clean the code

code/Attack/AttackParameters.py

@@ -23,11 +23,11 @@ class Parameter(Enum):
 
     # Aidmar
     # For DDoS
-    ATTACK_DURATION = "attack.duration" # in seconds
-    VICTIM_BUFFER = "victim.buffer" # in packets
-    # For JoomlaRedPrivExploit
-    TARGET_URI = "target.uri"
-    TARGET_HOST = "target.host"
+    ATTACK_DURATION = 'attack.duration' # in seconds
+    VICTIM_BUFFER = 'victim.buffer' # in packets
+    # For Web app exploit
+    TARGET_URI = 'target.uri'
+    TARGET_HOST = 'target.host'
 
     # recommended type: Float ------------------------------------
     PACKETS_PER_SECOND = 'packets.per-second'  # packets per second

code/Attack/BaseAttack.py

@@ -1,5 +1,8 @@
 # Aidmar
 from scapy.layers.inet import Ether
+import socket
+import sys
+from math import sqrt
 
 import ipaddress
 import os
@@ -376,23 +379,7 @@ class BaseAttack(metaclass=ABCMeta):
                    ipAddress.is_link_local or ipAddress.is_reserved or ipAddress.is_private
 
         # Aidmar - generate a random IP from specific class
-        #def generate_address():
-        #    return ipaddress.IPv4Address(random.randint(0, 2 ** 32 - 1))
         def generate_address(ipClass):
-            #print(ipClass)
-            """if "private" in ipClass:
-                ipClassesByte1 = {"A-private": 10, "B-private": 172, "C-private": 192}
-                b1 = ipClassesByte1[ipClass]
-
-                ipClassesByte2 = {"A-private": {0,255}, "B-private": {16,131}, "C-private": {168,168}}
-                minB2 = ipClassesByte1[ipClass][0]
-                maxB2 = ipClassesByte1[ipClass][1]
-                b2 = random.randint(minB2, maxB2)
-
-                b3b4 = random.randint(0, 2 ** 16 - 1)
-
-                ipAddress = ipaddress.IPv4Address(str(b1)+str(b2)+str(b3b4))
-            else:"""
             if ipClass == "Unknown":
                 return ipaddress.IPv4Address(random.randint(0, 2 ** 32 - 1))
             else:
@@ -491,18 +478,23 @@ class BaseAttack(metaclass=ABCMeta):
            :return maxDelay: maximum delay
 
            """
-        minDelay = self.statistics.process_db_query(
-            "SELECT minDelay FROM conv_statistics WHERE ipAddressB='" + ip_dst + "' LIMIT 1")
-        maxDelay = self.statistics.process_db_query(
-            "SELECT maxDelay FROM conv_statistics WHERE ipAddressB='" + ip_dst + "' LIMIT 1")
-        if not minDelay or not maxDelay:
-            allMinDelays = self.statistics.process_db_query("SELECT minDelay FROM conv_statistics LIMIT 1000;")
+        result = self.statistics.process_db_query(
+            "SELECT standardDeviationDelay, minDelay, maxDelay FROM conv_statistics WHERE ipAddressB='" + ip_dst + "' LIMIT 1;")
+        if result:
+            standardDeviationDelay = result[0][0]
+            minDelay = result[0][1]
+            maxDelay = result[0][2]
+        else:
+            allMinDelays = self.statistics.process_db_query("SELECT minDelay FROM conv_statistics LIMIT 500;")
             minDelay = np.median(allMinDelays)
-            allMaxDelays = self.statistics.process_db_query("SELECT maxDelay FROM conv_statistics LIMIT 1000;")
+            allMaxDelays = self.statistics.process_db_query("SELECT maxDelay FROM conv_statistics LIMIT 500;")
             maxDelay = np.median(allMaxDelays)
+            allStandardDeviationDelay = self.statistics.process_db_query("SELECT standardDeviationDelay FROM conv_statistics LIMIT 500;")
+            standardDeviationDelay = np.median(allStandardDeviationDelay)
         minDelay = int(minDelay) * 10 ** -6  # convert from micro to seconds
         maxDelay = int(maxDelay) * 10 ** -6
-        return minDelay,maxDelay
+        standardDeviationDelay = int(standardDeviationDelay) * 10 ** -6
+        return minDelay, maxDelay, standardDeviationDelay
 
     # Group the packets in conversations
     def packetsToConvs(self,exploit_raw_packets):
@@ -543,4 +535,44 @@ class BaseAttack(metaclass=ABCMeta):
                     pktList = conversations[conv_rep]
                     pktList.append(pkt)
                     conversations[conv_rep] = pktList
-        return (conversations, orderList_conversations)
+        return (conversations, orderList_conversations)
+
+
+    def is_valid_ip_address(self,addr):
+        """
+        Checks if the IP address family is supported.
+
+        :param addr: IP address to be checked.
+        :return: Boolean
+        """
+        try:
+            socket.inet_aton(addr)
+            return True
+        except socket.error:
+            return False
+
+    def ip_src_dst_equal_check(self, ip_source, ip_destination):
+        """
+        Checks if the source IP and destination IP are equal.
+
+        :param ip_source: source IP address.
+        :param ip_destination: destination IP address.
+        """
+        equal = False
+        if isinstance(ip_source, list):
+            if ip_destination in ip_source:
+                equal = True
+        else:
+            if ip_source == ip_destination:
+                equal = True
+        if equal:
+            print("\nERROR: Invalid IP addresses; source IP is the same as destination IP: " + ip_source + ".")
+            sys.exit(0)
+
+
+    def clean_white_spaces(self, str):
+        str = str.replace("\\n", "\n")
+        str = str.replace("\\r", "\r")
+        str = str.replace("\\t", "\t")
+        str = str.replace("\\\'", "\'")
+        return str

