From 50df0a2f95faf0846cf622d92cb76a84689b1251 Mon Sep 17 00:00:00 2001
From: gael <gael@qoherent.ai>
Date: Fri, 24 Apr 2026 09:51:23 -0400
Subject: [PATCH] app.py now supports iq stream contaiing slot number metadata

---
 dist/gain_viz-0.1.0-py3-none-any.whl          |  Bin 0 -> 27251 bytes
 dist/gain_viz-0.1.0.tar.gz                    |  Bin 0 -> 24666 bytes
 gain_viz.egg-info/PKG-INFO                    |   73 +
 gain_viz.egg-info/SOURCES.txt                 |   14 +
 gain_viz.egg-info/dependency_links.txt        |    1 +
 gain_viz.egg-info/entry_points.txt            |    2 +
 gain_viz.egg-info/requires.txt                |    6 +
 gain_viz.egg-info/top_level.txt               |    1 +
 gain_viz.json                                 |   12 +
 .../iq_metadata_interface.cpython-311.pyc     |  Bin 0 -> 53882 bytes
 gain_viz/app.py                               |  677 +++++----
 gain_viz/gain_viz.json                        |   16 +
 gain_viz/iq_metadata_interface.py             | 1066 ++++++++++++++
 gain_viz/plot.png                             |  Bin 0 -> 705483 bytes
 gain_viz/templates/ind.html                   |  954 +++++++++++++
 gain_viz/templates/index.html                 | 1260 +++++++----------
 plot.png                                      |  Bin 0 -> 18997 bytes
 pyproject.toml                                |    3 +-
 templates/index.html                          |  494 +++++++
 19 files changed, 3588 insertions(+), 991 deletions(-)
 create mode 100644 dist/gain_viz-0.1.0-py3-none-any.whl
 create mode 100644 dist/gain_viz-0.1.0.tar.gz
 create mode 100644 gain_viz.egg-info/PKG-INFO
 create mode 100644 gain_viz.egg-info/SOURCES.txt
 create mode 100644 gain_viz.egg-info/dependency_links.txt
 create mode 100644 gain_viz.egg-info/entry_points.txt
 create mode 100644 gain_viz.egg-info/requires.txt
 create mode 100644 gain_viz.egg-info/top_level.txt
 create mode 100644 gain_viz.json
 create mode 100644 gain_viz/__pycache__/iq_metadata_interface.cpython-311.pyc
 create mode 100644 gain_viz/gain_viz.json
 create mode 100644 gain_viz/iq_metadata_interface.py
 create mode 100644 gain_viz/plot.png
 create mode 100644 gain_viz/templates/ind.html
 create mode 100644 plot.png
 create mode 100644 templates/index.html

diff --git a/dist/gain_viz-0.1.0-py3-none-any.whl b/dist/gain_viz-0.1.0-py3-none-any.whl
new file mode 100644
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diff --git a/gain_viz.egg-info/PKG-INFO b/gain_viz.egg-info/PKG-INFO
new file mode 100644
index 0000000..757c799
--- /dev/null
+++ b/gain_viz.egg-info/PKG-INFO
@@ -0,0 +1,73 @@
+Metadata-Version: 2.4
+Name: gain_viz
+Version: 0.1.0
+Summary: Interactive srsRAN_Project gnb  gain control and spectrum visualization tool
+Author-email: "Qoherent Inc." <info@qoherent.ai>
+Maintainer-email: Gael Kamga <gael@qoherent.ai>, Ashkan Beigi <ash@qoherent.ai>
+Keywords: radio,rf,sdr,software-defined radio,5G,gnb,gNodeB,srsRAN_Project,SCM,SignalCraft Conditioning Mpdule,USRP
+Requires-Python: >=3.8
+Description-Content-Type: text/markdown
+Requires-Dist: flask
+Requires-Dist: matplotlib
+Requires-Dist: numpy
+Requires-Dist: pyzmq
+Requires-Dist: pyserial
+Requires-Dist: flask_socketio
+
+# gain_viz
+
+![Python](https://img.shields.io/badge/python-3.8%2B-blue)
+![Flask](https://img.shields.io/badge/flask-2.x-orange)
+
+# gain_viz
+
+**gain_viz** is a Python-based web application for adjusting RF gain settings and visualizing their effect in real-time. It integrates with USRP and SCM devices, providing live IQ time-series and spectrum visualization.  
+
+---
+
+## Features
+
+- Adjust **USRP Tx/Rx gains** and **SCM Tx/Rx gains** from a web interface.  
+- Live IQ **time-series plot** in milliseconds.  
+- Live **spectrum visualization** (waterfall / spectrogram).  
+- Fast refresh for near real-time feedback.  
+- Responsive and clean web interface built with HTML/CSS/JS.  
+
+
+
+## Installation
+
+Make sure you have **Python 3.8+** installed.
+
+1. Clone the repository:
+
+```bash
+git clone https://riahub.ai/gael/gain-viz.git
+cd gain-viz
+```
+
+2. Build and install
+
+```bash
+pip install --upgrade build
+python3 -m build
+pip install dist/gain_viz-0.1.0-py3-none-any.whl
+export PATH=$PATH:~/.local/bin
+source ~/.bashrc
+
+
+```
+
+## Usage
+
+Run the application
+```bash
+gain_viz
+```
+
+Open your browser at http://localhost:5000
+
+
+- Toggle the gain switches to enable input fields.
+- Enter new gain values and press Update Gains.
+- Observe the effect on the time-domain IQ plot and spectrum.
diff --git a/gain_viz.egg-info/SOURCES.txt b/gain_viz.egg-info/SOURCES.txt
new file mode 100644
index 0000000..47db683
--- /dev/null
+++ b/gain_viz.egg-info/SOURCES.txt
@@ -0,0 +1,14 @@
+README.md
+pyproject.toml
+gain_viz/__init__.py
+gain_viz/app.py
+gain_viz/iq_metadata_interface.py
+gain_viz.egg-info/PKG-INFO
+gain_viz.egg-info/SOURCES.txt
+gain_viz.egg-info/dependency_links.txt
+gain_viz.egg-info/entry_points.txt
+gain_viz.egg-info/requires.txt
+gain_viz.egg-info/top_level.txt
+gain_viz/static/plot.png
+gain_viz/templates/ind.html
+gain_viz/templates/index.html
\ No newline at end of file
diff --git a/gain_viz.egg-info/dependency_links.txt b/gain_viz.egg-info/dependency_links.txt
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/gain_viz.egg-info/dependency_links.txt
@@ -0,0 +1 @@
+
diff --git a/gain_viz.egg-info/entry_points.txt b/gain_viz.egg-info/entry_points.txt
new file mode 100644
index 0000000..609cae1
--- /dev/null
+++ b/gain_viz.egg-info/entry_points.txt
@@ -0,0 +1,2 @@
+[console_scripts]
+gain_viz = gain_viz.app:main
diff --git a/gain_viz.egg-info/requires.txt b/gain_viz.egg-info/requires.txt
new file mode 100644
index 0000000..15fcb3b
--- /dev/null
+++ b/gain_viz.egg-info/requires.txt
@@ -0,0 +1,6 @@
+flask
+matplotlib
+numpy
+pyzmq
+pyserial
+flask_socketio
diff --git a/gain_viz.egg-info/top_level.txt b/gain_viz.egg-info/top_level.txt
new file mode 100644
index 0000000..8c59485
--- /dev/null
+++ b/gain_viz.egg-info/top_level.txt
@@ -0,0 +1 @@
+gain_viz
diff --git a/gain_viz.json b/gain_viz.json
new file mode 100644
index 0000000..b67266b
--- /dev/null
+++ b/gain_viz.json
@@ -0,0 +1,12 @@
+{
+  "usrp_tx_gain": 60.0,
+  "usrp_rx_gain": 20.0,
+  "scm_tx_gain": 30.0,
+  "scm_rx_gain": 20.0,
+  "sample_rate": 23040000.0,
+  "window_ms": 20.0,
+  "center_freq": 3430000000.0,
+  "NFFT": 1024,
+  "tcp_port": 5556,
+  "streaming": true
+}
\ No newline at end of file
diff --git a/gain_viz/__pycache__/iq_metadata_interface.cpython-311.pyc b/gain_viz/__pycache__/iq_metadata_interface.cpython-311.pyc
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/gain_viz/app.py b/gain_viz/app.py
index 68bf12a..b246b12 100644
--- a/gain_viz/app.py
+++ b/gain_viz/app.py
@@ -1,6 +1,8 @@
 from flask import Flask, render_template, send_file, request, jsonify
-import zmq
+from flask_socketio import SocketIO
 import numpy as np
+import matplotlib
+matplotlib.use('Agg')
 import matplotlib.pyplot as plt
 import matplotlib.ticker as ticker
 import os
@@ -8,8 +10,14 @@ import threading
 import time
 import serial
 import json
+import base64
+import io
+import traceback
+import socket
+from collections import deque
 
 app = Flask(__name__)
+socketio = SocketIO(app, cors_allowed_origins="*")
 PLOT_PATH = os.path.join(os.getcwd(), "plot.png")
 
 # ----------------- Shared Config -----------------
@@ -22,42 +30,55 @@ config = {
     "window_ms": 20,
     "center_freq": 3.415e9,
     "NFFT": 1024,
-    "tcp_port": 5556,
-    "streaming": False,  # Added streaming state
+    "iq_port": 5588,
+    "streaming": False,
+    "packets_received": 0,
+    "iq_bandwidth_mbps": 0.0,
 }
 config_lock = threading.Lock()
 
-# Global variables
 usrp_tx_gain = config["usrp_tx_gain"]
 usrp_rx_gain = config["usrp_rx_gain"]
 scm_tx_gain = config["scm_tx_gain"]
 scm_rx_gain = config["scm_rx_gain"]
 
-# Plotting thread control
 plot_thread = None
+rx_thread = None
 stop_event = threading.Event()
 pause_event = threading.Event()
 
-# ----------------- Serial / SCM -----------------
+latest_iq_data = None
+latest_data_lock = threading.Lock()
+
+iq_buffer = deque(maxlen=1)
+iq_buffer_lock = threading.Lock()
+
+udp_sock = None
+udp_sock_lock = threading.Lock()
+
+MAX_TIME_PLOT_POINTS = 5000
+PLOT_REFRESH_SEC = 0.25
+
+
 def connect_serial(port, baudrate=115200, timeout=1):
-    """Connect to a serial port with even parity."""
     try:
-        ser = serial.Serial(
+        return serial.Serial(
             port=port,
             baudrate=baudrate,
             timeout=timeout,
             bytesize=serial.EIGHTBITS,
             parity=serial.PARITY_EVEN,
-            stopbits=serial.STOPBITS_ONE
+            stopbits=serial.STOPBITS_ONE,
         )
-        return ser
     except serial.SerialException as e:
         print(f"Error connecting to {port}: {e}")
         return None
 
+
 def send_command(ser, command):
     if ser and ser.is_open:
-        ser.write(command.encode('utf-8'))
+        ser.write(command.encode("utf-8"))
+
 
 def receive_feedback(ser):
     if ser and ser.is_open:
@@ -74,13 +95,12 @@ def receive_feedback(ser):
             return ""
     return ""
 
+
 def scm_conf(port, baudrate, rx_cmd, tx_cmd):
     ser = connect_serial(port, baudrate)
-    commands = [rx_cmd, tx_cmd]
     if ser:
-        for cmd in commands:
-            feedback = None
-            attempt = 0
+        for cmd in [rx_cmd, tx_cmd]:
+            feedback, attempt = None, 0
             while feedback != "OK" and attempt < 5:
                 send_command(ser, cmd + "\r")
                 feedback = receive_feedback(ser)
@@ -89,34 +109,29 @@ def scm_conf(port, baudrate, rx_cmd, tx_cmd):
         return True
     return False
 
-# ----------------- Gain Updates -----------------
+
 def gain_update(usrp_tx, usrp_rx, scm_tx, scm_rx):
     global usrp_tx_gain, usrp_rx_gain, scm_tx_gain, scm_rx_gain
-
     scm_change = False
+
     if usrp_tx != usrp_tx_gain:
         usrp_tx_gain = usrp_tx
         os.system(f"tmux send-keys -t ran 'tx_gain 0 {usrp_tx_gain} ' C-m")
-
     if usrp_rx != usrp_rx_gain:
         usrp_rx_gain = usrp_rx
         os.system(f"tmux send-keys -t ran 'rx_gain 0 {usrp_rx_gain} ' C-m")
-
     if scm_tx != scm_tx_gain:
         scm_tx_gain = scm_tx
         scm_change = True
-
     if scm_rx != scm_rx_gain:
         scm_rx_gain = scm_rx
         scm_change = True
-    
-    t_cmd = f"HW:GAIN 0 TX 0 {scm_tx_gain}"
-    r_cmd = f"HW:GAIN 1 RX 0 {scm_rx_gain}"
 
     if scm_change:
+        t_cmd = f"HW:GAIN 0 TX 0 {scm_tx_gain}"
+        r_cmd = f"HW:GAIN 1 RX 0 {scm_rx_gain}"
         scm_conf("/dev/ttyUSB0", 115200, r_cmd, t_cmd)
         scm_conf("/dev/ttyUSB1", 115200, r_cmd, t_cmd)
-        
         with config_lock:
             config["scm_tx_gain"] = scm_tx_gain
             config["scm_rx_gain"] = scm_rx_gain
@@ -127,331 +142,493 @@ def gain_update(usrp_tx, usrp_rx, scm_tx, scm_rx):
 
     return True
 
-# ----------------- Plot Generation -----------------
-def generate_spectrum_plot():
-    socket = None
-    iq_sample = np.zeros(1, dtype=np.complex64)
-    last_port = None
+
+def parse_iq_payload(payload):
+    if len(payload) <= 2:
+        return None
+
+    iq_bytes = payload[2:]
+    usable_len = (len(iq_bytes) // 8) * 8
+    if usable_len == 0:
+        return None
+
+    return np.frombuffer(iq_bytes[:usable_len], dtype=np.complex64)
+
+
+def compute_power_db(iq):
+    if iq is None or len(iq) == 0:
+        return None
+    power = np.mean(np.abs(iq) ** 2)
+    if power <= 0:
+        return -120.0
+    return 10 * np.log10(power + 1e-12)
+
+
+def data_receiver_thread():
+    global latest_iq_data, udp_sock
+
+    with config_lock:
+        iq_port = config["iq_port"]
+
+    sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+    sock.setsockopt(socket.SOL_SOCKET, socket.SO_RCVBUF, 4 * 1024 * 1024)
+    sock.bind(("0.0.0.0", iq_port))
+    sock.settimeout(0.1)
+
+    with udp_sock_lock:
+        udp_sock = sock
+
+    print(f"Listening for IQ samples on UDP port {iq_port}")
+
+    total_packets = 0
+    total_bytes = 0
+    last_stat_time = time.time()
 
     while not stop_event.is_set():
-        # Check if we're paused
+        try:
+            payload, addr = sock.recvfrom(65535)
+            total_packets += 1
+            total_bytes += len(payload)
+
+            iq = parse_iq_payload(payload)
+            if iq is None or len(iq) == 0:
+                continue
+
+            with latest_data_lock:
+                latest_iq_data = iq
+
+            with iq_buffer_lock:
+                iq_buffer.extend(iq)
+
+            now = time.time()
+            dt = now - last_stat_time
+            if dt >= 1.0:
+                bandwidth_mbps = (total_bytes * 8) / dt / 1e6
+                with config_lock:
+                    config["packets_received"] = total_packets
+                    config["iq_bandwidth_mbps"] = bandwidth_mbps
+                total_bytes = 0
+                last_stat_time = now
+
+        except socket.timeout:
+            continue
+        except OSError:
+            break
+        except Exception as e:
+            print(f"UDP receive error: {e}")
+            traceback.print_exc()
+            time.sleep(0.1)
+
+    try:
+        sock.close()
+    except Exception:
+        pass
+
+    with udp_sock_lock:
+        udp_sock = None
+
+    print("Data receiver thread stopped")
+
+
+def generate_spectrum_plot():
+    while not stop_event.is_set():
         if pause_event.is_set():
             time.sleep(0.1)
             continue
-            
+
         with config_lock:
             sample_rate = config["sample_rate"]
             window_ms = config["window_ms"]
             center_freq = config["center_freq"]
             NFFT = config["NFFT"]
-            tcp_port = config["tcp_port"]
             streaming = config["streaming"]
 
-        # Only process if streaming is active
         if not streaming:
             time.sleep(0.1)
             continue
 
-        # Reconnect if port changed or socket is None
-        if socket is None or tcp_port != last_port:
-            if socket:
-                socket.close()
-            try:
-                context = zmq.Context()
-                socket = context.socket(zmq.SUB)
-                socket.setsockopt(zmq.CONFLATE, 1)
-                socket.setsockopt_string(zmq.SUBSCRIBE, "")
-                socket.setsockopt(zmq.RCVTIMEO, 1000)
-                socket.connect(f"tcp://localhost:{tcp_port}")
-                last_port = tcp_port
-                print(f"Connected to ZMQ on port {tcp_port}")
-            except Exception as e:
-                print(f"ZMQ connection error: {e}")
-                socket = None
-                time.sleep(1)
-                continue
+        with iq_buffer_lock:
+            current_iq = np.array(iq_buffer, dtype=np.complex64)
 
-        window_samples = int(sample_rate * window_ms / 1000)
-        if iq_sample.size != window_samples:
-            iq_sample = np.zeros(window_samples, dtype=np.complex64)
+        if len(current_iq) == 0:
+            fig, axes = plt.subplots(2, 1, figsize=(14, 7))
+            fig.patch.set_facecolor('#1a1a2e')
+            for ax in axes:
+                ax.set_facecolor('#1a1a2e')
+                ax.set_xticks([])
+                ax.set_yticks([])
+                for spine in ax.spines.values():
+                    spine.set_visible(False)
+            axes[0].text(0.5, 0.5, "Waiting for IQ samples on UDP port 5588 ...",
+                         ha="center", va="center", transform=axes[0].transAxes,
+                         fontsize=18, color="#00d4ff")
+            _save_and_emit(fig)
+            time.sleep(PLOT_REFRESH_SEC)
+            continue
 
         try:
-            msg = socket.recv(zmq.NOBLOCK)
-            float_data = np.frombuffer(msg, dtype=np.float32)
-            if float_data.size >= 2:
-                complex_data = float_data.reshape(-1, 2)
-                iq_all = complex_data[:, 0] + 1j * complex_data[:, 1]
-                if len(iq_all) >= window_samples:
-                    iq_sample = iq_all[-window_samples:]
-                else:
-                    iq_sample = np.pad(iq_all, (window_samples - len(iq_all), 0))
+            window_samples = int(sample_rate * window_ms / 1000)
+            if len(current_iq) > window_samples:
+                current_iq = current_iq[-window_samples:]
+            elif len(current_iq) < window_samples:
+                current_iq = np.pad(current_iq, (window_samples - len(current_iq), 0), mode="constant")
 
-            # Create plot
-            fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(12, 6))
-            fig.subplots_adjust(hspace=0.4)
+            total_duration_s = len(current_iq) / sample_rate
+            total_duration_ms = total_duration_s * 1000.0
+            freq_low = center_freq - sample_rate / 2.0
+            freq_high = center_freq + sample_rate / 2.0
+            power_db = compute_power_db(current_iq)
 
-            # Time-domain plot
-            times_ms = np.arange(len(iq_sample)) * 1000 / sample_rate
-            ax1.plot(times_ms, np.real(iq_sample), label="Real", color='b')
-            ax1.plot(times_ms, np.imag(iq_sample), label="Imag", color='r')
-            ax1.set_xlim(0, window_ms)
-            ax1.set_xlabel("Time (ms)")
-            ax1.set_ylabel("IQ Amplitude")
-            ax1.grid(True, which='both', linestyle='--', linewidth=0.5)
-            ax1.legend()
+            if len(current_iq) > MAX_TIME_PLOT_POINTS:
+                step = max(1, len(current_iq) // MAX_TIME_PLOT_POINTS)
+                plot_iq = current_iq[::step]
+            else:
+                plot_iq = current_iq
 
