Spaces:
Runtime error
Runtime error
File size: 1,838 Bytes
12c6e97 0f150a5 b1356e4 0f150a5 b1356e4 12c6e97 0f150a5 b1356e4 0f150a5 b1356e4 0f150a5 b1356e4 0f150a5 12c6e97 0f150a5 12c6e97 0f150a5 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 |
from gensim.parsing.preprocessing import STOPWORDS
import wikipedia
import gradio as gr
from gradio.mix import Parallel
import requests
import nltk
from nltk.tokenize import word_tokenize
from nltk.tokenize import sent_tokenize
import re
nltk.download('punkt')
import numpy as np
import pandas as pd
from os import path
from PIL import Image
from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator
import matplotlib.pyplot as plt
def opendomain(text,wikipedia_language="en"):
question_words = STOPWORDS.union(set(['likes','play','.',',','like',"don't",'?','use','choose','important','better','?']))
lower_text = text.lower()
lower_text = word_tokenize(lower_text)
new_text = [i for i in lower_text if i not in question_words]
new_txt = "".join(new_text)
if wikipedia_language:
wikipedia.set_lang(wikipedia_language)
et_page = wikipedia.page(new_txt.replace(" ", ""))
title = et_page.title
content = et_page.content
page_url = et_page.url
linked_pages = et_page.links
text = content
print(type(text))
wordcloud = WordCloud(font_path="HelveticaWorld-Regular.ttf").generate(text)
plt.imshow(wordcloud, interpolation='bilinear')
plt.axis("off")
final_out = re.sub(r'\=.+\=', '', text)
result = list(filter(lambda x: x != '', final_out.split('\n\n')))
answer = []
for i in range(6):
if len(result[i]) > 500:
summary_point=result[i].split(".")[0]
answer.append(summary_point)
l = []
for i in range(len(answer)):
l.append("".join(answer[i]))
gen_output = []
for i in range(len(l)):
gen_output.append(l[i] + ".")
listToStr = ' '.join([str(elem) for elem in gen_output])
listToStr = listToStr.replace("\n", "")
return listToStr
iface = gr.Interface(fn=opendomain, inputs=[gr.inputs.Textbox(lines=5)], outputs="text")
iface.launch()
|