code/Attack/DDoSAttack.py

@@ -69,6 +69,9 @@ class DDoSAttack(BaseAttack.BaseAttack):
         self.add_param_value(Param.PORT_SOURCE, str(RandShort()))
         # Aidmar
         #self.add_param_value(Param.PACKETS_PER_SECOND, randint(1, 64))
+        # TO-DO: packet rate
+        # oneAttackerMinPPS = self.statistics.process_db_query("SELECT MAX(maxPktRate) FROM ip_statistics;")
+
         self.add_param_value(Param.PACKETS_PER_SECOND, randint(self.minDefaultPPS, self.maxDefaultPPS))
         self.add_param_value(Param.ATTACK_DURATION, randint(5,30))
 
@@ -183,11 +186,8 @@ class DDoSAttack(BaseAttack.BaseAttack):
         ip_destination = self.get_param_value(Param.IP_DESTINATION)
         port_destination = self.get_param_value(Param.PORT_DESTINATION)
 
-        # Aidmar - Verify ip.src != ip.dst
-        if ip_destination in ip_source_list:
-            print("\nERROR: Invalid IP addresses; source IP is the same as destination IP: " + ip_destination + ".")
-            import sys
-            sys.exit(0)
+        # Aidmar - check ip.src == ip.dst
+        self.ip_src_dst_equal_check(ip_source_list, ip_destination)
 
         # Aidmar
         if not port_destination:  # user did not define port_dest
@@ -210,7 +210,7 @@ class DDoSAttack(BaseAttack.BaseAttack):
 
         # Aidmar
         replies = []
-        minDelay, maxDelay = self.get_reply_delay(ip_destination)
+        minDelay, maxDelay, SDDelay = self.get_reply_delay(ip_destination)
         victim_buffer = self.get_param_value(Param.VICTIM_BUFFER)
 
         # Aidmar

code/Attack/EternalBlueExploit.py

@@ -104,10 +104,7 @@ class EternalBlueExploit(BaseAttack.BaseAttack):
         ip_destination = self.get_param_value(Param.IP_DESTINATION)
 
         # Aidmar - check ip.src == ip.dst
-        if ip_source == ip_destination:
-            print("\nERROR: Invalid IP addresses; source IP is the same as destination IP: " + ip_source + ".")
-            import sys
-            sys.exit(0)
+        self.ip_src_dst_equal_check(ip_source, ip_destination)
 
         path_attack_pcap = None
         minDelay, maxDelay = self.get_reply_delay(ip_destination)

code/Attack/JoomlaRegPrivExploit.py

@@ -123,11 +123,8 @@ class JoomlaRegPrivExploit(BaseAttack.BaseAttack):
         target_host = self.get_param_value(Param.TARGET_HOST)
         target_uri = "/" #self.get_param_value(Param.TARGET_URI)
 
-        # Check ip.src == ip.dst
-        if ip_source == ip_destination:
-            print("\nERROR: Invalid IP addresses; source IP is the same as destination IP: " + ip_source + ".")
-            import sys
-            sys.exit(0)
+        # Aidmar - check ip.src == ip.dst
+        self.ip_src_dst_equal_check(ip_source, ip_destination)
 
         path_attack_pcap = None
         minDelay, maxDelay = self.get_reply_delay(ip_destination)
@@ -204,10 +201,7 @@ class JoomlaRegPrivExploit(BaseAttack.BaseAttack):
                     str_tcp_seg = str_tcp_seg[2:-1]
                     str_tcp_seg = str_tcp_seg.replace('/joomla360', target_uri)
                     str_tcp_seg = str_tcp_seg.replace(orig_ip_dst, target_host)
-                    str_tcp_seg = str_tcp_seg.replace("\\n", "\n")
-                    str_tcp_seg = str_tcp_seg.replace("\\r", "\r")
-                    str_tcp_seg = str_tcp_seg.replace("\\t", "\t")
-                    str_tcp_seg = str_tcp_seg.replace("\\\'", "\'")
+                    str_tcp_seg = self.clean_white_spaces(str_tcp_seg)
 
                 # TCP Seq, Ack
                 if tcp_pkt.getfieldval("ack") != 0:
@@ -241,10 +235,7 @@ class JoomlaRegPrivExploit(BaseAttack.BaseAttack):
                     str_tcp_seg = str_tcp_seg[2:-1]
                     str_tcp_seg = str_tcp_seg.replace('/joomla360', target_uri)
                     str_tcp_seg = str_tcp_seg.replace(orig_ip_dst, target_host)
-                    str_tcp_seg = str_tcp_seg.replace("\\n", "\n")
-                    str_tcp_seg = str_tcp_seg.replace("\\r", "\r")
-                    str_tcp_seg = str_tcp_seg.replace("\\t", "\t")
-                    str_tcp_seg = str_tcp_seg.replace("\\\'", "\'")
+                    str_tcp_seg = self.clean_white_spaces(str_tcp_seg)
 
                 # TCP Seq, ACK
                 tcp_pkt.setfieldval("ack", attacker_seq)

code/Attack/SQLiAttack.py

@@ -125,10 +125,7 @@ class SQLiAttack(BaseAttack.BaseAttack):
         target_uri = "/" #self.get_param_value(Param.TARGET_URI)
 
