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)
