diff --git a/code/src/database_connection.py b/code/src/database_connection.py
new file mode 100644
index 0000000000000000000000000000000000000000..d527a31bc19ca5f47e3423b093781452ffeca8f7
--- /dev/null
+++ b/code/src/database_connection.py
@@ -0,0 +1,87 @@
+from scapy.layers.inet import IP, TCP
+from scapy.layers.l2 import Ether, ARP
+import duckdb as duckdb
+
+UNDEFINED = 'Undefined'
+def initiate_database(connection):
+ connection.sql("CREATE TABLE IF NOT EXISTS packets ("
+ "source_ip VARCHAR, "
+ "destination_ip VARCHAR, "
+ "source_mac VARCHAR, "
+ "destination_mac VARCHAR, "
+ "source_port VARCHAR, "
+ "destination_port VARCHAR, "
+ "is_dangerous BOOLEAN, "
+ "type_of_threat VARCHAR)")
+def add_address(connection, packet):
+ source_ip = packet[IP].src if IP in packet else UNDEFINED
+ destination_ip = packet[IP].dst if IP in packet else UNDEFINED
+ source_mac = packet[Ether].src if Ether in packet else UNDEFINED
+ destination_mac = packet[Ether].dst if Ether in packet else UNDEFINED
+ source_port = packet[TCP].sport if TCP in packet else UNDEFINED
+ destination_port = packet[TCP].dport if TCP in packet else UNDEFINED
+ is_dangerous = False
+ type_of_threat = 'None'
+
+ if not contains_address(connection, packet):
+ connection.sql(f"INSERT INTO packets VALUES ("
+ f"'{source_ip}', "
+ f"'{destination_ip}', "
+ f"'{source_mac}', "
+ f"'{destination_mac}', "
+ f"'{source_port}', "
+ f"'{destination_port}', "
+ f"{is_dangerous}, "
+ f"'{type_of_threat}')")
+
+def update_address(connection, packet, is_dangerous, type_of_threat):
+ source_ip = packet[IP].src if IP in packet else UNDEFINED
+ destination_ip = packet[IP].dst if IP in packet else UNDEFINED
+ source_mac = packet[Ether].src if Ether in packet else UNDEFINED
+ destination_mac = packet[Ether].dst if Ether in packet else UNDEFINED
+ source_port = packet[TCP].sport if TCP in packet else UNDEFINED
+ destination_port = packet[TCP].dport if TCP in packet else UNDEFINED
+
+ connection.sql(f"UPDATE packets SET "
+ f"is_dangerous = {is_dangerous}, "
+ f"type_of_threat = '{type_of_threat}' "
+ f"WHERE source_ip = '{source_ip}' AND "
+ f"destination_ip = '{destination_ip}' AND "
+ f"source_mac = '{source_mac}' AND "
+ f"destination_mac = '{destination_mac}' AND "
+ f"source_port = '{source_port}' AND "
+ f"destination_port = '{destination_port}'")
+
+def contains_address(connection, packet):
+ source_ip = packet[IP].src if IP in packet else UNDEFINED
+ destination_ip = packet[IP].dst if IP in packet else UNDEFINED
+ source_mac = packet[Ether].src if Ether in packet else UNDEFINED
+ destination_mac = packet[Ether].dst if Ether in packet else UNDEFINED
+ source_port = packet[TCP].sport if TCP in packet else UNDEFINED
+ destination_port = packet[TCP].dport if TCP in packet else UNDEFINED
+
+ contains = connection.sql(f"SELECT EXISTS ( FROM packets WHERE "
+ f"source_ip = '{source_ip}' AND "
+ f"destination_ip = '{destination_ip}' AND "
+ f"source_mac = '{source_mac}' AND "
+ f"destination_mac = '{destination_mac}' AND "
+ f"source_port = '{source_port}' AND "
+ f"destination_port = '{destination_port}')").fetchone()[0]
+
+ return contains
+
+def get_address(connection, packet):
+ source_ip = packet[IP].src if IP in packet else UNDEFINED
+ destination_ip = packet[IP].dst if IP in packet else UNDEFINED
+ source_mac = packet[Ether].src if Ether in packet else UNDEFINED
+ destination_mac = packet[Ether].dst if Ether in packet else UNDEFINED
+ source_port = packet[TCP].sport if TCP in packet else UNDEFINED
+ destination_port = packet[TCP].dport if TCP in packet else UNDEFINED
+
+ return connection.sql(f"SELECT * FROM packets WHERE "
+ f"source_ip = '{source_ip}' AND "
+ f"destination_ip = '{destination_ip}' AND "
+ f"source_mac = '{source_mac}' AND "
+ f"destination_mac = '{destination_mac}' AND "
+ f"source_port = '{source_port}' AND "
+ f"destination_port = '{destination_port}'").fetchone()
\ No newline at end of file
diff --git a/code/src/packet_capturing.py b/code/src/packet_capturing.py
index 599185cf4fabf0d97748329bc9e0a8fdeccf4e7e..3fbe5626ae8b7b64a95d82b4ba60a38639e612c4 100644
--- a/code/src/packet_capturing.py
+++ b/code/src/packet_capturing.py
@@ -2,8 +2,12 @@ from scapy.layers.inet import IP, TCP
from scapy.layers.l2 import Ether, ARP
from scapy.all import sniff
from collections import defaultdict
+import duckdb as duckdb
+import database_connection as dbConn
import time
+connection = duckdb.connect('packets_data.duckdb')
+
reserved_ips = ["192.168.1.4", "192.168.1.1", "192.168.1.7", "172.16.0.3"]
syn_counts = defaultdict(int)
@@ -11,19 +15,22 @@ syn_counts_last_checked = time.time()
arp_table = defaultdict()
-def ip_spoofing(src_mac, src_ip):
+def ip_spoofing(src_mac, src_ip, packet):
if src_ip not in reserved_ips:
if src_ip.startswith("10.") or src_ip.startswith("192.168.") or src_ip.startswith("169.254."):
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="IP Spoofing")
print("Possible IP spoofing using private networks detected.")