         # Aidmar - check ip.src == ip.dst
-        if ip_source == ip_destination:
-            print("\nERROR: Invalid IP addresses; source IP is the same as destination IP: " + ip_source + ".")
-            import sys
-            sys.exit(0)
+        self.ip_src_dst_equal_check(ip_source, ip_destination)
 
         path_attack_pcap = None
         minDelay, maxDelay = self.get_reply_delay(ip_destination)
@@ -206,10 +203,7 @@ class SQLiAttack(BaseAttack.BaseAttack):
                         str_tcp_seg = str_tcp_seg[2:-1]
                         str_tcp_seg = str_tcp_seg.replace('/ATutor', target_uri)
                         str_tcp_seg = str_tcp_seg.replace(orig_ip_dst, target_host)
-                        str_tcp_seg = str_tcp_seg.replace("\\n", "\n")
-                        str_tcp_seg = str_tcp_seg.replace("\\r", "\r")
-                        str_tcp_seg = str_tcp_seg.replace("\\t", "\t")
-                        str_tcp_seg = str_tcp_seg.replace("\\\'", "\'")
+                        str_tcp_seg = self.clean_white_spaces(str_tcp_seg)
 
                     # TCP Seq, Ack
                     if tcp_pkt.getfieldval("ack") != 0:
@@ -242,10 +236,7 @@ class SQLiAttack(BaseAttack.BaseAttack):
                         str_tcp_seg = str_tcp_seg[2:-1]
                         str_tcp_seg = str_tcp_seg.replace('/ATutor', target_uri)
                         str_tcp_seg = str_tcp_seg.replace(orig_ip_dst, target_host)
-                        str_tcp_seg = str_tcp_seg.replace("\\n", "\n")
-                        str_tcp_seg = str_tcp_seg.replace("\\r", "\r")
-                        str_tcp_seg = str_tcp_seg.replace("\\t", "\t")
-                        str_tcp_seg = str_tcp_seg.replace("\\\'", "\'")
+                        str_tcp_seg = self.clean_white_spaces(str_tcp_seg)
 
                     # TCP Seq, ACK
                     tcp_pkt.setfieldval("ack", attacker_seq)
@@ -284,10 +275,7 @@ class SQLiAttack(BaseAttack.BaseAttack):
                         str_tcp_seg = str_tcp_seg[2:-1]
                         str_tcp_seg = str_tcp_seg.replace('/ATutor', target_uri)
                         str_tcp_seg = str_tcp_seg.replace(orig_ip_dst, target_host)
-                        str_tcp_seg = str_tcp_seg.replace("\\n", "\n")
-                        str_tcp_seg = str_tcp_seg.replace("\\r", "\r")
-                        str_tcp_seg = str_tcp_seg.replace("\\t", "\t")
-                        str_tcp_seg = str_tcp_seg.replace("\\\'", "\'")
+                        str_tcp_seg = self.clean_white_spaces(str_tcp_seg)
 
                     # TCP Seq, Ack
                     if tcp_pkt.getfieldval("ack") != 0:
@@ -320,10 +308,7 @@ class SQLiAttack(BaseAttack.BaseAttack):
                         str_tcp_seg = str_tcp_seg[2:-1]
                         str_tcp_seg = str_tcp_seg.replace('/ATutor', target_uri)
                         str_tcp_seg = str_tcp_seg.replace(orig_ip_dst, target_host)
-                        str_tcp_seg = str_tcp_seg.replace("\\n", "\n")
-                        str_tcp_seg = str_tcp_seg.replace("\\r", "\r")
-                        str_tcp_seg = str_tcp_seg.replace("\\t", "\t")
-                        str_tcp_seg = str_tcp_seg.replace("\\\'", "\'")
+                        str_tcp_seg = self.clean_white_spaces(str_tcp_seg)
 
                     # TCP Seq, ACK
                     tcp_pkt.setfieldval("ack", attacker_seq)

code/CLI.py

@@ -71,7 +71,11 @@ class CLI(object):
                             help='stores the statistics as a textfile with ending .stat into the dataset directory',
                             action='store_true', default=False)
         parser.add_argument('-a', '--attack', metavar="ATTACKNAME", action='append',
-                            help='injects a new attack into the given dataset.', nargs='+')
+                            help='injects a new attack into the given dataset. '
+                                 'Attacks parameters are: ip.src, ip.dst, ip.dns, mac.src, mac.dst, port.open, '
+                                 'port.dst, port.src, packets.limit, attackers.count, attack.duration, victim.buffer, '
+                                 'target.uri, target.host, packets.per-second, inject.at-timestamp, inject.after-pkt, '
+                                 'port.dst.shuffle, port.dst.order-desc, ip.src.shuffle, port.src.shuffle', nargs='+')
         parser.add_argument('-r', '--recalculate',
                             help='forces to recalculate the statistics in case of an already existing statistics database.',
                             action='store_true', default=False)

code/ID2TLib/Statistics.py

@@ -6,6 +6,9 @@ import os
 import time
 import ID2TLib.libpcapreader as pr
 import matplotlib
+from numpy.random.mtrand import normal
+from scipy.linalg.misc import norm
+
 matplotlib.use('Agg')
 import matplotlib.pyplot as plt
 from ID2TLib.PcapFile import PcapFile
@@ -141,14 +144,18 @@ class Statistics:
         print("\n")
 
