Update app.py

app.py

@@ -27,7 +27,13 @@ except Exception as e:
 # tokenizer = joblib.load('tokenizer.pkl')  # Update this to the correct path
 
 # Load the dataset
-df = pd.read_csv('df1.csv')  # Ensure this is the correct DataFrame
+df = pd.read_csv('df1.csv')  
+#remove null values
+df = df.dropna()
+
+# Drop unwanted columns
+#dropping irrelevant features
+df = df.drop(['Unnamed: 0', 'lyrics_filename',  'analysis_url', 'track_href',"type","id","uri"], axis = 1)
 
 # Set up the title of the app
 st.title('Emotion and Audio Feature-based Song Recommendation System')