Create pages/advanced.py

pages/advanced.py

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+import streamlit as st
+import pandas as pd
+import plotly.express as px
+from sklearn.cluster import KMeans
+
+# Load dataset
+df = pd.read_csv("Cleaned_Dataset.csv")
+
+# Title
+st.title("🚀 Advanced Analytics")
+
+# Clustering
+st.subheader("User Clustering Based on Behavior")
+features = df[['Total Time Spent', 'Engagement', 'Addiction Level']]
+kmeans = KMeans(n_clusters=3, random_state=42)
+df['Cluster'] = kmeans.fit_predict(features)
+fig_cluster = px.scatter_3d(df, x='Total Time Spent', y='Engagement', z='Addiction Level', color='Cluster', title="User Clusters")
+st.plotly_chart(fig_cluster, use_container_width=True)