Update app.py

app.py

@@ -9,14 +9,9 @@ import daal4py as d4p
 
 # Twitter API setup
 def twitter_api_setup():
-    consumer_key = 'YOUR_TWITTER_API_KEY'
-    consumer_secret = 'YOUR_TWITTER_API_SECRET'
-    access_token = 'YOUR_TWITTER_ACCESS_TOKEN'
-    access_token_secret = 'YOUR_TWITTER_ACCESS_SECRET'
-    auth = tweepy.OAuthHandler(consumer_key, consumer_secret)
-    auth.set_access_token(access_token, access_token_secret)
-    api = tweepy.API(auth)
-    return api
+    bearer_token = 'YOUR_TWITTER_BEARER_TOKEN'
+    client = tweepy.Client(bearer_token=bearer_token)
+    return client
 
 # YouTube API setup
 def youtube_api_setup():
@@ -25,13 +20,17 @@ def youtube_api_setup():
     return youtube
 
 # Fetch Twitter sentiment
-def fetch_twitter_sentiment(symbol, api, sentiment_model):
-    tweets = api.search(q=symbol, lang='en', count=100, tweet_mode='extended')
-    tweet_texts = [tweet.full_text for tweet in tweets]
+def fetch_twitter_sentiment(symbol, client, sentiment_model):
+    query = f"{symbol} -is:retweet lang:en"
+    tweets = client.search_recent_tweets(query=query, max_results=100, tweet_fields=['text'])
+    
+    tweet_texts = [tweet.text for tweet in tweets.data] if tweets.data else []
+    
     sentiments = sentiment_model(tweet_texts)
     sentiment_scores = [s['label'] for s in sentiments]
     positive = sentiment_scores.count('POSITIVE')
     negative = sentiment_scores.count('NEGATIVE')
+    
     return positive, negative
 
 # Fetch YouTube sentiment
@@ -84,8 +83,8 @@ def main():
         
         # Twitter Sentiment
         st.subheader("Twitter Sentiment Analysis")
-        api = twitter_api_setup()
-        positive_twitter, negative_twitter = fetch_twitter_sentiment(stock_symbol, api, sentiment_model)
+        client = twitter_api_setup()
+        positive_twitter, negative_twitter = fetch_twitter_sentiment(stock_symbol, client, sentiment_model)
         st.write(f"Positive Tweets: {positive_twitter}, Negative Tweets: {negative_twitter}")
 
         # YouTube Sentiment
@@ -118,3 +117,4 @@ def main():
 
 if __name__ == "__main__":
     main()
+