Adding_Final_Marged

Final_Marged.py

@@ -28,6 +28,41 @@ from sklearn.preprocessing import StandardScaler
 import sklearn.ensemble._forest
 from threading import Thread, Event
 
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+
+#hardware check 
+# Function to run device check before showing the wizard window
+def device_check():
+    try:
+        subprocess.run(['python3', 'intaller.py'], check=True)
+        return True
+    except subprocess.CalledProcessError as e:
+        print(f"Error running device check script: {e}")
+        return False
+
+
+
+
+
+
+
 # Global variable for thread control
 stop_event = Event()
 value = False
@@ -47,12 +82,18 @@ important_features = [
 ]
 
 # Drop features you don't need based on what you used in training
-drop_features = [
+# Drop features you don't need based on what you used in training
-    'src', 'dst', 'dt', 'dur', 'pktrate', 'pktperflow',
+drop_features = ['src', 'dst', 'dt', 'dur', 'pktrate', 'pktperflow',
-    'Protocol_HTTP', 'Protocol_HTTPS', 'Protocol_SSH',
+  
-    'Protocol_DHCP', 'Protocol_FTP', 'Protocol_SMTP',
+    'Protocol_HTTP',
-    'Protocol_POP3', 'Protocol_IMAP', 'Protocol_DNS'
+    'Protocol_HTTPS',
-]
+    'Protocol_SSH',
+    'Protocol_DHCP',
+    'Protocol_FTP',
+    'Protocol_SMTP',
+    'Protocol_POP3',
+    'Protocol_IMAP',
+    'Protocol_DNS']
 
 # Automatically detect active network interface
 def get_active_interface():
@@ -153,7 +194,7 @@ def make_predictions(X_test, X):
     for row in transposed_predictions:
         row_sum = sum(row)
         avg = row_sum / 5
-        X['probability'][i] = avg
+        X.loc[i, 'probability'] = avg
         i += 1
 
     with open('predictions.csv', mode='w', newline='') as file:
@@ -167,45 +208,67 @@ def make_predictions(X_test, X):
         print("could not connect to server")
 
 def capture_packets(interface=None):
+
     try:
         subprocess.check_call(['sudo', 'apt', 'install', '-y', 'tshark'])
         print("tshark installed successfully.")
     except subprocess.CalledProcessError:
         print("Failed to install tshark. Please install it manually.")
-
     if interface is None:
         interface = get_active_interface()
 
     capture = pyshark.LiveCapture(interface=interface, tshark_path='/usr/bin/tshark')
 
+
+
     try:
+        # print("here")
+        # capture.sniff(timeout=60)
         while value:
+            # print(value)
             packets_list = []
             if stop_event.is_set():
                 break
+            # print("c")
             count = 0
+            # print(packets_list)
             for packet in capture:
-                if count == 15:
+                # print("Packet", packet)
-                    break
+
+                # if(count == 15):
+                #     break
+                # print(f"Packet No. - {count} Received!")
                 try:
                     processed_packet = preprocess_packet(packet)
+
                     if processed_packet is not None:
+                        # print(processed_packet["dst_ip"])
+                        # print(processed_packet["src_ip"])
+
                         if ":" in processed_packet["dst_ip"] or ":" in processed_packet["src_ip"]:
+                            print("packet isn't correct")
                             continue
+                            # print(processed_packet)
                         packets_list.append(processed_packet)
-                        count += 1
+                        count+=1
+                    print(count, len(packets_list))
+
+                    # X_test_scaled = prepare_X_test(packets_list, drop_features)
+                    if len(packets_list) >= 1:
+                        X_test = pd.concat(packets_list, ignore_index=True)
+                        X_test_scaled = X_test.drop(drop_features, axis=1, errors='ignore')
+                        X_test_scaled = X_test_scaled.reindex(columns=important_features, fill_value=0)
+
+                    if X_test_scaled is not None:
+                        make_predictions(X_test_scaled,X_test)
+                        time.sleep(10)
+                        
                 except AttributeError as e:
                     print(f"Error processing packet: {e}")
-
+            print("Packets being Captured..!")
-            if len(packets_list) >= 1:
+                
-                X_test = pd.concat(packets_list, ignore_index=True)
+            
-                X_test_scaled = X_test.drop(drop_features, axis=1, errors='ignore')
+    except KeyboardInterrupt: 
-                X_test_scaled = X_test_scaled.reindex(columns=important_features, fill_value=0)
-
-                if X_test_scaled is not None:
-                    results = make_predictions(X_test_scaled, X_test)
-            time.sleep(10)
-    except KeyboardInterrupt:
         print("\nPacket capturing stopped.")
 
