370 lines
13 KiB
Python
370 lines
13 KiB
Python
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# -*- coding: utf-8 -*-
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#
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# Natural Language Toolkit: ARLSTem Stemmer
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#
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# Copyright (C) 2001-2018 NLTK Project
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#
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# Author: Kheireddine Abainia (x-programer) <k.abainia@gmail.com>
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# Algorithms: Kheireddine Abainia <k.abainia@gmail.com>
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# Siham Ouamour
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# Halim Sayoud
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# URL: <http://nltk.org/>
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# For license information, see LICENSE.TXT
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"""
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ARLSTem Arabic Stemmer
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The details about the implementation of this algorithm are described in:
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K. Abainia, S. Ouamour and H. Sayoud, A Novel Robust Arabic Light Stemmer ,
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Journal of Experimental & Theoretical Artificial Intelligence (JETAI'17),
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Vol. 29, No. 3, 2017, pp. 557-573.
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The ARLSTem is a light Arabic stemmer that is based on removing the affixes
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from the word (i.e. prefixes, suffixes and infixes). It was evaluated and
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compared to several other stemmers using Paice's parameters (under-stemming
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index, over-stemming index and stemming weight), and the results showed that
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ARLSTem is promising and producing high performances. This stemmer is not
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based on any dictionary and can be used on-line effectively.
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"""
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from __future__ import unicode_literals
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import re
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from nltk.stem.api import StemmerI
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class ARLSTem(StemmerI):
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'''
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ARLSTem stemmer : a light Arabic Stemming algorithm without any dictionary.
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Department of Telecommunication & Information Processing. USTHB University,
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Algiers, Algeria.
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ARLSTem.stem(token) returns the Arabic stem for the input token.
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The ARLSTem Stemmer requires that all tokens are encoded using Unicode
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encoding.
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'''
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def __init__(self):
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# different Alif with hamza
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self.re_hamzated_alif = re.compile(r'[\u0622\u0623\u0625]')
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self.re_alifMaqsura = re.compile(r'[\u0649]')
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self.re_diacritics = re.compile(r'[\u064B-\u065F]')
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# Alif Laam, Laam Laam, Fa Laam, Fa Ba
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self.pr2 = [
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'\u0627\u0644', '\u0644\u0644',
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'\u0641\u0644', '\u0641\u0628'
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]
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# Ba Alif Laam, Kaaf Alif Laam, Waaw Alif Laam
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self.pr3 = [
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'\u0628\u0627\u0644',
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'\u0643\u0627\u0644',
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'\u0648\u0627\u0644'
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]
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# Fa Laam Laam, Waaw Laam Laam
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self.pr32 = ['\u0641\u0644\u0644', '\u0648\u0644\u0644']
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# Fa Ba Alif Laam, Waaw Ba Alif Laam, Fa Kaaf Alif Laam
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self.pr4 = [
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'\u0641\u0628\u0627\u0644',
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'\u0648\u0628\u0627\u0644',
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'\u0641\u0643\u0627\u0644'
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]
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# Kaf Yaa, Kaf Miim
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self.su2 = [
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'\u0643\u064A',
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'\u0643\u0645'
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]
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# Ha Alif, Ha Miim
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self.su22 = ['\u0647\u0627', '\u0647\u0645']
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# Kaf Miim Alif, Kaf Noon Shadda
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self.su3 = ['\u0643\u0645\u0627', '\u0643\u0646\u0651']
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# Ha Miim Alif, Ha Noon Shadda
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self.su32 = ['\u0647\u0645\u0627', '\u0647\u0646\u0651']
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# Alif Noon, Ya Noon, Waaw Noon
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self.pl_si2 = ['\u0627\u0646', '\u064A\u0646', '\u0648\u0646']
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# Taa Alif Noon, Taa Ya Noon
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self.pl_si3 = ['\u062A\u0627\u0646', '\u062A\u064A\u0646']
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# Alif Noon, Waaw Noon
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self.verb_su2 = ['\u0627\u0646', '\u0648\u0646']
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# Siin Taa, Siin Yaa
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self.verb_pr2 = ['\u0633\u062A', '\u0633\u064A']
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# Siin Alif, Siin Noon
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self.verb_pr22 = ['\u0633\u0627', '\u0633\u0646']
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# Lam Noon, Lam Taa, Lam Yaa, Lam Hamza
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self.verb_pr33 = ['\u0644\u0646', '\u0644\u062A', '\u0644\u064A', '\u0644\u0623']
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# Taa Miim Alif, Taa Noon Shadda
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self.verb_suf3 = ['\u062A\u0645\u0627', '\u062A\u0646\u0651']
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# Noon Alif, Taa Miim, Taa Alif, Waaw Alif
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self.verb_suf2 = [
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'\u0646\u0627', '\u062A\u0645',
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'\u062A\u0627', '\u0648\u0627'
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]
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# Taa, Alif, Noon
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self.verb_suf1 = ['\u062A', '\u0627', '\u0646']
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def stem(self, token):
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"""
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call this function to get the word's stem based on ARLSTem .