     #Aidmar
-    def calculate_entropy(self, data, frequency):
+    def calculate_entropy(self, frequency:list, normalized:bool = False):
         entropy = 0
         sumFreq = sum(frequency)
-        for i, x in enumerate(data):
+        for i, x in enumerate(frequency):
             p_x = float(frequency[i] / sumFreq)
             if p_x > 0:
                 entropy += - p_x * log(p_x, 2)
-        return entropy
+        if normalized:
+            normalizedEnt = entropy/log(len(frequency), 2)
+            return entropy, normalizedEnt
+        else:
+            return entropy
 
     # Aidmar
     def get_tests_statistics(self):
@@ -156,84 +163,127 @@ class Statistics:
         Writes the calculated basic defects tests statistics into a file.
         """
         # self.stats_db._process_user_defined_query output is list of tuples, thus, we ned [0][0] to access data
+
+        def count_frequncy(valuesList):
+            values, frequency = [] , []
+            for x in valuesList:
+                if x in values:
+                    frequency[values.index(x)] += 1
+                else:
+                    values.append(x)
+                    frequency.append(1)
+            return values, frequency
+
+        ####### Payload Tests #######
         sumPayloadCount = self.stats_db._process_user_defined_query("SELECT sum(payloadCount) FROM interval_statistics")
         pktCount = self.stats_db._process_user_defined_query("SELECT packetCount FROM file_statistics")
         payloadRatio=0
         if(pktCount[0][0]!=0):
             payloadRatio = float(sumPayloadCount[0][0] / pktCount[0][0] * 100)
 
+        ####### TCP checksum Tests #######
         incorrectChecksumCount = self.stats_db._process_user_defined_query("SELECT sum(incorrectTCPChecksumCount) FROM interval_statistics")
         correctChecksumCount = self.stats_db._process_user_defined_query("SELECT avg(correctTCPChecksumCount) FROM interval_statistics")
         incorrectChecksumRatio=0
         if(incorrectChecksumCount[0][0] + correctChecksumCount[0][0])!=0:
             incorrectChecksumRatio = float(incorrectChecksumCount[0][0]  / (incorrectChecksumCount[0][0] + correctChecksumCount[0][0] ) * 100)
 
-        def calc_normalized_avg(valuesList):
-            sumValues = 0
-            for x in valuesList: sumValues += x[0]
-            normalizedValues = []
-            for row in valuesList:
-                normalizedValues.append(float(row[0] ))#/ sumValues))
-            return float(sum(normalizedValues) / len(normalizedValues))
-
+        ####### IP Tests #######
         newIPCount = self.stats_db._process_user_defined_query("SELECT newIPCount FROM interval_statistics")
-        avgNewIPCount = calc_normalized_avg(newIPCount)
+        # Retrieve the last cumulative entropy which is the entropy of the all IPs
         result = self.stats_db._process_user_defined_query("SELECT ipSrcCumEntropy FROM interval_statistics")
         ipSrcEntropy = result[-1][0]
+        ipSrcCount = self.stats_db._process_user_defined_query(
+            "SELECT COUNT(ipAddress) FROM ip_statistics WHERE pktsSent > 0")
+        ipSrcNormEntropy = ipSrcEntropy / log(ipSrcCount[0][0],2)
         result = self.stats_db._process_user_defined_query("SELECT ipDstCumEntropy FROM interval_statistics")
         ipDstEntropy = result[-1][0]
+        ipDstCount = self.stats_db._process_user_defined_query(
+            "SELECT COUNT(ipAddress) FROM ip_statistics WHERE pktsReceived > 0")
+        ipDstNormEntropy = ipDstEntropy / log(ipDstCount[0][0],2)
+
+        ####### Ports Tests #######
+        port0Count = self.stats_db._process_user_defined_query("SELECT SUM(portCount) FROM ip_ports WHERE portNumber = 0")
+        if not port0Count[0][0]:
+            port0Count = 0
+        else:
+            port0Count = port0Count[0][0]
+        reservedPortCount = self.stats_db._process_user_defined_query(
+            "SELECT SUM(portCount) FROM ip_ports WHERE portNumber IN (0,100,114,1023,1024,49151,49152,65535)")# could be extended
+        if not reservedPortCount[0][0]:
+            reservedPortCount = 0
+        else:
+            reservedPortCount = reservedPortCount[0][0]
+        totalPortCount = self.stats_db._process_user_defined_query("SELECT SUM(portCount) FROM ip_ports")
+        reservedPortRatio = (reservedPortCount/ totalPortCount[0][0]) * 100
 
+        ####### TTL Tests #######
         newTTLCount = self.stats_db._process_user_defined_query("SELECT newTTLCount FROM interval_statistics")
-        avgNewTTLCount = calc_normalized_avg(newTTLCount)
         result = self.stats_db._process_user_defined_query("SELECT ttlValue,SUM(ttlCount) FROM ip_ttl GROUP BY ttlValue")
         data, frequency = [], []
         for row in result:
-            data.append(row[0])
             frequency.append(row[1])
-        ttlEntopy = self.calculate_entropy(data,frequency)
+        ttlEntopy, ttlNormEntopy  = self.calculate_entropy(frequency,True)
+        ttlNovelsPerInterval, ttlNovelsPerIntervalFrequency = count_frequncy(newTTLCount)
+        ttlNovelityDistEntropy = self.calculate_entropy(ttlNovelsPerIntervalFrequency)
 