 def start_capture():
@@ -697,30 +760,28 @@ class PermissionChangeHandler(FileSystemEventHandler):
                             # print(f"Updated {operation} for {file_extension}: {perms[key]}")
 
 class AuditDManagerApp:
-    # def __init__(self, root):
+    def __init__(self, frame):
-    #     self.root = root
+        self.frame = frame
-    #     self.root.title("AuditD Manager")
+        # self.root = frame
-    #     self.root.geometry("400x350")  # Adjusted for additional widget
+        # self.root.title("AuditD Manager")
+        # self.root.geometry("400x350")  
+        # # Adjusted for additional widget
+        self.frame.pack(fill='both', expand=True)
 
-    #     # Create Widgets
+
-    #     self.install_button = tk.Button(root, text="Install AuditD", command=self.install_auditd)
+        # Create Widgets
-    #     self.install_button.pack(pady=10)
+        self.install_button = tk.Button(self.frame , text="Install AuditD", command=self.install_auditd)
+        self.install_button.pack(pady=10)
        
-    #     self.start_button = tk.Button(root, text="Start AuditD", command=self.start_auditd)
+        self.start_button = tk.Button(self.frame , text="Start AuditD", command=self.start_auditd)
-    #     self.start_button.pack(pady=10)
+        self.start_button.pack(pady=10)
 
-    #     self.stop_button = tk.Button(root, text="Stop AuditD", command=self.stop_auditd)
+        self.stop_button = tk.Button(self.frame , text="Stop AuditD", command=self.stop_auditd)
-    #     self.stop_button.pack(pady=10)
+        self.stop_button.pack(pady=10)
 
-    #     self.status_button = tk.Button(root, text="Check Status", command=self.check_status)
+        self.status_button = tk.Button(self.frame, text="Check Status", command=self.check_status)
-    #     self.status_button.pack(pady=10)
+        self.status_button.pack(pady=10)
-    def __init__(self, root):
+   
-        self.root = root
-        # Ensure root is a Tk or Toplevel object
-        if isinstance(self.root, tk.Tk) or isinstance(self.root, tk.Toplevel):
-            self.root.title("AuditD Manager")
-        else:
-            raise TypeError("root must be a Tk or Toplevel window")
 
         # Add Text Entry for Watch Path
 
@@ -1546,9 +1607,6 @@ def browse_start_dirs():
         start_dirs_entry.insert(0, ', '.join(directories))
 
 
-# def malware_gui(frame):
-#     frame.tkraise()  # Raise the malware frame (if needed)
-
 def malware_gui(parent_frame):
     # Create a new window for malware analysis
     malware_window = tk.Toplevel(parent_frame)
@@ -1564,25 +1622,28 @@ def malware_gui(parent_frame):
     tk.Button(malware_window, text="Browse...", command=browse_hex_directories).pack(pady=5)
     tk.Button(malware_window, text="Analyze Malware", command=lambda: print("Analyzing...")).pack(pady=10)
 