-            # Spectrogram
-            cmap = plt.get_cmap('twilight')
-            ax2.specgram(
-                iq_sample,
+            times_ms = np.linspace(0, total_duration_ms, len(plot_iq), endpoint=False)
+
+            fig, axes = plt.subplots(
+                2, 1,
+                figsize=(14, 7),
+                gridspec_kw={"height_ratios": [1, 1]},
+            )
+            fig.patch.set_facecolor('#1a1a2e')
+            fig.subplots_adjust(left=0.07, right=0.98, top=0.94, bottom=0.08, hspace=0.32)
+
+            ax_time = axes[0]
+            ax_spec = axes[1]
+
+            for ax in axes:
+                ax.set_facecolor('#0f0f23')
+                ax.tick_params(colors='#aaa', labelsize=8)
+                for spine in ax.spines.values():
+                    spine.set_color('#333')
+
+            ax_time.plot(times_ms, np.real(plot_iq), label="I", color="#00d4ff", linewidth=0.4, alpha=0.9)
+            ax_time.plot(times_ms, np.imag(plot_iq), label="Q", color="#ff6b6b", linewidth=0.4, alpha=0.9)
+
+            ax_time.set_xlim(0, total_duration_ms)
+
+            real_part = np.real(plot_iq)
+            imag_part = np.imag(plot_iq)
+            y_min = min(np.min(real_part), np.min(imag_part))
+            y_max = max(np.max(real_part), np.max(imag_part))
+            y_pad = max((y_max - y_min) * 0.03, 0.001)
+            ax_time.set_ylim(y_min - y_pad, y_max + y_pad)
+            ax_time.margins(x=0, y=0)
+
+            ax_time.set_xlabel("Time (ms)", color='#aaa', fontsize=9)
+            ax_time.set_ylabel("Amplitude", color='#aaa', fontsize=9)
+            ax_time.set_title(
+                f"IQ Time Series  |  Power: {power_db:.1f} dB  |  Samples: {len(current_iq):,}",
+                fontsize=10, fontweight="bold", color="#00d4ff", pad=8,
+            )
+            ax_time.grid(True, linestyle='--', linewidth=0.3, alpha=0.4, color='#444')
+            ax_time.legend(loc="upper right", fontsize=7, framealpha=0.6,
+                           facecolor='#1a1a2e', edgecolor='#333', labelcolor='#ccc')
+
+            noverlap = min(NFFT - 1, int(NFFT * 0.5))
+
+            ax_spec.specgram(
+                current_iq,
                 Fs=sample_rate,
                 Fc=center_freq,
                 NFFT=NFFT,
-                noverlap=512,
-                cmap=cmap
+                noverlap=noverlap,
+                cmap="twilight",
+                mode="magnitude",
+                scale="dB",
             )
-            ax2.set_xlabel("Time (ms)")
-            ax2.set_ylabel("Frequency (Hz)")
-            ax2.grid(False)
-            ax2.set_ylim(center_freq - sample_rate / 2,
-                         center_freq + sample_rate / 2)
-            ax2.xaxis.set_major_formatter(
-                ticker.FuncFormatter(lambda t, pos: '{0:g}'.format(t*1e3))
+
+            ax_spec.set_xlim(0, total_duration_s)
+            ax_spec.set_ylim(freq_low, freq_high)
+            ax_spec.margins(x=0, y=0)
+
+            ax_spec.xaxis.set_major_formatter(
+                ticker.FuncFormatter(lambda v, _: f"{v * 1e3:.1f}")
+            )
+            ax_spec.xaxis.set_minor_locator(ticker.AutoMinorLocator())
+            ax_spec.yaxis.set_major_formatter(
+                ticker.FuncFormatter(lambda v, _: f"{v / 1e9:.4f}")
             )
-            ax2.xaxis.set_minor_locator(ticker.AutoMinorLocator())
 
-            plt.savefig(PLOT_PATH, bbox_inches='tight')
-            plt.close(fig)
+            ax_spec.set_xlabel("Time (ms)", color='#aaa', fontsize=9)
+            ax_spec.set_ylabel("Frequency (GHz)", color='#aaa', fontsize=9)
+            ax_spec.set_title("Spectrogram", fontsize=10, color="#aaa", pad=6)
+            ax_spec.grid(False)
+
+            _save_and_emit(fig)
 
-        except zmq.Again:
-            # No new data
-            fig, ax = plt.subplots(figsize=(12, 6))
-            ax.text(0.5, 0.5, "Waiting for data...", 
-                   ha='center', va='center', transform=ax.transAxes, fontsize=16)
-            ax.set_title("Spectrum Analyzer - No Data (Streaming Active)")
-            plt.savefig(PLOT_PATH, bbox_inches='tight')
-            plt.close(fig)
         except Exception as e:
             print(f"Plot generation error: {e}")
-            fig, ax = plt.subplots(figsize=(12, 6))
-            ax.text(0.5, 0.5, f"Error: {str(e)}", 
-                   ha='center', va='center', transform=ax.transAxes, fontsize=12)
-            ax.set_title("Spectrum Analyzer - Error")
-            plt.savefig(PLOT_PATH, bbox_inches='tight')
-            plt.close(fig)
+            traceback.print_exc()
 
-        time.sleep(0.1)
+        time.sleep(PLOT_REFRESH_SEC)
 
-    # Cleanup when stopping
-    if socket:
-        socket.close()
     print("Plotting thread stopped")
 
+
+def _save_and_emit(fig):
+    buf = io.BytesIO()
+    fig.savefig(
+        buf,
+        format='png',
+        dpi=100,
+        facecolor=fig.get_facecolor(),
+        edgecolor='none',
+        pad_inches=0.05
+    )
+    buf.seek(0)
+    png_bytes = buf.read()
+    buf.close()
+    plt.close(fig)
+
+    with open(PLOT_PATH, "wb") as f:
+        f.write(png_bytes)
+
+    try:
+        socketio.emit('plot_update', {'image': base64.b64encode(png_bytes).decode('utf-8')})
+    except Exception:
+        pass
+
+
 def start_plotting():
-    """Start the plotting thread"""
-    global plot_thread, stop_event, pause_event
-    
+    global plot_thread, rx_thread, latest_iq_data, iq_buffer
+
     stop_event.clear()
     pause_event.clear()
-    
+
+    with latest_data_lock:
+        latest_iq_data = None
+
     with config_lock:
         config["streaming"] = True
-    
+        config["packets_received"] = 0
+        config["iq_bandwidth_mbps"] = 0.0
+        max_samples = max(1, int(config["sample_rate"] * config["window_ms"] / 1000))
+
+    with iq_buffer_lock:
+        iq_buffer = deque(maxlen=max_samples)
+
+    if rx_thread is None or not rx_thread.is_alive():
+        rx_thread = threading.Thread(target=data_receiver_thread, daemon=True)
+        rx_thread.start()
+        print("UDP receiver thread started")
+
     if plot_thread is None or not plot_thread.is_alive():
         plot_thread = threading.Thread(target=generate_spectrum_plot, daemon=True)
         plot_thread.start()
         print("Plotting thread started")
-    
+
     return True
 
+
 def stop_plotting():
-    """Stop the plotting thread"""
-    global plot_thread, stop_event
-    
+    global plot_thread, rx_thread, udp_sock
+
     with config_lock:
         config["streaming"] = False
-    
+
     stop_event.set()
-    
+
+    with udp_sock_lock:
+        if udp_sock is not None:
+            try:
+                udp_sock.close()
+            except Exception:
+                pass
+
+    if rx_thread and rx_thread.is_alive():
+        rx_thread.join(timeout=2.0)
+
     if plot_thread and plot_thread.is_alive():
-        plot_thread.join(timeout=2.0)
-    
-    # Create stopped message plot
-    fig, ax = plt.subplots(figsize=(12, 6))
-    ax.text(0.5, 0.5, "Streaming Stopped\nClick Start to begin", 
-           ha='center', va='center', transform=ax.transAxes, fontsize=16)
-    ax.set_title("Spectrum Analyzer - Stopped")
-    plt.savefig(PLOT_PATH, bbox_inches='tight')
-    plt.close(fig)
-    
-    print("Plotting thread stopped")
+        plot_thread.join(timeout=3.0)
+
+    fig, ax = plt.subplots(figsize=(14, 7))
+    fig.patch.set_facecolor('#1a1a2e')
+    ax.set_facecolor('#1a1a2e')
+    ax.text(0.5, 0.5, "Streaming Stopped\nClick Start to begin",
+            ha="center", va="center", transform=ax.transAxes,
+            fontsize=18, color="#00d4ff")
+    ax.set_xticks([])
+    ax.set_yticks([])
+    for spine in ax.spines.values():
+        spine.set_visible(False)
+    _save_and_emit(fig)
     return True
 
+
 def pause_plotting():
-    """Pause the plotting updates"""
-    global pause_event
-    
     if pause_event.is_set():
         pause_event.clear()
-        print("Plotting resumed")
         return "resumed"
     else:
         pause_event.set()
-        print("Plotting paused")
         return "paused"
 
-# ----------------- Flask Routes -----------------
-@app.route('/')
+
+@app.route("/")
 def index():
-    return render_template('index.html')
+    return render_template("index.html")
 
-@app.route('/update_gains', methods=['POST'])
-def update_gains():
-    global usrp_tx_gain, usrp_rx_gain, scm_tx_gain, scm_rx_gain
-    
-    try:
-        usrp_tx = request.form.get('usrp_tx_gain', type=float)
-        usrp_rx = request.form.get('usrp_rx_gain', type=float)
-        scm_tx = request.form.get('scm_tx_gain', type=float)
-        scm_rx = request.form.get('scm_rx_gain', type=float)
-        
-        if usrp_tx is None:
-            usrp_tx = usrp_tx_gain
-        if usrp_rx is None:
-            usrp_rx = usrp_rx_gain
-        if scm_tx is None:
-            scm_tx = scm_tx_gain
-        if scm_rx is None:
-            scm_rx = scm_rx_gain
 
-        success = gain_update(usrp_tx, usrp_rx, scm_tx, scm_rx)
-        if success:
-            return jsonify({"status": "success", "message": "Gains updated successfully"})
-        else:
-            return jsonify({"status": "error", "message": "Failed to update gains"}), 500
-            
-    except Exception as e:
-        return jsonify({"status": "error", "message": f"Error: {str(e)}"}), 500
-
-@app.route('/plot')
+@app.route("/plot")
 def plot():
-    try:
-        return send_file(PLOT_PATH, mimetype='image/png')
-    except Exception as e:
-        return send_file(PLOT_PATH, mimetype='image/png')
+    return send_file(PLOT_PATH, mimetype="image/png")
 
-@app.route('/get_gains')
-def get_gains():
-    return jsonify({
-        "usrp_tx_gain": usrp_tx_gain,
-        "usrp_rx_gain": usrp_rx_gain,
-        "scm_tx_gain": scm_tx_gain,
-        "scm_rx_gain": scm_rx_gain
-    })
 
-@app.route('/update_params', methods=['POST'])
-def update_params():
-    try:
-        center_freq = request.form.get('center_freq', type=float)
-        sample_rate = request.form.get('sample_rate', type=float)
-        NFFT = request.form.get('fft_size', type=int)
-        window_ms = request.form.get('window_ms', type=float)
-        tcp_port = request.form.get('tcp_port', type=int)
-        
-        if not all([center_freq, sample_rate, NFFT, window_ms, tcp_port]):
-            return jsonify({
-                'status': 'error',
-                'message': 'All parameters are required'
-            }), 400
-        
-        with config_lock:
-            config["center_freq"] = center_freq
-            config["sample_rate"] = sample_rate
-            config["NFFT"] = NFFT
-            config["window_ms"] = window_ms
-            config["tcp_port"] = tcp_port
-        
-        print(f"Updated params: center_freq={center_freq}, sample_rate={sample_rate}, NFFT={NFFT}, window_ms={window_ms}, tcp_port={tcp_port}")
-        
-        save_config()
-        
-        return jsonify({
-            'status': 'success',
-            'message': 'Parameters updated successfully'
-        })
-    except Exception as e:
-        print(f"Error updating params: {e}")
-        return jsonify({
-            'status': 'error',
-            'message': str(e)
-        }), 500
-
-@app.route('/start_stream', methods=['POST'])
+@app.route("/start_stream", methods=["POST"])
 def start_stream():
     try:
-        success = start_plotting()
-        if success:
-            return jsonify({"status": "success", "message": "Streaming started"})
-        else:
-            return jsonify({"status": "error", "message": "Failed to start streaming"}), 500
+        start_plotting()
+        return jsonify(status="success", message="Streaming started")
     except Exception as e:
-        return jsonify({"status": "error", "message": f"Error: {str(e)}"}), 500
+        return jsonify(status="error", message=str(e)), 500
 
-@app.route('/stop_stream', methods=['POST'])
+
+@app.route("/stop_stream", methods=["POST"])
 def stop_stream():
     try:
-        success = stop_plotting()
-        if success:
-            return jsonify({"status": "success", "message": "Streaming stopped"})
-        else:
-            return jsonify({"status": "error", "message": "Failed to stop streaming"}), 500
+        stop_plotting()
+        return jsonify(status="success", message="Streaming stopped")
     except Exception as e:
-        return jsonify({"status": "error", "message": f"Error: {str(e)}"}), 500
+        return jsonify(status="error", message=str(e)), 500
 
-@app.route('/pause_stream', methods=['POST'])
+
+@app.route("/pause_stream", methods=["POST"])
 def pause_stream():
     try:
         result = pause_plotting()
-        return jsonify({"status": "success", "message": f"Streaming {result}", "state": result})
+        return jsonify(status="success", message=f"Streaming {result}", state=result)
     except Exception as e:
-        return jsonify({"status": "error", "message": f"Error: {str(e)}"}), 500
+        return jsonify(status="error", message=str(e)), 500
 
-@app.route('/get_stream_state', methods=['GET'])
+
+@app.route("/get_stream_state")
 def get_stream_state():
     with config_lock:
         streaming = config["streaming"]
     paused = pause_event.is_set()
-    
-    state = "stopped"
     if streaming and not paused:
         state = "running"
     elif streaming and paused:
         state = "paused"
-    
-    return jsonify({"state": state})
+    else:
+        state = "stopped"
+    return jsonify(state=state)
+
+
+@app.route("/update_params", methods=["POST"])
+def update_params():
+    try:
+        with config_lock:
+            cf = request.form.get("center_freq", type=float)
+            sr = request.form.get("sample_rate", type=float)
+            nf = request.form.get("fft_size", type=int)
+            wm = request.form.get("window_ms", type=float)
+            if cf:
+                config["center_freq"] = cf
+            if sr:
+                config["sample_rate"] = sr
+            if nf:
+                config["NFFT"] = nf
+            if wm:
+                config["window_ms"] = wm
+        save_config()
+        return jsonify(status="success", message="Parameters updated")
+    except Exception as e:
+        return jsonify(status="error", message=str(e)), 500
+
+
+@app.route("/update_gains", methods=["POST"])
+def update_gains():
+    try:
+        usrp_tx = request.form.get("usrp_tx_gain", type=float) or usrp_tx_gain
+        usrp_rx = request.form.get("usrp_rx_gain", type=float) or usrp_rx_gain
+        scm_tx = request.form.get("scm_tx_gain", type=float) or scm_tx_gain
+        scm_rx = request.form.get("scm_rx_gain", type=float) or scm_rx_gain
+        ok = gain_update(usrp_tx, usrp_rx, scm_tx, scm_rx)
+        if ok:
+            return jsonify(status="success", message="Gains updated")
+        return jsonify(status="error", message="Failed"), 500
+    except Exception as e:
+        return jsonify(status="error", message=str(e)), 500
+
+
+@app.route("/get_gains")
+def get_gains():
+    return jsonify(
+        usrp_tx_gain=usrp_tx_gain,
+        usrp_rx_gain=usrp_rx_gain,
+        scm_tx_gain=scm_tx_gain,
+        scm_rx_gain=scm_rx_gain,
+    )
+
+
+@app.route("/get_stats")
+def get_stats():
+    with config_lock:
+        packets_received = config.get("packets_received", 0)
+        iq_bandwidth_mbps = config.get("iq_bandwidth_mbps", 0.0)
+
+    with iq_buffer_lock:
+        current_iq = np.array(iq_buffer, dtype=np.complex64)
+
+    power_db = compute_power_db(current_iq) if len(current_iq) > 0 else None
+
+    return jsonify(
+        current_slot="--",
+        packets_received=packets_received,
+        slots_correlated=0,
+        correlation_rate=0,
+        slot_rate=0,
+        iq_bandwidth_mbps=iq_bandwidth_mbps,
+        metadata_received=0,
+        slots_without_metadata=0,
+        avg_packets_per_slot=0,
+        power_db=round(power_db, 1) if power_db is not None else None,
+        allocated_rbs=0,
+        direction="--",
+    )
+
 
 def save_config():
     with config_lock:
         cfg = dict(config)
-    
     try:
-        with open(os.path.join(os.getcwd(), "gain_viz.json"), 'w') as f:
-            json.dump(cfg, f, indent=2)
+        with open(os.path.join(os.getcwd(), "gain_viz.json"), "w") as f:
+            json.dump(cfg, f, indent=2, default=str)
     except Exception as e:
         print(f"Error saving config: {e}")
 
-# ----------------- Main -----------------
+
 def main():
-    # Ensure placeholder image exists
     if not os.path.exists(PLOT_PATH):
-        fig, ax = plt.subplots(figsize=(12, 6))
-        ax.text(0.5, 0.5, "Click Start to begin streaming", ha='center', va='center', fontsize=16)
-        ax.set_title("Gain-Viz Spectrum Analyzer - Ready")
-        plt.savefig(PLOT_PATH)
+        fig, ax = plt.subplots(figsize=(14, 7))
+        fig.patch.set_facecolor('#1a1a2e')
+        ax.set_facecolor('#1a1a2e')
+        ax.text(0.5, 0.5, "Click Start to begin streaming",
+                ha="center", va="center", fontsize=18, color="#00d4ff")
+        ax.set_xticks([])
+        ax.set_yticks([])
+        for spine in ax.spines.values():
+            spine.set_visible(False)
+        fig.savefig(PLOT_PATH, facecolor=fig.get_facecolor())
         plt.close(fig)
 
-    print("Gain-Viz server started. Use the web interface to control streaming.")
-    app.run(host="0.0.0.0", port=5000, debug=True, use_reloader=False)
+    print("=" * 60)
+    print("  IQ Spectrum Analyzer (UDP IQ only, optimized)")
+    print("=" * 60)
 