+        ####### Window Size Tests #######
         newWinSizeCount = self.stats_db._process_user_defined_query("SELECT newWinSizeCount FROM interval_statistics")
-        avgNewWinCount = calc_normalized_avg(newWinSizeCount)
         result = self.stats_db._process_user_defined_query("SELECT winSize,SUM(winCount) FROM tcp_syn_win GROUP BY winSize")
         data, frequency = [], []
         for row in result:
-            data.append(row[0])
             frequency.append(row[1])
-        winEntopy = self.calculate_entropy(data, frequency)
+        winEntopy, winNormEntopy = self.calculate_entropy(frequency, True)
+        winNovelsPerInterval, winNovelsPerIntervalFrequency = count_frequncy(newWinSizeCount)
+        winNovelityDistEntropy = self.calculate_entropy(winNovelsPerIntervalFrequency)
 
+        ####### ToS Tests #######
         newToSCount = self.stats_db._process_user_defined_query("SELECT newToSCount FROM interval_statistics")
-        avgNewToSCount = calc_normalized_avg(newToSCount)
         result = self.stats_db._process_user_defined_query(
             "SELECT tosValue,SUM(tosCount) FROM ip_tos GROUP BY tosValue")
         data, frequency = [], []
         for row in result:
-            data.append(row[0])
             frequency.append(row[1])
-        tosEntopy = self.calculate_entropy(data, frequency)
+        tosEntopy, tosNormEntopy = self.calculate_entropy(frequency, True)
+        tosNovelsPerInterval, tosNovelsPerIntervalFrequency = count_frequncy(newToSCount)
+        tosNovelityDistEntropy = self.calculate_entropy(tosNovelsPerIntervalFrequency)
 
+        ####### MSS Tests #######
         newMSSCount = self.stats_db._process_user_defined_query("SELECT newMSSCount FROM interval_statistics")
-        avgNewMSSCount = calc_normalized_avg(newMSSCount)
         result = self.stats_db._process_user_defined_query(
             "SELECT mssValue,SUM(mssCount) FROM tcp_mss_dist GROUP BY mssValue")
         data, frequency = [], []
         for row in result:
-            data.append(row[0])
             frequency.append(row[1])
-        mssEntopy = self.calculate_entropy(data, frequency)
+        mssEntopy, mssNormEntopy = self.calculate_entropy(frequency, True)
+        mssNovelsPerInterval, mssNovelsPerIntervalFrequency = count_frequncy(newMSSCount)
+        mssNovelityDistEntropy = self.calculate_entropy(mssNovelsPerIntervalFrequency)
+
+        result = self.stats_db._process_user_defined_query("SELECT SUM(mssCount) FROM tcp_mss_dist WHERE mssValue > 536 AND mssValue < 1460")
+        # The most used range of MSS: 536 < MSS < 1460. Calculate the ratio of the values in this range to total values.
+        mss5361460 = (result[0][0] / sum(frequency)) * 100
 
         return [("Payload ratio", payloadRatio, "%"),
                 ("Incorrect TCP checksum ratio", incorrectChecksumRatio, "%"),
-                ("Avg. new IP", avgNewIPCount, ""),
                 ("IP Src Entropy", ipSrcEntropy, ""),
+                ("IP Src Normalized Entropy", ipSrcNormEntropy, ""),
                 ("IP Dst Entropy", ipDstEntropy, ""),
-                ("Avg. new TTL", avgNewTTLCount, ""),
+                ("IP Dst Normalized Entropy", ipDstNormEntropy, ""),
+                ("Port 0 count", port0Count, ""),
+                ("Reserved ports", reservedPortRatio, "%"),
                 ("TTL Entropy", ttlEntopy, ""),
-                ("Avg. new WinSize", avgNewWinCount, ""),
+                ("TTL Normalized Entropy", ttlNormEntopy, ""),
+                ("TTL Distribution Entropy", ttlNovelityDistEntropy, ""),
                 ("WinSize Entropy", winEntopy, ""),
-                ("Avg. new ToS", avgNewToSCount, ""),
+                ("WinSize Normalized Entropy", winNormEntopy, ""),
+                ("WinSize Distribution Entropy", winNovelityDistEntropy, ""),
                 ("ToS Entropy", tosEntopy, ""),
-                ("Avg. new MSS", avgNewMSSCount, ""),
-                ("MSS Entropy", mssEntopy, "")]
+                ("ToS Normalized Entropy", tosNormEntopy, ""),
+                ("ToS Distribution Entropy", tosNovelityDistEntropy, ""),
+                ("MSS Entropy", mssEntopy, ""),
+                ("MSS Normalized Entropy", mssNormEntopy, ""),
+                ("MSS Distribution Entropy", mssNovelityDistEntropy, ""),
+                ("536 < MSS < 1460", mss5361460, "%")]
 
     def write_statistics_to_file(self):
         """
@@ -324,6 +374,24 @@ class Statistics:
         result_dict = {key: value for (key, value) in result}
         return result_dict
 
