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# -*- coding: utf-8 -*- |
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# Copyright 2018 by Christopher C. Little. |
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# This file is part of Abydos. |
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# |
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# Abydos is free software: you can redistribute it and/or modify |
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# it under the terms of the GNU General Public License as published by |
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# the Free Software Foundation, either version 3 of the License, or |
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# (at your option) any later version. |
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# |
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# Abydos is distributed in the hope that it will be useful, |
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# but WITHOUT ANY WARRANTY; without even the implied warranty of |
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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# GNU General Public License for more details. |
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# |
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# You should have received a copy of the GNU General Public License |
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# along with Abydos. If not, see <http://www.gnu.org/licenses/>. |
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"""abydos.stemmer._uealite. |
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The stemmer._uealite module defines the UEA-Lite Stemmer. |
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""" |
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from __future__ import unicode_literals |
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from re import match as re_match |
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from six.moves import range |
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__all__ = ['uealite'] |
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33
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1 |
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def uealite( |
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word, max_word_length=20, max_acro_length=8, return_rule_no=False, var=None |
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35
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): |
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"""Return UEA-Lite stem. |
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The UEA-Lite stemmer is discussed in :cite:`Jenkins:2005`. |
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This is chiefly based on the Java implementation of the algorithm, with |
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variants based on the Perl implementation and Jason Adams' Ruby port. |
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Java version: :cite:`Churchill:2005` |
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Perl version: :cite:`Jenkins:2005` |
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Ruby version: :cite:`Adams:2017` |
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:param str word: the word to calculate the stem of |
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:param int max_word_length: the maximum word length allowed |
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:param int max_acro_length: the maximum acryonym length allowed |
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:param bool return_rule_no: if True, returns the stem along with rule |
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number |
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:param str var: variant to use (set to 'Adams' to use Jason Adams' rules, |
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or 'Perl' to use the original Perl set of rules) |
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:returns: word stem |
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:rtype: str or (str, int) |
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>>> uealite('readings') |
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'read' |
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>>> uealite('insulted') |
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'insult' |
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>>> uealite('cussed') |
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'cuss' |
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>>> uealite('fancies') |
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'fancy' |
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>>> uealite('eroded') |
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'erode' |
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""" |
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problem_words = {'is', 'as', 'this', 'has', 'was', 'during'} |
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# rule table format: |
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# top-level dictionary: length-of-suffix: dict-of-rules |
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# dict-of-rules: suffix: (rule_no, suffix_length_to_delete, |
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# suffix_to_append) |
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rule_table = { |
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7: { |
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'titudes': (30, 1, None), |
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'fulness': (34, 4, None), |
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'ousness': (35, 4, None), |
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'eadings': (40.7, 4, None), |
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'oadings': (40.6, 4, None), |
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'ealings': (42.4, 4, None), |
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'ailings': (42.2, 4, None), |
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}, |
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6: { |
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'aceous': (1, 6, None), |
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'aining': (24, 3, None), |
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'acting': (25, 3, None), |
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'ttings': (26, 5, None), |
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'viding': (27, 3, 'e'), |
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'ssings': (37, 4, None), |
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'ulting': (38, 3, None), |
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'eading': (40.7, 3, None), |
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'oading': (40.6, 3, None), |
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'edings': (40.5, 4, None), |
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'ddings': (40.4, 5, None), |
