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# -*- coding: utf-8 -*- |
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# Copyright 2014-2018 by Christopher C. Little. |
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# This file is part of Abydos. |
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# |
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# Abydos is free software: you can redistribute it and/or modify |
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# it under the terms of the GNU General Public License as published by |
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# the Free Software Foundation, either version 3 of the License, or |
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# (at your option) any later version. |
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# |
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# Abydos is distributed in the hope that it will be useful, |
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# but WITHOUT ANY WARRANTY; without even the implied warranty of |
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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# GNU General Public License for more details. |
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# |
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# You should have received a copy of the GNU General Public License |
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# along with Abydos. If not, see <http://www.gnu.org/licenses/>. |
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"""abydos.stemmer._porter. |
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Porter stemmer |
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""" |
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from __future__ import ( |
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absolute_import, |
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division, |
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print_function, |
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unicode_literals, |
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) |
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from unicodedata import normalize |
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from six import text_type |
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from six.moves import range |
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from ._stemmer import _Stemmer |
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__all__ = ['Porter', 'porter'] |
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class Porter(_Stemmer): |
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"""Porter stemmer. |
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The Porter stemmer is described in :cite:`Porter:1980`. |
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""" |
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_vowels = {'a', 'e', 'i', 'o', 'u', 'y'} |
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1 |
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def _m_degree(self, term): |
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"""Return Porter helper function _m_degree value. |
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m-degree is equal to the number of V to C transitions |
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Parameters |
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---------- |
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term : str |
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The word for which to calculate the m-degree |
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Returns |
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------- |
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int |
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The m-degree as defined in the Porter stemmer definition |
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""" |
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1 |
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mdeg = 0 |
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1 |
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last_was_vowel = False |
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1 |
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for letter in term: |
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1 |
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if letter in self._vowels: |
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1 |
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last_was_vowel = True |
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else: |
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1 |
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if last_was_vowel: |
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1 |
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mdeg += 1 |
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1 |
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last_was_vowel = False |
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return mdeg |
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1 |
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def _has_vowel(self, term): |
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"""Return Porter helper function _has_vowel value. |
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Parameters |
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---------- |
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term : str |
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The word to scan for vowels |
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Returns |
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------- |
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bool |
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True iff a vowel exists in the term (as defined in the Porter |
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stemmer definition) |
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""" |
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1 |
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for letter in term: |
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1 |
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if letter in self._vowels: |
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1 |
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return True |
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return False |
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1 |
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def _ends_in_doubled_cons(self, term): |
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"""Return Porter helper function _ends_in_doubled_cons value. |
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Parameters |
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---------- |
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term : str |
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The word to check for a final doubled consonant |
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Returns |
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------- |
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bool |
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True iff the stem ends in a doubled consonant (as defined in the |
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Porter stemmer definition) |
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""" |
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1 |
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return ( |
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len(term) > 1 |
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and term[-1] not in self._vowels |
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and term[-2] == term[-1] |
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) |
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1 |
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def _ends_in_cvc(self, term): |
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"""Return Porter helper function _ends_in_cvc value. |
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Parameters |
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---------- |
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term : str |
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The word to scan for cvc |
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Returns |
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------- |
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bool |
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True iff the stem ends in cvc (as defined in the Porter stemmer |
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definition) |
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""" |
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return len(term) > 2 and ( |
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term[-1] not in self._vowels |
