def comparer(): start = time.time() if request.method == 'POST': rawtext = request.form['rawtext'] final_reading_time = readingTime(rawtext) final_summary_spacy = text_summarizer(rawtext) summary_reading_time = readingTime(final_summary_spacy) # Gensim Summarizer final_summary_gensim = summarize(rawtext) summary_reading_time_gensim = readingTime(final_summary_gensim) # NLTK final_summary_nltk = nltk_summarizer(rawtext) summary_reading_time_nltk = readingTime(final_summary_nltk) # Sumy final_summary_sumy = sumy_summary(rawtext) summary_reading_time_sumy = readingTime(final_summary_sumy) end = time.time() final_time = end - start return render_template( 'compare_summary.html', ctext=rawtext, final_summary_spacy=final_summary_spacy, final_summary_gensim=final_summary_gensim, final_summary_nltk=final_summary_nltk, final_time=final_time, final_reading_time=final_reading_time, summary_reading_time=summary_reading_time, summary_reading_time_gensim=summary_reading_time_gensim, final_summary_sumy=final_summary_sumy, summary_reading_time_sumy=summary_reading_time_sumy, summary_reading_time_nltk=summary_reading_time_nltk)
def comparer(): start = time.time() if request.method == 'POST': rawtext = request.form['rawtext'] rawtext_total_words = CountWords(rawtext) #spacy final_summary_spacy = text_summarizer(rawtext) total_words_spacy = CountWords(final_summary_spacy) # Gensim Summarizer final_summary_gensim = summarize(rawtext) total_words_gensim = CountWords(final_summary_gensim) # NLTK final_summary_nltk = nltk_summarizer(rawtext) total_words_nltk = CountWords(final_summary_nltk) # Sumy final_summary_sumy = sumy_summary(rawtext) total_words_sumy = CountWords(final_summary_sumy) end = time.time() final_time = end - start return render_template('compare_summary.html', ctext=rawtext, final_summary_spacy=final_summary_spacy, final_summary_gensim=final_summary_gensim, final_summary_nltk=final_summary_nltk, final_time=final_time, rawtext_total_words=rawtext_total_words, total_words_spacy=total_words_spacy, total_words_gensim=total_words_gensim, final_summary_sumy=final_summary_sumy, total_words_sumy=total_words_sumy, total_words_nltk=total_words_nltk)
def use_nltk(): raw_text = str(entry1.get('1.0', tk.END)) final_text = nltk_summarizer(raw_text) print(final_text) result = '\nNLTK Summary:{}\n'.format(final_text) speak(result) tab4_display.insert(tk.END, result)
def analyze(): global summary_reading_time_nltk start = time.time() if flask.request.method == 'POST': rawtext = flask.request.form['rawtext'] final_reading_time = readingtime(rawtext) final_summary_spacy = text_summarizer(rawtext) summary_reading_time = readingtime(final_summary_spacy) # Gensim Summarizer final_summary_gensim = summarize(rawtext) summary_reading_time_gensim = readingtime(final_summary_gensim) # NLTK final_summary_nltk = nltk_summarizer(rawtext) summary_reading_time_nltk = readingtime(final_summary_nltk) # Sumy final_summary_sumy = sumy_summary(rawtext) summary_reading_time_sumy = readingtime(final_summary_sumy) end = time.time() final_time = end - start return flask.render_template( 'index.html', ctext=rawtext, final_summary_spacy=final_summary_spacy, final_summary_gensim=final_summary_gensim, final_summary_nltk=final_summary_nltk, final_time=final_time, final_reading_time=final_reading_time, summary_reading_time=summary_reading_time, summary_reading_time_gensim=summary_reading_time_gensim, final_summary_sumy=final_summary_sumy, summary_reading_time_sumy=summary_reading_time_sumy, summary_reading_time_nltk=summary_reading_time_nltk)
def summarize(): if request.method == 'POST': rawtext = request.form['rawtext'] raw_url = request.form['raw_url'] if (raw_url != "") and (rawtext == ""): print("Summarizing URL") rawtext = get_text(raw_url) final_summary = nltk_summarizer(rawtext) return render_template('index.html', final_summary=final_summary) elif (rawtext != "") and (raw_url == ""): print("summarizing text") final_summary = nltk_summarizer(rawtext) return render_template('index.html', final_summary=final_summary) elif (rawtext == "") and (raw_url == ""): print("error") return render_template('index.html')
def comparer(): start = time.time() if request.method == 'POST': rawtext = request.form['rawtext'] final_reading_time = readingTime(rawtext) final_summary_spacy = text_summarizer(rawtext) summary_reading_time = readingTime(final_summary_spacy) #time_saved=final_reading_time-summary_reading_time len_summ = sumlen(final_summary_spacy) #Gensim Summarizer final_summary_gensim = summarize(rawtext) summary_reading_time_gensim = readingTime(final_summary_gensim) #time_saved_gensim=final_reading_time-summary_reading_time_gensim len_gensim = sumlen(final_summary_gensim) # NLTK final_summary_nltk = nltk_summarizer(rawtext) summary_reading_time_nltk = readingTime(final_summary_nltk) #time_saved_nltk=final_reading_time-summary_reading_time_nltk len_nltk = sumlen(final_summary_nltk) # Sumy final_summary_sumy = sumy_summary(rawtext) summary_reading_time_sumy = readingTime(final_summary_sumy) #time_saved_sumy=final_reading_time-summary_reading_time_sumy len_sumy = sumlen(final_summary_sumy) #sumbasic final_summary_sumbasic = main(rawtext) summary_reading_time_sumbasic = readingTime(final_summary_sumbasic) #time_saved_sumbasic=final_reading_time-summary_reading_time_sumbasic len_sumbasic = sumlen(final_summary_sumbasic) #textrank final_summary_textrank = textranksumm(rawtext) summary_reading_time_textrank = readingTime(final_summary_textrank) #time_saved_textrank=final_reading_time-summary_reading_time_textrank len_textrank = sumlen(final_summary_textrank) end = time.time() final_time = end - start return render_template( 'compare_summary.html', ctext=rawtext, final_summary_spacy=final_summary_spacy, final_summary_nltk=final_summary_nltk, final_time=final_time, final_reading_time=final_reading_time, summary_reading_time=summary_reading_time, summary_reading_time_nltk=summary_reading_time_nltk, final_summary_sumbasic=final_summary_sumbasic, summary_reading_time_sumbasic=summary_reading_time_sumbasic, final_summary_textrank=final_summary_textrank, summary_reading_time_textrank=summary_reading_time_textrank, len_summ=len_summ, len_nltk=len_nltk, len_sumbasic=len_sumbasic, len_textrank=len_textrank)
def analyze(): start = time.time() if request.method == 'POST': rawtext = request.form['rawtext'] final_summary = nltk_summarizer(rawtext) end = time.time() final_time = end - start return render_template('index.html', ctext=rawtext, final_summary=final_summary)
def analyze_url(): start = time.time() if request.method == 'POST': raw_url = request.form['raw_url'] rawtext = get_text(raw_url) final_reading_time = readingTime(rawtext) final_summary = nltk_summarizer(rawtext) summary_reading_time = readingTime(final_summary) end = time.time() final_time = end - start return render_template('index.html', final_summary=final_summary, final_time=final_time, final_reading_time=final_reading_time, summary_reading_time=summary_reading_time)
def analyze(): start = time.time() if request.method == 'POST': filetext = request.form['filename'] rawtext = pdftocsv(filetext) final_reading_time = readingTime(rawtext) final_summary = nltk_summarizer(rawtext) summary_reading_time = readingTime(final_summary) end = time.time() final_time = end - start return render_template('index.html', filetext=filetext, final_summary=final_summary, final_time=final_time, final_reading_time=final_reading_time, summary_reading_time=summary_reading_time)
def analyze(): start = time.time() if request.method == 'POST': rawtext = request.form['rawtext'] final_summary = text_summarizer(rawtext) final_summary_gensim = summarize(rawtext) # NLTK final_summary_nltk = nltk_summarizer(rawtext) # Sumy final_summary_sumy = sumy_summary(rawtext) end = time.time() final_time = end - start return render_template('index.html', ctext=rawtext, final_summary=final_summary, final_summary_spacy=final_summary, final_summary_gensim=final_summary_gensim, final_summary_nltk=final_summary_nltk, final_summary_sumy=final_summary_sumy)
def comparer(): start = time.time() if request.method == 'POST': rawtext = request.form['rawtext'] blob_original = TextBlob(rawtext) final_reading_time = readingTime(rawtext) final_summary_spacy = text_summarizer(rawtext) blobspacy = TextBlob(final_summary_spacy) summary_reading_time = readingTime(final_summary_spacy) # Gensim Summarizer final_summary_gensim = summarize(rawtext) blobgensim = TextBlob(final_summary_gensim) summary_reading_time_gensim = readingTime(final_summary_gensim) # NLTK final_summary_nltk = nltk_summarizer(rawtext) blobnltk = TextBlob(final_summary_nltk) summary_reading_time_nltk = readingTime(final_summary_nltk) # Sumy final_summary_sumy = sumy_summary(rawtext) blobsumy = TextBlob(final_summary_sumy) summary_reading_time_sumy = readingTime(final_summary_sumy) end = time.time() final_time = end - start return render_template( 'compare_summary.html', ctext=rawtext, final_summary_spacy=final_summary_spacy, final_summary_gensim=final_summary_gensim, final_summary_nltk=final_summary_nltk, final_time=final_time, final_reading_time=final_reading_time, summary_reading_time=summary_reading_time, summary_reading_time_gensim=summary_reading_time_gensim, final_summary_sumy=final_summary_sumy, summary_reading_time_sumy=summary_reading_time_sumy, summary_reading_time_nltk=summary_reading_time_nltk, blobsumy=blobsumy.sentiment, blobnltk=blobnltk.sentiment, blobgensim=blobgensim.sentiment, blobspacy=blobspacy.sentiment, blob_original=blob_original.sentiment)
def extract(): if request.method == 'POST' and 'rawtext' in request.files: file = request.files['rawtext'] filename = secure_filename(file.filename) file.save(os.path.join('static/uploadedfiles', filename)) with open(os.path.join('static/uploadedfiles',filename), 'r+', encoding="utf-8") as f: c_text = f.read() # SpaCy fs_spacy = text_summarizer(c_text) # Gensim Summarizer fs_gensim = summarize(c_text) # NLTK fs_nltk = nltk_summarizer(c_text) # Sumy fs_sumy = sumy_summary(c_text) result_org = task_opt_org(c_text) result_places = task_opt_place(c_text) result_date = task_opt_date(c_text) result_name = task_opt_name(c_text) return render_template('index.html',c_text=c_text,result_org=result_org, result_places=result_places, result_date=result_date,result_name=result_name, fs_spacy=fs_spacy, fs_gensim=fs_gensim,fs_nltk=fs_nltk,fs_sumy=fs_sumy)
def analyze(): if request.method == 'POST': rawtext = request.form['rawtext'] final_summary = nltk_summarizer(rawtext) return render_template('index.html',ctext=rawtext,final_summary=final_summary)
def get_summary(): raw_text = str(textentry.get('1.0', END)) final_text = nltk_summarizer(raw_text) print(final_text) result = '\nSummary:{}'.format(final_text) output.insert(END, result)