Adding new devices under test.
[pingpong.git] / Code / Projects / SmartPlugDetector / src / main / java / edu / uci / iotproject / Main.java
index 022052f6201509dc8551af0807691da782907d4a..820ade09681136e5d76e28f49b9780b15d97de21 100644 (file)
@@ -49,16 +49,38 @@ public class Main {
         final String offPairsPath = "/scratch/July-2018/off.txt";
 
         // 1) D-Link July 26 experiment
-        final String inputPcapFile = path + "/2018-07/dlink/dlink.wlan1.local.pcap";
-        final String outputPcapFile = path + "/2018-07/dlink/dlink-processed.pcap";
-        final String triggerTimesFile = path + "/2018-07/dlink/dlink-july-26-2018.timestamps";
-        final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
+//        final String inputPcapFile = path + "/2018-07/dlink/dlink.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-07/dlink/dlink-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-07/dlink/dlink-july-26-2018.timestamps";
+//        final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
+          // Actual training
+//        final String inputPcapFile = path + "/2018-10/dlink-plug/dlink-plug.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-10/dlink-plug/dlink-plug-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-10/dlink-plug/dlink-plug-oct-17-2018.timestamps";
+//        final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
+        // TODO: EXPERIMENT - November 7, 2018
+//        final String inputPcapFile = path + "/experimental_result/standalone/dlink-plug/wlan1/dlink-plug.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/dlink-plug/wlan1/dlink-plug-processed.pcap";
+//        final String triggerTimesFile = path + "/experimental_result/standalone/dlink-plug/timestamps/dlink-plug-nov-7-2018.timestamps";
+//        //final String deviceIp = "192.168.1.199"; // .246 == phone; .199 == dlink plug?
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .199 == dlink plug?
 
         // 2) TP-Link July 25 experiment
 //        final String inputPcapFile = path + "/2018-07/tplink/tplink.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-07/tplink/tplink-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-07/tplink/tplink-july-25-2018.timestamps";
 //        final String deviceIp = "192.168.1.159";
+          // Actual training
+//        final String inputPcapFile = path + "/2018-10/tplink-plug/tplink-plug.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-10/tplink-plug/tplink-plug-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-10/tplink-plug/tplink-plug-oct-17-2018.timestamps";
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .159 == tplink plug
+        // TODO: EXPERIMENT - November 8, 2018
+//        final String inputPcapFile = path + "/experimental_result/standalone/tplink-plug/wlan1/tplink-plug.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/tplink-plug/wlan1/tplink-plug-processed.pcap";
+//        final String triggerTimesFile = path + "/experimental_result/standalone/tplink-plug/timestamps/tplink-plug-nov-8-2018.timestamps";
+//        final String deviceIp = "192.168.1.159"; // .246 == phone; .159 == tplink plug
+////        final String deviceIp = "192.168.1.246"; // .246 == phone; .159 == tplink plug
 
         // 2b) TP-Link July 25 experiment TRUNCATED:
         // Only contains "true local" events, i.e., before the behavior changes to remote-like behavior.
@@ -72,13 +94,26 @@ public class Main {
 //        final String inputPcapFile = path + "/2018-07/stplug/stplug.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-07/stplug/stplug-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-07/stplug/smartthings-july-25-2018.timestamps";
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+        // October 18
+//        final String inputPcapFile = path + "/2018-10/st-plug/st-plug.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-10/st-plug/st-plug-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-10/st-plug/st-plug-oct-18-2018.timestamps";
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+        // TODO: EXPERIMENT - November 12, 2018
+//        final String inputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/st-plug/wlan1/st-plug-processed.pcap";
+////        final String inputPcapFile = path + "/experimental_result/standalone/st-plug/eth1/st-plug.eth1.local.pcap";
+////        final String outputPcapFile = path + "/experimental_result/standalone/st-plug/eth1/st-plug-processed.pcap";
+//        final String triggerTimesFile = path + "/experimental_result/standalone/st-plug/timestamps/st-plug-nov-12-2018.timestamps";
+////        final String deviceIp = "192.168.1.142"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
 //        final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
 