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and term[-2] in self._vowels |
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and term[-3] not in self._vowels |
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and term[-1] not in tuple('wxY') |
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) |
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def stem(self, word, early_english=False): |
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"""Return Porter stem. |
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Parameters |
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---------- |
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word : str |
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The word to stem |
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early_english : bool |
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Set to True in order to remove -eth & -est (2nd & 3rd person |
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singular verbal agreement suffixes) |
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Returns |
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------- |
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str |
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Word stem |
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Examples |
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-------- |
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>>> stmr = Porter() |
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>>> stmr.stem('reading') |
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'read' |
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>>> stmr.stem('suspension') |
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'suspens' |
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>>> stmr.stem('elusiveness') |
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'elus' |
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>>> stmr.stem('eateth', early_english=True) |
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'eat' |
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""" |
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# lowercase, normalize, and compose |
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word = normalize('NFC', text_type(word.lower())) |
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# Return word if stem is shorter than 2 |
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if len(word) < 3: |
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return word |
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# Re-map consonantal y to Y (Y will be C, y will be V) |
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if word[0] == 'y': |
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word = 'Y' + word[1:] |
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for i in range(1, len(word)): |
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if word[i] == 'y' and word[i - 1] in self._vowels: |
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word = word[:i] + 'Y' + word[i + 1 :] |
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# Step 1a |
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if word[-1] == 's': |
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if word[-4:] == 'sses': |
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word = word[:-2] |
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elif word[-3:] == 'ies': |
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word = word[:-2] |
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elif word[-2:] == 'ss': |
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pass |
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else: |
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word = word[:-1] |
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# Step 1b |
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step1b_flag = False |
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if word[-3:] == 'eed': |
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if self._m_degree(word[:-3]) > 0: |
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word = word[:-1] |
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elif word[-2:] == 'ed': |
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if self._has_vowel(word[:-2]): |
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word = word[:-2] |
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step1b_flag = True |
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elif word[-3:] == 'ing': |
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if self._has_vowel(word[:-3]): |
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word = word[:-3] |
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step1b_flag = True |
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elif early_english: |
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if word[-3:] == 'est': |
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if self._has_vowel(word[:-3]): |
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word = word[:-3] |
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step1b_flag = True |
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elif word[-3:] == 'eth': |
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if self._has_vowel(word[:-3]): |
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word = word[:-3] |
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step1b_flag = True |
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if step1b_flag: |
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if word[-2:] in {'at', 'bl', 'iz'}: |
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word += 'e' |
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elif self._ends_in_doubled_cons(word) and word[-1] not in { |
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'l', |
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's', |
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'z', |
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}: |
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word = word[:-1] |
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elif self._m_degree(word) == 1 and self._ends_in_cvc(word): |
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word += 'e' |
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# Step 1c |
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if word[-1] in {'Y', 'y'} and self._has_vowel(word[:-1]): |
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word = word[:-1] + 'i' |
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# Step 2 |
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if len(word) > 1: |
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if word[-2] == 'a': |
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if word[-7:] == 'ational': |
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if self._m_degree(word[:-7]) > 0: |
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word = word[:-5] + 'e' |
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elif word[-6:] == 'tional': |
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if self._m_degree(word[:-6]) > 0: |
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1 |
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word = word[:-2] |
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elif word[-2] == 'c': |
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if word[-4:] in {'enci', 'anci'}: |
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if self._m_degree(word[:-4]) > 0: |
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word = word[:-1] + 'e' |
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elif word[-2] == 'e': |
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if word[-4:] == 'izer': |
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1 |
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if self._m_degree(word[:-4]) > 0: |
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word = word[:-1] |
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elif word[-2] == 'g': |
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1 |
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if word[-4:] == 'logi': |
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1 |
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if self._m_degree(word[:-4]) > 0: |
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1 |
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word = word[:-1] |
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elif word[-2] == 'l': |
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1 |
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if word[-3:] == 'bli': |
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1 |
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if self._m_degree(word[:-3]) > 0: |
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word = word[:-1] + 'e' |
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elif word[-4:] == 'alli': |