+    # Aidmar
+    def get_mss_distribution(self, ipAddress: str):
+        result = self.process_db_query('SELECT mssValue, mssCount from tcp_mss_dist WHERE ipAddress="' + ipAddress + '"')
+        result_dict = {key: value for (key, value) in result}
+        return result_dict
+
+    # Aidmar
+    def get_win_distribution(self, ipAddress: str):
+        result = self.process_db_query('SELECT winSize, winCount from tcp_syn_win WHERE ipAddress="' + ipAddress + '"')
+        result_dict = {key: value for (key, value) in result}
+        return result_dict
+
+    # Aidmar
+    def get_tos_distribution(self, ipAddress: str):
+        result = self.process_db_query('SELECT tosValue, tosCount from ip_tos WHERE ipAddress="' + ipAddress + '"')
+        result_dict = {key: value for (key, value) in result}
+        return result_dict
+
     def get_random_ip_address(self, count: int = 1):
         """
         :param count: The number of IP addreses to return
@@ -344,19 +412,6 @@ class Statistics:
         """
         return self.process_db_query('macAddress(ipAddress=' + ipAddress + ")")
 
-    # Aidmar - comment out
-    # def get_mss(self, ipAddress: str):
-    #     """
-    #     :param ipAddress: The IP address whose used MSS should be determined
-    #     :return: The TCP MSS value used by the IP address, or if the IP addresses never specified a MSS,
-    #     then None is returned
-    #     """
-    #     mss_value = self.process_db_query('SELECT mss from tcp_mss WHERE ipAddress="' + ipAddress + '"')
-    #     if isinstance(mss_value, int):
-    #         return mss_value
-    #     else:
-    #         return None
-
     # Aidmar
     def get_most_used_mss(self, ipAddress: str):
         """
@@ -1003,37 +1058,3 @@ class Statistics:
                 complement_interval_pps.append((row[0], int(pps * (maxPPS - row[1]) / maxPPS)))
 
         return complement_interval_pps
-
-
-
-
-"""
- # Aidmar      
-
-            # bhattacharyya test
-            import math
-
-            def mean(hist):
-                mean = 0.0;
-                for i in hist:
-                    mean += i;
-                mean /= len(hist);
-                return mean;
-
-            def bhatta(hist1, hist2):
-                # calculate mean of hist1
-                h1_ = mean(hist1);
-
-                # calculate mean of hist2
-                h2_ = mean(hist2);
-
-                # calculate score
-                score = 0;
-                for i in range(len(hist1)):
-                    score += math.sqrt(hist1[i] * hist2[i]);
-                # print h1_,h2_,score;
-                score = math.sqrt(1 - (1 / math.sqrt(h1_ * h2_ * len(hist1) * len(hist1))) * score);
-                return score;
-
-            print("\nbhatta distance: " + str(bhatta(graphy, graphy_aftr)))
-"""

code/ID2TLib/StatsDatabase.py

@@ -59,9 +59,7 @@ class StatsDatabase:
         """
         :return: True if the database was already existent, otherwise False
         """
-        # Aidmar - for testing: return false always
         return self.existing_db
-        #return False
 
     @staticmethod
     def _get_selector_keywords():
@@ -192,7 +190,7 @@ class StatsDatabase:
             "avg.kbytesreceived": "SELECT avg(kbytesReceived) from ip_statistics",
             "avg.kbytessent": "SELECT avg(kbytesSent) from ip_statistics",
             "avg.ttlvalue": "SELECT avg(ttlValue) from ip_ttl",
-            #"avg.mss": "SELECT avg(mss) from tcp_mss",
+            #"avg.mss": "SELECT avg(mss) from tcp_mss_dist",
             "all.ipaddress": "SELECT ipAddress from ip_statistics",
             "all.ttlvalue": "SELECT DISTINCT ttlValue from ip_ttl",
             #"all.mss": "SELECT DISTINCT mss from tcp_mss",

code/capture_1.pcap.stat

@@ -0,0 +1,40 @@
+====================== 
+PCAP file information 
+====================== 
+Pcap file:	capture_1.pcap
+#Packets:	23211 packets
+Capture length:	32.503 seconds
+Capture start:	2017-06-12 15:40:36.142820
+Capture end:	2017-06-12 15:47:08.645789
+====================== 
+General statistics 
+====================== 
+Avg. packet rate:	714.1194 packets/sec
+Avg. packet size:	0.0 kbytes
+Avg. packets sent:	321.0 packets
+Avg. bandwidth in:	57.2475 kbit/s
+Avg. bandwidth out:	57.2475 kbit/s
+====================== 
+Tests statistics 
+====================== 
+Payload ratio:	60.0362 %
+Incorrect TCP checksum ratio:	0.0 %
+IP Src Entropy:	3.333 
+IP Src Normalized Entropy:	0.5494 
+IP Dst Entropy:	2.8234 
+IP Dst Normalized Entropy:	0.4606 
+Port 0 count:	0 
+Reserved ports:	0.0 %
+TTL Entropy:	2.8017 
+TTL Normalized Entropy:	0.5892 
+TTL Distribution Entropy:	0.8138 
+WinSize Entropy:	1.9959 
+WinSize Normalized Entropy:	0.6008 
+WinSize Distribution Entropy:	0.415 
+ToS Entropy:	0.3158 
+ToS Normalized Entropy:	0.1579 
+ToS Distribution Entropy:	0.2219 
+MSS Entropy:	1.5384 
+MSS Normalized Entropy:	0.7692 
+MSS Distribution Entropy:	0.2219 
+536 < MSS < 1460:	50.0 %

code_boost/src/cxx/pcap_processor.cpp

@@ -161,11 +161,6 @@ void pcap_processor::collect_statistics() {
         
         // Save timestamp of last packet into statistics
         stats.setTimestampLastPacket(lastProcessedPacket);
-
-        // TO-DO: to delete
-        //for (auto it = stats.dscp_distribution.begin(); it != stats.dscp_distribution.end(); ++it) {
-        //    std::cout<<it->first<<","<<it->second<<"\n";
-        //}
     }
 }
 
