for item in AllArticles: try: wr.writerow(item) except: continue #Relevancy df_unique = Relevancy.RemoveDuplicates(stocks, df_articles) endtime = datetime.now() print('EndTime After Relevancy : ') print(endtime) # sentiment scoring df_unique = SentimentScoring.ScoreArticles(df_unique) endtime = datetime.now() print('EndTime after Sentiment scoring: ') print(endtime) # tweet sentiment scoring tweet_df = StockTwits.GetTweetSentiment(stocks) endtime = datetime.now() print('EndTime after Sentiment scoring: ') print(endtime) #Dashboard df_unique['Score'] = df_unique['Score'].apply(lambda x: round(x, 2)) Dashboard.CreateDashboardWithTweets(stocks, df_unique, tweet_df) endtime = datetime.now() print('EndTime after creating Dashboard: ') print(endtime)