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if self._m_degree(word[:-4]) > 0: |
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word = word[:-2] |
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elif word[-5:] == 'entli': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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word = word[:-2] |
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elif word[-3:] == 'eli': |
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1 |
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if self._m_degree(word[:-3]) > 0: |
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word = word[:-2] |
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elif word[-5:] == 'ousli': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-2] |
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1 |
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elif word[-2] == 'o': |
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1 |
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if word[-7:] == 'ization': |
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1 |
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if self._m_degree(word[:-7]) > 0: |
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1 |
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word = word[:-5] + 'e' |
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1 |
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elif word[-5:] == 'ation': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-3] + 'e' |
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1 |
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elif word[-4:] == 'ator': |
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1 |
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if self._m_degree(word[:-4]) > 0: |
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1 |
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word = word[:-2] + 'e' |
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1 |
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elif word[-2] == 's': |
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1 |
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if word[-5:] == 'alism': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-3] |
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1 |
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elif word[-7:] in {'iveness', 'fulness', 'ousness'}: |
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1 |
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if self._m_degree(word[:-7]) > 0: |
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1 |
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word = word[:-4] |
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1 |
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elif word[-2] == 't': |
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1 |
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if word[-5:] == 'aliti': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-3] |
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1 |
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elif word[-5:] == 'iviti': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-3] + 'e' |
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1 |
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elif word[-6:] == 'biliti': |
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1 |
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if self._m_degree(word[:-6]) > 0: |
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word = word[:-5] + 'le' |
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# Step 3 |
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1 |
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if word[-5:] in 'icate': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-3] |
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1 |
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elif word[-5:] == 'ative': |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-5] |
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1 |
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elif word[-5:] in {'alize', 'iciti'}: |
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1 |
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if self._m_degree(word[:-5]) > 0: |
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1 |
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word = word[:-3] |
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1 |
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elif word[-4:] == 'ical': |
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1 |
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if self._m_degree(word[:-4]) > 0: |
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1 |
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word = word[:-2] |
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1 |
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elif word[-3:] == 'ful': |
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1 |
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if self._m_degree(word[:-3]) > 0: |
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1 |
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word = word[:-3] |
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1 |
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elif word[-4:] == 'ness': |
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1 |
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if self._m_degree(word[:-4]) > 0: |
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1 |
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word = word[:-4] |
|
317
|
|
|
|
|
318
|
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|
# Step 4 |
|
319
|
1 |
|
if word[-2:] == 'al': |
|
320
|
1 |
|
if self._m_degree(word[:-2]) > 1: |
|
321
|
1 |
|
word = word[:-2] |
|
322
|
1 |
|
elif word[-4:] in {'ance', 'ence'}: |
|
323
|
1 |
|
if self._m_degree(word[:-4]) > 1: |
|
324
|
1 |
|
word = word[:-4] |
|
325
|
1 |
|
elif word[-2:] in {'er', 'ic'}: |
|
326
|
1 |
|
if self._m_degree(word[:-2]) > 1: |
|
327
|
1 |
|
word = word[:-2] |
|
328
|
1 |
|
elif word[-4:] in {'able', 'ible'}: |
|
329
|
1 |
|
if self._m_degree(word[:-4]) > 1: |
|
330
|
1 |
|
word = word[:-4] |
|
331
|
1 |
|
elif word[-3:] == 'ant': |
|
332
|
1 |
|
if self._m_degree(word[:-3]) > 1: |
|
333
|
1 |
|
word = word[:-3] |
|
334
|
1 |
|
elif word[-5:] == 'ement': |
|
335
|
1 |
|
if self._m_degree(word[:-5]) > 1: |
|
336
|
1 |
|
word = word[:-5] |
|
337
|
1 |
|
elif word[-4:] == 'ment': |
|
338
|
1 |
|
if self._m_degree(word[:-4]) > 1: |
|
339
|
1 |
|
word = word[:-4] |
|
340
|
1 |
|
elif word[-3:] == 'ent': |
|
341
|
1 |
|
if self._m_degree(word[:-3]) > 1: |
|
342
|
1 |
|
word = word[:-3] |
|
343
|
1 |
|
elif word[-4:] in {'sion', 'tion'}: |
|
344
|
1 |
|
if self._m_degree(word[:-3]) > 1: |
|
345
|
1 |
|
word = word[:-3] |
|
346
|
1 |
|
elif word[-2:] == 'ou': |
|
347
|
1 |
|
if self._m_degree(word[:-2]) > 1: |
|
348
|
1 |
|
word = word[:-2] |
|
349
|
1 |
|
elif word[-3:] in {'ism', 'ate', 'iti', 'ous', 'ive', 'ize'}: |
|
350
|
1 |
|
if self._m_degree(word[:-3]) > 1: |
|
351
|
1 |
|
word = word[:-3] |
|
352
|
|
|
|
|
353
|
|
|
# Step 5a |
|
354
|
1 |
|
if word[-1] == 'e': |
|
355
|
1 |
|
if self._m_degree(word[:-1]) > 1: |
|
356
|
1 |
|
word = word[:-1] |
|
357
|
1 |
|
elif self._m_degree(word[:-1]) == 1 and not self._ends_in_cvc( |
|
358
|
|
|
word[:-1] |
|
|
|
|
|
|
359
|
|
|
): |
|
360
|
1 |
|
word = word[:-1] |
|
361
|
|
|
|
|
362
|
|
|
# Step 5b |
|
363
|
1 |
|
if word[-2:] == 'll' and self._m_degree(word) > 1: |
|
364
|
1 |
|
word = word[:-1] |
|
365
|
|
|
|
|
366
|
|
|
# Change 'Y' back to 'y' if it survived stemming |
|
367
|
1 |
|
for i in range(len(word)): |
|
|
|
|
|
|
368
|
1 |
|
if word[i] == 'Y': |
|
369
|
1 |
|
word = word[:i] + 'y' + word[i + 1 :] |
|
370
|
|
|
|
|
371
|
1 |
|
return word |
|
372
|
|
|
|
|
373
|
|
|
|
|
374
|
1 |
|
def porter(word, early_english=False): |
|
375
|
|
|
"""Return Porter stem. |
|
376
|
|
|
|
|
377
|
|
|
This is a wrapper for :py:meth:`Porter.stem`. |
|
378
|
|
|
|
|
379
|
|
|
Parameters |
|
380
|
|
|
---------- |
|
381
|
|
|
word : str |
|
382
|
|
|
The word to stem |
|
383
|
|
|
early_english : bool |
|
384
|
|
|
Set to True in order to remove -eth & -est (2nd & 3rd person singular |
|
385
|
|
|
verbal agreement suffixes) |
|
386
|
|
|
|
|
387
|
|
|
Returns |
|
388
|
|
|
------- |
|
389
|
|
|
str |
|
390
|
|
|
Word stem |
|
391
|
|
|
|
|
392
|
|
|
Examples |
|
393
|
|
|
-------- |
|
394
|
|
|
>>> porter('reading') |
|
395
|
|
|
'read' |
|
396
|
|
|
>>> porter('suspension') |
|
397
|
|
|
'suspens' |
|
398
|
|
|
>>> porter('elusiveness') |
|
399
|
|
|
'elus' |
|
400
|
|
|
|
|
401
|
|
|
>>> porter('eateth', early_english=True) |
|
402
|
|
|
'eat' |
|
403
|
|
|
|
|
404
|
|
|
""" |
|
405
|
1 |
|
return Porter().stem(word, early_english) |
|
406
|
|
|
|
|
407
|
|
|
|
|
408
|
|
|
if __name__ == '__main__': |
|
409
|
|
|
import doctest |
|
410
|
|
|
|
|
411
|
|
|
doctest.testmod() |
|
412
|
|
|
|