diff --git a/webpages/__pycache__/reference.cpython-312.pyc b/webpages/__pycache__/reference.cpython-312.pyc
index 9d7b7d78b..6a24ce3a5 100644
Binary files a/webpages/__pycache__/reference.cpython-312.pyc and b/webpages/__pycache__/reference.cpython-312.pyc differ
diff --git a/webpages/__pycache__/testing.cpython-312.pyc b/webpages/__pycache__/testing.cpython-312.pyc
index 32af22229..a97b58d15 100644
Binary files a/webpages/__pycache__/testing.cpython-312.pyc and b/webpages/__pycache__/testing.cpython-312.pyc differ
diff --git a/webpages/testing.py b/webpages/testing.py
index f2f73bcf2..0e9bbaeaf 100644
--- a/webpages/testing.py
+++ b/webpages/testing.py
@@ -9,48 +9,81 @@ from datetime import datetime
 from webpages import code_editor as ce
 
 
-def get_ip():
-    try:
-        response = requests.get('https://api.ipify.org')
-        return response.text
-    except:
-        return "Unable to get IP"
+# def get_ip():
+#     try:
+#         response = requests.get('https://api.ipify.org')
+#         return response.text
+#     except:
+#         return "Unable to get IP"
 
-def get_location(ip_address):
-    try:
-        response = requests.get(f'https://ipapi.co/{ip_address}/json/')
-        data = response.json()
-        return data['latitude'], data['longitude'], data['city'], data['country_name']
-    except:
-        return None, None, "Unknown", "Unknown"
+# def get_location(ip_address):
+#     try:
+#         response = requests.get(f'https://ipapi.co/{ip_address}/json/')
+#         data = response.json()
+#         return data['latitude'], data['longitude'], data['city'], data['country_name']
+#     except:
+#         return None, None, "Unknown", "Unknown"
 
-def save_visitor(conn, lat, lon, city, country):
-    timestamp = datetime.now()
-    c = conn.cursor()
-    c.execute("INSERT INTO visitors (latitude, longitude, city, country, timestamp) VALUES (?, ?, ?, ?, ?)",
-            (lat, lon, city, country, timestamp))
-    conn.commit()
+# def save_visitor(conn, lat, lon, city, country):
+#     timestamp = datetime.now()
+#     c = conn.cursor()
+#     c.execute("INSERT INTO visitors (latitude, longitude, city, country, timestamp) VALUES (?, ?, ?, ?, ?)",
+#             (lat, lon, city, country, timestamp))
+#     conn.commit()
 
-def get_all_visitors(conn):
-    df = pd.read_sql_query("SELECT * from visitors", conn)
-    return df
+# def get_all_visitors(conn):
+#     df = pd.read_sql_query("SELECT * from visitors", conn)
+#     return df
 
 
 
-def create_map(df):
-    m = folium.Map(location=[41.2706, -97.1749], zoom_start=4)
-    # Create a custom icon
+# def create_map(df):
+#     m = folium.Map(location=[41.2706, -97.1749], zoom_start=4)
+#     # Create a custom icon
 
-    for _, row in df.iterrows():
-        folium.Marker(
-            location = [row['latitude'], row['longitude']],
-            popup=f"{row['city']}",
-            tooltip=f"{row['city']}"
-        ).add_to(m)
-    return m
+#     for _, row in df.iterrows():
+#         folium.Marker(
+#             location = [row['latitude'], row['longitude']],
+#             popup=f"{row['city']}",
+#             tooltip=f"{row['city']}"
+#         ).add_to(m)
+#     return m
 
 def testing():
     st.title("Testing Page")
+    st.title("Title")
+    st.markdown(f"The remote ip is {get_remote_ip()}")
+    st.write(st.context.headers)
+from streamlit import runtime
+from streamlit.runtime.scriptrunner import get_script_run_ctx
+from streamlit.web.server.websocket_headers import _get_websocket_headers
+
+def get_forwarded_ip():
+    headers = _get_websocket_headers()
+    # Example: "X-Forwarded-For': '13.51.91.225, 162.158.90.188'"
+    x_forwarded_for = headers['X-Forwarded-For']
+    first_ip = x_forwarded_for.split(', ')[0]
+
+    return first_ip
+
+def get_remote_ip() -> str:
+    """Get remote ip."""
+
+    try:
+        ctx = get_script_run_ctx()
+        if ctx is None:
+            return None
+
+        session_info = runtime.get_instance().get_client(ctx.session_id)
+        if session_info is None:
+            return None
+    except Exception as e:
+        return None
+
+    return session_info.request.remote_ip
+
+
+
     # ce.code_editor()
     