-if __name__ == '__main__':
+    socketio.run(
+        app,
+        host="0.0.0.0",
+        port=5000,
+        debug=True,
+        use_reloader=False,
+        allow_unsafe_werkzeug=True
+    )
+
+
+if __name__ == "__main__":
     main()
\ No newline at end of file
diff --git a/gain_viz/gain_viz.json b/gain_viz/gain_viz.json
new file mode 100644
index 0000000..1234d3b
--- /dev/null
+++ b/gain_viz/gain_viz.json
@@ -0,0 +1,16 @@
+{
+  "usrp_tx_gain": 60,
+  "usrp_rx_gain": 30,
+  "scm_tx_gain": 30,
+  "scm_rx_gain": 30,
+  "sample_rate": 23040000.0,
+  "window_ms": 5.0,
+  "center_freq": 3415000000.0,
+  "NFFT": 512,
+  "iq_port": 5588,
+  "metadata_port": 5589,
+  "streaming": true,
+  "show_rb_overlay": true,
+  "num_rbs": 273,
+  "subcarriers_per_rb": 12
+}
\ No newline at end of file
diff --git a/gain_viz/iq_metadata_interface.py b/gain_viz/iq_metadata_interface.py
new file mode 100644
index 0000000..73f3bad
--- /dev/null
+++ b/gain_viz/iq_metadata_interface.py
@@ -0,0 +1,1066 @@
+#!/usr/bin/env python3
+"""
+IQ & Metadata Streaming Interface (IQ-Prioritized with Accumulation)
+
+Handles multiple IQ packets per slot by accumulating them before correlation.
+"""
+
+import logging
+import queue
+import socket
+import struct
+import threading
+import time
+from collections import OrderedDict
+from dataclasses import dataclass, field
+from typing import Any, Callable, Dict, Iterator, List, Optional, Tuple
+
+import numpy as np
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("IQInterface")
+
+
+# =============================================================================
+# Data Classes
+# =============================================================================
+
+
+@dataclass
+class Metadata:
+    """RB allocation metadata from scheduler"""
+
+    slot_num: int
+    rb_bitmap: bytes
+    dl_flag: bool = True
+    timestamp: float = field(default_factory=time.time)
+
+    @property
+    def rb_bitmap_binary(self) -> str:
+        return "".join(format(b, "08b") for b in self.rb_bitmap)
+
+    @property
+    def rb_bitmap_array(self) -> np.ndarray:
+        bits = []
+        for byte in self.rb_bitmap:
+            for i in range(8):
+                bits.append((byte >> (7 - i)) & 1)
+        return np.array(bits, dtype=np.uint8)
+
+    @property
+    def allocated_rbs(self) -> List[int]:
+        return [i for i, bit in enumerate(self.rb_bitmap_array) if bit == 1]
+
+    @property
+    def num_allocated_rbs(self) -> int:
+        return sum(bin(b).count("1") for b in self.rb_bitmap)
+
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "slot_num": self.slot_num,
+            "rb_bitmap_hex": self.rb_bitmap.hex(),
+            "rb_bitmap_binary": self.rb_bitmap_binary,
+            "num_allocated_rbs": self.num_allocated_rbs,
+            "timestamp": self.timestamp,
+        }
+
+
+@dataclass
+class IQSamples:
+    """IQ samples from radio"""
+
+    slot_num: int
+    samples: np.ndarray
+    timestamp: float = field(default_factory=time.time)
+
+    @property
+    def num_samples(self) -> int:
+        return len(self.samples)
+
+    @property
+    def i_samples(self) -> np.ndarray:
+        return np.real(self.samples)
+
+    @property
+    def q_samples(self) -> np.ndarray:
+        return np.imag(self.samples)
+
+    @property
+    def magnitude(self) -> np.ndarray:
+        return np.abs(self.samples)
+
+    @property
+    def phase(self) -> np.ndarray:
+        return np.angle(self.samples)
+
+    @property
+    def power_db(self) -> float:
+        return 10 * np.log10(np.mean(np.abs(self.samples) ** 2) + 1e-10)
+
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "slot_num": self.slot_num,
+            "num_samples": self.num_samples,
+            "power_db": self.power_db,
+            "timestamp": self.timestamp,
+        }
+
+
+@dataclass
+class CorrelatedData:
+    """Correlated IQ samples and metadata for the same slot"""
+
+    slot_num: int
+    metadata: Metadata
+    iq: IQSamples
+    correlation_timestamp: float = field(default_factory=time.time)
+
+    @property
+    def samples(self) -> np.ndarray:
+        return self.iq.samples
+
+    @property
+    def rb_bitmap(self) -> bytes:
+        return self.metadata.rb_bitmap
+
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "slot_num": self.slot_num,
+            "metadata": self.metadata.to_dict(),
+            "iq": self.iq.to_dict(),
+            "correlation_timestamp": self.correlation_timestamp,
+        }
+
+
+# =============================================================================
+# Statistics
+# =============================================================================
+
+
+@dataclass
+class InterfaceStats:
+    """Interface statistics"""
+
+    start_time: float = field(default_factory=time.time)
+
+    # Reception counts
+    metadata_received: int = 0
+    metadata_bytes: int = 0
+    iq_packets_received: int = 0
+    iq_samples_received: int = 0
+    iq_bytes: int = 0
+
+    # Correlation stats
+    slots_correlated: int = 0
+    iq_packets_correlated: int = 0
+    slots_without_metadata: int = 0
+    metadata_expired: int = 0
+
+    # Buffer stats
+    metadata_buffer_hits: int = 0
+    metadata_buffer_misses: int = 0
+
+    # Callback stats
+    callbacks_invoked: int = 0
+    callback_errors: int = 0
+
+    def reset(self) -> None:
+        """Reset all statistics to zero"""
+        self.start_time = time.time()
+        self.metadata_received = 0
+        self.metadata_bytes = 0
+        self.iq_packets_received = 0
+        self.iq_samples_received = 0
+        self.iq_bytes = 0
+        self.slots_correlated = 0
+        self.iq_packets_correlated = 0
+        self.slots_without_metadata = 0
+        self.metadata_expired = 0
+        self.metadata_buffer_hits = 0
+        self.metadata_buffer_misses = 0
+        self.callbacks_invoked = 0
+        self.callback_errors = 0
+
+    def snapshot(self) -> "InterfaceStats":
+        """Create a copy of current stats"""
+        return InterfaceStats(
+            start_time=self.start_time,
+            metadata_received=self.metadata_received,
+            metadata_bytes=self.metadata_bytes,
+            iq_packets_received=self.iq_packets_received,
+            iq_samples_received=self.iq_samples_received,
+            iq_bytes=self.iq_bytes,
+            slots_correlated=self.slots_correlated,
+            iq_packets_correlated=self.iq_packets_correlated,
+            slots_without_metadata=self.slots_without_metadata,
+            metadata_expired=self.metadata_expired,
+            metadata_buffer_hits=self.metadata_buffer_hits,
+            metadata_buffer_misses=self.metadata_buffer_misses,
+            callbacks_invoked=self.callbacks_invoked,
+            callback_errors=self.callback_errors,
+        )
+
+    @property
+    def runtime(self) -> float:
+        return time.time() - self.start_time
+
+    @property
+    def metadata_rate(self) -> float:
+        return self.metadata_received / max(self.runtime, 0.001)
+
+    @property
+    def iq_packet_rate(self) -> float:
+        return self.iq_packets_received / max(self.runtime, 0.001)
+
+    @property
+    def slot_rate(self) -> float:
+        return self.slots_correlated / max(self.runtime, 0.001)
+
+    @property
+    def iq_bandwidth_mbps(self) -> float:
+        return (self.iq_bytes / max(self.runtime, 0.001)) / 1e6
+
+    @property
+    def correlation_rate(self) -> float:
+        """Percentage of completed slots that found metadata"""
+        total_slots = self.slots_correlated + self.slots_without_metadata
+        if total_slots == 0:
+            return 0.0
+        return self.slots_correlated / total_slots * 100
+
+    @property
+    def avg_packets_per_slot(self) -> float:
+        """Average IQ packets per correlated slot"""
+        if self.slots_correlated == 0:
+            return 0.0
+        return self.iq_packets_correlated / self.slots_correlated
+
+    def to_dict(self) -> Dict[str, Any]:
+        return {
+            "runtime_s": self.runtime,
+            "metadata_received": self.metadata_received,
+            "metadata_rate": self.metadata_rate,
+            "iq_packets_received": self.iq_packets_received,
+            "iq_packet_rate": self.iq_packet_rate,
+            "iq_bandwidth_mbps": self.iq_bandwidth_mbps,
+            "slots_correlated": self.slots_correlated,
+            "slot_rate": self.slot_rate,
+            "correlation_rate_pct": self.correlation_rate,
+            "avg_packets_per_slot": self.avg_packets_per_slot,
+            "slots_without_metadata": self.slots_without_metadata,
+            "metadata_expired": self.metadata_expired,
+        }
+
+    def __str__(self) -> str:
+        return (
+            f"Runtime: {self.runtime:.1f}s | "
+            f"Meta: {self.metadata_received} ({self.metadata_rate:.1f}/s) | "
+            f"IQ pkts: {self.iq_packets_received} ({self.iq_packet_rate:.1f}/s) | "
+            f"Slots: {self.slots_correlated} ({self.correlation_rate:.1f}%) | "
+            f"Avg pkts/slot: {self.avg_packets_per_slot:.1f}"
+        )
+
+
+# =============================================================================
+# Metadata Buffer
+# =============================================================================
+
+
+class MetadataBuffer:
+    """Buffer for metadata, indexed by slot number"""
+
+    def __init__(self, max_slots: int = 1000, slot_window: int = 500):
+        # Key is (slot_num, dl_flag) so that flexible slots can store both
+        # a DL and a UL metadata entry under the same slot number.
+        self._buffer: OrderedDict[Tuple[int, bool], Metadata] = OrderedDict()
+        self._max_slots = max_slots
+        self._slot_window = slot_window
+        self._lock = threading.Lock()
+        self._latest_slot = 0
+
+    def store(self, metadata: Metadata) -> None:
+        """Store metadata in buffer"""
+        with self._lock:
+            key = (metadata.slot_num, metadata.dl_flag)
+            self._buffer[key] = metadata
+
+            if self._is_newer_slot(metadata.slot_num, self._latest_slot):
+                self._latest_slot = metadata.slot_num
+
+            while len(self._buffer) > self._max_slots:
+                self._buffer.popitem(last=False)
+
+    def lookup(self, slot_num: int) -> Optional[Metadata]:
+        """Look up first metadata entry for a slot (does NOT remove it)"""
+        with self._lock:
+            for (sn, _), meta in self._buffer.items():
+                if sn == slot_num:
+                    return meta
+            return None
+
+    def remove(self, slot_num: int) -> Optional[Metadata]:
+        """Remove first metadata entry for a slot (backward compat)"""
+        with self._lock:
+            for key in list(self._buffer.keys()):
+                if key[0] == slot_num:
+                    return self._buffer.pop(key)
+            return None
+
+    def remove_all(self, slot_num: int) -> List[Metadata]:
+        """Remove ALL metadata entries for a slot (handles flexible slots)"""
+        with self._lock:
+            keys = [k for k in self._buffer if k[0] == slot_num]
+            return [self._buffer.pop(k) for k in keys]
+
+    def cleanup_old(
+        self, current_slot: int, expired_callback: Optional[Callable] = None
+    ) -> int:
+        """Remove metadata older than slot_window"""
+        with self._lock:
+            threshold = (current_slot - self._slot_window) & 0xFFFF
+
+            expired_keys = [
+                k for k in self._buffer
+                if self._is_older_slot(k[0], threshold, current_slot)
+            ]
+
+            for key in expired_keys:
+                meta = self._buffer.pop(key)
+                if expired_callback:
+                    expired_callback(meta)
+
+            return len(expired_keys)
+
+    def _is_newer_slot(self, slot_a: int, slot_b: int) -> bool:
+        diff = (slot_a - slot_b) & 0xFFFF
+        return diff < 0x8000
+
+    def _is_older_slot(self, slot: int, threshold: int, current: int) -> bool:
+        dist_to_current = (current - slot) & 0xFFFF
+        dist_to_threshold = (current - threshold) & 0xFFFF
+        return dist_to_current > dist_to_threshold
+
+    @property
+    def size(self) -> int:
+        with self._lock:
+            return len(self._buffer)
+
+    @property
+    def latest_slot(self) -> int:
+        return self._latest_slot
+
+
+# =============================================================================
+# IQ Accumulator (Collects multiple IQ packets per slot)
+# =============================================================================
+
+
+@dataclass
+class SlotAccumulator:
+    """Accumulates IQ packets for a single slot"""
+
+    slot_num: int
+    packets: List[np.ndarray] = field(default_factory=list)
+    first_packet_time: float = field(default_factory=time.time)
+    packet_count: int = 0
+
+    def add_packet(self, samples: np.ndarray) -> None:
+        """Add an IQ packet to this slot"""
+        self.packets.append(samples)
+        self.packet_count += 1
+
+    def get_combined_samples(self) -> np.ndarray:
+        """Combine all packets into single array"""
+        if not self.packets:
+            return np.array([], dtype=np.complex64)
+        return np.concatenate(self.packets)
+
+    @property
+    def total_samples(self) -> int:
+        return sum(len(p) for p in self.packets)
+
+    @property
+    def age(self) -> float:
+        """Time since first packet"""
+        return time.time() - self.first_packet_time
+
+
+class IQAccumulatorBuffer:
+    """
+    Accumulates IQ packets per slot.
+
+    Emits complete slot when:
+    - New slot arrives (previous slot is complete)
+    - Timeout reached
+    """
+
+    def __init__(
+        self,
+        max_slots: int = 100,
+        slot_timeout: float = 0.1,  # seconds
+    ):
+        self._buffer: OrderedDict[int, SlotAccumulator] = OrderedDict()
+        self._max_slots = max_slots
+        self._slot_timeout = slot_timeout
+        self._lock = threading.Lock()
+        self._latest_slot = -1
+
+    def add_packet(self, slot_num: int, samples: np.ndarray) -> List[SlotAccumulator]:
+        """
+        Add an IQ packet. Returns list of completed slots to emit.
+
+        A slot is considered complete when:
+        - A newer slot arrives (the older slot won't get more packets)
+        - The slot times out
+        """
+        completed = []
+
+        with self._lock:
+            # Check for completed slots (older than current)
+            if self._latest_slot >= 0 and slot_num != self._latest_slot:
+                completed.extend(self._flush_older_slots(slot_num))
+
+            # Add packet to accumulator
+            if slot_num not in self._buffer:
+                self._buffer[slot_num] = SlotAccumulator(slot_num=slot_num)
+
+            self._buffer[slot_num].add_packet(samples)
+
+            # Update latest slot
+            if self._is_newer_slot(slot_num, self._latest_slot):
+                self._latest_slot = slot_num
+
+            # Check for timed-out slots
+            completed.extend(self._flush_timed_out())
+
+            # Limit buffer size
+            while len(self._buffer) > self._max_slots:
+                oldest_slot = next(iter(self._buffer))
+                completed.append(self._buffer.pop(oldest_slot))
+
+        return completed
+
+    def _flush_older_slots(self, current_slot: int) -> List[SlotAccumulator]:
+        """Flush slots older than current"""
+        completed = []
+        slots_to_remove = []
+
+        for slot_num, accumulator in self._buffer.items():
+            if self._is_older_slot(slot_num, current_slot):
+                slots_to_remove.append(slot_num)
+
+        for slot_num in slots_to_remove:
+            completed.append(self._buffer.pop(slot_num))
+
+        return completed
+
+    def _flush_timed_out(self) -> List[SlotAccumulator]:
+        """Flush slots that have timed out"""
+        completed = []
+        slots_to_remove = []
+
+        for slot_num, accumulator in self._buffer.items():
+            if accumulator.age > self._slot_timeout:
+                slots_to_remove.append(slot_num)
+
+        for slot_num in slots_to_remove:
+            completed.append(self._buffer.pop(slot_num))
+
+        return completed
+
+    def flush_all(self) -> List[SlotAccumulator]:
+        """Flush all remaining slots"""
+        with self._lock:
+            completed = list(self._buffer.values())
+            self._buffer.clear()
+            return completed
+
+    def _is_newer_slot(self, slot_a: int, slot_b: int) -> bool:
+        if slot_b < 0:
+            return True
+        diff = (slot_a - slot_b) & 0xFFFF
+        return diff < 0x8000
+
+    def _is_older_slot(self, slot_a: int, slot_b: int) -> bool:
+        diff = (slot_b - slot_a) & 0xFFFF
+        return diff < 0x8000 and diff > 0
+
+    @property
+    def size(self) -> int:
+        with self._lock:
+            return len(self._buffer)
+
+
+# =============================================================================
+# Main Interface Class
+# =============================================================================
+
+
+class IQMetadataInterface:
+    """
+    IQ-Prioritized interface with packet accumulation.
+
+    Handles multiple IQ packets per slot by accumulating them.
+    Correlates with buffered metadata when slot is complete.
+    """
+
+    def __init__(
+        self,
+        iq_port: int = 5588,
+        metadata_port: int = 5589,
+        bind_address: str = "127.0.0.1",
+        metadata_buffer_size: int = 1000,
+        metadata_slot_window: int = 500,
+        iq_accumulator_size: int = 100,
+        iq_slot_timeout: float = 0.05,  # 50ms timeout per slot
+        output_queue_size: int = 1000,
+        iq_socket_buffer: int = 8 * 1024 * 1024,
+        metadata_socket_buffer: int = 1024 * 1024,
+        cleanup_interval: int = 100,
+    ):
+        self.iq_port = iq_port
+        self.metadata_port = metadata_port
+        self.bind_address = bind_address
+        self._cleanup_interval = cleanup_interval
+
+        # Metadata buffer (stores metadata until IQ slot completes)
+        self._metadata_buffer = MetadataBuffer(
+            max_slots=metadata_buffer_size, slot_window=metadata_slot_window
+        )
+
+        # IQ accumulator (collects multiple packets per slot)
+        self._iq_accumulator = IQAccumulatorBuffer(
+            max_slots=iq_accumulator_size, slot_timeout=iq_slot_timeout
+        )
+
+        # Output queue
+        self._output_queue: queue.Queue[CorrelatedData] = queue.Queue(
+            maxsize=output_queue_size
+        )
+
+        # Callbacks
+        self._correlated_callbacks: List[Callable[[CorrelatedData], None]] = []
+        self._iq_callbacks: List[Callable[[IQSamples], None]] = []
+        self._metadata_callbacks: List[Callable[[Metadata], None]] = []
+
+        # Thread control
+        self._running = False
+        self._threads: List[threading.Thread] = []
+        self._stop_event = threading.Event()
+
+        # Statistics
+        self.stats = InterfaceStats()
+
+        # Socket configuration
+        self._iq_socket_buffer = iq_socket_buffer
+        self._metadata_socket_buffer = metadata_socket_buffer
+
+        # Tracking
+        self._latest_iq_slot = 0
+        # For tracking per-capture stats
+        self._capture_stats_start: Optional[InterfaceStats] = None
+
+        logger.info(
+            f"IQMetadataInterface initialized (IQ:{iq_port}, Meta:{metadata_port})"
+        )
+        logger.info(f"  Metadata buffer: {metadata_buffer_size} slots")
+        logger.info(f"  IQ accumulator: timeout={iq_slot_timeout*1000:.0f}ms")
+
+    # -------------------------------------------------------------------------
+    # Callback Registration
+    # -------------------------------------------------------------------------
+
+    def on_correlated_data(
+        self, callback: Callable[[CorrelatedData], None]
+    ) -> Callable:
+        self._correlated_callbacks.append(callback)
+        return callback
+
+    def on_iq_data(self, callback: Callable[[IQSamples], None]) -> Callable:
+        self._iq_callbacks.append(callback)
+        return callback
+
+    def on_metadata(self, callback: Callable[[Metadata], None]) -> Callable:
+        self._metadata_callbacks.append(callback)
+        return callback
+
+    def remove_callback(self, callback: Callable) -> bool:
+        for cb_list in [
+            self._correlated_callbacks,
+            self._iq_callbacks,
+            self._metadata_callbacks,
+        ]:
+            if callback in cb_list:
+                cb_list.remove(callback)
+                return True
+        return False
+
+    # -------------------------------------------------------------------------
+    # Queue-based Access
+    # -------------------------------------------------------------------------
+
+    def get(
+        self, block: bool = True, timeout: Optional[float] = None
+    ) -> Optional[CorrelatedData]:
+        try:
+            return self._output_queue.get(block=block, timeout=timeout)
+        except queue.Empty:
+            return None
+
+    def get_nowait(self) -> Optional[CorrelatedData]:
+        return self.get(block=False)
+
+    def get_all(self, max_items: int = 100) -> List[CorrelatedData]:
+        items = []
+        while len(items) < max_items:
+            item = self.get_nowait()
+            if item is None:
+                break
+            items.append(item)
+        return items
+
+    @property
+    def queue_size(self) -> int:
+        return self._output_queue.qsize()
+
+    # -------------------------------------------------------------------------
+    # Iterator Interface
+    # -------------------------------------------------------------------------
+
+    def __iter__(self) -> Iterator[CorrelatedData]:
+        return self
+
+    def __next__(self) -> CorrelatedData:
+        if not self._running:
+            raise StopIteration
+        data = self.get(block=True, timeout=1.0)
+        if data is None:
+            if not self._running:
+                raise StopIteration
+            return self.__next__()
+        return data
+
+    # -------------------------------------------------------------------------
+    # Lifecycle Management