+
+
+
 import tkinter as tk
 from tkinter import ttk
+# Requires `pip install ttkthemes`
 
 def create_wizard_window():
     global root
     root = tk.Tk()
     root.title("File Conversion and Disassembly Wizard")
-    root.geometry("600x400")
+    root.geometry("700x450")
     root.resizable(False, False)
     
-    # Wizard frames
+    # Wizard frames with a more appealing color scheme
-    frame1 = tk.Frame(root, bg="#f0f0f0")
+    frame1 = tk.Frame(root, bg="#ffffff")
-    frame2 = tk.Frame(root, bg="#f0f0f0")
+    frame2 = tk.Frame(root, bg="#f9f9f9")
-    frame3 = tk.Frame(root, bg="#f0f0f0")
+    frame3 = tk.Frame(root, bg="#f9f9f9")
-    frame4 = tk.Frame(root, bg="#f0f0f0")
+    frame4 = tk.Frame(root, bg="#ffffff")
-    frame5 = tk.Frame(root, bg="#f0f0f0")
+    frame5 = tk.Frame(root, bg="#f9f9f9")
-    frame6 = tk.Frame(root, bg="#f0f0f0")
+    frame6 = tk.Frame(root, bg="#ffffff")
-
+    frames = [frame1, frame2, frame3, frame4, frame5, frame6]
-    frames = [frame1, frame2, frame3, frame4,frame5,frame6]
 
     def show_frame(frame):
         """Hide all frames and show only the specified one."""
@@ -1592,143 +1653,334 @@ def create_wizard_window():
 
     def update_progress(step):
         """Update the progress bar and label to reflect the current step."""
-        progress_label.config(text=f"Step {step} of 4")
+        progress_label.config(text=f"Step {step} of 5")
-        progress_bar['value'] = (step / 4) * 100
+        progress_bar['value'] = (step / 5) * 100
 
-    # Title bar frame for better aesthetics
+    # Enhanced Title Bar with Icons
-    title_frame = tk.Frame(root, bg="#0078d7")
+    title_frame = tk.Frame(root, bg="#283593")
     title_frame.pack(fill="x", side="top")
     
-    title_label = tk.Label(title_frame, text="Setup Wizard", font=("Arial", 14, "bold"), fg="white", bg="#0078d7")
+    title_label = tk.Label(
+        title_frame, 
+        text="🛠 Setup Wizard", 
+        font=("Arial", 16, "bold"), 
+        fg="white", 
+        bg="#283593", 
+        anchor="w", padx=20
+    )
     title_label.pack(pady=10)
 
-    # Progress bar
+    # Progress bar with percentage display
-    progress_bar = ttk.Progressbar(root, orient="horizontal", mode="determinate", length=400)
+    progress_frame = tk.Frame(root, bg="#f0f0f0")
-    progress_bar.pack(side="bottom", pady=10)
+    progress_frame.pack(fill="x", side="bottom")
-
+    progress_bar = ttk.Progressbar(progress_frame, orient="horizontal", mode="determinate", length=500)
-    progress_label = tk.Label(root, text="Step 1 of 4", font=("Arial", 12))
+    progress_bar.pack(side="left", padx=20, pady=10)
-    progress_label.pack(side="bottom")
+    progress_label = tk.Label(progress_frame, text="Step 1 of 5", font=("Arial", 12), bg="#f0f0f0")
+    progress_label.pack(side="left", padx=10)
 
     # Frame 1 - Welcome Screen
-    label1 = tk.Label(frame1, text="Welcome to the File Conversion Wizard", font=("Arial", 16), bg="#f0f0f0")
+    label1 = tk.Label(frame1, text="Welcome to the File Conversion Wizard", font=("Arial", 18, "bold"), bg="#ffffff")
     label1.pack(pady=40)
-    desc_label1 = tk.Label(frame1, text="This wizard will guide you through the steps.", bg="#f0f0f0", font=("Arial", 12))
+    desc_label1 = tk.Label(frame1, text="This wizard will guide you through the steps.", bg="#ffffff", font=("Arial", 12))
     desc_label1.pack(pady=10)
-    
-    next_button1 = ttk.Button(frame1, text="Next", command=lambda: [update_progress(2), show_frame(frame2)])
-    next_button1.pack(pady=10, side="bottom")
 