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'ldings': (40.3, 4, None), |
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'rdings': (40.2, 4, None), |
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'ndings': (40.1, 4, None), |
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'llings': (41, 5, None), |
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'ealing': (42.4, 3, None), |
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'olings': (42.3, 4, None), |
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'ailing': (42.2, 3, None), |
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'elings': (42.1, 4, None), |
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'mmings': (44.3, 5, None), |
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'ngings': (45.2, 4, None), |
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'ggings': (45.1, 5, None), |
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'stings': (47, 4, None), |
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'etings': (48.4, 4, None), |
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'ntings': (48.2, 4, None), |
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'irings': (54.4, 4, 'e'), |
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'urings': (54.3, 4, 'e'), |
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'ncings': (54.2, 4, 'e'), |
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'things': (58.1, 1, None), |
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}, |
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5: { |
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'iases': (11.4, 2, None), |
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'ained': (13.6, 2, None), |
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'erned': (13.5, 2, None), |
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'ifted': (14, 2, None), |
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'ected': (15, 2, None), |
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'vided': (16, 1, None), |
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'erred': (19, 3, None), |
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'urred': (20.5, 3, None), |
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'lored': (20.4, 2, None), |
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'eared': (20.3, 2, None), |
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'tored': (20.2, 1, None), |
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'noted': (22.4, 1, None), |
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'leted': (22.3, 1, None), |
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'anges': (23, 1, None), |
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'tting': (26, 4, None), |
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'ulted': (32, 2, None), |
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'uming': (33, 3, 'e'), |
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'rabed': (36.1, 1, None), |
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'rebed': (36.1, 1, None), |
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'ribed': (36.1, 1, None), |
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'robed': (36.1, 1, None), |
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'rubed': (36.1, 1, None), |
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'ssing': (37, 3, None), |
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'vings': (39, 4, 'e'), |
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'eding': (40.5, 3, None), |
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'dding': (40.4, 4, None), |
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'lding': (40.3, 3, None), |
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'rding': (40.2, 3, None), |
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'nding': (40.1, 3, None), |
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'dings': (40, 4, 'e'), |
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'lling': (41, 4, None), |
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'oling': (42.3, 3, None), |
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'eling': (42.1, 3, None), |
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'lings': (42, 4, 'e'), |
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'mming': (44.3, 4, None), |
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'rming': (44.2, 3, None), |
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'lming': (44.1, 3, None), |
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'mings': (44, 4, 'e'), |
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'nging': (45.2, 3, None), |
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'gging': (45.1, 4, None), |
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'gings': (45, 4, 'e'), |
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'aning': (46.6, 3, None), |
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'ening': (46.5, 3, None), |
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'gning': (46.4, 3, None), |
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'nning': (46.3, 4, None), |
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'oning': (46.2, 3, None), |
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'rning': (46.1, 3, None), |
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'sting': (47, 3, None), |
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'eting': (48.4, 3, None), |
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'pting': (48.3, 3, None), |
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'nting': (48.2, 3, None), |
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'cting': (48.1, 3, None), |
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'tings': (48, 4, 'e'), |
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'iring': (54.4, 3, 'e'), |
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'uring': (54.3, 3, 'e'), |
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'ncing': (54.2, 3, 'e'), |
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'sings': (54, 4, 'e'), |
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# 'lling': (55, 3, None), # masked by 41 |
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'ating': (57, 3, 'e'), |
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'thing': (58.1, 0, None), |
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}, |
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4: { |
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'eeds': (7, 1, None), |
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'uses': (11.3, 1, None), |
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'sses': (11.2, 2, None), |
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'eses': (11.1, 2, 'is'), |
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'tled': (12.5, 1, None), |
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'pled': (12.4, 1, None), |
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'bled': (12.3, 1, None), |
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'eled': (12.2, 2, None), |
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'lled': (12.1, 2, None), |