+    # -------------------------------------------------------------------------
+
+    def start(self) -> "IQMetadataInterface":
+        if self._running:
+            logger.warning("Interface already running")
+            return self
+
+        self._running = True
+        self._stop_event.clear()
+        self.stats = InterfaceStats()
+
+        self._threads = [
+            threading.Thread(
+                target=self._receive_metadata, name="MetadataRx", daemon=True
+            ),
+            threading.Thread(target=self._receive_iq, name="IQRx", daemon=True),
+        ]
+
+        for t in self._threads:
+            t.start()
+            logger.info(f"Started thread: {t.name}")
+
+        logger.info("IQMetadataInterface started (IQ-prioritized with accumulation)")
+        return self
+
+    def stop(self) -> None:
+        if not self._running:
+            return
+
+        self._running = False
+        self._stop_event.set()
+
+        # Flush remaining accumulated IQ
+        remaining = self._iq_accumulator.flush_all()
+        for slot_acc in remaining:
+            self._process_completed_slot(slot_acc)
+
+        for t in self._threads:
+            t.join(timeout=2.0)
+
+        self._threads.clear()
+        logger.info("IQMetadataInterface stopped")
+
+    def __enter__(self) -> "IQMetadataInterface":
+        return self.start()
+
+    def __exit__(self, exc_type, exc_val, exc_tb) -> None:
+        self.stop()
+
+    @property
+    def is_running(self) -> bool:
+        return self._running
+
+    # -------------------------------------------------------------------------
+    # Internal: Packet Parsing
+    # -------------------------------------------------------------------------
+
+    def _parse_metadata_packet(self, data: bytes) -> Optional[Metadata]:
+        # Packet layout: [slot_num 2B][dl_flag 1B][rb_bitmap NB]
+        if len(data) < 3:
+            return None
+        slot_num = struct.unpack(">H", data[0:2])[0]
+        dl_flag = bool(data[2])
+        rb_bitmap = data[3:]
+        return Metadata(slot_num=slot_num, rb_bitmap=rb_bitmap, dl_flag=dl_flag)
+
+    def _parse_iq_packet(self, data: bytes) -> Optional[tuple]:
+        """Returns (slot_num, samples) tuple"""
+        if len(data) < 10:
+            return None
+        slot_num = struct.unpack(">H", data[0:2])[0]
+        samples = np.frombuffer(data[2:], dtype=np.float32).view(np.complex64)
+        return (slot_num, samples)
+
+    # -------------------------------------------------------------------------
+    # Internal: Slot Processing
+    # -------------------------------------------------------------------------
+
+    def _process_completed_slot(self, slot_acc: SlotAccumulator) -> None:
+        """Process a completed slot (all IQ packets received)"""
+        slot_num = slot_acc.slot_num
+
+        # Remove ALL metadata entries for this slot (1 for normal slots,
+        # 2 for flexible slots that carry both DL and UL bitmaps).
+        metadatas = self._metadata_buffer.remove_all(slot_num)
+
+        if metadatas:
+            self.stats.metadata_buffer_hits += 1
+            self.stats.iq_packets_correlated += slot_acc.packet_count
+
+            combined_samples = slot_acc.get_combined_samples()
+            iq = IQSamples(slot_num=slot_num, samples=combined_samples)
+
+            for metadata in metadatas:
+                self.stats.slots_correlated += 1
+                correlated = CorrelatedData(slot_num=slot_num, metadata=metadata, iq=iq)
+                self._emit_correlated(correlated)
+        else:
+            # No metadata found
+            self.stats.metadata_buffer_misses += 1
+            self.stats.slots_without_metadata += 1
+            logger.debug(
+                f"Slot {slot_num}: no metadata found ({slot_acc.packet_count} IQ packets)"
+            )
+
+    def _emit_correlated(self, data: CorrelatedData) -> None:
+        """Emit correlated data to callbacks and queue"""
+        try:
+            self._output_queue.put_nowait(data)
+        except queue.Full:
+            try:
+                self._output_queue.get_nowait()
+                self._output_queue.put_nowait(data)
+            except queue.Empty:
+                pass
+
+        for callback in self._correlated_callbacks:
+            try:
+                callback(data)
+                self.stats.callbacks_invoked += 1
+            except Exception as e:
+                self.stats.callback_errors += 1
+                logger.error(f"Callback error: {e}")
+
+    def _on_metadata_expired(self, metadata: Metadata) -> None:
+        self.stats.metadata_expired += 1
+
+    # -------------------------------------------------------------------------
+    # Internal: Receive Threads
+    # -------------------------------------------------------------------------
+
+    def _flush_socket(self, sock: socket.socket) -> int:
+        sock.setblocking(False)
+        count = 0
+        try:
+            while True:
+                sock.recv(65535)
+                count += 1
+        except BlockingIOError:
+            pass
+        sock.setblocking(True)
+        sock.settimeout(1.0)
+        return count
+
+    def _receive_metadata(self) -> None:
+        """Thread: receive metadata and store in buffer"""
+        sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+        sock.setsockopt(
+            socket.SOL_SOCKET, socket.SO_RCVBUF, self._metadata_socket_buffer
+        )
+        sock.bind((self.bind_address, self.metadata_port))
+
+        flushed = self._flush_socket(sock)
+        if flushed > 0:
+            logger.debug(f"Flushed {flushed} old metadata packets")
+
+        while not self._stop_event.is_set():
+            try:
+                data, _ = sock.recvfrom(65535)
+                if len(data) == 0:
+                    continue
+
+                metadata = self._parse_metadata_packet(data)
+                if metadata is None:
+                    continue
+
+                self.stats.metadata_received += 1
+                self.stats.metadata_bytes += len(data)
+
+                for callback in self._metadata_callbacks:
+                    try:
+                        callback(metadata)
+                    except Exception as e:
+                        logger.error(f"Metadata callback error: {e}")
+
+                # Store in buffer
+                self._metadata_buffer.store(metadata)
+
+            except socket.timeout:
+                continue
+            except Exception as e:
+                if self._running:
+                    logger.error(f"Metadata receive error: {e}")
+
+        sock.close()
+
+    def _receive_iq(self) -> None:
+        """Thread: receive IQ packets, accumulate, correlate when slot complete"""
+        sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+        sock.setsockopt(socket.SOL_SOCKET, socket.SO_RCVBUF, self._iq_socket_buffer)
+        sock.bind((self.bind_address, self.iq_port))
+
+        flushed = self._flush_socket(sock)
+        if flushed > 0:
+            logger.debug(f"Flushed {flushed} old IQ packets")
+
+        packet_count = 0
+
+        while not self._stop_event.is_set():
+            try:
+                data, _ = sock.recvfrom(65535)
+                if len(data) == 0:
+                    continue
+
+                parsed = self._parse_iq_packet(data)
+                if parsed is None:
+                    continue
+
+                slot_num, samples = parsed
+
+                # Update stats
+                self.stats.iq_packets_received += 1
+                self.stats.iq_samples_received += len(samples)
+                self.stats.iq_bytes += len(data)
+                self._latest_iq_slot = slot_num
+                packet_count += 1
+
+                # Raw IQ callback (per packet)
+                for callback in self._iq_callbacks:
+                    try:
+                        iq = IQSamples(slot_num=slot_num, samples=samples)
+                        callback(iq)
+                    except Exception as e:
+                        logger.error(f"IQ callback error: {e}")
+
+                # Add to accumulator - returns completed slots
+                completed_slots = self._iq_accumulator.add_packet(slot_num, samples)
+
+                # Process any completed slots
+                for slot_acc in completed_slots:
+                    self._process_completed_slot(slot_acc)
+
+                # Periodic cleanup
+                if packet_count % self._cleanup_interval == 0:
+                    _ = self._metadata_buffer.cleanup_old(
+                        slot_num, expired_callback=self._on_metadata_expired
+                    )
+
+            except socket.timeout:
+                continue
+            except Exception as e:
+                if self._running:
+                    logger.error(f"IQ receive error: {e}")
+
+        sock.close()
+
+    # -------------------------------------------------------------------------
+    # Utility Methods
+    # -------------------------------------------------------------------------
+
+    def reset_stats(self) -> None:
+        """Reset all statistics to zero"""
+        self.stats.reset()
+        self._capture_stats_start = None
+        logger.info("Statistics reset")
+
+    def get_stats(self) -> InterfaceStats:
+        """Get current aggregated statistics"""
+        return self.stats
+
+    def start_stats_capture(self) -> None:
+        """Mark the start of a stats capture period"""
+        self._capture_stats_start = self.stats.snapshot()
+
+    def get_capture_stats(self) -> Dict[str, Any]:
+        """
+        Get statistics for current capture period only.
+
+        Returns stats since last start_stats_capture() call.
+        """
+        if self._capture_stats_start is None:
+            # No capture started, return current totals
+            return self.stats.to_dict()
+
+        start = self._capture_stats_start
+        current = self.stats
+
+        # Calculate deltas
+        runtime = current.runtime - (start.start_time - current.start_time)
+        # capture_start = time.time() - runtime
+
+        metadata_received = current.metadata_received - start.metadata_received
+        iq_packets = current.iq_packets_received - start.iq_packets_received
+        iq_samples = current.iq_samples_received - start.iq_samples_received
+        iq_bytes = current.iq_bytes - start.iq_bytes
+        slots_correlated = current.slots_correlated - start.slots_correlated
+        iq_packets_correlated = (
+            current.iq_packets_correlated - start.iq_packets_correlated
+        )
+        slots_without_meta = (
+            current.slots_without_metadata - start.slots_without_metadata
+        )
+        metadata_expired = current.metadata_expired - start.metadata_expired
+
+        # Calculate rates
+        duration = time.time() - (
+            self._capture_stats_start.start_time
+            + (time.time() - current.start_time - current.runtime)
+        )
+        duration = max(duration, 0.001)
+
+        # Simpler duration calculation
+        duration = runtime if runtime > 0 else 0.001
+
+        total_slots = slots_correlated + slots_without_meta
+        correlation_rate = (
+            (slots_correlated / total_slots * 100) if total_slots > 0 else 0.0
+        )
+        avg_packets = (
+            (iq_packets_correlated / slots_correlated) if slots_correlated > 0 else 0.0
+        )
+
+        return {
+            "capture_duration": duration,
+            "metadata_received": metadata_received,
+            "metadata_rate": metadata_received / duration,
+            "iq_packets_received": iq_packets,
+            "iq_packet_rate": iq_packets / duration,
+            "iq_samples_received": iq_samples,
+            "iq_bytes": iq_bytes,
+            "iq_bandwidth_mbps": (iq_bytes / duration) / 1e6,
+            "slots_correlated": slots_correlated,
+            "slot_rate": slots_correlated / duration,
+            "correlation_rate_pct": correlation_rate,
+            "avg_packets_per_slot": avg_packets,
+            "slots_without_metadata": slots_without_meta,
+            "metadata_expired": metadata_expired,
+        }
+
+    def print_stats(self, capture_only: bool = False) -> None:
+        """
+        Print statistics.
+
+        Args:
+            capture_only: If True, print only current capture stats
+        """
+        if capture_only and self._capture_stats_start is not None:
+            stats = self.get_capture_stats()
+            print("\n=== Capture Stats ===")
+        else:
+            stats = self.stats.to_dict()
+            print("\n=== Aggregated Stats ===")
+
+        print(
+            f"Duration:              {stats.get('capture_duration', stats.get('runtime_s', 0)):.1f}s"
+        )
+        # print(f"Metadata received:     {stats['metadata_received']}")
+        # print(f"IQ packets received:   {stats['iq_packets_received']}")
+        # print(f"Slots correlated:      {stats['slots_correlated']}")
+        print(f"Correlation rate:      {stats['correlation_rate_pct']:.1f}%")
+        # print(f"Avg packets/slot:      {stats['avg_packets_per_slot']:.1f}")
+        print(f"Slots without meta:    {stats['slots_without_metadata']}")
+        # print(f"Metadata expired:      {stats['metadata_expired']}")
+
+        if not capture_only:
+            print(f"Metadata buffer:       {self._metadata_buffer.size} slots")
+            print(f"IQ accumulator:        {self._iq_accumulator.size} slots pending")
+
+    @property
+    def metadata_buffer_size(self) -> int:
+        return self._metadata_buffer.size
+
+    @property
+    def latest_iq_slot(self) -> int:
+        return self._latest_iq_slot
+
+    @property
+    def latest_metadata_slot(self) -> int:
+        return self._metadata_buffer.latest_slot
+
+
+# =============================================================================
+# Convenience Functions
+# =============================================================================
+
+
+def create_interface(
+    iq_port: int = 5588, metadata_port: int = 5589, **kwargs
+) -> IQMetadataInterface:
+    return IQMetadataInterface(iq_port=iq_port, metadata_port=metadata_port, **kwargs)
+
+
+# =============================================================================
+# Main
+# =============================================================================
+
+if __name__ == "__main__":
+    import argparse
+
+    parser = argparse.ArgumentParser(description="IQ Metadata Interface Test")
+    parser.add_argument("--iq-port", type=int, default=5588)
+    parser.add_argument("--metadata-port", type=int, default=5589)
+    parser.add_argument("--stats-interval", type=float, default=2.0)
+    args = parser.parse_args()
+
+    print("=" * 60)
+    print("  IQ Metadata Interface (with Accumulation)")
+    print("=" * 60)
+
+    interface = IQMetadataInterface(
+        iq_port=args.iq_port, metadata_port=args.metadata_port
+    )
+
+    @interface.on_correlated_data
+    def handle_data(data: CorrelatedData):
+        print(
+            f"[SLOT {data.slot_num:5d}] "
+            f"IQ: {data.iq.num_samples:6d} samples | "
+            f"RBs: {data.metadata.num_allocated_rbs:3d} | "
+            f"Power: {data.iq.power_db:6.1f} dB"
+        )
+
+    interface.start()
+
+    try:
+        while True:
+            time.sleep(args.stats_interval)
+            print()
+            interface.print_stats()
+    except KeyboardInterrupt:
+        print("\nShutting down...")
+        interface.stop()
diff --git a/gain_viz/plot.png b/gain_viz/plot.png
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diff --git a/gain_viz/templates/ind.html b/gain_viz/templates/ind.html
new file mode 100644
index 0000000..73f3cc2
--- /dev/null
+++ b/gain_viz/templates/ind.html
@@ -0,0 +1,954 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width,initial-scale=1" />
+  <title>Gain-Viz — Spectrum Viewer</title>
+  <link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap" rel="stylesheet">
+  <style>
+    :root {
+      --primary: #2563eb;
+      --primary-dark: #1d4ed8;
+      --primary-light: #dbeafe;
+      --bg: #f8fafc;
+      --card: #ffffff;
+      --muted: #64748b;
+      --border: #e2e8f0;
+      --radius: 12px;
+      --shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1), 0 2px 4px -1px rgba(0, 0, 0, 0.06);
+      --shadow-lg: 0 10px 15px -3px rgba(0, 0, 0, 0.1), 0 4px 6px -2px rgba(0, 0, 0, 0.05);
+      --success: #10b981;
+      --warning: #f59e0b;
+      --error: #ef4444;
+    }
+
+    * {
+      box-sizing: border-box;
+      margin: 0;
+      padding: 0;
+    }
+
+    body {
+      font-family: 'Inter', system-ui, -apple-system, "Segoe UI", Roboto, "Helvetica Neue", Arial;
+      background: var(--bg);
+      color: #0f172a;
+      line-height: 1.5;
+      padding: 20px;
+      min-height: 100vh;
+    }
+
+    .container {
+      max-width: 1400px;
+      margin: 0 auto;
+      background: var(--card);
+      border-radius: var(--radius);
+      box-shadow: var(--shadow-lg);
+      overflow: hidden;
+      display: flex;
+      flex-direction: column;
+      height: calc(100vh - 40px);
+    }
+
+    header {
+      padding: 24px 32px;
+      background: linear-gradient(135deg, var(--primary), var(--primary-dark));
+      color: #fff;
+      display: flex;
+      flex-direction: column;
+      gap: 8px;
+      flex-shrink: 0;
+    }
+    
+    header h1 {
+      margin: 0;
+      font-size: 1.8rem;
+      font-weight: 700;
+      display: flex;
+      align-items: center;
+      gap: 10px;
+    }
+    
+    header h1::before {
+      content: "📡";
+      font-size: 1.5rem;
+    }
+    
+    header p {
+      margin: 0;
+      opacity: .9;
+      font-size: 1rem;
+      font-weight: 400;
+    }
+
+    .content-wrapper {
+      display: flex;
+      flex: 1;
+      overflow: hidden;
+    }
+
+    .controls-panel {
+      width: 450px;
+      flex-shrink: 0;
+      padding: 24px;
+      border-right: 1px solid var(--border);
+      display: flex;
+      flex-direction: column;
+      gap: 24px;
+      overflow-y: auto;
+    }
+
+    .visualization-panel {
+      flex: 1;
+      display: flex;
+      flex-direction: column;
+      overflow: hidden;
+    }
+
+    .card {
+      background: #fff;
+      border: 1px solid var(--border);
+      border-radius: var(--radius);
+      padding: 20px;
+      box-shadow: var(--shadow);
+    }
+
+    .card h2 {
+      margin: 0 0 16px 0;
+      font-size: 1.2rem;
+      font-weight: 600;
+      color: #0f172a;
+      display: flex;
+      align-items: center;
+      gap: 8px;
+    }
+    
+    .card h2::before {
+      content: "⚙️";
+      font-size: 1.1rem;
+    }
+
+    /* Gain grid */
+    .gain-grid {
+      display: grid;
+      grid-template-columns: 1fr;
+      gap: 12px;
+    }
+    
+    .gain-item {
+      display: flex;
+      align-items: center;
+      gap: 12px;
+      padding: 14px;
+      border-radius: 8px;
+      background: #f8fafc;
+      border: 1px solid var(--border);
+      transition: all 0.2s ease;
+    }
+    
+    .gain-item:hover {
+      background: #f1f5f9;
+      border-color: #cbd5e1;
+    }
+    
+    .gain-item label {
+      font-weight: 500;
+      font-size: 0.95rem;
+      width: 100px;
+      flex-shrink: 0;
+    }
+    
+    .gain-input {
+      flex: 1;
+    }
+    
+    .gain-input input {
+      width: 100%;
+      padding: 10px 12px;
+      border-radius: 6px;
+      border: 1px solid var(--border);
+      font-size: 0.95rem;
+      transition: border-color 0.2s;
+    }
+    
+    .gain-input input:focus {
+      outline: none;
+      border-color: var(--primary);
+      box-shadow: 0 0 0 3px rgba(37, 99, 235, 0.1);
+    }
+    
+    .gain-input input:disabled {
+      background-color: #f1f5f9;
+      color: #94a3b8;
+    }
+
+    /* Toggle switch */
+    .toggle-switch {
+      position: relative;
+      width: 50px;
+      height: 26px;
+      flex-shrink: 0;
+    }
+    
+    .toggle-switch input {
+      opacity: 0;
+      width: 0;
+      height: 0;
+    }
+    
+    .slider {
+      position: absolute;
+      left: 0;
+      right: 0;
+      top: 0;
+      bottom: 0;
+      background: #d1d5db;
+      border-radius: 24px;
+      transition: 0.25s;
+      cursor: pointer;
+    }
+    
+    .slider:before {
+      content: "";
+      position: absolute;
+      left: 4px;
+      top: 4px;
+      width: 18px;
+      height: 18px;
+      background: white;
+      border-radius: 50%;
+      transition: 0.25s;
+    }
+    
+    .toggle-switch input:checked + .slider {
+      background: var(--primary);
+    }
+    
+    .toggle-switch input:checked + .slider:before {
+      transform: translateX(24px);
+    }
+
+    .form-actions {
+      display: flex;
+      justify-content: flex-end;
+      gap: 12px;
+      margin-top: 16px;
+    }
+    
+    .btn {
+      padding: 10px 18px;
+      border-radius: 8px;
+      border: 0;
+      cursor: pointer;
+      font-weight: 600;
+      font-size: 0.9rem;
+      transition: all 0.2s;
+      display: flex;
+      align-items: center;
+      gap: 6px;
+    }
+    
+    .btn.primary {
+      background: var(--primary);
+      color: #fff;
+    }
+    
+    .btn.primary:hover:not(:disabled) {
+      background: var(--primary-dark);
+      transform: translateY(-1px);
+      box-shadow: 0 4px 6px -1px rgba(37, 99, 235, 0.3);
+    }
+    
+    .btn.secondary {
+      background: #f1f5f9;
+      color: #475569;
+    }
+    
+    .btn.secondary:hover:not(:disabled) {
+      background: #e2e8f0;
+    }
+    
+    .btn.success {
+      background: var(--success);
+      color: #fff;
+    }
+    
+    .btn.warning {
+      background: var(--warning);
+      color: #fff;
+    }
+    
+    .btn.error {
+      background: var(--error);
+      color: #fff;
+    }
+    
+    .btn:disabled {
+      opacity: 0.6;
+      cursor: not-allowed;
+      transform: none;
+      box-shadow: none;
+    }
+
+    .status {
+      margin-top: 12px;
+      padding: 12px;
+      border-radius: 6px;
+      display: none;
+      font-size: 0.9rem;
+      font-weight: 500;
+    }
+    
+    .status.success {
+      background: rgba(16, 185, 129, 0.08);
+      color: #047857;
+      border: 1px solid rgba(16, 185, 129, 0.12);
+    }