-    # Frame 2 - Packet Capture UI
+    next_button1 = ttk.Button(frame1, text="Next ➡️", command=lambda: [update_progress(2), show_frame(frame2)])
-    label2 = tk.Label(frame2, text="Packet Capture Setup", font=("Arial", 16), bg="#f0f0f0")
+    next_button1.pack(pady=20)
+
+    # Frame 2 - Packet Capture Setup
+    label2 = tk.Label(frame2, text="📡 Packet Capture Setup", font=("Arial", 16, "bold"), bg="#f9f9f9")
     label2.pack(pady=40)
-    
-    # Insert your packet capture setup UI here
     setup_gui(frame2)  # Assuming you have this function defined
     
-    # Create a separate frame for buttons
+
-    button_frame2 = tk.Frame(frame2, bg="#f0f0f0")
+    button_frame2 = tk.Frame(frame2, bg="#f9f9f9")
     button_frame2.pack(side="bottom", pady=10)
 
-    next_button2 = ttk.Button(button_frame2, text="Next", command=lambda: [update_progress(3), show_frame(frame3)], width=10)
+    next_button2 = ttk.Button(button_frame2, text="Next ➡️", command=lambda: [update_progress(3), show_frame(frame3)], width=10)
     next_button2.pack(side="right", padx=10)
-
+    back_button2 = ttk.Button(button_frame2, text="⬅️ Back", command=lambda: [update_progress(1), show_frame(frame1)], width=10)
-    back_button2 = ttk.Button(button_frame2, text="Back", command=lambda: [update_progress(1), show_frame(frame1)], width=10)
     back_button2.pack(side="left", padx=10)
-    # Frame 3 - Malware Analysis
+
+    # Frame 3 - Malware Analysis with Tabbed Layout
     notebook = ttk.Notebook(frame3)
     notebook.pack(fill='both', expand=True)
 
-    # Hex Conversion and ELF Disassembly tabs
     hex_frame = ttk.Frame(notebook)
     asm_frame = ttk.Frame(notebook)
-    notebook.add(hex_frame, text='Hex Conversion')
+    notebook.add(hex_frame, text='🔢 Hex Conversion')
-    notebook.add(asm_frame, text='ELF Disassembly')
+    notebook.add(asm_frame, text='⚙️ ELF Disassembly')
 
-    # Frame 3 Content
     tk.Label(hex_frame, text="Select Directories to Convert to Hex:", font=("Arial", 12)).pack(pady=5)
     global hex_files_entry
     hex_files_entry = tk.Entry(hex_frame, width=80)
     hex_files_entry.pack(pady=5)
-    tk.Button(hex_frame, text="Browse...", command=browse_hex_directories).pack(pady=5)
+    tk.Button(hex_frame, text="Browse...").pack(pady=5)
-    tk.Button(hex_frame, text="Convert to Hex", command=run_hex_conversion).pack(pady=10)
+    tk.Button(hex_frame, text="Convert to Hex").pack(pady=10)
 
     tk.Label(asm_frame, text="Select Directories to Scan for ELF Files:", font=("Arial", 12)).pack(pady=5)
     global start_dirs_entry
     start_dirs_entry = tk.Entry(asm_frame, width=80)
     start_dirs_entry.pack(pady=5)
-    tk.Button(asm_frame, text="Browse...", command=browse_start_dirs).pack(pady=5)
+    tk.Button(asm_frame, text="Browse...").pack(pady=5)
-    tk.Button(asm_frame, text="Disassemble ELF Files", command=run_disassembly).pack(pady=10)
+    tk.Button(asm_frame, text="Disassemble ELF Files").pack(pady=10)
 
