feat: updated website

app.py

@@ -13,11 +13,6 @@ from utils import recomienda_tfid
 # Page configuration
 st.set_page_config(page_title="DeepInsightz", page_icon=":bar_chart:", layout="wide")
 
-# Navigation menu
-with st.sidebar:
-    st.sidebar.title("DeepInsightz")
-    page = st.sidebar.selectbox("Select the tool you want to use", ["Summary", "Customer Analysis", "Articles Recommendations"])
-
 # Custom CSS for dynamic theme styling
 # Streamlit detects light and dark mode automatically via the user's settings in Hugging Face Spaces
 if st.get_option("theme.base") == "dark":
@@ -62,6 +57,11 @@ st.markdown(f"""
     </style>
 """, unsafe_allow_html=True)
 
+# Navigation menu
+with st.sidebar:
+    st.sidebar.title("DeepInsightz")
+    page = st.sidebar.selectbox("Select the tool you want to use", ["Summary", "Customer Analysis", "Articles Recommendations"])
+
 # Load CSV files at the top
 df = pd.read_csv("df_clean.csv")
 nombres_proveedores = pd.read_csv("nombres_proveedores.csv", sep=';')
@@ -186,13 +186,7 @@ if page == "Summary":
         st.metric(label="Customers Analysed", value="3.000")
         st.metric(label="Unique Products Sold", value="10.702")
         st.metric(label="Total Sales Instances", value="764.396")
-        
-        st.markdown('#### Clustering Details')
-        
-        # Horizontal layout for clustering metrics similar to "General Data Information"
-        st.metric(label="Silhouette Score", value="0.57744")
-        st.metric(label="Calinski-Harabasz", value="422.98")
-        st.metric(label="Davies-Bouldin", value="0.63446")
+        st.metric(label="Range of Dates", value="2021-2023")
 
 
     # Middle Column (White): 3D Cluster Model and Bar Chart