+    
+    .status.error {
+      background: rgba(239, 68, 68, 0.06);
+      color: #7f1d1d;
+      border: 1px solid rgba(239, 68, 68, 0.12);
+    }
+
+    /* Parameter grid */
+    .param-grid {
+      display: grid;
+      grid-template-columns: repeat(2, 1fr);
+      gap: 12px;
+    }
+    
+    .param-item {
+      display: flex;
+      flex-direction: column;
+      gap: 6px;
+    }
+    
+    .param-item label {
+      font-weight: 500;
+      font-size: 0.9rem;
+      color: #475569;
+    }
+    
+    .param-item input {
+      padding: 10px 12px;
+      border-radius: 6px;
+      border: 1px solid var(--border);
+      font-size: 0.95rem;
+      transition: border-color 0.2s;
+    }
+    
+    .param-item input:focus {
+      outline: none;
+      border-color: var(--primary);
+      box-shadow: 0 0 0 3px rgba(37, 99, 235, 0.1);
+    }
+
+    /* Stream controls */
+    .stream-controls {
+      display: flex;
+      gap: 10px;
+      margin-bottom: 16px;
+    }
+    
+    .stream-status {
+      padding: 8px 16px;
+      border-radius: 20px;
+      font-size: 0.9rem;
+      font-weight: 600;
+      display: inline-flex;
+      align-items: center;
+      gap: 6px;
+    }
+    
+    .status-stopped {
+      background: #fef2f2;
+      color: var(--error);
+      border: 1px solid #fecaca;
+    }
+    
+    .status-running {
+      background: #f0fdf4;
+      color: var(--success);
+      border: 1px solid #bbf7d0;
+    }
+    
+    .status-paused {
+      background: #fffbeb;
+      color: var(--warning);
+      border: 1px solid #fed7aa;
+    }
+
+    /* Plot area */
+    .plot-area {
+      flex: 1;
+      padding: 24px;
+      background: #f8fafc;
+      display: flex;
+      flex-direction: column;
+      overflow: hidden;
+    }
+    
+    .plot-header {
+      display: flex;
+      justify-content: space-between;
+      align-items: center;
+      margin-bottom: 16px;
+    }
+    
+    .plot-header h3 {
+      margin: 0;
+      font-size: 1.3rem;
+      font-weight: 600;
+      color: #0f172a;
+      display: flex;
+      align-items: center;
+      gap: 8px;
+    }
+    
+    .plot-header h3::before {
+      content: "📊";
+    }
+    
+    .plot-controls {
+      display: flex;
+      gap: 10px;
+      align-items: center;
+    }
+    
+    .plot-card {
+      background: #fff;
+      border: 1px solid var(--border);
+      border-radius: var(--radius);
+      padding: 16px;
+      flex: 1;
+      display: flex;
+      flex-direction: column;
+      overflow: hidden;
+      box-shadow: var(--shadow);
+    }
+    
+    #plotImage {
+      width: 100%;
+      height: 100%;
+      object-fit: contain;
+      border-radius: 8px;
+      display: block;
+      background: #f8fafc;
+      border: 1px solid var(--border);
+    }
+
+    footer {
+      padding: 16px 32px;
+      text-align: center;
+      color: var(--muted);
+      font-size: 0.9rem;
+      border-top: 1px solid var(--border);
+      flex-shrink: 0;
+    }
+
+    /* Responsive design */
+    @media (max-width: 1024px) {
+      .content-wrapper {
+        flex-direction: column;
+      }
+      
+      .controls-panel {
+        width: 100%;
+        border-right: none;
+        border-bottom: 1px solid var(--border);
+        max-height: 40vh;
+      }
+      
+      .param-grid {
+        grid-template-columns: 1fr;
+      }
+    }
+
+    @media (max-width: 768px) {
+      body {
+        padding: 10px;
+      }
+      
+      .container {
+        height: calc(100vh - 20px);
+      }
+      
+      header {
+        padding: 20px;
+      }
+      
+      .controls-panel, .plot-area {
+        padding: 16px;
+      }
+      
+      .gain-item {
+        flex-direction: column;
+        align-items: flex-start;
+        gap: 10px;
+      }
+      
+      .gain-item label {
+        width: 100%;
+      }
+      
+      .gain-input {
+        width: 100%;
+      }
+      
+      .toggle-switch {
+        align-self: flex-end;
+      }
+      
+      .form-actions {
+        flex-direction: column;
+      }
+      
+      .stream-controls {
+        flex-direction: column;
+      }
+    }
+
+    /* Custom scrollbar */
+    .controls-panel::-webkit-scrollbar {
+      width: 6px;
+    }
+    
+    .controls-panel::-webkit-scrollbar-track {
+      background: #f1f5f9;
+      border-radius: 3px;
+    }
+    
+    .controls-panel::-webkit-scrollbar-thumb {
+      background: #cbd5e1;
+      border-radius: 3px;
+    }
+    
+    .controls-panel::-webkit-scrollbar-thumb:hover {
+      background: #94a3b8;
+    }
+  </style>
+</head>
+<body>
+  <div class="container">
+    <header>
+      <h1>Gain-Viz</h1>
+      <p>Interactive gain control and real-time RF visualization</p>
+    </header>
+
+    <div class="content-wrapper">
+      <div class="controls-panel">
+        <!-- Stream Controls Card -->
+        <div class="card">
+          <h2>Stream Controls</h2>
+          
+          <div class="stream-controls">
+            <button class="btn success" id="startBtn">
+              <span>▶️</span> Start
+            </button>
+            <button class="btn warning" id="pauseBtn" disabled>
+              <span>⏸️</span> Pause
+            </button>
+            <button class="btn error" id="stopBtn" disabled>
+              <span>⏹️</span> Stop
+            </button>
+          </div>
+          
+          <div class="stream-status status-stopped" id="streamStatus">
+            <span>●</span> Stopped
+          </div>
+        </div>
+
+        <!-- Gain Settings Card -->
+        <div class="card">
+          <h2>Gain Settings</h2>
+
+          <form id="gainForm">
+            <div class="gain-grid">
+              <!-- USRP Tx -->
+              <div class="gain-item">
+                <label for="usrp_tx_gain">USRP Tx</label>
+                <div class="gain-input">
+                  <input type="number" id="usrp_tx_gain" name="usrp_tx_gain" value="60" disabled aria-label="USRP Tx Gain">
+                </div>
+                <label class="toggle-switch" title="Enable USRP Tx">
+                  <input type="checkbox" class="gain-toggle" data-input="usrp_tx_gain" id="usrp_tx_toggle">
+                  <span class="slider"></span>
+                </label>
+              </div>
+
+              <!-- SCM Tx -->
+              <div class="gain-item">
+                <label for="scm_tx_gain">SCM Tx</label>
+                <div class="gain-input">
+                  <input type="number" id="scm_tx_gain" name="scm_tx_gain" value="30" disabled aria-label="SCM Tx Gain">
+                </div>
+                <label class="toggle-switch" title="Enable SCM Tx">
+                  <input type="checkbox" class="gain-toggle" data-input="scm_tx_gain" id="scm_tx_toggle">
+                  <span class="slider"></span>
+                </label>
+              </div>
+
+              <!-- USRP Rx -->
+              <div class="gain-item">
+                <label for="usrp_rx_gain">USRP Rx</label>
+                <div class="gain-input">
+                  <input type="number" id="usrp_rx_gain" name="usrp_rx_gain" value="30" disabled aria-label="USRP Rx Gain">
+                </div>
+                <label class="toggle-switch" title="Enable USRP Rx">
+                  <input type="checkbox" class="gain-toggle" data-input="usrp_rx_gain" id="usrp_rx_toggle">
+                  <span class="slider"></span>
+                </label>
+              </div>
+
+              <!-- SCM Rx -->
+              <div class="gain-item">
+                <label for="scm_rx_gain">SCM Rx</label>
+                <div class="gain-input">
+                  <input type="number" id="scm_rx_gain" name="scm_rx_gain" value="30" disabled aria-label="SCM Rx Gain">
+                </div>
+                <label class="toggle-switch" title="Enable SCM Rx">
+                  <input type="checkbox" class="gain-toggle" data-input="scm_rx_gain" id="scm_rx_toggle">
+                  <span class="slider"></span>
+                </label>
+              </div>
+            </div>
+
+            <div class="form-actions">
+              <button type="submit" class="btn primary" id="gainUpdateBtn">
+                <span>🔄</span> Update Gains
+              </button>
+              <button type="button" class="btn secondary" id="gainRefreshBtn" title="Reload gains from device">
+                <span>↻</span> Refresh
+              </button>
+            </div>
+
+            <div id="gainStatusMessage" class="status"></div>
+          </form>
+        </div>
+
+        <!-- Parameters Card -->
+        <div class="card">
+          <h2>Spectrogram Parameters</h2>
+
+          <form id="paramForm">
+            <div class="param-grid">
+              <div class="param-item">
+                <label for="center_freq">Center Frequency (Hz)</label>
+                <input type="number" id="center_freq" name="center_freq" value="3415000000" step="1000000">
+              </div>
+              <div class="param-item">
+                <label for="sample_rate">Sample Rate (Hz)</label>
+                <input type="number" id="sample_rate" name="sample_rate" value="23040000" step="1000000">
+              </div>
+              <div class="param-item">
+                <label for="fft_size">FFT Size</label>
+                <input type="number" id="fft_size" name="fft_size" value="1024" step="128">
+              </div>
+              <div class="param-item">
+                <label for="window_ms">Window Size (ms)</label>
+                <input type="number" id="window_ms" name="window_ms" value="20" step="1">
+              </div>
+              <div class="param-item">
+                <label for="tcp_port">ZMQ Port</label>
+                <input type="number" id="tcp_port" name="tcp_port" value="5556" step="1">
+              </div>
+            </div>
+
+            <div class="form-actions">
+              <button type="submit" class="btn primary" id="paramUpdateBtn">
+                <span>⚡</span> Update Parameters
+              </button>
+            </div>
+            <div id="paramStatusMessage" class="status"></div>
+          </form>
+        </div>
+      </div>
+
+      <!-- Visualization Panel -->
+      <div class="visualization-panel">
+        <div class="plot-area">
+          <div class="plot-header">
+            <h3>Spectrum Analysis</h3>
+            <div class="plot-controls">
+              <button class="btn secondary" id="refreshPlotBtn">
+                <span>🔄</span> Refresh
+              </button>
+            </div>
+          </div>
+          
+          <div class="plot-card">
+            <img id="plotImage" src="/plot" alt="Spectrum Analysis plot">
+          </div>
+        </div>
+      </div>
+    </div>
+
+    <footer>
+      Gain-Viz • Real-time RF monitoring
+    </footer>
+  </div>
+
+  <script>
+    (function(){
+      const plotImg = document.getElementById('plotImage');
+      let isPlotPaused = false;
+      let isStreaming = false;
+      let refreshInterval;
+
+      // Helper to show status for a specific element
+      function showStatus(id, message, type = 'success') {
+        const el = document.getElementById(id);
+        if (!el) return;
+        el.textContent = message;
+        el.className = 'status ' + (type === 'success' ? 'success' : 'error');
+        el.style.display = 'block';
+        if (type === 'success') setTimeout(()=>{ el.style.display = 'none'; }, 3000);
+      }
+
+      // Update stream status display
+      function updateStreamStatus(state) {
+        const statusEl = document.getElementById('streamStatus');
+        const startBtn = document.getElementById('startBtn');
+        const pauseBtn = document.getElementById('pauseBtn');
+        const stopBtn = document.getElementById('stopBtn');
+        
+        statusEl.className = 'stream-status';
+        
+        switch(state) {
+          case 'running':
+            statusEl.classList.add('status-running');
+            statusEl.innerHTML = '<span>●</span> Streaming';
+            startBtn.disabled = true;
+            pauseBtn.disabled = false;
+            stopBtn.disabled = false;
+            pauseBtn.innerHTML = '<span>⏸️</span> Pause';
+            isStreaming = true;
+            isPlotPaused = false;
+            break;
+          case 'paused':
+            statusEl.classList.add('status-paused');
+            statusEl.innerHTML = '<span>●</span> Paused';
+            startBtn.disabled = true;
+            pauseBtn.disabled = false;
+            stopBtn.disabled = false;
+            pauseBtn.innerHTML = '<span>▶️</span> Resume';
+            isStreaming = true;
+            isPlotPaused = true;
+            break;
+          case 'stopped':
+            statusEl.classList.add('status-stopped');
+            statusEl.innerHTML = '<span>●</span> Stopped';
+            startBtn.disabled = false;
+            pauseBtn.disabled = true;
+            stopBtn.disabled = true;
+            isStreaming = false;
+            isPlotPaused = false;
+            break;
+        }
+      }
+
+      // Stream control functions
+      async function startStream() {
+        try {
+          const response = await fetch('/start_stream', { method: 'POST' });
+          const data = await response.json();
+          
+          if (data.status === 'success') {
+            updateStreamStatus('running');
+            showStatus('gainStatusMessage', 'Streaming started', 'success');
+          } else {
+            showStatus('gainStatusMessage', data.message, 'error');
+          }
+        } catch (err) {
+          console.error('Start stream error:', err);
+          showStatus('gainStatusMessage', 'Error starting stream', 'error');
+        }
+      }
+
+      async function stopStream() {
+        try {
+          const response = await fetch('/stop_stream', { method: 'POST' });
+          const data = await response.json();
+          
+          if (data.status === 'success') {
+            updateStreamStatus('stopped');
+            showStatus('gainStatusMessage', 'Streaming stopped', 'success');
+          } else {
+            showStatus('gainStatusMessage', data.message, 'error');
+          }
+        } catch (err) {
+          console.error('Stop stream error:', err);
+          showStatus('gainStatusMessage', 'Error stopping stream', 'error');
+        }
+      }
+
+      async function pauseStream() {
+        try {
+          const response = await fetch('/pause_stream', { method: 'POST' });
+          const data = await response.json();
+          
+          if (data.status === 'success') {
+            updateStreamStatus(data.state);
+            showStatus('gainStatusMessage', `Streaming ${data.state}`, 'success');
+          } else {
+            showStatus('gainStatusMessage', data.message, 'error');
+          }
+        } catch (err) {
+          console.error('Pause stream error:', err);
+          showStatus('gainStatusMessage', 'Error pausing stream', 'error');
+        }
+      }
+
+      // Check stream state periodically
+      async function checkStreamState() {
+        try {
+          const response = await fetch('/get_stream_state');
+          const data = await response.json();
+          updateStreamStatus(data.state);
+        } catch (err) {
+          console.error('Error checking stream state:', err);
+        }
+      }
+
+      // ---------------- Gain Form ----------------
+      const gainForm = document.getElementById('gainForm');
+      const toggles = document.querySelectorAll('.gain-toggle');
+      const gainUpdateBtn = document.getElementById('gainUpdateBtn');
+      const gainRefreshBtn = document.getElementById('gainRefreshBtn');
+
+      // enable/disable inputs depending on toggle
+      toggles.forEach(t => {
+        const inputId = t.dataset.input;
+        const inputEl = document.getElementById(inputId);
+        t.addEventListener('change', () => {
+          if (inputEl) {
+            inputEl.disabled = !t.checked;
+            if (t.checked) inputEl.focus();
+          }
+        });
+      });
+
+      // load existing gain values from server and populate inputs
+      function loadGains(){
+        fetch('/get_gains')
+        .then(r => r.json())
+        .then(data => {
+          if (!data) return;
+          if (data.usrp_tx_gain !== undefined) document.getElementById('usrp_tx_gain').value = data.usrp_tx_gain;
+          if (data.usrp_rx_gain !== undefined) document.getElementById('usrp_rx_gain').value = data.usrp_rx_gain;
+          if (data.scm_tx_gain !== undefined) document.getElementById('scm_tx_gain').value = data.scm_tx_gain;
+          if (data.scm_rx_gain !== undefined) document.getElementById('scm_rx_gain').value = data.scm_rx_gain;
+          // ensure toggles are off and inputs disabled initially
+          toggles.forEach(t => {
+            t.checked = false;
+            const input = document.getElementById(t.dataset.input);
+            if (input) input.disabled = true;
+          });
+        })
+        .catch(err => console.error('loadGains error', err));
+      }
+
+      gainForm.addEventListener('submit', function(e){
+        e.preventDefault();
+        const formData = new FormData();
+        let has = false;
+        toggles.forEach(t => {
+          if (t.checked) {
+            const inputId = t.dataset.input;
+            const val = document.getElementById(inputId).value;
+            formData.append(inputId, val);
+            has = true;
+          }
+        });
+        if (!has) {
+          showStatus('gainStatusMessage', 'Please enable at least one gain to update', 'error');
+          return;
+        }
+        gainUpdateBtn.disabled = true;
+        fetch('/update_gains', { method:'POST', body: formData })
+        .then(r => r.json())
+        .then(data => {
+          gainUpdateBtn.disabled = false;
+          if (data && data.status === 'success') {
+            showStatus('gainStatusMessage', data.message || 'Gains updated', 'success');
+            // reset toggles
+            toggles.forEach(t => {
+              t.checked = false;
+              const input = document.getElementById(t.dataset.input);
+              if (input) input.disabled = true;
+            });
+            // reload gains from server to reflect current state
+            loadGains();
+          } else {
+            showStatus('gainStatusMessage', data.message || 'Error updating gains', 'error');
+          }
+        })
+        .catch(err => {
+          gainUpdateBtn.disabled = false;
+          console.error(err);
+          showStatus('gainStatusMessage', 'Server error', 'error');
+        });
+      });
+
+      gainRefreshBtn.addEventListener('click', function(){
+        loadGains();
+        showStatus('gainStatusMessage','Gains reloaded','success');
+      });
+
+      // ---------------- Params Form ----------------
+      const paramForm = document.getElementById('paramForm');
+      paramForm.addEventListener('submit', function(e){
+        e.preventDefault();
+        const btn = document.getElementById('paramUpdateBtn');
+        const formData = new FormData(paramForm);
+        btn.disabled = true;
+        fetch('/update_params', { method:'POST', body: formData })
+        .then(r => r.json())
+        .then(data => {
+          btn.disabled = false;
+          if (data && data.status === 'success') {
+            showStatus('paramStatusMessage', data.message || 'Parameters updated', 'success');
+          } else {
+            showStatus('paramStatusMessage', data.message || 'Error updating parameters', 'error');
+          }
+        })
+        .catch(err => {
+          btn.disabled = false;
+          console.error(err);
+          showStatus('paramStatusMessage','Server error','error');
+        });
+      });
+
+      // ---------------- Plot refresh ----------------
+      function refreshPlot(){
+        if (!isStreaming || isPlotPaused) return;
+        // use cache-buster to avoid cached/partial file
+        plotImg.src = '/plot?_ts=' + Date.now();
+      }
+      
+      // Start auto refresh only when streaming
+      function startAutoRefresh() {
+        refreshInterval = setInterval(refreshPlot, 500);
+      }
+      
+      // Manual refresh button
+      document.getElementById('refreshPlotBtn').addEventListener('click', function() {
+        refreshPlot();
+      });
+
+      // Stream control buttons
+      document.getElementById('startBtn').addEventListener('click', startStream);
+      document.getElementById('stopBtn').addEventListener('click', stopStream);
+      document.getElementById('pauseBtn').addEventListener('click', pauseStream);
+
+      // Check stream state every 2 seconds
+      setInterval(checkStreamState, 2000);
+
+      // initial load
+      loadGains();
+      checkStreamState();
+      startAutoRefresh();
+    })();
+  </script>
+</body>
+</html>
\ No newline at end of file
diff --git a/gain_viz/templates/index.html b/gain_viz/templates/index.html
index 73f3cc2..83b7a13 100644
--- a/gain_viz/templates/index.html
+++ b/gain_viz/templates/index.html
@@ -3,633 +3,469 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width,initial-scale=1" />
-  <title>Gain-Viz — Spectrum Viewer</title>
+  <title>Gain-Viz | IQ Spectrum Viewer</title>
   <link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&display=swap" rel="stylesheet">
+  <script src="https://cdn.socket.io/4.7.5/socket.io.min.js"></script>
   <style>
     :root {
-      --primary: #2563eb;
-      --primary-dark: #1d4ed8;
-      --primary-light: #dbeafe;
-      --bg: #f8fafc;
-      --card: #ffffff;
-      --muted: #64748b;
-      --border: #e2e8f0;
-      --radius: 12px;
-      --shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1), 0 2px 4px -1px rgba(0, 0, 0, 0.06);
-      --shadow-lg: 0 10px 15px -3px rgba(0, 0, 0, 0.1), 0 4px 6px -2px rgba(0, 0, 0, 0.05);
-      --success: #10b981;
+      --bg: #0b1220;
+      --bg-panel: #111827;
+      --bg-card: #0f172a;
+      --border: #253046;
+      --border-strong: #334155;
+      --text: #e5e7eb;
+      --text-soft: #94a3b8;
+      --text-dim: #64748b;
+      --success: #22c55e;
       --warning: #f59e0b;
-      --error: #ef4444;
+      --danger: #ef4444;
+      --radius: 14px;
+      --shadow: 0 10px 30px rgba(0, 0, 0, 0.35);
     }
 
