# from __future__ import division from nltk import sent_tokenize, word_tokenize, pos_tag from nltk.probability import FreqDist from nltk.corpus import stopwords import nltk import codecs import base64 nltk.download('stopwords') with open('treaty_file/japan-korea.txt', 'r') as russia_file: russia_text = russia_file.read() russia_text_list = russia_text.split("\n\n") t_default_stopwords = set(stopwords.words('english')) t_custom_stopwords = set(codecs.open('t_stopwords.txt', 'r').read().splitlines()) t_all_stopwords = t_default_stopwords | t_custom_stopwords print(''' ''') #t_wrapper (second wrapper) print('
') img_url = base64.b64encode(open('img/japankorea.jpg', 'rb').read()).decode('utf-8') t_image = '
Japan-Korea Agreement of 1905

'.format(img_url) print(t_image) #t_info box print('
') t_infotext = [('Name of Treaty', 'japan–korea-agreement-of-1905'), ('Country of Origin', 'Japan'), ('Signed', ' August, 1905'), ('Location', 'Seoul, Korea'), ('Word Counts', '547'), ('Type', 'Unequal treaty'), ('Original Source', 'link'), ('Description', 'The Japan–Korea Treaty of 1905, also known as the Eulsa Unwilling Treaty, was made between the Empire of Japan and the Korean Empire. The treaty deprived Korea of its diplomatic sovereignty and made Korea a protectorate of Imperial Japan.')] for t_title, t_info in t_infotext: print('
{0}
{1}

'.format(t_title, t_info)) print('
') print('''
  • stopwords
  • adjective
  • verb
  • noun
  • proper noun
  • adverb
  • possesive pronoun
  • present participle
  • adjective superlative
  • adverb comparative + superative
    • ''') #Treaty text print('
    ') t_tokenized_all = [] for t_paragraph in russia_text_list: t_tokenized = word_tokenize(t_paragraph) t_tokenized_all += t_tokenized # add to the tokenized_all t_tagged = pos_tag(t_tokenized) print('

    ') for t_word, t_pos in t_tagged: print('{2}'.format(t_pos.replace('PRP$', 'PRPS').replace('.', 'dot').replace(',', 'comma').replace('(', 'marks').replace(')', 'marks').replace(':', 'marks').replace(';', 'marks'), t_word.replace('’', 'apostrophe').replace('.', 'dot').replace(',', 'comma').replace('(', 'marks').replace(')', 'marks').replace(':', 'marks').replace(';', 'marks').lower(), t_word)) print('

    ') print('
    ') #treaty colonial top words list print('
    Frequent words
    ') t_tokens_without_stopwords = nltk.FreqDist(words.lower() for words in t_tokenized_all if words.lower() not in t_custom_stopwords) t_frequency_word = FreqDist(t_tokens_without_stopwords) t_top_words = t_tokens_without_stopwords.most_common(20) for t_chosen_words, t_frequency in t_top_words: print('
     {} ({})
    '.format(t_chosen_words, t_frequency)) print('
    ') # at the end of wrapper print('') print('') print('''''')