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"""
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try:
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if token is None:
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raise ValueError("The word could not be stemmed, because \
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it is empty !")
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# remove Arabic diacritics and replace some letters with others
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token = self.norm(token)
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# strip common prefixes of the nouns
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pre = self.pref(token)
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if pre is not None:
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token = pre
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# strip the suffixes which are common to nouns and verbs
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token = self.suff(token)
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# transform a plural noun to a singular noun
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ps = self.plur2sing(token)
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if ps is None:
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# transform from the feminine form to the masculine form
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fm = self.fem2masc(token)
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if fm is not None:
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return fm
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else:
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if pre is None: # if the prefixes are not stripped
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# strip the verb prefixes and suffixes
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return self.verb(token)
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else:
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return ps
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return token
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except ValueError as e:
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print(e)
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def norm(self, token):
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"""
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normalize the word by removing diacritics, replacing hamzated Alif
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with Alif replacing AlifMaqsura with Yaa and removing Waaw at the
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beginning.
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"""
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# strip Arabic diacritics
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token = self.re_diacritics.sub('', token)
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# replace Hamzated Alif with Alif bare
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token = self.re_hamzated_alif.sub('\u0627', token)
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# replace alifMaqsura with Yaa
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token = self.re_alifMaqsura.sub('\u064A', token)
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# strip the Waaw from the word beginning if the remaining is 3 letters
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# at least
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if token.startswith('\u0648') and len(token) > 3:
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token = token[1:]
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return token
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def pref(self, token):
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"""
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remove prefixes from the words' beginning.
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"""
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if len(token) > 5:
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for p3 in self.pr3:
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if token.startswith(p3):
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return token[3:]
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if len(token) > 6:
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for p4 in self.pr4:
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if token.startswith(p4):
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return token[4:]
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if len(token) > 5:
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for p3 in self.pr32:
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if token.startswith(p3):
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return token[3:]
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if len(token) > 4:
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for p2 in self.pr2:
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if token.startswith(p2):
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return token[2:]
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def suff(self, token):
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"""
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remove suffixes from the word's end.
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"""
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if token.endswith('\u0643') and len(token) > 3:
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return token[:-1]
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if len(token) > 4:
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for s2 in self.su2:
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if token.endswith(s2):
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return token[:-2]
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if len(token) > 5:
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for s3 in self.su3:
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if token.endswith(s3):
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return token[:-3]
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if token.endswith('\u0647') and len(token) > 3:
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token = token[:-1]
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return token
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if len(token) > 4:
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for s2 in self.su22:
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if token.endswith(s2):
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return token[:-2]
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if len(token) > 5:
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for s3 in self.su32:
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if token.endswith(s3):
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return token[:-3]
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if token.endswith('\u0646\u0627') and len(token) > 4:
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return token[:-2]
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return token
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def fem2masc(self, token):
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"""
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transform the word from the feminine form to the masculine form.
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"""
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if token.endswith('\u0629') and len(token) > 3:
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return token[:-1]
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def plur2sing(self, token):
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"""
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transform the word from the plural form to the singular form.