elif src_ip.startswith("172."):
octet = int(src_ip.split(".")[1])
if 16 <= octet <= 31:
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="IP Spoofing")
print("Possible IP spoofing using private networks detected.")
def syn_fin(packet):
if TCP in packet:
tcp_flags = packet[TCP].flags
if 'S' in tcp_flags and 'F' in tcp_flags:
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="SYN-FIN")
print("Malicious packet detected: SYN-FIN combination.")
print(f"MAC Address of malicious agent: {packet[Ether].src}")
@@ -31,6 +38,7 @@ def null_packet(packet):
if TCP in packet:
tcp_flags = packet[TCP].flags
if tcp_flags == 0:
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="Null Packet")
print("Malicious null packet found.")
print(f"MAC Address of malicious agent: {packet[Ether].src}")
@@ -39,6 +47,7 @@ def port_check(packet):
src_port = packet[TCP].sport
dst_port = packet[TCP].dport
if src_port == 0 or dst_port == 0:
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="TCP Port 0")
print("Illegal packet with source or destination port 0.")
print(f"MAC Address of malicious agent: {packet[Ether].src}")
@@ -46,6 +55,7 @@ def destination_check(packet):
if IP in packet:
dest_ip = packet[IP].dst
if dest_ip.endswith(".0") or dest_ip.endswith(".255"):
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="Broadcast Address")
print("Packets with broadcast destination address detected.")
print(f"MAC Address of malicious agent: {packet[Ether].src}")
@@ -55,6 +65,7 @@ def malformed_check(packet):
# Attempt to parse packet
packet.show()
except Exception as e:
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="Malformed Packet")
print(f"Malformed packet detected: {e}")
print(f"Source: {packet[IP].src if IP in packet else 'Unknown'}")
@@ -68,6 +79,7 @@ def syn_flood_detection(packet):
if time.time() - syn_counts_last_checked > 10:
for ip, count in syn_counts.items():
if count > 100:
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="SYN Flood")
print(f"Possible SYN flood from {ip}. Number of SYN Packets in last {time.time() - syn_counts_last_checked} seconds: {count}")
syn_counts.clear()
syn_counts_last_checked = time.time()
@@ -81,39 +93,42 @@ def arp_spoofing(packet):
src_mac = packet[ARP].hwsrc
if src_ip in arp_table:
if arp_table[src_ip] != src_mac:
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="ARP Spoofing")
print(f"Possible ARP spoofing detected from IP {src_ip}. Conflicting MACs: {arp_table[src_ip]} and {src_mac}")
else:
arp_table[src_ip] = src_mac
def tcp_reset_attack(packet):
if packet[TCP].flags == 'R':
+ dbConn.update_address(connection=connection, packet=packet, is_dangerous=True, type_of_attack="TCP Reset")
print(f"Possible TCP reset attack from {packet[IP].src}")
def packet_handler(packet):
+ dbConn.add_address(connection=connection, packet=packet)
if IP in packet:
src_ip = packet[IP].src
dst_ip = packet[IP].dst
src_mac = packet[Ether].src if Ether in packet else None
print(f"Packet captured: {src_ip} -> {dst_ip}")
- ip_spoofing(src_mac, src_ip)
+ ip_spoofing(src_mac, src_ip, packet)
+ destination_check(packet)
+ malformed_check(packet)
+ syn_flood_detection(packet)
+ arp_spoofing(packet)
if TCP in packet:
syn_fin(packet)
null_packet(packet)
port_check(packet)
tcp_reset_attack(packet)
- destination_check(packet)
- malformed_check(packet)
- syn_flood_detection(packet)
- arp_spoofing(packet)
# Allows unit testing of the dict
def get_dict():
return syn_counts
-
def dict_clear():
syn_counts.clear()
def main():
+ dbConn.initiate_database(connection)
print("Starting packet capture...")
sniff(prn=packet_handler, store=False)