-    * {
-      box-sizing: border-box;
-      margin: 0;
-      padding: 0;
+    * { box-sizing: border-box; margin: 0; padding: 0; }
+
+    html, body {
+      height: 100%;
+      background: linear-gradient(180deg, #0a0f1a 0%, #0b1220 100%);
+      color: var(--text);
+      font-family: 'Inter', system-ui, -apple-system, "Segoe UI", Roboto, Arial, sans-serif;
     }
 
-    body {
-      font-family: 'Inter', system-ui, -apple-system, "Segoe UI", Roboto, "Helvetica Neue", Arial;
-      background: var(--bg);
-      color: #0f172a;
-      line-height: 1.5;
-      padding: 20px;
-      min-height: 100vh;
-    }
+    body { padding: 18px; }
 
-    .container {
-      max-width: 1400px;
+    .app-shell {
+      max-width: 1600px;
+      height: calc(100vh - 36px);
       margin: 0 auto;
-      background: var(--card);
-      border-radius: var(--radius);
-      box-shadow: var(--shadow-lg);
-      overflow: hidden;
       display: flex;
       flex-direction: column;
-      height: calc(100vh - 40px);
-    }
-
-    header {
-      padding: 24px 32px;
-      background: linear-gradient(135deg, var(--primary), var(--primary-dark));
-      color: #fff;
-      display: flex;
-      flex-direction: column;
-      gap: 8px;
-      flex-shrink: 0;
-    }
-    
-    header h1 {
-      margin: 0;
-      font-size: 1.8rem;
-      font-weight: 700;
-      display: flex;
-      align-items: center;
-      gap: 10px;
-    }
-    
-    header h1::before {
-      content: "📡";
-      font-size: 1.5rem;
-    }
-    
-    header p {
-      margin: 0;
-      opacity: .9;
-      font-size: 1rem;
-      font-weight: 400;
-    }
-
-    .content-wrapper {
-      display: flex;
-      flex: 1;
-      overflow: hidden;
-    }
-
-    .controls-panel {
-      width: 450px;
-      flex-shrink: 0;
-      padding: 24px;
-      border-right: 1px solid var(--border);
-      display: flex;
-      flex-direction: column;
-      gap: 24px;
-      overflow-y: auto;
-    }
-
-    .visualization-panel {
-      flex: 1;
-      display: flex;
-      flex-direction: column;
-      overflow: hidden;
-    }
-
-    .card {
-      background: #fff;
+      background: var(--bg-panel);
       border: 1px solid var(--border);
-      border-radius: var(--radius);
-      padding: 20px;
+      border-radius: 18px;
+      overflow: hidden;
       box-shadow: var(--shadow);
     }
 
-    .card h2 {
-      margin: 0 0 16px 0;
+    .topbar {
+      display: flex;
+      align-items: center;
+      justify-content: space-between;
+      gap: 16px;
+      padding: 18px 24px;
+      border-bottom: 1px solid var(--border);
+      background: linear-gradient(180deg, rgba(255,255,255,0.02), rgba(255,255,255,0));
+    }
+
+    .brand h1 {
       font-size: 1.2rem;
+      font-weight: 700;
+      letter-spacing: 0.04em;
+      color: #f8fafc;
+    }
+
+    .brand p {
+      margin-top: 4px;
+      color: var(--text-soft);
+      font-size: 0.92rem;
+    }
+
+    .status-pill {
+      display: inline-flex;
+      align-items: center;
+      gap: 10px;
+      min-width: 132px;
+      justify-content: center;
+      padding: 10px 14px;
+      border-radius: 999px;
+      border: 1px solid var(--border-strong);
+      background: #0b1324;
+      color: var(--text-soft);
+      font-size: 0.9rem;
       font-weight: 600;
-      color: #0f172a;
-      display: flex;
-      align-items: center;
-      gap: 8px;
-    }
-    
-    .card h2::before {
-      content: "⚙️";
-      font-size: 1.1rem;
     }
 
-    /* Gain grid */
-    .gain-grid {
-      display: grid;
-      grid-template-columns: 1fr;
-      gap: 12px;
-    }
-    
-    .gain-item {
-      display: flex;
-      align-items: center;
-      gap: 12px;
-      padding: 14px;
-      border-radius: 8px;
-      background: #f8fafc;
-      border: 1px solid var(--border);
-      transition: all 0.2s ease;
-    }
-    
-    .gain-item:hover {
-      background: #f1f5f9;
-      border-color: #cbd5e1;
-    }
-    
-    .gain-item label {
-      font-weight: 500;
-      font-size: 0.95rem;
-      width: 100px;
-      flex-shrink: 0;
-    }
-    
-    .gain-input {
-      flex: 1;
-    }
-    
-    .gain-input input {
-      width: 100%;
-      padding: 10px 12px;
-      border-radius: 6px;
-      border: 1px solid var(--border);
-      font-size: 0.95rem;
-      transition: border-color 0.2s;
-    }
-    
-    .gain-input input:focus {
-      outline: none;
-      border-color: var(--primary);
-      box-shadow: 0 0 0 3px rgba(37, 99, 235, 0.1);
-    }
-    
-    .gain-input input:disabled {
-      background-color: #f1f5f9;
-      color: #94a3b8;
-    }
-
-    /* Toggle switch */
-    .toggle-switch {
-      position: relative;
-      width: 50px;
-      height: 26px;
-      flex-shrink: 0;
-    }
-    
-    .toggle-switch input {
-      opacity: 0;
-      width: 0;
-      height: 0;
-    }
-    
-    .slider {
-      position: absolute;
-      left: 0;
-      right: 0;
-      top: 0;
-      bottom: 0;
-      background: #d1d5db;
-      border-radius: 24px;
-      transition: 0.25s;
-      cursor: pointer;
-    }
-    
-    .slider:before {
-      content: "";
-      position: absolute;
-      left: 4px;
-      top: 4px;
-      width: 18px;
-      height: 18px;
-      background: white;
+    .status-dot {
+      width: 9px;
+      height: 9px;
       border-radius: 50%;
-      transition: 0.25s;
-    }
-    
-    .toggle-switch input:checked + .slider {
-      background: var(--primary);
-    }
-    
-    .toggle-switch input:checked + .slider:before {
-      transform: translateX(24px);
+      background: var(--text-dim);
     }
 
-    .form-actions {
+    .status-running .status-dot { background: var(--success); }
+    .status-paused .status-dot { background: var(--warning); }
+    .status-stopped .status-dot { background: var(--danger); }
+
+    .main {
+      flex: 1;
       display: flex;
-      justify-content: flex-end;
-      gap: 12px;
-      margin-top: 16px;
+      min-height: 0;
     }
-    
+
+    .sidebar {
+      width: 420px;
+      flex-shrink: 0;
+      border-right: 1px solid var(--border);
+      padding: 18px;
+      overflow-y: auto;
+      background: rgba(255,255,255,0.01);
+    }
+
+    .workspace {
+      flex: 1;
+      min-width: 0;
+      display: flex;
+      flex-direction: column;
+      gap: 16px;
+      padding: 18px;
+    }
+
+    .section {
+      background: var(--bg-card);
+      border: 1px solid var(--border);
+      border-radius: var(--radius);
+      padding: 18px;
+      margin-bottom: 16px;
+    }
+
+    .section-title {
+      font-size: 0.95rem;
+      font-weight: 700;
+      color: #f8fafc;
+      text-transform: uppercase;
+      letter-spacing: 0.08em;
+      margin-bottom: 16px;
+    }
+
+    .stream-controls {
+      display: grid;
+      grid-template-columns: repeat(3, 1fr);
+      gap: 10px;
+    }
+
     .btn {
-      padding: 10px 18px;
-      border-radius: 8px;
-      border: 0;
+      appearance: none;
+      border: 1px solid var(--border-strong);
+      background: #162033;
+      color: var(--text);
+      padding: 11px 14px;
+      border-radius: 10px;
       cursor: pointer;
+      font-size: 0.92rem;
       font-weight: 600;
-      font-size: 0.9rem;
-      transition: all 0.2s;
-      display: flex;
-      align-items: center;
-      gap: 6px;
+      transition: all 0.18s ease;
     }
-    
-    .btn.primary {
-      background: var(--primary);
-      color: #fff;
-    }
-    
-    .btn.primary:hover:not(:disabled) {
-      background: var(--primary-dark);
+
+    .btn:hover:not(:disabled) {
       transform: translateY(-1px);
-      box-shadow: 0 4px 6px -1px rgba(37, 99, 235, 0.3);
+      border-color: #475569;
+      background: #1a2740;
     }
-    
-    .btn.secondary {
-      background: #f1f5f9;
-      color: #475569;
-    }
-    
-    .btn.secondary:hover:not(:disabled) {
-      background: #e2e8f0;
-    }
-    
-    .btn.success {
-      background: var(--success);
-      color: #fff;
-    }
-    
-    .btn.warning {
-      background: var(--warning);
-      color: #fff;
-    }
-    
-    .btn.error {
-      background: var(--error);
-      color: #fff;
-    }
-    
+
     .btn:disabled {
-      opacity: 0.6;
+      opacity: 0.45;
       cursor: not-allowed;
-      transform: none;
-      box-shadow: none;
     }
 
-    .status {
-      margin-top: 12px;
-      padding: 12px;
-      border-radius: 6px;
+    .btn.primary {
+      background: #0f2d3f;
+      border-color: #1d4f68;
+      color: #d7f1ff;
+    }
+
+    .btn.success {
+      background: rgba(34, 197, 94, 0.12);
+      border-color: rgba(34, 197, 94, 0.28);
+      color: #86efac;
+    }
+
+    .btn.warning {
+      background: rgba(245, 158, 11, 0.12);
+      border-color: rgba(245, 158, 11, 0.28);
+      color: #fcd34d;
+    }
+
+    .btn.danger {
+      background: rgba(239, 68, 68, 0.12);
+      border-color: rgba(239, 68, 68, 0.28);
+      color: #fca5a5;
+    }
+
+    .status-message {
+      margin-top: 14px;
       display: none;
+      padding: 10px 12px;
+      border-radius: 10px;
       font-size: 0.9rem;
-      font-weight: 500;
-    }
-    
-    .status.success {
-      background: rgba(16, 185, 129, 0.08);
-      color: #047857;
-      border: 1px solid rgba(16, 185, 129, 0.12);
-    }
-    
-    .status.error {
-      background: rgba(239, 68, 68, 0.06);
-      color: #7f1d1d;
-      border: 1px solid rgba(239, 68, 68, 0.12);
+      border: 1px solid transparent;
     }
 
-    /* Parameter grid */
+    .status-message.success {
+      display: block;
+      background: rgba(34, 197, 94, 0.10);
+      border-color: rgba(34, 197, 94, 0.20);
+      color: #86efac;
+    }
+
+    .status-message.error {
+      display: block;
+      background: rgba(239, 68, 68, 0.10);
+      border-color: rgba(239, 68, 68, 0.20);
+      color: #fca5a5;
+    }
+
+    .gain-list,
     .param-grid {
       display: grid;
-      grid-template-columns: repeat(2, 1fr);
       gap: 12px;
     }
-    
+
+    .gain-item {
+      display: grid;
+      grid-template-columns: 96px 1fr auto;
+      align-items: center;
+      gap: 12px;
+      padding: 12px;
+      border: 1px solid var(--border);
+      border-radius: 12px;
+      background: rgba(255,255,255,0.02);
+    }
+
+    .gain-item label {
+      color: var(--text-soft);
+      font-size: 0.9rem;
+      font-weight: 600;
+    }
+
+    input[type="number"] {
+      width: 100%;
+      padding: 10px 12px;
+      border-radius: 10px;
+      border: 1px solid var(--border-strong);
+      background: #0b1324;
+      color: var(--text);
+      font-size: 0.95rem;
+      outline: none;
+    }
+
+    input[type="number"]:focus {
+      border-color: #38bdf8;
+      box-shadow: 0 0 0 3px rgba(56, 189, 248, 0.12);
+    }
+
+    input[type="number"]:disabled {
+      color: #7c8aa0;
+      background: #0a1020;
+    }
+
+    .param-grid {
+      grid-template-columns: repeat(2, minmax(0, 1fr));
+    }
+
     .param-item {
       display: flex;
       flex-direction: column;
       gap: 6px;
     }
-    
+
     .param-item label {
-      font-weight: 500;
-      font-size: 0.9rem;
-      color: #475569;
-    }
-    
-    .param-item input {
-      padding: 10px 12px;
-      border-radius: 6px;
-      border: 1px solid var(--border);
-      font-size: 0.95rem;
-      transition: border-color 0.2s;
-    }
-    
-    .param-item input:focus {
-      outline: none;
-      border-color: var(--primary);
-      box-shadow: 0 0 0 3px rgba(37, 99, 235, 0.1);
+      color: var(--text-soft);
+      font-size: 0.85rem;
+      font-weight: 600;
     }
 
-    /* Stream controls */
-    .stream-controls {
+    .actions {
       display: flex;
       gap: 10px;
-      margin-bottom: 16px;
-    }
-    
-    .stream-status {
-      padding: 8px 16px;
-      border-radius: 20px;
-      font-size: 0.9rem;
-      font-weight: 600;
-      display: inline-flex;
-      align-items: center;
-      gap: 6px;
-    }
-    
-    .status-stopped {
-      background: #fef2f2;
-      color: var(--error);
-      border: 1px solid #fecaca;
-    }
-    
-    .status-running {
-      background: #f0fdf4;
-      color: var(--success);
-      border: 1px solid #bbf7d0;
-    }
-    
-    .status-paused {
-      background: #fffbeb;
-      color: var(--warning);
-      border: 1px solid #fed7aa;
+      justify-content: flex-end;
+      margin-top: 16px;
+      flex-wrap: wrap;
     }
 
-    /* Plot area */
-    .plot-area {
-      flex: 1;
-      padding: 24px;
-      background: #f8fafc;
-      display: flex;
-      flex-direction: column;
-      overflow: hidden;
+    .switch {
+      position: relative;
+      width: 46px;
+      height: 24px;
     }
-    
-    .plot-header {
+
+    .switch input {
+      opacity: 0;
+      width: 0;
+      height: 0;
+    }
+
+    .slider {
+      position: absolute;
+      inset: 0;
+      cursor: pointer;
+      border-radius: 999px;
+      background: #1e293b;
+      border: 1px solid var(--border-strong);
+      transition: 0.2s ease;
+    }
+
+    .slider::before {
+      content: "";
+      position: absolute;
+      width: 18px;
+      height: 18px;
+      left: 2px;
+      top: 2px;
+      border-radius: 50%;
+      background: #cbd5e1;
+      transition: 0.2s ease;
+    }
+
+    .switch input:checked + .slider {
+      background: #11384a;
+      border-color: #1d6b8d;
+    }
+
+    .switch input:checked + .slider::before {
+      transform: translateX(22px);
+      background: #7dd3fc;
+    }
+
+    .workspace-header {
       display: flex;
+      align-items: center;
       justify-content: space-between;
-      align-items: center;
-      margin-bottom: 16px;
+      gap: 12px;
+      flex-wrap: wrap;
     }
-    
-    .plot-header h3 {
-      margin: 0;
-      font-size: 1.3rem;
-      font-weight: 600;
-      color: #0f172a;
-      display: flex;
-      align-items: center;
-      gap: 8px;
+
+    .workspace-title h2 {
+      font-size: 1.05rem;
+      font-weight: 700;
+      color: #f8fafc;
     }
-    
-    .plot-header h3::before {
-      content: "📊";
+
+    .workspace-title p {
+      margin-top: 4px;
+      font-size: 0.88rem;
+      color: var(--text-soft);
     }
-    
-    .plot-controls {
-      display: flex;
-      gap: 10px;
-      align-items: center;
-    }
-    
-    .plot-card {
-      background: #fff;
-      border: 1px solid var(--border);
-      border-radius: var(--radius);
-      padding: 16px;
+
+    .plot-frame {
       flex: 1;
+      min-height: 0;
+      background: #0a1020;
+      border: 1px solid var(--border);
+      border-radius: 16px;
+      padding: 14px;
       display: flex;
-      flex-direction: column;
-      overflow: hidden;
-      box-shadow: var(--shadow);
     }
-    
+
     #plotImage {
       width: 100%;
       height: 100%;
       object-fit: contain;
-      border-radius: 8px;
+      border-radius: 10px;
       display: block;
-      background: #f8fafc;
-      border: 1px solid var(--border);
+      background: #0b1324;
     }
 
-    footer {
-      padding: 16px 32px;
-      text-align: center;
-      color: var(--muted);
-      font-size: 0.9rem;
+    .footer {
       border-top: 1px solid var(--border);
-      flex-shrink: 0;
+      padding: 12px 18px;
+      color: var(--text-dim);
+      font-size: 0.82rem;
+      background: rgba(255,255,255,0.01);
     }
 
-    /* Responsive design */
-    @media (max-width: 1024px) {
-      .content-wrapper {
-        flex-direction: column;
-      }
-      
-      .controls-panel {
+    @media (max-width: 1180px) {
+      .main { flex-direction: column; }
+      .sidebar {
         width: 100%;
         border-right: none;
         border-bottom: 1px solid var(--border);
-        max-height: 40vh;
-      }
-      
-      .param-grid {
-        grid-template-columns: 1fr;
       }
     }
 