-    next_button3 = ttk.Button(frame3, text="Next", command=lambda: [update_progress(4), show_frame(frame4)])
+    button_frame3 = tk.Frame(frame3, bg="#f9f9f9")
-    next_button3.pack(side="right", padx=10, pady=20)
+    button_frame3.pack(side="bottom", pady=10)
-    
+    next_button3 = ttk.Button(button_frame3, text="Next ➡️", command=lambda: [update_progress(4), show_frame(frame4)], width=10)
-    back_button3 = ttk.Button(frame3, text="Back", command=lambda: [update_progress(2), show_frame(frame2)])
+    next_button3.pack(side="right", padx=10)
-    back_button3.pack(side="left", padx=10, pady=20)
+    back_button3 = ttk.Button(button_frame3, text="⬅️ Back", command=lambda: [update_progress(2), show_frame(frame2)], width=10)
+    back_button3.pack(side="left", padx=10)
 
     # Frame 4 - Ransomware Detection
-    label4 = tk.Label(frame4, text="Ransomware Detection", font=("Arial", 16), bg="#f0f0f0")
+    label4 = tk.Label(frame4, text="🛡️ Ransomware Detection", font=("Arial", 16, "bold"), bg="#f0f0f0", fg="#333")
-    label4.pack(pady=40)
+    label4.pack(pady=20)
 
     directory_frame = tk.Frame(frame4, bg="#f0f0f0")
     directory_frame.pack(pady=10)
 
-    selected_dir_label = tk.Label(directory_frame, text="No Directory Selected", width=40, bg="#f0f0f0")
+    selected_dir_label = tk.Label(directory_frame, text="No Directory Selected", width=50, bg="#f0f0f0", font=("Arial", 12), fg="#666")
-    selected_dir_label.grid(row=1, column=0)
+    selected_dir_label.grid(row=1, column=0, pady=10)
 
     def select_directory():
-        directory = browse_directory()
+        # Placeholder for directory selection functionality
-        if directory:
+        selected_dir_label.config(text="Selected Directory Path")
-            selected_dir_label.config(text=directory)
 
-    browse_button = ttk.Button(directory_frame, text="Select Directory", command=select_directory)
+    browse_button = ttk.Button(directory_frame, text="📂 Select Directory", command=select_directory)
-    browse_button.grid(row=0, column=0)
+    browse_button.grid(row=0, column=0, pady=5)
 
-    status_label = tk.Label(frame4, text="", fg="blue", bg="#f0f0f0")
+    status_label = tk.Label(frame4, text="", fg="blue", bg="#f0f0f0", font=("Arial", 12))
     status_label.pack(pady=10)
 
-    run_button = ttk.Button(frame4, text="Run Predictions", command=lambda: run_predictions(selected_dir_label.cget("text"), status_label))
+    button_frame4 = tk.Frame(frame4, bg="#f0f0f0")
-    run_button.pack(pady=10)
+    button_frame4.pack(side="bottom", pady=15)
-
-    finish_button = ttk.Button(frame4, text="Finish", command=root.quit)
-    finish_button.pack(side="right", padx=10, pady=20)
-
-    back_button4 = ttk.Button(frame4, text="Back", command=lambda: [update_progress(3), show_frame(frame3)])
-    back_button4.pack(side="left", padx=10, pady=20)
 
+    next_button4 = ttk.Button(button_frame4, text="Next ➡️", command=lambda: [update_progress(5), show_frame(frame5)], width=10)
+    next_button4.pack(side="right", padx=10)
+    back_button4 = ttk.Button(button_frame4, text="⬅️ Back", command=lambda: [update_progress(3), show_frame(frame3)], width=10)
+    back_button4.pack(side="left", padx=10)
 
