||
1438 | 'sikker' |
||
1439 | """ |
||
1440 | # lowercase, normalize, and compose |
||
1441 | 1 | word = normalize('NFC', text_type(word.lower())) |
|
1442 | |||
1443 | 1 | r1_start = min(max(3, self._sb_r1(word)), len(word)) |
|
1444 | |||
1445 | # Step 1 |
||
1446 | 1 | _r1 = word[r1_start:] |
|
1447 | 1 | View Code Duplication | if _r1[-7:] == 'erendes': |
1448 | 1 | word = word[:-7] |
|
1449 | 1 | elif _r1[-6:] in {'erende', 'hedens'}: |
|
1450 | 1 | word = word[:-6] |
|
1451 | 1 | elif _r1[-5:] in { |
|
1452 | 'ethed', |
||
1453 | 'erede', |
||
1454 | 'heden', |
||
1455 | 'heder', |
||
1456 | 'endes', |
||
1457 | 'ernes', |
||
1458 | 'erens', |
||
1459 | 'erets', |
||
1460 | }: |
||
1461 | 1 | word = word[:-5] |
|
1462 | 1 | elif _r1[-4:] in { |
|
1463 | 'ered', |
||
1464 | 'ende', |
||
1465 | 'erne', |
||
1466 | 'eren', |
||
1467 | 'erer', |
||
1468 | 'heds', |
||
1469 | 'enes', |
||
1470 | 'eres', |
||
1471 | 'eret', |
||
1472 | }: |
||
1473 | 1 | word = word[:-4] |
|
1474 | 1 | elif _r1[-3:] in {'hed', 'ene', 'ere', 'ens', 'ers', 'ets'}: |
|
1475 | 1 | word = word[:-3] |
|
1476 | 1 | elif _r1[-2:] in {'en', 'er', 'es', 'et'}: |
|
1477 | 1 | word = word[:-2] |
|
1478 | 1 | elif _r1[-1:] == 'e': |
|
1479 | 1 | word = word[:-1] |
|
1480 | 1 | elif _r1[-1:] == 's': |
|
1481 | 1 | if len(word) > 1 and word[-2] in self._s_endings: |
|
1482 | 1 | word = word[:-1] |
|
1483 | |||
1484 | # Step 2 |
||
1485 | 1 | if word[r1_start:][-2:] in {'gd', 'dt', 'gt', 'kt'}: |
|
1486 | 1 | word = word[:-1] |
|
1487 | |||
1488 | # Step 3 |
||
1489 | 1 | if word[-4:] == 'igst': |
|
1490 | 1 | word = word[:-2] |
|
1491 | |||
1492 | 1 | _r1 = word[r1_start:] |
|
1493 | 1 | repeat_step2 = False |
|
1494 | 1 | if _r1[-4:] == 'elig': |
|
1495 | 1 | word = word[:-4] |
|
1496 | 1 | repeat_step2 = True |
|
1497 | 1 | elif _r1[-4:] == 'løst': |
|
1498 | 1 | word = word[:-1] |
|
1499 | 1 | elif _r1[-3:] in {'lig', 'els'}: |
|
1500 | 1 | word = word[:-3] |
|
1501 | 1 | repeat_step2 = True |
|
1502 | 1 | elif _r1[-2:] == 'ig': |
|
1503 | 1 | word = word[:-2] |
|
1504 | 1 | repeat_step2 = True |
|
1505 | |||
1506 | 1 | if repeat_step2: |
|
1507 | 1 | if word[r1_start:][-2:] in {'gd', 'dt', 'gt', 'kt'}: |
|
1508 | 1 | word = word[:-1] |
|
1509 | |||
1510 | # Step 4 |
||
1511 | 1 | if ( |
|
1512 | len(word[r1_start:]) >= 1 |
||
1513 | and len(word) >= 2 |
||
1514 | and word[-1] == word[-2] |
||
1515 | and word[-1] not in self._vowels |
||
1516 | ): |
||
1517 | 1 | word = word[:-1] |
|
1518 | |||
1519 | 1 | return word |
|
1520 | |||
1521 | |||
1522 | 1 | def sb_danish(word): |
|
1523 | """Return Snowball Danish stem. |
||
1524 | |||
1525 | This is a wrapper for :py:meth:`SnowballDanish.stem`. |
||
1526 | |||
1527 | :param str word: the word to calculate the stem of |
||
1528 | :returns: word stem |
||
1529 | :rtype: str |
||
1530 | |||
1531 | >>> sb_danish('underviser') |
||
1532 | 'undervis' |
||
1533 | >>> sb_danish('suspension') |
||
1534 | 'suspension' |
||
1535 | >>> sb_danish('sikkerhed') |
||
1536 | 'sikker' |
||
1537 | """ |
||
1538 | 1 | return SnowballDanish().stem(word) |
|
1539 | |||
1540 | |||
1541 | if __name__ == '__main__': |
||
1542 | import doctest |
||
1543 | |||
1544 | doctest.testmod() |
||
1545 |