-    @media (max-width: 768px) {
-      body {
-        padding: 10px;
-      }
-      
-      .container {
-        height: calc(100vh - 20px);
-      }
-      
-      header {
-        padding: 20px;
-      }
-      
-      .controls-panel, .plot-area {
-        padding: 16px;
-      }
-      
-      .gain-item {
-        flex-direction: column;
-        align-items: flex-start;
-        gap: 10px;
-      }
-      
-      .gain-item label {
-        width: 100%;
-      }
-      
-      .gain-input {
-        width: 100%;
-      }
-      
-      .toggle-switch {
-        align-self: flex-end;
-      }
-      
-      .form-actions {
-        flex-direction: column;
-      }
-      
-      .stream-controls {
-        flex-direction: column;
-      }
-    }
-
-    /* Custom scrollbar */
-    .controls-panel::-webkit-scrollbar {
-      width: 6px;
-    }
-    
-    .controls-panel::-webkit-scrollbar-track {
-      background: #f1f5f9;
-      border-radius: 3px;
-    }
-    
-    .controls-panel::-webkit-scrollbar-thumb {
-      background: #cbd5e1;
-      border-radius: 3px;
-    }
-    
-    .controls-panel::-webkit-scrollbar-thumb:hover {
-      background: #94a3b8;
+    @media (max-width: 720px) {
+      body { padding: 10px; }
+      .app-shell { height: calc(100vh - 20px); }
+      .param-grid { grid-template-columns: 1fr; }
+      .gain-item { grid-template-columns: 1fr; }
+      .stream-controls { grid-template-columns: 1fr; }
+      .actions { flex-direction: column; }
     }
   </style>
 </head>
 <body>
-  <div class="container">
-    <header>
-      <h1>Gain-Viz</h1>
-      <p>Interactive gain control and real-time RF visualization</p>
+  <div class="app-shell">
+    <header class="topbar">
+      <div class="brand">
+        <h1>GAIN-VIZ</h1>
+        <p>UDP IQ stream monitoring and spectrum visualization</p>
+      </div>
+      <div class="status-pill status-stopped" id="streamStatus">
+        <span class="status-dot"></span>
+        <span id="streamStatusText">Stopped</span>
+      </div>
     </header>
 
-    <div class="content-wrapper">
-      <div class="controls-panel">
-        <!-- Stream Controls Card -->
-        <div class="card">
-          <h2>Stream Controls</h2>
-          
+    <div class="main">
+      <aside class="sidebar">
+        <section class="section">
+          <div class="section-title">Stream Control</div>
           <div class="stream-controls">
-            <button class="btn success" id="startBtn">
-              <span>▶️</span> Start
-            </button>
-            <button class="btn warning" id="pauseBtn" disabled>
-              <span>⏸️</span> Pause
-            </button>
-            <button class="btn error" id="stopBtn" disabled>
-              <span>⏹️</span> Stop
-            </button>
+            <button class="btn success" id="startBtn">Start</button>
+            <button class="btn warning" id="pauseBtn" disabled>Pause</button>
+            <button class="btn danger" id="stopBtn" disabled>Stop</button>
           </div>
-          
-          <div class="stream-status status-stopped" id="streamStatus">
-            <span>●</span> Stopped
-          </div>
-        </div>
-
-        <!-- Gain Settings Card -->
-        <div class="card">
-          <h2>Gain Settings</h2>
+          <div id="streamMessage" class="status-message"></div>
+        </section>
 
+        <section class="section">
+          <div class="section-title">Gain Settings</div>
           <form id="gainForm">
-            <div class="gain-grid">
-              <!-- USRP Tx -->
+            <div class="gain-list">
               <div class="gain-item">
                 <label for="usrp_tx_gain">USRP Tx</label>
-                <div class="gain-input">
-                  <input type="number" id="usrp_tx_gain" name="usrp_tx_gain" value="60" disabled aria-label="USRP Tx Gain">
-                </div>
-                <label class="toggle-switch" title="Enable USRP Tx">
-                  <input type="checkbox" class="gain-toggle" data-input="usrp_tx_gain" id="usrp_tx_toggle">
+                <input type="number" id="usrp_tx_gain" name="usrp_tx_gain" value="60" disabled>
+                <label class="switch">
+                  <input type="checkbox" class="gain-toggle" data-input="usrp_tx_gain">
                   <span class="slider"></span>
                 </label>
               </div>
-
-              <!-- SCM Tx -->
               <div class="gain-item">
                 <label for="scm_tx_gain">SCM Tx</label>
-                <div class="gain-input">
-                  <input type="number" id="scm_tx_gain" name="scm_tx_gain" value="30" disabled aria-label="SCM Tx Gain">
-                </div>
-                <label class="toggle-switch" title="Enable SCM Tx">
-                  <input type="checkbox" class="gain-toggle" data-input="scm_tx_gain" id="scm_tx_toggle">
+                <input type="number" id="scm_tx_gain" name="scm_tx_gain" value="30" disabled>
+                <label class="switch">
+                  <input type="checkbox" class="gain-toggle" data-input="scm_tx_gain">
                   <span class="slider"></span>
                 </label>
               </div>
-
-              <!-- USRP Rx -->
               <div class="gain-item">
                 <label for="usrp_rx_gain">USRP Rx</label>
-                <div class="gain-input">
-                  <input type="number" id="usrp_rx_gain" name="usrp_rx_gain" value="30" disabled aria-label="USRP Rx Gain">
-                </div>
-                <label class="toggle-switch" title="Enable USRP Rx">
-                  <input type="checkbox" class="gain-toggle" data-input="usrp_rx_gain" id="usrp_rx_toggle">
+                <input type="number" id="usrp_rx_gain" name="usrp_rx_gain" value="30" disabled>
+                <label class="switch">
+                  <input type="checkbox" class="gain-toggle" data-input="usrp_rx_gain">
                   <span class="slider"></span>
                 </label>
               </div>
-
-              <!-- SCM Rx -->
               <div class="gain-item">
                 <label for="scm_rx_gain">SCM Rx</label>
-                <div class="gain-input">
-                  <input type="number" id="scm_rx_gain" name="scm_rx_gain" value="30" disabled aria-label="SCM Rx Gain">
-                </div>
-                <label class="toggle-switch" title="Enable SCM Rx">
-                  <input type="checkbox" class="gain-toggle" data-input="scm_rx_gain" id="scm_rx_toggle">
+                <input type="number" id="scm_rx_gain" name="scm_rx_gain" value="30" disabled>
+                <label class="switch">
+                  <input type="checkbox" class="gain-toggle" data-input="scm_rx_gain">
                   <span class="slider"></span>
                 </label>
               </div>
             </div>
 
-            <div class="form-actions">
-              <button type="submit" class="btn primary" id="gainUpdateBtn">
-                <span>🔄</span> Update Gains
-              </button>
-              <button type="button" class="btn secondary" id="gainRefreshBtn" title="Reload gains from device">
-                <span>↻</span> Refresh
-              </button>
+            <div class="actions">
+              <button type="button" class="btn" id="gainRefreshBtn">Reload</button>
+              <button type="submit" class="btn primary" id="gainUpdateBtn">Apply Gains</button>
             </div>
 
-            <div id="gainStatusMessage" class="status"></div>
+            <div id="gainStatusMessage" class="status-message"></div>
           </form>
-        </div>
-
-        <!-- Parameters Card -->
-        <div class="card">
-          <h2>Spectrogram Parameters</h2>
+        </section>
 
+        <section class="section">
+          <div class="section-title">Acquisition Parameters</div>
           <form id="paramForm">
             <div class="param-grid">
               <div class="param-item">
@@ -649,305 +485,249 @@
                 <input type="number" id="window_ms" name="window_ms" value="20" step="1">
               </div>
               <div class="param-item">
-                <label for="tcp_port">ZMQ Port</label>
-                <input type="number" id="tcp_port" name="tcp_port" value="5556" step="1">
+                <label for="iq_port">IQ UDP Port</label>
+                <input type="number" id="iq_port" name="iq_port" value="5588" step="1">
               </div>
             </div>
 
-            <div class="form-actions">
-              <button type="submit" class="btn primary" id="paramUpdateBtn">
-                <span>⚡</span> Update Parameters
-              </button>
+            <div class="actions">
+              <button type="submit" class="btn primary" id="paramUpdateBtn">Apply Parameters</button>
             </div>
-            <div id="paramStatusMessage" class="status"></div>
-          </form>
-        </div>
-      </div>
 
-      <!-- Visualization Panel -->
-      <div class="visualization-panel">
-        <div class="plot-area">
-          <div class="plot-header">
-            <h3>Spectrum Analysis</h3>
-            <div class="plot-controls">
-              <button class="btn secondary" id="refreshPlotBtn">
-                <span>🔄</span> Refresh
-              </button>
-            </div>
-          </div>
-          
-          <div class="plot-card">
-            <img id="plotImage" src="/plot" alt="Spectrum Analysis plot">
+            <div id="paramStatusMessage" class="status-message"></div>
+          </form>
+        </section>
+      </aside>
+
+      <main class="workspace">
+        <div class="workspace-header">
+          <div class="workspace-title">
+            <h2>IQ Spectrum Display</h2>
+            <p>Time-domain and spectrogram view from UDP IQ payload</p>
           </div>
+          <button class="btn" id="refreshPlotBtn">Refresh Plot</button>
         </div>
-      </div>
+
+        <div class="plot-frame">
+          <img id="plotImage" src="/plot" alt="IQ spectrum plot">
+        </div>
+      </main>
     </div>
 
-    <footer>
-      Gain-Viz • Real-time RF monitoring
+    <footer class="footer">
+      Gain-Viz | Real-time IQ spectrum viewer
     </footer>
   </div>
 
   <script>
-    (function(){
+    (function () {
       const plotImg = document.getElementById('plotImage');
-      let isPlotPaused = false;
-      let isStreaming = false;
-      let refreshInterval;
+      const streamStatus = document.getElementById('streamStatus');
+      const streamStatusText = document.getElementById('streamStatusText');
 
-      // Helper to show status for a specific element
-      function showStatus(id, message, type = 'success') {
+      let isStreaming = false;
+      let isPlotPaused = false;
+
+      const socket = io({
+        transports: ['websocket', 'polling'],
+        upgrade: true
+      });
+
+      socket.on('connect', () => {
+        console.log('Socket.IO connected');
+      });
+
+      socket.on('connect_error', (err) => {
+        console.error('Socket.IO connect_error:', err);
+      });
+
+      socket.on('plot_update', (data) => {
+        if (data && data.image) {
+          plotImg.src = 'data:image/png;base64,' + data.image;
+        }
+      });
+
+      function showStatus(id, msg, type) {
         const el = document.getElementById(id);
         if (!el) return;
-        el.textContent = message;
-        el.className = 'status ' + (type === 'success' ? 'success' : 'error');
-        el.style.display = 'block';
-        if (type === 'success') setTimeout(()=>{ el.style.display = 'none'; }, 3000);
+        el.textContent = msg;
+        el.className = 'status-message ' + (type === 'success' ? 'success' : 'error');
+        if (type === 'success') {
+          setTimeout(() => {
+            el.style.display = 'none';
+          }, 2500);
+        }
       }
 
-      // Update stream status display
       function updateStreamStatus(state) {
-        const statusEl = document.getElementById('streamStatus');
         const startBtn = document.getElementById('startBtn');
         const pauseBtn = document.getElementById('pauseBtn');
         const stopBtn = document.getElementById('stopBtn');
-        
-        statusEl.className = 'stream-status';
-        
-        switch(state) {
-          case 'running':
-            statusEl.classList.add('status-running');
-            statusEl.innerHTML = '<span>●</span> Streaming';
-            startBtn.disabled = true;
-            pauseBtn.disabled = false;
-            stopBtn.disabled = false;
-            pauseBtn.innerHTML = '<span>⏸️</span> Pause';
-            isStreaming = true;
-            isPlotPaused = false;
-            break;
-          case 'paused':
-            statusEl.classList.add('status-paused');
-            statusEl.innerHTML = '<span>●</span> Paused';
-            startBtn.disabled = true;
-            pauseBtn.disabled = false;
-            stopBtn.disabled = false;
-            pauseBtn.innerHTML = '<span>▶️</span> Resume';
-            isStreaming = true;
-            isPlotPaused = true;
-            break;
-          case 'stopped':
-            statusEl.classList.add('status-stopped');
-            statusEl.innerHTML = '<span>●</span> Stopped';
-            startBtn.disabled = false;
-            pauseBtn.disabled = true;
-            stopBtn.disabled = true;
-            isStreaming = false;
-            isPlotPaused = false;
-            break;
+
+        streamStatus.className = 'status-pill';
+
+        if (state === 'running') {
+          streamStatus.classList.add('status-running');
+          streamStatusText.textContent = 'Streaming';
+          startBtn.disabled = true;
+          pauseBtn.disabled = false;
+          stopBtn.disabled = false;
+          pauseBtn.textContent = 'Pause';
+          isStreaming = true;
+          isPlotPaused = false;
+        } else if (state === 'paused') {
+          streamStatus.classList.add('status-paused');
+          streamStatusText.textContent = 'Paused';
+          startBtn.disabled = true;
+          pauseBtn.disabled = false;
+          stopBtn.disabled = false;
+          pauseBtn.textContent = 'Resume';
+          isStreaming = true;
+          isPlotPaused = true;
+        } else {
+          streamStatus.classList.add('status-stopped');
+          streamStatusText.textContent = 'Stopped';
+          startBtn.disabled = false;
+          pauseBtn.disabled = true;
+          stopBtn.disabled = true;
+          pauseBtn.textContent = 'Pause';
+          isStreaming = false;
+          isPlotPaused = false;
         }
       }
 
-      // Stream control functions
-      async function startStream() {
+      async function doStream(action) {
         try {
-          const response = await fetch('/start_stream', { method: 'POST' });
+          const response = await fetch('/' + action, { method: 'POST' });
           const data = await response.json();
-          
+
           if (data.status === 'success') {
-            updateStreamStatus('running');
-            showStatus('gainStatusMessage', 'Streaming started', 'success');
+            if (action === 'start_stream') updateStreamStatus('running');
+            else if (action === 'stop_stream') updateStreamStatus('stopped');
+            else if (action === 'pause_stream') updateStreamStatus(data.state);
+            showStatus('streamMessage', data.message, 'success');
+
+            if (action === 'start_stream') {
+              plotImg.src = '/plot?_ts=' + Date.now();
+            }
           } else {
-            showStatus('gainStatusMessage', data.message, 'error');
+            showStatus('streamMessage', data.message || 'Operation failed', 'error');
           }
-        } catch (err) {
-          console.error('Start stream error:', err);
-          showStatus('gainStatusMessage', 'Error starting stream', 'error');
+        } catch (e) {
+          showStatus('streamMessage', 'Server error', 'error');
         }
       }
 
-      async function stopStream() {
-        try {
-          const response = await fetch('/stop_stream', { method: 'POST' });
-          const data = await response.json();
-          
-          if (data.status === 'success') {
-            updateStreamStatus('stopped');
-            showStatus('gainStatusMessage', 'Streaming stopped', 'success');
-          } else {
-            showStatus('gainStatusMessage', data.message, 'error');
-          }
-        } catch (err) {
-          console.error('Stop stream error:', err);
-          showStatus('gainStatusMessage', 'Error stopping stream', 'error');
-        }
-      }
-
-      async function pauseStream() {
-        try {
-          const response = await fetch('/pause_stream', { method: 'POST' });
-          const data = await response.json();
-          
-          if (data.status === 'success') {
-            updateStreamStatus(data.state);
-            showStatus('gainStatusMessage', `Streaming ${data.state}`, 'success');
-          } else {
-            showStatus('gainStatusMessage', data.message, 'error');
-          }
-        } catch (err) {
-          console.error('Pause stream error:', err);
-          showStatus('gainStatusMessage', 'Error pausing stream', 'error');
-        }
-      }
-
-      // Check stream state periodically
       async function checkStreamState() {
         try {
           const response = await fetch('/get_stream_state');
           const data = await response.json();
           updateStreamStatus(data.state);
-        } catch (err) {
-          console.error('Error checking stream state:', err);
-        }
+        } catch (_) {}
       }
 
-      // ---------------- Gain Form ----------------
+      document.getElementById('startBtn').addEventListener('click', () => doStream('start_stream'));
+      document.getElementById('stopBtn').addEventListener('click', () => doStream('stop_stream'));
+      document.getElementById('pauseBtn').addEventListener('click', () => doStream('pause_stream'));
+      document.getElementById('refreshPlotBtn').addEventListener('click', () => {
+        plotImg.src = '/plot?_ts=' + Date.now();
+      });
+
       const gainForm = document.getElementById('gainForm');
       const toggles = document.querySelectorAll('.gain-toggle');
-      const gainUpdateBtn = document.getElementById('gainUpdateBtn');
-      const gainRefreshBtn = document.getElementById('gainRefreshBtn');
+      const gainBtn = document.getElementById('gainUpdateBtn');
+      const refreshBtn = document.getElementById('gainRefreshBtn');
 
-      // enable/disable inputs depending on toggle
-      toggles.forEach(t => {
-        const inputId = t.dataset.input;
-        const inputEl = document.getElementById(inputId);
-        t.addEventListener('change', () => {
-          if (inputEl) {
-            inputEl.disabled = !t.checked;
-            if (t.checked) inputEl.focus();
+      toggles.forEach(toggle => {
+        const input = document.getElementById(toggle.dataset.input);
+        toggle.addEventListener('change', () => {
+          if (input) {
+            input.disabled = !toggle.checked;
+            if (toggle.checked) input.focus();
           }
         });
       });
 
-      // load existing gain values from server and populate inputs
-      function loadGains(){
+      function loadGains() {
         fetch('/get_gains')
-        .then(r => r.json())
-        .then(data => {
-          if (!data) return;
-          if (data.usrp_tx_gain !== undefined) document.getElementById('usrp_tx_gain').value = data.usrp_tx_gain;
-          if (data.usrp_rx_gain !== undefined) document.getElementById('usrp_rx_gain').value = data.usrp_rx_gain;
-          if (data.scm_tx_gain !== undefined) document.getElementById('scm_tx_gain').value = data.scm_tx_gain;
-          if (data.scm_rx_gain !== undefined) document.getElementById('scm_rx_gain').value = data.scm_rx_gain;
-          // ensure toggles are off and inputs disabled initially
-          toggles.forEach(t => {
-            t.checked = false;
-            const input = document.getElementById(t.dataset.input);
-            if (input) input.disabled = true;
-          });
-        })
-        .catch(err => console.error('loadGains error', err));
-      }
+          .then(r => r.json())
+          .then(data => {
+            ['usrp_tx_gain', 'usrp_rx_gain', 'scm_tx_gain', 'scm_rx_gain'].forEach(key => {
+              if (data[key] !== undefined) {
+                document.getElementById(key).value = data[key];
+              }
+            });
 