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"""
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if len(token) > 4:
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for ps2 in self.pl_si2:
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if token.endswith(ps2):
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return token[:-2]
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if len(token) > 5:
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for ps3 in self.pl_si3:
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if token.endswith(ps3):
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return token[:-3]
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if len(token) > 3 and token.endswith('\u0627\u062A'):
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return token[:-2]
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if (len(token) > 3 and token.startswith('\u0627')
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and token[2] == '\u0627'):
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return token[:2] + token[3:]
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if (len(token) > 4 and token.startswith('\u0627')
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and token[-2] == '\u0627'):
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return token[1:-2] + token[-1]
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def verb(self, token):
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"""
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stem the verb prefixes and suffixes or both
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"""
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vb = self.verb_t1(token)
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if vb is not None:
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return vb
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vb = self.verb_t2(token)
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if vb is not None:
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return vb
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vb = self.verb_t3(token)
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if vb is not None:
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return vb
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vb = self.verb_t4(token)
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if vb is not None:
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return vb
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vb = self.verb_t5(token)
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if vb is not None:
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return vb
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return self.verb_t6(token)
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def verb_t1(self, token):
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"""
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stem the present prefixes and suffixes
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"""
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if len(token) > 5 and token.startswith('\u062A'): # Taa
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for s2 in self.pl_si2:
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if token.endswith(s2):
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return token[1:-2]
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if len(token) > 5 and token.startswith('\u064A'): # Yaa
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for s2 in self.verb_su2:
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if token.endswith(s2):
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return token[1:-2]
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if len(token) > 4 and token.startswith('\u0627'): # Alif
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# Waaw Alif
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if len(token) > 5 and token.endswith('\u0648\u0627'):
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return token[1:-2]
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# Yaa
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if token.endswith('\u064A'):
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return token[1:-1]
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# Alif
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if token.endswith('\u0627'):
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return token[1:-1]
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# Noon
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if token.endswith('\u0646'):
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return token[1:-1]
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# ^Yaa, Noon$
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if (len(token) > 4
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and token.startswith('\u064A')
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and token.endswith('\u0646')):
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return token[1:-1]
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# ^Taa, Noon$
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if (len(token) > 4
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and token.startswith('\u062A')
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and token.endswith('\u0646')):
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return token[1:-1]
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def verb_t2(self, token):
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"""
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stem the future prefixes and suffixes
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"""
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if len(token) > 6:
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for s2 in self.pl_si2:
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# ^Siin Taa
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if (token.startswith(self.verb_pr2[0])
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and token.endswith(s2)):
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return token[2:-2]
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# ^Siin Yaa, Alif Noon$
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if (token.startswith(self.verb_pr2[1])
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and token.endswith(self.pl_si2[0])):
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return token[2:-2]
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# ^Siin Yaa, Waaw Noon$
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if (token.startswith(self.verb_pr2[1])
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and token.endswith(self.pl_si2[2])):
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return token[2:-2]
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# ^Siin Taa, Noon$
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if (len(token) > 5
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and token.startswith(self.verb_pr2[0])
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and token.endswith('\u0646')):
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return token[2:-1]
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# ^Siin Yaa, Noon$
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if (len(token) > 5
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and token.startswith(self.verb_pr2[1])
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and token.endswith('\u0646')):
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return token[2:-1]
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def verb_t3(self, token):
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"""
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stem the present suffixes
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"""
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if len(token) > 5:
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for su3 in self.verb_suf3:
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if(token.endswith(su3)):
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return token[:-3]
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if len(token) > 4:
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for su2 in self.verb_suf2:
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if token.endswith(su2):
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return token[:-2]
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if len(token) > 3:
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for su1 in self.verb_suf1:
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if token.endswith(su1):
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return token[:-1]
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def verb_t4(self, token):
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"""
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stem the present prefixes
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"""
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if len(token) > 3:
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for pr1 in self.verb_suf1:
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if token.startswith(pr1):
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return token[1:]
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if token.startswith('\u064A'):
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return token[1:]
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def verb_t5(self, token):
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"""
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stem the future prefixes
|
||
|
|
"""
|
||
|
|
if len(token) > 4:
|
||
|
|
for pr2 in self.verb_pr22:
|
||
|
|
if token.startswith(pr2):
|
||
|
|
return token[2:]
|
||
|
|
for pr2 in self.verb_pr2:
|
||
|
|
if token.startswith(pr2):
|
||
|
|
return token[2:]
|
||
|
|
return token
|
||
|
|
|
||
|
|
def verb_t6(self, token):
|
||
|
|
"""
|
||
|
|
stem the order prefixes
|
||
|
|
"""
|
||
|
|
if len(token) > 4:
|
||
|
|
for pr3 in self.verb_pr33:
|
||
|
|
if token.startswith(pr3):
|
||
|
|
return token[2:]
|
||
|
|
return token
|