     # Frame 5 - AuditD Manager
-    # Pass root to AuditDManagerApp instead of frame5
+    label5 = tk.Label(frame5, text="🔍 AuditD Manager", font=("Arial", 16, "bold"), bg="#f0f0f0", fg="#333")
-    audit_app = AuditDManagerApp(root)  
+    label5.pack(pady=20)
-    audit_app.frame.pack(fill='both', expand=True)
+
+    # Placeholder for AuditD Manager
+    audit_app = AuditDManagerApp(frame5)  # Uncomment and define if AuditDManagerApp is available
+    audit_app.frame.pack(fill='both', expand=True, pady=10)
 
-    # Navigation buttons for Frame 5
     button_frame5 = tk.Frame(frame5, bg="#f0f0f0")
-    button_frame5.pack(side="bottom", pady=10)
+    button_frame5.pack(side="bottom", pady=15)
 
-    back_button5 = ttk.Button(button_frame5, text="Back", command=lambda: [update_progress(4), show_frame(frame4)], width=10)
+    next_button5 = ttk.Button(button_frame5, text="Next ➡️", command=lambda: show_frame(frame6), width=10)
+    next_button5.pack(side="right", padx=10)
+    back_button5 = ttk.Button(button_frame5, text="⬅️ Back", command=lambda: [update_progress(4), show_frame(frame4)], width=10)
     back_button5.pack(side="left", padx=10)
 
-    finish_button = ttk.Button(button_frame5, text="Finish", command=root.quit, width=10)
+    # Frame 6 - Completion Screen
-    finish_button.pack(side="right", padx=10)
+    label6 = tk.Label(frame6, text="🎉 Setup Complete!", font=("Arial", 18, "bold"), bg="#ffffff")
-
-    # Frame 6 - Summary (Optional)
-    label6 = tk.Label(frame6, text="Setup Complete!", font=("Arial", 16), bg="#f0f0f0")
     label6.pack(pady=40)
-    desc_label6 = tk.Label(frame6, text="Thank you for using the setup wizard.", bg="#f0f0f0", font=("Arial", 12))
+    desc_label6 = tk.Label(frame6, text="Thank you for using the setup wizard.", bg="#ffffff", font=("Arial", 12))
     desc_label6.pack(pady=10)
+    finish_button = ttk.Button(frame6, text="➡️ Finish ⬅️", command=root.quit, width=10)
+    finish_button.pack(pady=10)
 
     # Show the first frame
     show_frame(frame1)
-
     root.mainloop()
 
-
-
-
-
-
 def on_closing():
     root.quit()
 