-      gainForm.addEventListener('submit', function(e){
-        e.preventDefault();
-        const formData = new FormData();
-        let has = false;
-        toggles.forEach(t => {
-          if (t.checked) {
-            const inputId = t.dataset.input;
-            const val = document.getElementById(inputId).value;
-            formData.append(inputId, val);
-            has = true;
-          }
-        });
-        if (!has) {
-          showStatus('gainStatusMessage', 'Please enable at least one gain to update', 'error');
-          return;
-        }
-        gainUpdateBtn.disabled = true;
-        fetch('/update_gains', { method:'POST', body: formData })
-        .then(r => r.json())
-        .then(data => {
-          gainUpdateBtn.disabled = false;
-          if (data && data.status === 'success') {
-            showStatus('gainStatusMessage', data.message || 'Gains updated', 'success');
-            // reset toggles
-            toggles.forEach(t => {
-              t.checked = false;
-              const input = document.getElementById(t.dataset.input);
+            toggles.forEach(toggle => {
+              toggle.checked = false;
+              const input = document.getElementById(toggle.dataset.input);
               if (input) input.disabled = true;
             });
-            // reload gains from server to reflect current state
-            loadGains();
-          } else {
-            showStatus('gainStatusMessage', data.message || 'Error updating gains', 'error');
+          })
+          .catch(() => {});
+      }
+
+      gainForm.addEventListener('submit', function (e) {
+        e.preventDefault();
+        const fd = new FormData();
+        let hasAny = false;
+
+        toggles.forEach(toggle => {
+          if (toggle.checked) {
+            fd.append(toggle.dataset.input, document.getElementById(toggle.dataset.input).value);
+            hasAny = true;
           }
-        })
-        .catch(err => {
-          gainUpdateBtn.disabled = false;
-          console.error(err);
-          showStatus('gainStatusMessage', 'Server error', 'error');
         });
+
+        if (!hasAny) {
+          showStatus('gainStatusMessage', 'Enable at least one gain field', 'error');
+          return;
+        }
+
+        gainBtn.disabled = true;
+        fetch('/update_gains', { method: 'POST', body: fd })
+          .then(r => r.json())
+          .then(data => {
+            gainBtn.disabled = false;
+            showStatus('gainStatusMessage', data.message || 'Completed', data.status === 'success' ? 'success' : 'error');
+            if (data.status === 'success') loadGains();
+          })
+          .catch(() => {
+            gainBtn.disabled = false;
+            showStatus('gainStatusMessage', 'Server error', 'error');
+          });
       });
 
-      gainRefreshBtn.addEventListener('click', function(){
+      refreshBtn.addEventListener('click', () => {
         loadGains();
-        showStatus('gainStatusMessage','Gains reloaded','success');
+        showStatus('gainStatusMessage', 'Gain values reloaded', 'success');
       });
 
-      // ---------------- Params Form ----------------
       const paramForm = document.getElementById('paramForm');
-      paramForm.addEventListener('submit', function(e){
+      paramForm.addEventListener('submit', function (e) {
         e.preventDefault();
         const btn = document.getElementById('paramUpdateBtn');
-        const formData = new FormData(paramForm);
         btn.disabled = true;
-        fetch('/update_params', { method:'POST', body: formData })
-        .then(r => r.json())
-        .then(data => {
-          btn.disabled = false;
-          if (data && data.status === 'success') {
-            showStatus('paramStatusMessage', data.message || 'Parameters updated', 'success');
-          } else {
-            showStatus('paramStatusMessage', data.message || 'Error updating parameters', 'error');
-          }
+
+        fetch('/update_params', {
+          method: 'POST',
+          body: new FormData(paramForm)
         })
-        .catch(err => {
-          btn.disabled = false;
-          console.error(err);
-          showStatus('paramStatusMessage','Server error','error');
-        });
+          .then(r => r.json())
+          .then(data => {
+            btn.disabled = false;
+            showStatus('paramStatusMessage', data.message || 'Completed', data.status === 'success' ? 'success' : 'error');
+          })
+          .catch(() => {
+            btn.disabled = false;
+            showStatus('paramStatusMessage', 'Server error', 'error');
+          });
       });
 
-      // ---------------- Plot refresh ----------------
-      function refreshPlot(){
-        if (!isStreaming || isPlotPaused) return;
-        // use cache-buster to avoid cached/partial file
-        plotImg.src = '/plot?_ts=' + Date.now();
-      }
-      
-      // Start auto refresh only when streaming
-      function startAutoRefresh() {
-        refreshInterval = setInterval(refreshPlot, 500);
-      }
-      
-      // Manual refresh button
-      document.getElementById('refreshPlotBtn').addEventListener('click', function() {
-        refreshPlot();
-      });
-
-      // Stream control buttons
-      document.getElementById('startBtn').addEventListener('click', startStream);
-      document.getElementById('stopBtn').addEventListener('click', stopStream);
-      document.getElementById('pauseBtn').addEventListener('click', pauseStream);
-
-      // Check stream state every 2 seconds
       setInterval(checkStreamState, 2000);
 
-      // initial load
       loadGains();
       checkStreamState();
-      startAutoRefresh();
     })();
   </script>
 </body>
diff --git a/plot.png b/plot.png
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HcmV?d00001

diff --git a/pyproject.toml b/pyproject.toml
index 17bdd12..805045a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,7 +36,8 @@ dependencies = [
     "matplotlib",
     "numpy",
     "pyzmq",
-    "pyserial"
+    "pyserial",
+    "flask_socketio"
 ]
 
 [project.scripts]
diff --git a/templates/index.html b/templates/index.html
new file mode 100644
index 0000000..65b6e18
--- /dev/null
+++ b/templates/index.html
@@ -0,0 +1,494 @@
+<!DOCTYPE html>
+<html>
+<head>
+    <title>IQ Spectrum Analyzer</title>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/socket.io/4.0.1/socket.io.js"></script>
+    <style>
+        * { box-sizing: border-box; margin: 0; padding: 0; }
+
+        body {
+            font-family: 'Segoe UI', Arial, sans-serif;
+            margin: 0; padding: 20px;
+            background: #1a1a2e; color: #eee;
+            min-height: 100vh;
+        }
+
+        .container {
+            max-width: 1400px;
+            margin: 0 auto;
+        }
+
+        h1 {
+            color: #00d4ff;
+            text-align: center;
+            margin-bottom: 20px;
+            font-size: 1.8em;
+        }
+
+        /* ---- Controls ---- */
+        .controls {
+            display: flex;
+            justify-content: center;
+            gap: 12px;
+            margin: 15px 0;
+        }
+
+        button {
+            padding: 10px 28px;
+            cursor: pointer;
+            background: #00d4ff;
+            color: #1a1a2e;
+            border: none;
+            border-radius: 8px;
+            font-weight: bold;
+            font-size: 14px;
+            transition: all 0.2s;
+        }
+        button:hover { background: #33e0ff; transform: translateY(-1px); }
+        button:active { transform: translateY(0); }
+        button.stop-btn { background: #ff6b6b; color: #fff; }
+        button.stop-btn:hover { background: #ff8a8a; }
+        button.pause-btn { background: #ffd93d; color: #1a1a2e; }
+        button.pause-btn:hover { background: #ffe066; }
+
+        .stream-status {
+            text-align: center;
+            padding: 6px 16px;
+            border-radius: 20px;
+            font-size: 13px;
+            font-weight: 600;
+            display: inline-block;
+            margin: 0 auto;
+        }
+        .status-running { background: rgba(0,212,255,0.15); color: #00d4ff; border: 1px solid rgba(0,212,255,0.3); }
+        .status-stopped { background: rgba(255,107,107,0.15); color: #ff6b6b; border: 1px solid rgba(255,107,107,0.3); }
+        .status-paused  { background: rgba(255,217,61,0.15);  color: #ffd93d; border: 1px solid rgba(255,217,61,0.3); }
+
+        /* ---- Stats bar ---- */
+        .stats-bar {
+            background: #16213e;
+            padding: 14px 20px;
+            border-radius: 10px;
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(120px, 1fr));
+            gap: 10px;
+            margin: 15px 0;
+            border: 1px solid #1e3050;
+        }
+
+        .stat-item { text-align: center; }
+        .stat-value {
+            color: #00d4ff;
+            font-size: 18px;
+            font-weight: bold;
+            font-variant-numeric: tabular-nums;
+        }
+        .stat-value.good { color: #00d4ff; }
+        .stat-value.warn { color: #ffd93d; }
+        .stat-value.bad  { color: #ff6b6b; }
+        .stat-label {
+            font-size: 11px;
+            color: #8899aa;
+            margin-top: 2px;
+        }
+
+        /* ---- PLOT CONTAINER — this is the key fix ---- */
+        .plot-container {
+            background: #0f0f23;
+            padding: 0;                /* NO padding so image fills fully */
+            border-radius: 10px;
+            margin: 15px 0;
+            border: 1px solid #1e3050;
+            overflow: hidden;          /* clip any overflow */
+            line-height: 0;            /* remove gap below inline img */
+        }
+
+        #plot {
+            width: 100%;               /* fill container width */
+            height: auto;              /* maintain aspect ratio */
+            display: block;            /* remove inline spacing */
+            border-radius: 10px;
+        }
+
+        /* ---- Parameters panel ---- */
+        .params-panel {
+            background: #16213e;
+            padding: 20px;
+            border-radius: 10px;
+            margin: 15px 0;
+            border: 1px solid #1e3050;
+        }
+
+        .params-panel h3 {
+            color: #00d4ff;
+            margin-bottom: 15px;
+            font-size: 1.1em;
+        }
+
+        .param-grid {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
+            gap: 12px;
+        }
+
+        .param-grid label {
+            font-size: 12px;
+            color: #8899aa;
+            display: block;
+            margin-bottom: 4px;
+        }
+
+        .param-grid input {
+            width: 100%;
+            padding: 8px 10px;
+            background: #0f0f23;
+            border: 1px solid #2a3a5e;
+            border-radius: 6px;
+            color: #eee;
+            font-size: 14px;
+            transition: border-color 0.2s;
+        }
+        .param-grid input:focus {
+            outline: none;
+            border-color: #00d4ff;
+            box-shadow: 0 0 0 2px rgba(0,212,255,0.15);
+        }
+
+        .apply-btn-wrapper {
+            text-align: center;
+            margin-top: 15px;
+        }
+
+        /* ---- Gain panel ---- */
+        .gain-panel {
+            background: #16213e;
+            padding: 20px;
+            border-radius: 10px;
+            margin: 15px 0;
+            border: 1px solid #1e3050;
+        }
+        .gain-panel h3 {
+            color: #00d4ff;
+            margin-bottom: 15px;
+            font-size: 1.1em;
+        }
+        .gain-grid {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(180px, 1fr));
+            gap: 12px;
+        }
+        .gain-grid label {
+            font-size: 12px;
+            color: #8899aa;
+            display: block;
+            margin-bottom: 4px;
+        }
+        .gain-grid input {
+            width: 100%;
+            padding: 8px 10px;
+            background: #0f0f23;
+            border: 1px solid #2a3a5e;
+            border-radius: 6px;
+            color: #eee;
+            font-size: 14px;
+        }
+        .gain-grid input:focus {
+            outline: none;
+            border-color: #00d4ff;
+        }
+
+        /* ---- Footer ---- */
+        .footer {
+            text-align: center;
+            color: #445;
+            font-size: 12px;
+            margin-top: 20px;
+            padding: 10px;
+        }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <h1>📡 IQ Spectrum Analyzer</h1>
+
+        <!-- Stream controls -->
+        <div class="controls">
+            <button onclick="startStream()" id="startBtn">▶ Start</button>
+            <button class="pause-btn" onclick="pauseStream()" id="pauseBtn">⏸ Pause</button>
+            <button class="stop-btn" onclick="stopStream()" id="stopBtn">⏹ Stop</button>
+        </div>
+        <div style="text-align:center; margin-bottom:10px;">
+            <span class="stream-status status-stopped" id="streamStatus">● Stopped</span>
+        </div>
+
+        <!-- Stats bar -->
+        <div class="stats-bar">
+            <div class="stat-item">
+                <div class="stat-value" id="slot">--</div>
+                <div class="stat-label">Current Slot</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="direction">--</div>
+                <div class="stat-label">Direction</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="power">--</div>
+                <div class="stat-label">Power (dB)</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="rbs">0</div>
+                <div class="stat-label">Allocated RBs</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="packets">0</div>
+                <div class="stat-label">IQ Packets</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="slots">0</div>
+                <div class="stat-label">Slots Correlated</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="correlation">0%</div>
+                <div class="stat-label">Correlation</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="slotRate">0</div>
+                <div class="stat-label">Slots/s</div>
+            </div>
+            <div class="stat-item">
+                <div class="stat-value" id="bandwidth">0</div>
+                <div class="stat-label">IQ BW (Mbps)</div>
+            </div>
+        </div>
+
+        <!-- Plot — no padding, image fills container -->
+        <div class="plot-container">
+            <img id="plot" src="/plot" alt="IQ Spectrum Plot">
+        </div>
+
+        <!-- Parameters -->
+        <div class="params-panel">
+            <h3>⚙ Spectrogram Parameters</h3>
+            <div class="param-grid">
+                <div>
+                    <label>Center Freq (Hz)</label>
+                    <input type="number" id="center_freq" value="3415000000" step="1000000">
+                </div>
+                <div>
+                    <label>Sample Rate (Hz)</label>
+                    <input type="number" id="sample_rate" value="23040000" step="1000000">
+                </div>
+                <div>
+                    <label>FFT Size</label>
+                    <input type="number" id="fft_size" value="1024" step="128">
+                </div>
+                <div>
+                    <label>Window (ms)</label>
+                    <input type="number" id="window_ms" value="20" step="1">
+                </div>
+            </div>
+            <div class="apply-btn-wrapper">
+                <button onclick="updateParams()">⚡ Apply Parameters</button>
+            </div>
+        </div>
+
+        <!-- Gains -->
+        <div class="gain-panel">
+            <h3>🎚 Gain Settings</h3>
+            <div class="gain-grid">
+                <div>
+                    <label>USRP Tx Gain</label>
+                    <input type="number" id="usrp_tx_gain" value="60">
+                </div>
+                <div>
+                    <label>USRP Rx Gain</label>
+                    <input type="number" id="usrp_rx_gain" value="30">
+                </div>
+                <div>
+                    <label>SCM Tx Gain</label>
+                    <input type="number" id="scm_tx_gain" value="30">
+                </div>
+                <div>
+                    <label>SCM Rx Gain</label>
+                    <input type="number" id="scm_rx_gain" value="30">
+                </div>
+            </div>
+            <div class="apply-btn-wrapper">
+                <button onclick="updateGains()">🔄 Update Gains</button>
+                <button onclick="loadGains()" style="background:#2a3a5e; color:#eee; margin-left:8px;">↻ Refresh</button>
+            </div>
+        </div>
+
+        <div class="footer">
+            IQ Spectrum Analyzer • Real-time RF monitoring with IQ–metadata correlation
+        </div>
+    </div>
+
+    <script>
+    (function() {
+        const socket = io();
+        const plotImg = document.getElementById('plot');
+        let isStreaming = false;
+
+        // ---- WebSocket: real-time plot push ----
+        socket.on('plot_update', function(data) {
+            if (data && data.image) {
+                plotImg.src = 'data:image/png;base64,' + data.image;
+            }
+        });
+
+        // ---- Fallback: poll /plot if websocket image stale ----
+        // (The websocket push is primary; this is backup)
+        setInterval(function() {
+            if (isStreaming && !document.hidden) {
+                // Only use polling as fallback — websocket handles most updates
+                // Uncomment below if websocket is unreliable:
+                // plotImg.src = '/plot?_ts=' + Date.now();
+            }
+        }, 2000);
+
+        // ---- Stream controls ----
+        window.startStream = function() {
+            fetch('/start_stream', {method: 'POST'})
+                .then(r => r.json())
+                .then(d => { if (d.status === 'success') updateStatus('running'); });
+        };
+
+        window.stopStream = function() {
+            fetch('/stop_stream', {method: 'POST'})
+                .then(r => r.json())
+                .then(d => { if (d.status === 'success') updateStatus('stopped'); });
+        };
+
+        window.pauseStream = function() {
+            fetch('/pause_stream', {method: 'POST'})
+                .then(r => r.json())
+                .then(d => { if (d.status === 'success') updateStatus(d.state); });
+        };
+
+        function updateStatus(state) {
+            const el = document.getElementById('streamStatus');
+            el.className = 'stream-status';
+            switch(state) {
+                case 'running':
+                    el.className += ' status-running';
+                    el.textContent = '● Streaming';
+                    isStreaming = true;
+                    break;
+                case 'paused':
+                    el.className += ' status-paused';
+                    el.textContent = '● Paused';
+                    isStreaming = true;
+                    break;
+                default:
+                    el.className += ' status-stopped';
+                    el.textContent = '● Stopped';
+                    isStreaming = false;
+            }
+        }
+
+        // ---- Stats polling ----
+        setInterval(function() {
+            fetch('/get_stats')
+                .then(r => r.json())
+                .then(d => {
+                    document.getElementById('slot').textContent = d.current_slot;
+                    document.getElementById('direction').textContent = d.direction || '--';
+                    document.getElementById('power').textContent =
+                        d.power_db !== null ? d.power_db.toFixed(1) : '--';
+                    document.getElementById('rbs').textContent = d.allocated_rbs || 0;
+                    document.getElementById('packets').textContent =
+                        d.packets_received.toLocaleString();
+                    document.getElementById('slots').textContent =
+                        d.slots_correlated.toLocaleString();
+
+                    // Correlation rate with color coding
+                    const corrEl = document.getElementById('correlation');
+                    const corrVal = d.correlation_rate || 0;
+                    corrEl.textContent = corrVal.toFixed(1) + '%';
+                    corrEl.className = 'stat-value ' +
+                        (corrVal > 90 ? 'good' : corrVal > 50 ? 'warn' : 'bad');
+
+                    document.getElementById('slotRate').textContent =
+                        (d.slot_rate || 0).toFixed(1);
+                    document.getElementById('bandwidth').textContent =
+                        (d.iq_bandwidth_mbps || 0).toFixed(1);
+                })
+                .catch(() => {});
+        }, 1000);
+
+        // ---- Stream state polling ----
+        setInterval(function() {
+            fetch('/get_stream_state')
+                .then(r => r.json())
+                .then(d => updateStatus(d.state))
+                .catch(() => {});
+        }, 3000);
+
+        // ---- Parameters ----
+        window.updateParams = function() {
+            const formData = new FormData();
+            ['center_freq', 'sample_rate', 'fft_size', 'window_ms'].forEach(id => {
+                formData.append(id, document.getElementById(id).value);
+            });
+            fetch('/update_params', {method: 'POST', body: formData})
+                .then(r => r.json())
+                .then(d => {
+                    if (d.status === 'success') {
+                        showToast('Parameters updated');
+                    }
+                });
+        };
+
+        // ---- Gains ----
+        window.updateGains = function() {
+            const formData = new FormData();
+            ['usrp_tx_gain', 'usrp_rx_gain', 'scm_tx_gain', 'scm_rx_gain'].forEach(id => {
+                formData.append(id, document.getElementById(id).value);
+            });
+            fetch('/update_gains', {method: 'POST', body: formData})
+                .then(r => r.json())
+                .then(d => {
+                    if (d.status === 'success') showToast('Gains updated');
+                });
+        };
+
+        window.loadGains = function() {
+            fetch('/get_gains')
+                .then(r => r.json())
+                .then(d => {
+                    if (d.usrp_tx_gain !== undefined)
+                        document.getElementById('usrp_tx_gain').value = d.usrp_tx_gain;
+                    if (d.usrp_rx_gain !== undefined)
+                        document.getElementById('usrp_rx_gain').value = d.usrp_rx_gain;
+                    if (d.scm_tx_gain !== undefined)
+                        document.getElementById('scm_tx_gain').value = d.scm_tx_gain;
+                    if (d.scm_rx_gain !== undefined)
+                        document.getElementById('scm_rx_gain').value = d.scm_rx_gain;
+                    showToast('Gains refreshed');
+                });
+        };
+
+        // ---- Toast notification ----
+        function showToast(msg) {
+            let toast = document.createElement('div');
+            toast.textContent = msg;
+            toast.style.cssText =
+                'position:fixed; bottom:30px; left:50%; transform:translateX(-50%);' +
+                'background:#00d4ff; color:#1a1a2e; padding:10px 24px; border-radius:8px;' +
+                'font-weight:bold; font-size:14px; z-index:9999; opacity:0;' +
+                'transition:opacity 0.3s;';
+            document.body.appendChild(toast);
+            requestAnimationFrame(() => toast.style.opacity = '1');
+            setTimeout(() => {
+                toast.style.opacity = '0';
+                setTimeout(() => toast.remove(), 300);
+            }, 2000);
+        }
+
+        // ---- Init ----
+        loadGains();
+    })();
+    </script>
+</body>
+</html>
\ No newline at end of file