         // 4) Wemo July 30 experiment
 //        final String inputPcapFile = path + "/2018-07/wemo/wemo.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-07/wemo/wemo-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-07/wemo/wemo-july-30-2018.timestamps";
-//        final String deviceIp = "192.168.1.145";
+//        final String deviceIp = "192.168.1.145";  // .246 == phone; .145 == WeMo
 
         // 5) Wemo Insight July 31 experiment
 //        final String inputPcapFile = path + "/2018-07/wemoinsight/wemoinsight.wlan1.local.pcap";
@@ -90,32 +125,65 @@ public class Main {
 //        final String inputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/tplink-bulb/tplinkbulb-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/tplink-bulb/tplink-bulb-aug-3-2018.timestamps";
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == TP-Link bulb
+        // TODO: EXPERIMENT - November 16, 2018
+        final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/wlan1/tplink-bulb.wlan1.local.pcap";
+        final String outputPcapFile = path + "/experimental_result/standalone/tplink-bulb/wlan1/tplink-bulb-processed.pcap";
+//        final String inputPcapFile = path + "/experimental_result/standalone/tplink-bulb/eth0/tplink-bulb.eth1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/tplink-bulb/eth0/tplink-bulb-processed.pcap";
+        final String triggerTimesFile = path + "/experimental_result/standalone/tplink-bulb/timestamps/tplink-bulb-nov-16-2018.timestamps";
 //        final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == TP-Link bulb
+        final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == TP-Link bulb
 
         // 7) Kwikset Doorlock August 6 experiment
-//        final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.wlan1.local.pcap";
+//        final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.data.wlan1.pcap";
+////        final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-processed.pcap";
-//        final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-aug-6-2018.timestamps";
+////        final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-aug-6-2018.timestamps";
+//        final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-8hr-data-oct-11-2018.timestamps";
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+        // TODO: EXPERIMENT - November 10, 2018
+//        final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/wlan1/kwikset-doorlock-processed.pcap";
+////        final String inputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/eth1/kwikset-doorlock.eth1.local.pcap";
+////        final String outputPcapFile = path + "/experimental_result/standalone/kwikset-doorlock/eth1/kwikset-doorlock-processed.pcap";
+//        final String triggerTimesFile = path + "/experimental_result/standalone/kwikset-doorlock/timestamps/kwikset-doorlock-nov-10-2018.timestamps";
+////        final String deviceIp = "192.168.1.142"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
 //        final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
 
         // September 12, 2018 - includes both wlan1 and eth1 interfaces
-        //final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.wlan1.local.pcap";
-//        final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.eth1.local.pcap";
+//        final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.wlan1.local.pcap";
+//        //final String inputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3.eth1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/kwikset-doorlock/kwikset3-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/kwikset-doorlock/kwikset-doorlock-sept-12-2018.timestamps";
-//        final String deviceIp = "192.168.1.142"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .142 == SmartThings Hub (note: use eth0 capture for this!)
 
         // 8) Hue Bulb August 7 experiment
 //        final String inputPcapFile = path + "/2018-08/hue-bulb/hue-bulb.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/hue-bulb/hue-bulb-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/hue-bulb/hue-bulb-aug-7-2018.timestamps";
 //        final String deviceIp = "192.168.1.246";
+        // October 30 experiment
+//        final String inputPcapFile = path + "/2018-10/hue-bulb/hue-bulb.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-10/hue-bulb/hue-bulb-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-10/hue-bulb/hue-bulb-oct-30-2018.timestamps";
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .100 == Hue hub
 
         // 9) Lifx Bulb August 8 experiment
 //        final String inputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/lifx-bulb/lifx-bulb-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/lifx-bulb/lifx-bulb-aug-8-2018.timestamps";
 //        final String deviceIp = "192.168.1.246"; // .246 == phone; .231 == Lifx
+        // October 18
+//        final String inputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-10/lifx-bulb/lifx-bulb-oct-18-2018.timestamps";
+//        final String deviceIp = "192.168.1.231"; // .246 == phone; .231 == Lifx
+        // November 1
+//        final String inputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-10/lifx-bulb/lifx-bulb-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-10/lifx-bulb/lifx-bulb-nov-1-2018.timestamps";
+//        final String deviceIp = "192.168.1.231"; // .246 == phone; .231 == Lifx
 