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'ened': (13.7, 2, None), |
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'rned': (13.4, 2, None), |
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'nned': (13.3, 3, None), |
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'oned': (13.2, 2, None), |
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'gned': (13.1, 2, None), |
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'ered': (20.1, 2, None), |
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'reds': (20, 2, None), |
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'tted': (21, 3, None), |
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'uted': (22.2, 1, None), |
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'ated': (22.1, 1, None), |
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'ssed': (28, 2, None), |
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'umed': (31, 1, None), |
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'beds': (36, 3, None), |
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'ving': (39, 3, 'e'), |
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'ding': (40, 3, 'e'), |
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'ling': (42, 3, 'e'), |
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'nged': (43.2, 1, None), |
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'gged': (43.1, 3, None), |
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'ming': (44, 3, 'e'), |
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'ging': (45, 3, 'e'), |
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'ning': (46, 3, 'e'), |
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'ting': (48, 3, 'e'), |
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# 'ssed': (49, 2, None), # masked by 28 |
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# 'lled': (53, 2, None), # masked by 12.1 |
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'zing': (54.1, 3, 'e'), |
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'sing': (54, 3, 'e'), |
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'lves': (60.1, 3, 'f'), |
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'aped': (61.3, 1, None), |
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'uded': (61.2, 1, None), |
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'oded': (61.1, 1, None), |
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# 'ated': (61, 1, None), # masked by 22.1 |
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'ones': (63.6, 1, None), |
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'izes': (63.5, 1, None), |
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'ures': (63.4, 1, None), |
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'ines': (63.3, 1, None), |
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'ides': (63.2, 1, None), |
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}, |
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3: { |
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'ces': (2, 1, None), |
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'sis': (4, 0, None), |
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'tis': (5, 0, None), |
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'eed': (7, 0, None), |
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'ued': (8, 1, None), |
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'ues': (9, 1, None), |
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'ees': (10, 1, None), |
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'ses': (11, 1, None), |
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'led': (12, 2, None), |
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'ned': (13, 1, None), |
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'ved': (17, 1, None), |
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'ced': (18, 1, None), |
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'red': (20, 1, None), |
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'ted': (22, 2, None), |
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'sed': (29, 1, None), |
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'bed': (36, 2, None), |
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'ged': (43, 1, None), |
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'les': (50, 1, None), |
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'tes': (51, 1, None), |
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'zed': (52, 1, None), |
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'ied': (56, 3, 'y'), |
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'ies': (59, 3, 'y'), |
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247
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'ves': (60, 1, None), |
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248
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'pes': (63.8, 1, None), |
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249
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'mes': (63.7, 1, None), |
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250
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'ges': (63.1, 1, None), |
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251
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'ous': (65, 0, None), |
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252
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'ums': (66, 0, None), |
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253
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}, |
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2: { |
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'cs': (3, 0, None), |
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'ss': (6, 0, None), |
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'es': (63, 2, None), |
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'is': (64, 2, 'e'), |
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'us': (67, 0, None), |
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}, |
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} |
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262
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263
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1 |
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if var == 'Perl': |
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1 |
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perl_deletions = { |
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265
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7: ['eadings', 'oadings', 'ealings', 'ailings'], |
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6: [ |
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'ttings', |
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'ssings', |
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'edings', |
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'ddings', |
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'ldings', |
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'rdings', |