     # # # [Work]code for instering youtube videos
@@ -59,53 +92,53 @@ def testing():
 
 
     # Initialize the database
-    conn = sqlite3.connect('./files/visitor_locations.db')
-    c = conn.cursor()
-    c.execute('''CREATE TABLE IF NOT EXISTS visitors
-                (id INTEGER PRIMARY KEY AUTOINCREMENT,
-                latitude REAL,
-                longitude REAL,
-                city TEXT,
-                country TEXT,
-                timestamp DATETIME)''')
-    conn.commit()
+    # conn = sqlite3.connect('./files/visitor_locations.db')
+    # c = conn.cursor()
+    # c.execute('''CREATE TABLE IF NOT EXISTS visitors
+    #             (id INTEGER PRIMARY KEY AUTOINCREMENT,
+    #             latitude REAL,
+    #             longitude REAL,
+    #             city TEXT,
+    #             country TEXT,
+    #             timestamp DATETIME)''')
+    # conn.commit()
 
 
 
-    st.title('Visitor Location Tracker')
+    # st.title('Visitor Location Tracker')
 
-    # Get and save current visitor's location
-    ip = get_ip()
-    lat, lon, city, country = get_location(ip)
-    if lat and lon:
-        save_visitor(conn, lat, lon, city, country)
-        st.write(f"Your location: {city}, {country}")
-    else:
-        st.write("Unable to determine your location")
+    # # Get and save current visitor's location
+    # ip = get_ip()
+    # lat, lon, city, country = get_location(ip)
+    # if lat and lon:
+    #     save_visitor(conn, lat, lon, city, country)
+    #     st.write(f"Your location: {city}, {country}")
+    # else:
+    #     st.write("Unable to determine your location")
 
-    # Display all visitors on a map
-    st.subheader('All Visitor Locations')
-    df = get_all_visitors(conn)
-    if not df.empty:
-        m = create_map(df)
-        folium_static(m)
-    else:
-        st.write("No visitor data available yet.")
+    # # Display all visitors on a map
+    # st.subheader('All Visitor Locations')
+    # df = get_all_visitors(conn)
+    # if not df.empty:
+    #     m = create_map(df)
+    #     folium_static(m)
+    # else:
+    #     st.write("No visitor data available yet.")
 
-    # Display visitor statistics
-    st.subheader('Visitor Statistics')
-    col_visitors, col_cities, col_countries = st.columns(3)
-    if not df.empty:
-        with col_visitors:
-            st.metric(label="Total visitors", value= df['id'].nunique())
-        with col_cities:
-            st.metric(label="Total cities", value= df['city'].nunique())
-        with col_countries:
-            st.metric(label="Total countries", value= df['country'].nunique())
-        st.write("Top 5 cities:")
-        st.write(df['city'].value_counts().head())
-    else:
-        st.write("No visitor data available yet.")
+    # # Display visitor statistics
+    # st.subheader('Visitor Statistics')
+    # col_visitors, col_cities, col_countries = st.columns(3)
+    # if not df.empty:
+    #     with col_visitors:
+    #         st.metric(label="Total visitors", value= df['id'].nunique())
+    #     with col_cities:
+    #         st.metric(label="Total cities", value= df['city'].nunique())
+    #     with col_countries:
+    #         st.metric(label="Total countries", value= df['country'].nunique())
+    #     st.write("Top 5 cities:")
+    #     st.write(df['city'].value_counts().head())
+    # else:
+    #     st.write("No visitor data available yet.")
 
-    # Close the database connection
-    conn.close()
\ No newline at end of file
+    # # Close the database connection
+    # conn.close()
\ No newline at end of file