twitter_sentiment / tw_s2.py
ravi6389's picture
Upload folder using huggingface_hub
dfbc8dd verified
raw
history blame
5.73 kB
import streamlit as st
import random
import toml
import streamlit as st
import pandas as pd
from datetime import date
import re
import csv
from getpass import getpass
from time import sleep
from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from selenium.webdriver.chrome.service import Service
from webdriver_manager.chrome import ChromeDriverManager
from webdriver_manager.core.os_manager import ChromeType
from selenium.webdriver.common.keys import Keys
from selenium.common.exceptions import NoSuchElementException
from selenium.webdriver import Chrome, ChromeOptions
import time
import pandas as pd
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
import tweetnlp
df = pd.DataFrame()
options = ''
@st.experimental_singleton
def get_driver():
global options
return webdriver.Chrome(
service=Service(
ChromeDriverManager(chrome_type=ChromeType.CHROMIUM).install()
),
options=options
)
def login_twitter(username_text, password_text, topic_text):
# global options
# options = Options()
# options.add_argument("--disable-gpu")
# options.add_argument("--headless")
# driver = get_driver()
# options.use_chromium = True
options = ChromeOptions()
options.use_chromium = True
driver = webdriver.Chrome()
driver.get('https://twitter.com/i/flow/login')
time.sleep(5)
username = driver.find_element("xpath",'//input[@name="text"]')
username.send_keys(username_text)
driver.find_element("xpath",'(//*[@role="button"])[3]').click() # in prevoius block
try:
time.sleep(10)
y = driver.find_element("xpath",'//h1//span')
if(y.text =='Enter your phone number or username'):
username2 = driver.find_element("xpath",'//input[@name="text"]')
username2.send_keys(username_text)
driver.find_element("xpath",'(//*[@role="button"])[2]').click()
except:
st.write(" I am in exception and didnt get 'Enter your phone number or username'")
x = 10
password = driver.find_element("xpath",'//input[@name="password"]')
password.send_keys(password_text)
driver.find_element("xpath",'(//*[@role = "button"])[4]').click()
try:
driver.maximize_window()
time.sleep(10)
driver.maximize_window()
search = driver.find_element("xpath",'//input[@placeholder="Search"]')
search.send_keys(Keys.CONTROL + "a")
search.send_keys(Keys.DELETE)
search.send_keys(topic_text)
search.send_keys(Keys.RETURN)
df = pd.DataFrame()
df['Name']=''
df['Tweet'] = ''
df['Sentiment'] = ''
tweet_count = 6
i = 1
element = driver.find_element("xpath","//body")
time.sleep(20)
while True and i <= tweet_count:
try:
tweet_name = driver.find_element("xpath",f'(//*[@data-testid="User-Name"])[{i}]')
df.loc[i, 'Name'] = tweet_name.text
tweet_div = driver.find_element("xpath",f'(//*[@data-testid="tweetText"])[{i}]')
if(tweet_div):
#print(driver.find_element("xpath",'(//*[@data-testid="tweetText"])[1]').getText())
df.loc[i, 'Tweet'] = tweet_div.text
i += 1
element.send_keys(Keys.PAGE_DOWN)
time.sleep(10)
except:
time.sleep(10)
tweet_name = driver.find_element("xpath",f'(//*[@data-testid="User-Name"])[{i}]')
df.loc[i, 'Name'] = tweet_name.text
tweet_div = driver.find_element("xpath",f'(//*[@data-testid="tweetText"])[{i}]')
if(tweet_div):
#print(driver.find_element("xpath",'(//*[@data-testid="tweetText"])[1]').getText())
df.loc[i, 'Tweet'] = tweet_div.text
i += 1
element.send_keys(Keys.PAGE_DOWN)
time.sleep(10)
model = tweetnlp.load_model('sentiment', multilingual=True) # Or `model = tweetnlp.Sentiment()`
for i in range(1,len(df)+1):
print("text is...", df.loc[i,'Tweet'])
#y = sentiment_pipeline(df.loc[i, 'Tweet'])
#print('label is..', y[0]['label'])
print('model sentiment is..', model.sentiment(df.loc[i, 'Tweet']))
df.loc[i, 'Sentiment'] = str(model.sentiment(df.loc[i, 'Tweet']))
st.dataframe(df)
except Exception as e:
st.write(e)
# driver.maximize_window()
# time.sleep(10)
# driver.maximize_window()
# search = driver.find_element("xpath",'//input[@placeholder="Search"]')
# search.send_keys(Keys.CONTROL + "a")
# search.send_keys(Keys.DELETE)
# search.send_keys(topic_text)
with st.sidebar:
username = st.text_input("Username")
password_text = st.text_input("Password", type = "password")
topic = st.text_input("topic")
connect = st.button("Login Twitter",\
on_click = login_twitter,
args = [username, password_text, topic]
)
if('is_ready' not in st.session_state):
st.session_state['is_ready'] = False
if(st.session_state['is_ready'] == True):
st.write('Connected!')