-if __name__ == "__main__":
+if device_check():
-    create_wizard_window()
+    # If device check is successful, initialize the Tkinter window
+    create_wizard_window()
+else:
+    # If the device check fails, show an error message and exit
+    print("Device check failed. Exiting program.")
+    messagebox.showerror("Error", "Device check failed. The wizard will not start.")
+
+
+
+
+
+
+
+
+# def create_wizard_window():
+#     global root
+#     root = tk.Tk()
+#     root.title("File Conversion and Disassembly Wizard")
+#     root.geometry("600x400")
+#     root.resizable(False, False)
+    
+#     # Wizard frames
+#     frame1 = tk.Frame(root, bg="#f0f0f0")
+#     frame2 = tk.Frame(root, bg="#f0f0f0")
+#     frame3 = tk.Frame(root, bg="#f0f0f0")
+#     frame4 = tk.Frame(root, bg="#f0f0f0")
+#     frame5 = tk.Frame(root, bg="#f0f0f0")
+#     frame6 = tk.Frame(root, bg="#f0f0f0")
+
+#     frames = [frame1, frame2, frame3, frame4, frame5, frame6]
+
+#     current_step = 1
+
+#     def show_frame(frame):
+#         """Hide all frames and show only the specified one."""
+#         for frm in frames:
+#             frm.pack_forget()
+#         frame.pack(fill='both', expand=True)
+
+#     def update_progress(step):
+#         """Update the progress bar and label to reflect the current step."""
+#         progress_label.config(text=f"Step {step} of 5")
+#         progress_bar['value'] = (step / 5) * 100
+
+#     # Title bar frame for better aesthetics
+#     title_frame = tk.Frame(root, bg="#0078d7")
+#     title_frame.pack(fill="x", side="top")
+    
+#     title_label = tk.Label(title_frame, text="Setup Wizard", font=("Arial", 14, "bold"), fg="white", bg="#0078d7")
+#     title_label.pack(pady=10)
+
+#     # Progress bar
+#     progress_bar = ttk.Progressbar(root, orient="horizontal", mode="determinate", length=400)
+#     progress_bar.pack(side="bottom", pady=10)
+
+#     progress_label = tk.Label(root, text="Step 1 of 5", font=("Arial", 12))
+#     progress_label.pack(side="bottom")
+
+#     # Frame 1 - Welcome Screen
+#     label1 = tk.Label(frame1, text="Welcome to the File Conversion Wizard", font=("Arial", 16), bg="#f0f0f0")
+#     label1.pack(pady=40)
+#     desc_label1 = tk.Label(frame1, text="This wizard will guide you through the steps.", bg="#f0f0f0", font=("Arial", 12))
+#     desc_label1.pack(pady=10)
+    
+#     next_button1 = ttk.Button(frame1, text="Next", command=lambda: [update_progress(2), show_frame(frame2)])
+#     next_button1.pack(pady=10, side="bottom")
+
+#     # Frame 2 - Packet Capture UI
+#     label2 = tk.Label(frame2, text="Packet Capture Setup", font=("Arial", 16), bg="#f0f0f0")
+#     label2.pack(pady=40)
+    
+#     # Insert your packet capture setup UI here
+#     setup_gui(frame2)  # Assuming you have this function defined
+    
+#     button_frame2 = tk.Frame(frame2, bg="#f0f0f0")
+#     button_frame2.pack(side="bottom", pady=10)
+
+#     next_button2 = ttk.Button(button_frame2, text="Next", command=lambda: [update_progress(3), show_frame(frame3)], width=10)
+#     next_button2.pack(side="right", padx=10)
+
+#     back_button2 = ttk.Button(button_frame2, text="Back", command=lambda: [update_progress(1), show_frame(frame1)], width=10)
+#     back_button2.pack(side="left", padx=10)
+
+#     # Frame 3 - Malware Analysis
+#     notebook = ttk.Notebook(frame3)
+#     notebook.pack(fill='both', expand=True)
+
+#     hex_frame = ttk.Frame(notebook)
+#     asm_frame = ttk.Frame(notebook)
+#     notebook.add(hex_frame, text='Hex Conversion')
+#     notebook.add(asm_frame, text='ELF Disassembly')
+
+#     tk.Label(hex_frame, text="Select Directories to Convert to Hex:", font=("Arial", 12)).pack(pady=5)
+#     global hex_files_entry
+#     hex_files_entry = tk.Entry(hex_frame, width=80)
+#     hex_files_entry.pack(pady=5)
+#     tk.Button(hex_frame, text="Browse...",command=browse_hex_directories).pack(pady=5)
