diff --git a/enrich.py b/enrich.py
index 31da009..12d13fc 100755
--- a/enrich.py
+++ b/enrich.py
@@ -3,7 +3,6 @@ import argparse
 import csv
 from datetime import datetime
 import pyshark
-from statistics import mean
 
 # United States regulatory domain channel lookup table
 
@@ -184,6 +183,9 @@ def get_aps_on_channel(capture, ap_channel):
             if ts_hex is None:
                 continue
 
+            # For debugging purposes, display the type_subtype value with some sarcasm
+            print(f"Type/Subtype Hex: {ts_hex}")
+
             ts = int(ts_hex, 16)
             if ts not in (5, 8):  # Probe Response or Beacon
                 continue
@@ -199,54 +201,6 @@ def get_aps_on_channel(capture, ap_channel):
 
     return len(aps)
 
-def calculate_signal_strength_stats(capture, ap_channel):
-    try:
-        ap_channel = int(ap_channel)
-    except ValueError:
-        print(f"[!] Could not parse channel number: {ap_channel}")
-        return 0
-
-    ap_signals = []
-    for packet in capture:
-        try:
-            if 'radiotap' not in packet or 'wlan' not in packet:
-                continue
-
-            radio = packet.radiotap
-            wlan = packet.wlan
-
-            if not hasattr(radio, 'channel') or not hasattr(radio.channel, 'freq'):
-                continue
-
-            packet_freq = int(radio.channel.freq)
-            packet_channel = get_channel_from_freq(packet_freq)
-
-            if packet_channel != ap_channel:
-                continue
-
-            # Check for beacon or probe response
-            ts_hex = getattr(wlan, 'type_subtype', None)
-            if ts_hex is None:
-                continue
-
-            ts = int(ts_hex, 16)
-            if ts not in (5, 8):  # Probe Response or Beacon
-                continue
-
-            # Get signal strength
-            signal_strength = getattr(radio, 'dbm_antsignal', None)
-            if signal_strength is not None:
-                ap_signals.append(int(signal_strength))
-
-        except Exception as e:
-            print(f"[DEBUG] Signal strength parse error: {e}")
-            continue
-
-    if ap_signals:
-        return mean(ap_signals), max(ap_signals)
-    else:
-        return 0, 0
-
 def analyze_pcap(pcapng_path, start_ts, end_ts, ap_bssid, ap_channel):
     cap = pyshark.FileCapture(
         pcapng_path,
@@ -258,9 +212,6 @@ def analyze_pcap(pcapng_path, start_ts, end_ts, ap_bssid, ap_channel):
 
     clients_on_ap = 0
     clients_on_channel = 0
-    aps_on_channel = 0
-    avg_ap_signal = 0
-    max_ap_signal = 0
 
     try:
         # Filter packets manually by timestamp
@@ -280,16 +231,13 @@ def analyze_pcap(pcapng_path, start_ts, end_ts, ap_bssid, ap_channel):
         # Placeholder: Logic will be added for:
         # - CongestionScore
         # - AvgAPSignal
-
-        avg_ap_signal, max_ap_signal = calculate_signal_strength_stats(filtered_packets, ap_channel)
-
         # - StrongestAPSignal
         # - UnlinkedDevices
 
     finally:
         cap.close()
 
-    return clients_on_ap, clients_on_channel, aps_on_channel, avg_ap_signal, max_ap_signal, None, 0
+    return clients_on_ap, clients_on_channel, aps_on_channel, None, None, None, 0
 
 
 def main():