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'ndings', |
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'llings', |
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'olings', |
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'elings', |
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'mmings', |
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278
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'ngings', |
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'ggings', |
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'stings', |
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'etings', |
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'ntings', |
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283
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'irings', |
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284
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'urings', |
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285
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'ncings', |
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286
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'things', |
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], |
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5: ['vings', 'dings', 'lings', 'mings', 'gings', 'tings', 'sings'], |
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289
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4: ['eeds', 'reds', 'beds'], |
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} |
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291
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292
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# Delete the above rules from rule_table |
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293
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1 |
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for del_len in perl_deletions: |
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294
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1 |
|
for term in perl_deletions[del_len]: |
|
295
|
1 |
|
del rule_table[del_len][term] |
|
296
|
|
|
|
|
297
|
1 |
|
elif var == 'Adams': |
|
298
|
1 |
|
adams_additions = { |
|
299
|
|
|
6: {'chited': (22.8, 1, None)}, |
|
300
|
|
|
5: { |
|
301
|
|
|
'dying': (58.2, 4, 'ie'), |
|
302
|
|
|
'tying': (58.2, 4, 'ie'), |
|
303
|
|
|
'vited': (22.6, 1, None), |
|
304
|
|
|
'mited': (22.5, 1, None), |
|
305
|
|
|
'vided': (22.9, 1, None), |
|
306
|
|
|
'mided': (22.10, 1, None), |
|
307
|
|
|
'lying': (58.2, 4, 'ie'), |
|
308
|
|
|
'arred': (19.1, 3, None), |
|
309
|
|
|
}, |
|
310
|
|
|
4: { |
|
311
|
|
|
'ited': (22.7, 2, None), |
|
312
|
|
|
'oked': (31.1, 1, None), |
|
313
|
|
|
'aked': (31.1, 1, None), |
|
314
|
|
|
'iked': (31.1, 1, None), |
|
315
|
|
|
'uked': (31.1, 1, None), |
|
316
|
|
|
'amed': (31, 1, None), |
|
317
|
|
|
'imed': (31, 1, None), |
|
318
|
|
|
'does': (31.2, 2, None), |
|
319
|
|
|
}, |
|
320
|
|
|
3: { |
|
321
|
|
|
'oed': (31.3, 1, None), |
|
322
|
|
|
'oes': (31.2, 1, None), |
|
323
|
|
|
'kes': (63.1, 1, None), |
|
324
|
|
|
'des': (63.10, 1, None), |
|
325
|
|
|
'res': (63.9, 1, None), |
|
326
|
|
|
}, |
|
327
|
|
|
} |
|
328
|
|
|
|
|
329
|
|
|
# Add the above additional rules to rule_table |
|
330
|
1 |
|
for del_len in adams_additions: |
|
331
|
1 |
|
rule_table[del_len] = dict( |
|
332
|
|
|
rule_table[del_len], **adams_additions[del_len] |
|
333
|
|
|
) |
|
334
|
|
|
# Add additional problem word |
|
335
|
1 |
|
problem_words.add('menses') |
|
336
|
|
|
|
|
337
|
1 |
|
def _stem_with_duplicate_character_check(word, del_len): |
|
338
|
1 |
|
if word[-1] == 's': |
|
339
|
1 |
|
del_len += 1 |
|
340
|
1 |
|
stemmed_word = word[:-del_len] |
|
341
|
1 |
|
if re_match(r'.*(\w)\1$', stemmed_word): |
|
342
|
1 |
|
stemmed_word = stemmed_word[:-1] |
|
343
|
1 |
|
return stemmed_word |
|
344
|
|
|
|
|
345
|
1 |
|
def _stem(word): |
|
|
|
|
|
|
346
|
1 |
|
stemmed_word = word |
|
347
|
1 |
|
rule_no = 0 |
|
348
|
|
|
|
|
349
|
1 |
|
if not word: |
|
350
|
1 |
|
return word, 0 |
|
351
|
1 |
|
if word in problem_words: |
|
352
|
1 |
|
return word, 90 |
|
353
|
1 |
|
if max_word_length and len(word) > max_word_length: |
|
354
|
1 |
|
return word, 95 |
|
355
|
|
|
|
|
356
|
1 |
|
if "'" in word: |
|
357
|
1 |
|
if word[-2:] in {"'s", "'S"}: |
|
358
|
1 |
|
stemmed_word = word[:-2] |
|
359
|
1 |
|
if word[-1:] == "'": |
|
360
|
1 |
|
stemmed_word = word[:-1] |
|
361
|
1 |
|
stemmed_word = stemmed_word.replace("n't", 'not') |
|
362
|
1 |
|
stemmed_word = stemmed_word.replace("'ve", 'have') |
|
363
|
1 |
|
stemmed_word = stemmed_word.replace("'re", 'are') |
|
364
|
1 |
|
stemmed_word = stemmed_word.replace("'m", 'am') |
|
365
|
1 |
|
return stemmed_word, 94 |
|
366
|
|
|
|
|
367
|
1 |
|
if word.isdigit(): |
|
368
|
1 |
|
return word, 90.3 |
|
369
|
|
|
else: |
|
370
|
1 |
|
hyphen = word.find('-') |
|
371
|
1 |
|
if len(word) > hyphen > 0: |
|
372
|
1 |
|
if word[:hyphen].isalpha() and word[hyphen + 1 :].isalpha(): |
|
|
|
|
|
|
373
|
1 |
|
return word, 90.2 |
|
374
|
|
|
else: |
|
375
|
1 |
|
return word, 90.1 |
|
376
|
1 |
|
elif '_' in word: |
|
377
|
1 |
|
return word, 90 |
|
378
|
1 |
|
elif word[-1] == 's' and word[:-1].isupper(): |
|
379
|
1 |
|
if var == 'Adams' and len(word) - 1 > max_acro_length: |
|
380
|
1 |
|
return word, 96 |
|
381
|
1 |
|
return word[:-1], 91.1 |
|
382
|
1 |
|
elif word.isupper(): |
|
383
|
1 |
|
if var == 'Adams' and len(word) > max_acro_length: |
|
384
|
1 |
|
return word, 96 |
|
385
|
1 |
|
return word, 91 |
|
386
|
1 |
|
elif re_match(r'^.*[A-Z].*[A-Z].*$', word): |
|
387
|
1 |
|
return word, 92 |
|
388
|
1 |
|
elif word[0].isupper(): |
|
389
|
1 |
|
return word, 93 |
|
390
|
1 |
|
elif var == 'Adams' and re_match(r'^[a-z](|[rl])(ing|ed)$', word): |
|
391
|
1 |
|
return word, 97 |
|
392
|
|
|
|
|
393
|
1 |
|
for n in range(7, 1, -1): |
|
|
|
|
|
|
394
|
1 |
|
if word[-n:] in rule_table[n]: |
|
395
|
1 |
|
rule_no, del_len, add_str = rule_table[n][word[-n:]] |
|
396
|
1 |
|
if del_len: |
|
397
|
1 |
|
stemmed_word = word[:-del_len] |
|
398
|
|
|
else: |
|
399
|
1 |
|
stemmed_word = word |
|
400
|
1 |
|
if add_str: |
|
401
|
1 |
|
stemmed_word += add_str |
|
402
|
1 |
|
break |
|
403
|
|
|
|
|
404
|
1 |
|
if not rule_no: |
|
405
|
1 |
|
if re_match(r'.*\w\wings?$', word): # rule 58 |
|
406
|
1 |
|
stemmed_word = _stem_with_duplicate_character_check(word, 3) |
|
407
|
1 |
|
rule_no = 58 |
|
408
|
1 |
|
elif re_match(r'.*\w\weds?$', word): # rule 62 |
|
409
|
1 |
|
stemmed_word = _stem_with_duplicate_character_check(word, 2) |
|
410
|
1 |
|
rule_no = 62 |
|
411
|
1 |
|
elif word[-1] == 's': # rule 68 |
|
412
|
1 |
|
stemmed_word = word[:-1] |
|
413
|
1 |
|
rule_no = 68 |
|
414
|
|
|
|
|
415
|
1 |
|
return stemmed_word, rule_no |
|
416
|
|
|
|
|
417
|
1 |
|
stem, rule_no = _stem(word) |
|
418
|
1 |
|
if return_rule_no: |
|
419
|
1 |
|
return stem, rule_no |
|
420
|
1 |
|
return stem |
|
421
|
|
|
|
|
422
|
|
|
|
|
423
|
|
|
if __name__ == '__main__': |
|
424
|
|
|
import doctest |
|
425
|
|
|
|
|
426
|
|
|
doctest.testmod() |
|
427
|
|
|
|