@@ -238,8 +233,7 @@ void pcap_processor::process_packets(const Packet &pkt) {
         stats.assignMacAddress(ipAddressSender, macAddressSender);
         stats.assignMacAddress(ipAddressReceiver, macAddressReceiver);
     } else {
-        //std::cout << "Unknown PDU Type on L3: " << pdu_l3_type << std::endl;
-        // TO-DO: add this to tests
+        std::cout << "Unknown PDU Type on L3: " << pdu_l3_type << std::endl;
     }
 
     // Layer 4 - Transport -------------------------------
@@ -269,10 +263,10 @@ void pcap_processor::process_packets(const Packet &pkt) {
             
             // Aidmar
             // Check window size for SYN noly
-            if(tcpPkt.get_flag(TCP::SYN)) {
+            //if(tcpPkt.get_flag(TCP::SYN)) {
                 int win = tcpPkt.window();
                 stats.incrementWinCount(ipAddressSender, win);
-            }
+            //}
 
             try {                                                                
                 int val = tcpPkt.mss();
@@ -326,7 +320,7 @@ bool inline pcap_processor::file_exists(const std::string &filePath) {
  */
 //int main() {
 //    std::cout << "Starting application." << std::endl;
-//    pcap_processor pcap = pcap_processor("/home/anonymous/Downloads/ID2T-toolkit/captures/col/capture_3.pcap", "True");
+//    pcap_processor pcap = pcap_processor("/home/anonymous/Downloads/ID2T-toolkit/code/20min_iscx_11jun.pcap", "False");
 //
 //    long double t = pcap.get_timestamp_mu_sec(87);
 //    std::cout << t << std::endl;

code_boost/src/cxx/pcap_processor.h

@@ -5,9 +5,8 @@
 #ifndef CPP_PCAPREADER_MAIN_H
 #define CPP_PCAPREADER_MAIN_H
 
-// Aidmar
-#include <iomanip>
 
+#include <iomanip>
 #include <tins/tins.h>
 #include <iostream>
 #include <time.h>

code_boost/src/cxx/statistics.cpp

@@ -1,23 +1,20 @@
-// Aidmar
 #include <iostream>
 #include <fstream>
 #include <vector>
 #include <math.h>
-
 #include <sstream>
 #include <SQLiteCpp/SQLiteCpp.h>
 #include "statistics_db.h"
 #include "statistics.h"
 #include "utilities.h"
 
-// Aidmar
 using namespace Tins;
 
 
 // Aidmar
 /**
  * Checks if ToS is valid according to RFC2472 and increments counter.
- * @param uint8_t ToS ToS values to be checked.
+ * @param uint8_t ToS value to be checked.
  */
 void statistics::checkToS(uint8_t ToS) {
     if(this->getDoTests()) {
@@ -30,11 +27,6 @@ void statistics::checkToS(uint8_t ToS) {
             std::bitset<6> dscpBit(dscpStream.str());
             int dscpInt = (int)(dscpBit.to_ulong());
 
-//            std::stringstream ipPrecStream;
-//            ipPrecStream <<tosBit[7]<<tosBit[6]<<tosBit[5];
-//            std::bitset<6> ipPrecedenceBit(ipPrecStream.str());
-//            int ipPrecedenceInt = (int)(ipPrecedenceBit.to_ulong());
-
             // Commonly Used DSCP Values according to RFC2472. The value 2 was added because it is massively used.
             int validValues[] = {0,2,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,38,40,46,48,56};
             bool exists = std::find(std::begin(validValues), std::end(validValues), dscpInt) != std::end(validValues);
@@ -153,18 +145,12 @@ std::vector<float> statistics::calculateIPsCumEntropy(){
             IPsDstProb.push_back((float)i->second.pkts_received/packetCount);
         }
 
-        //std::chrono::high_resolution_clock::time_point t2 = std::chrono::high_resolution_clock::now();
-        //auto duration = std::chrono::duration_cast<std::chrono::microseconds>( t2 - t1 ).count()*1e-6;
-        //std::cout<< "CumEntCalc -> ip_statistics loop: " << duration << " sec" << std::endl;
-
-
         // Calculate IP source entropy
         float IPsSrcEntropy = 0;
         for(unsigned i=0; i < IPsSrcProb.size();i++){
             if (IPsSrcProb[i] > 0)
                 IPsSrcEntropy += - IPsSrcProb[i]*log2(IPsSrcProb[i]);
         }
-        //std::cout << packetCount << ": SrcEnt: " << IPsSrcEntropy << "\n";
 
         // Calculate IP destination entropy
         float IPsDstEntropy = 0;
@@ -172,7 +158,6 @@ std::vector<float> statistics::calculateIPsCumEntropy(){
             if (IPsDstProb[i] > 0)
                 IPsDstEntropy += - IPsDstProb[i]*log2(IPsDstProb[i]);
         }
-        //std::cout << packetCount << ": DstEnt: " << IPsDstEntropy << "\n";
 
         std::vector<float> entropies = {IPsSrcEntropy, IPsDstEntropy};
         return entropies;
@@ -628,9 +613,6 @@ void statistics::writeToDatabase(std::string database_path) {
     db.writeStatisticsWin(win_distribution);
     db.writeStatisticsConv(conv_statistics);
     db.writeStatisticsInterval(interval_statistics);
-
-    // Aidmar - Tests
-
 }
 