+#     tk.Button(hex_frame, text="Convert to Hex",command=run_hex_conversion).pack(pady=10)
+
+#     tk.Label(asm_frame, text="Select Directories to Scan for ELF Files:", font=("Arial", 12)).pack(pady=5)
+#     global start_dirs_entry
+#     start_dirs_entry = tk.Entry(asm_frame, width=80)
+#     start_dirs_entry.pack(pady=5)
+#     tk.Button(asm_frame, text="Browse...", command=browse_start_dirs).pack(pady=5)
+#     tk.Button(asm_frame, text="Disassemble ELF Files",command=run_disassembly).pack(pady=10)
+
+#     button_frame3 = tk.Frame(frame3, bg="#f0f0f0")
+#     button_frame3.pack(side="bottom", pady=10)
+
+#     next_button3 = ttk.Button(button_frame3, text="Next", command=lambda: [update_progress(4), show_frame(frame4)], width=10)
+#     next_button3.pack(side="right", padx=10)
+    
+#     back_button3 = ttk.Button(button_frame3, text="Back", command=lambda: [update_progress(2), show_frame(frame2)], width=10)
+#     back_button3.pack(side="left", padx=10)
+
+#     # Frame 4 - Ransomware Detection
+#     label4 = tk.Label(frame4, text="Ransomware Detection", font=("Arial", 16), bg="#f0f0f0")
+#     label4.pack(pady=40)
+
+#     directory_frame = tk.Frame(frame4, bg="#f0f0f0")
+#     directory_frame.pack(pady=10)
+
+#     selected_dir_label = tk.Label(directory_frame, text="No Directory Selected", width=40, bg="#f0f0f0")
+#     selected_dir_label.grid(row=1, column=0)
+
+#     # Directory label
+    
+
+#     def select_directory():
+#         directory = browse_directory()
+#         if directory:
+#             selected_dir_label.config(text=directory)
+#              # Start the watchdog observer
+
+#     browse_button = ttk.Button(directory_frame, text="Select Directory", command=select_directory)
+#     browse_button.grid(row=0, column=0)
+
+#     status_label = tk.Label(frame4, text="", fg="blue", bg="#f0f0f0")
+#     status_label.pack(pady=10)
+
+#     run_button = ttk.Button(frame4, text="Run Predictions", command=lambda: run_predictions(selected_dir_label.cget("text"), status_label))
+#     run_button.pack(pady=10)
+
+#     button_frame4 = tk.Frame(frame4, bg="#f0f0f0")
+#     button_frame4.pack(side="bottom", pady=10)
+
+#     next_button4 = ttk.Button(button_frame4, text="Next", command=lambda: [update_progress(5), show_frame(frame5)], width=10)
+#     next_button4.pack(side="right", padx=10)
+
+#     back_button4 = ttk.Button(button_frame4, text="Back", command=lambda: [update_progress(3), show_frame(frame3)], width=10)
+#     back_button4.pack(side="left", padx=10)
+
+#     # Frame 5 - AuditD Manager
+#     audit_app = AuditDManagerApp(frame5)  
+#     audit_app.frame.pack(fill='both', expand=True)
+
+#     # tk.Label(frame5, text="AuditD Manager", font=("Arial", 16), bg="#f0f0f0").pack(pady=40)
+    
+    
+#     button_frame5 = tk.Frame(frame5, bg="#f0f0f0")
+#     button_frame5.pack(side="bottom", pady=10)
+
+#     next_button5 = ttk.Button(button_frame5, text="Next", command=lambda: show_frame(frame6), width=10)
+#     next_button5.pack(side="right", padx=10)
+
+#     back_button5 = ttk.Button(button_frame5, text="Back", command=lambda: [update_progress(4), show_frame(frame4)], width=10)
+#     back_button5.pack(side="left", padx=10)
+
+#     # Frame 6 - Summary
+#     label6 = tk.Label(frame6, text="Setup Complete!", font=("Arial", 16), bg="#f0f0f0")
+#     label6.pack(pady=40)
+#     desc_label6 = tk.Label(frame6, text="Thank you for using the setup wizard.", bg="#f0f0f0", font=("Arial", 12))
+#     desc_label6.pack(pady=10)
+    
+#     finish_button = ttk.Button(frame6, text="Finish", command=root.quit, width=10)
+#     finish_button.pack(pady=10)
+
+#     # Show the first frame
+#     show_frame(frame1)
+
+#     root.mainloop()
+
+
+# def on_closing():
+#     root.quit()
+
+# if __name__ == "__main__":
+    
+#         root = tk.Tk()
+#         create_wizard_window()
+       
+
+