view g_stemmer.py @ 1:fb617586f4b2 draft

planemo upload commit a81826fe44f09a3710a35c183aa88b745aeec064-dirty
author stevecassidy
date Mon, 05 Dec 2016 05:22:05 -0500
parents e991d4e60c17
children a47980ef2b96
line wrap: on
line source

import sys
import os
import nltk
from nltk.stem import *
import argparse


def arguments():
    parser = argparse.ArgumentParser(description="Segments the text input into separate sentences")
    parser.add_argument('--input', required=True, action="store", type=str, help="input text file")
    parser.add_argument('--output', required=True, action="store", type=str, help="output file path")
    parser.add_argument('--stemmer', required=False, action="store", type=str, help="output file path")
    args = parser.parse_args()
    return args

def stem_file(in_file, out_file, stemmer_type):
    with open(in_file, 'r') as fd:
        unsegmented = fd.read()

    with open(out_file, 'w') as output:
        sentences = nltk.sent_tokenize(unsegmented)
        stemmer = get_stemmer(stemmer_type)
        for sentence in sentences:
            words = nltk.word_tokenize(sentence)
            for word in words:
                stemmed_word = stemmer.stem(word)
                output.write(stemmed_word)
                output.write('\n')

def get_stemmer(stemmer_type):
    if stemmer_type == 'lancaster':
        stemmer = LancasterStemmer()
    elif stemmer_type == 'porter':
        stemmer = PorterStemmer()
    else:
        stemmer = snowball.EnglishStemmer()
    return stemmer

if __name__ == '__main__':
    args = arguments()
    stem_file(args.input, args.output, args.stemmer)