diff --git a/enrichment/indexed_capture.py b/enrichment/indexed_capture.py
index 5b95554..b143100 100644
--- a/enrichment/indexed_capture.py
+++ b/enrichment/indexed_capture.py
@@ -116,7 +116,6 @@ class IndexedCapture:
                     timestamp = float(packet.frame_info.time_epoch)
                     self.cisco_ssid_clients[ssid].append((timestamp, num_clients))
                     self.cisco_reported_clients.append(num_clients)
-                    print(f"[DEBUG] Indexed {len(self.cisco_reported_clients)} Cisco client reports for SSID {ssid}.")
 
             bssid = getattr(wlan, 'bssid', '').lower()
             if not bssid or bssid == 'ff:ff:ff:ff:ff:ff':
@@ -151,9 +150,6 @@ class IndexedCapture:
         
         packets = self.get_packets_in_time_range(start_ts, end_ts)
 
-        print("[DEBUG] Cisco SSIDs indexed:", list(self.cisco_ssid_clients.keys()))
-        print("[DEBUG] BSSID-to-SSID map:", self.bssid_to_ssid)
-
         # Build local windowed structures
         window_clients = defaultdict(set)
         window_aps = defaultdict(set)
@@ -300,22 +296,13 @@ class IndexedCapture:
 
     def _cisco_avg_clients(self, ssid, start_ts, end_ts):
         if ssid not in self.cisco_ssid_clients:
-            print(f"[DEBUG] No Cisco client data for SSID {ssid}")
             return 0
 
-        # DEBUG: print window details
-        print(f"[DEBUG] Querying Cisco clients for SSID={ssid} between start_ts={start_ts} and end_ts={end_ts}")
-
         hits = []
         for ts, count in self.cisco_ssid_clients[ssid]:
-            print(f"[DEBUG] Cisco record ts={ts}, count={count}")
             if start_ts <= ts <= end_ts:
-                print(f"[DEBUG] --> Included in window!")
                 hits.append(count)
 
-        if not hits:
-            print(f"[DEBUG] No Cisco client counts matched window for SSID={ssid}")
-
         return round(mean(hits), 2) if hits else 0
 
     def _cisco_max_clients(self, ssid, start_ts, end_ts):