 /**

code_boost/src/cxx/statistics.h

@@ -249,20 +249,24 @@ struct entry_intervalStat {
  * - Number of packets from B to A
  */
 struct entry_convStat {
-    long pkts_A_B;
-    long pkts_B_A;
-    std::vector<std::chrono::microseconds> pkts_A_B_timestamp;
-    std::vector<std::chrono::microseconds> pkts_B_A_timestamp;
+//    long pkts_A_B;
+//    long pkts_B_A;
+//    std::vector<std::chrono::microseconds> pkts_A_B_timestamp;
+//    std::vector<std::chrono::microseconds> pkts_B_A_timestamp;
+    long pkts_count;
+    float avg_pkt_rate;
+    std::vector<std::chrono::microseconds> pkts_timestamp;
     std::vector<std::chrono::microseconds> pkts_delay;
-    //std::chrono::duration<double, std::micro> median_delay;
     std::chrono::microseconds avg_delay;
+    std::chrono::microseconds standardDeviation_delay;
     
     bool operator==(const entry_convStat &other) const {
-        return pkts_A_B == other.pkts_A_B
-               && pkts_A_B_timestamp == other.pkts_A_B_timestamp
-               && pkts_B_A_timestamp == other.pkts_B_A_timestamp
+        return pkts_count == other.pkts_count
+               && avg_pkt_rate == avg_pkt_rate
+               && pkts_timestamp == other.pkts_timestamp
                && pkts_delay == other.pkts_delay
-               && avg_delay == other.avg_delay;
+               && avg_delay == other.avg_delay
+               && standardDeviation_delay == other.standardDeviation_delay;
     }
 };
 
@@ -450,8 +454,6 @@ public:
     // Aidmar
     bool getDoTests();
     void setDoTests(bool var);
-    // TO-DO: move to private section
-    std::unordered_map<int, int> dscp_distribution;
 
 private:
     /*
@@ -484,8 +486,6 @@ private:
     int lastIntervalCumNewToSCount = 0;
     int lastIntervalCumNewMSSCount = 0;
 
-
-
     /*
      * Data containers
      */
@@ -520,6 +520,10 @@ private:
     // {IP Address, MAC Address}
     std::unordered_map<std::string, std::string> ip_mac_mapping;
 
+    // Aidmar
+    // {DSCP value, count}
+    std::unordered_map<int, int> dscp_distribution;
+
     // Aidmar - comment out
     // {IP Address, avg MSS}
     //std::unordered_map<std::string, int> ip_sumMss;

code_boost/src/cxx/statistics_db.cpp

@@ -176,33 +176,6 @@ void statistics_db::writeStatisticsIpMac(std::unordered_map<std::string, std::st
     }
 }
 
-// Aidmar - comment out
-/**
- * Writes the MSS statistics into the database.
- * @param mssStatistics The MSS statistics from class statistics.
- */
-//void statistics_db::writeStatisticsMss(std::unordered_map<std::string, int> mssStatistics) {
-//    try {
-//        db->exec("DROP TABLE IF EXISTS tcp_mss");
-//        SQLite::Transaction transaction(*db);
-//        const char *createTable = "CREATE TABLE tcp_mss ("
-//                "ipAddress TEXT,"
-//                "mss INTEGER);";
-//        db->exec(createTable);
-//        SQLite::Statement query(*db, "INSERT INTO tcp_mss VALUES (?, ?)");
-//        for (auto it = mssStatistics.begin(); it != mssStatistics.end(); ++it) {
-//            query.bind(1, it->first);
-//            query.bind(2, it->second);
-//            query.exec();
-//            query.reset();
-//        }
-//        transaction.commit();
-//    }
-//    catch (std::exception &e) {
-//        std::cout << "Exception in statistics_db: " << e.what() << std::endl;
-//    }
-//}
-
 /**
  * Writes general file statistics into the database.
  * @param packetCount The number of packets in the PCAP file.

code_boost/src/cxx/utilities.cpp

@@ -73,12 +73,6 @@ std::string getIPv4Class(std::string ipAddress){
     else if (b1 >= 240 && b1 <= 254)
         ipClass = "E"; // Experimental; used for research    
     }
-    /*
-     // Could be done by using libtin IPv4Address
-    IPv4Range range = IPv4Address("192.168.1.0") / 24;
-    range.contains("192.168.1.250"); // Yey, it belongs to this network
-    range.contains("192.168.0.100"); // NOPE
-    */
     return ipClass;
 }
 

res.txt

@@ -0,0 +1,3596 @@
+Input file: code/20min_iscx_11jun.pcap
+Located statistics database at:  /home/anonymous/ID2T_data/db/224/205/063d40f4e7a4.sqlite3
+Loaded file statistics in 0.00 sec from statistics database.
+
+Creating attack instance of PortscanAttack
+Validating and adding attack parameters.
+Generating attack packets... done. (total: 893 pkts.)
+Generated Attack in 2.64 sec
+Merging base pcap with single attack pcap... done.
+Deleting intermediate attack pcap...done.
+         2234751 function calls (2177243 primitive calls) in 4.416 seconds
+
+   Ordered by: standard name
+
+   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
+       15    0.000    0.000    0.001    0.000 <frozen importlib._bootstrap>:1043(__import__)
+      624    0.003    0.000    0.003    0.000 <frozen importlib._bootstrap>:119(release)
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+      381    0.000    0.000    0.000    0.000 <frozen importlib._bootstrap>:225(_verbose_message)
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