         // 10) Amcrest Camera August 9 experiment
 //        final String inputPcapFile = path + "/2018-08/amcrest-camera/amcrest-camera.wlan1.local.pcap";
@@ -127,24 +195,54 @@ public class Main {
 //        final String inputPcapFile = path + "/2018-08/arlo-camera/arlo-camera.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/arlo-camera/arlo-camera-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/arlo-camera/arlo-camera-aug-10-2018.timestamps";
-//        final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == camera
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == camera
+        // TODO: EXPERIMENT - November 13, 2018
+//        final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/arlo-camera/wlan1/arlo-camera-processed.pcap";
+////        final String inputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera.eth1.local.pcap";
+////        final String outputPcapFile = path + "/experimental_result/standalone/arlo-camera/eth0/arlo-camera-processed.pcap";
+//        final String triggerTimesFile = path + "/experimental_result/standalone/arlo-camera/timestamps/arlo-camera-nov-13-2018.timestamps";
+////        final String deviceIp = "192.168.1.140"; // .246 == phone; .140 == camera
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .140 == camera
 
         // 12) Blossom sprinkler August 13 experiment
 //        final String inputPcapFile = path + "/2018-08/blossom/blossom.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/blossom/blossom-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/blossom/blossom-aug-13-2018.timestamps";
-//        final String deviceIp = "192.168.1.246"; // .246 == phone; .229 == sprinkler
+//        final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
+        // 2 November
+//        final String inputPcapFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-10/blossom-sprinkler/blossom-sprinkler-nov-2-2018.timestamps";
+//        final String deviceIp = "192.168.1.229"; // .246 == phone; .229 == sprinkler
 
 //        // 13) DLink siren August 14 experiment
 //        final String inputPcapFile = path + "/2018-08/dlink-siren/dlink-siren.wlan1.local.pcap";
+//        //final String inputPcapFile = path + "/evaluation/dlink-siren/dlink-siren.data.wlan1.pcap";
 //        final String outputPcapFile = path + "/2018-08/dlink-siren/dlink-siren-processed.pcap";
-//        final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-aug-14-2018.timestamps";
+//        final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-oct-12-2018.timestamps";
+//        //final String triggerTimesFile = path + "/2018-08/dlink-siren/dlink-siren-aug-14-2018.timestamps";
+//        //final String triggerTimesFile = path + "/actual/timestamps/dlink-siren-8hr-data-oct-10-2018.timestamps";
 //        final String deviceIp = "192.168.1.246"; // .246 == phone; .183 == siren
+        // TODO: EXPERIMENT - November 9, 2018
+//        final String inputPcapFile = path + "/experimental_result/standalone/dlink-siren/wlan1/dlink-siren.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/dlink-siren/wlan1/dlink-siren-processed.pcap";
+//        final String triggerTimesFile = path + "/experimental_result/standalone/dlink-siren/timestamps/dlink-siren-nov-9-2018.timestamps";
+//        final String deviceIp = "192.168.1.183"; // .246 == phone; .183 == siren
+////        final String deviceIp = "192.168.1.246"; // .246 == phone; .183 == siren
 
         // 14) Nest thermostat August 15 experiment
 //        final String inputPcapFile = path + "/2018-08/nest/nest.wlan1.local.pcap";
 //        final String outputPcapFile = path + "/2018-08/nest/nest-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/nest/nest-aug-15-2018.timestamps";
+//        final String deviceIp = "192.168.1.246"; // .246 == phone; .127 == Nest thermostat
+        // TODO: EXPERIMENT - November 14, 2018
+//        final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/wlan1/nest-thermostat.wlan1.local.pcap";
+//        final String outputPcapFile = path + "/experimental_result/standalone/nest-thermostat/wlan1/nest-thermostat-processed.pcap";
+////        final String inputPcapFile = path + "/experimental_result/standalone/nest-thermostat/eth0/nest-thermostat.eth1.local.pcap";
+////        final String outputPcapFile = path + "/experimental_result/standalone/nest-thermostat/eth0/nest-thermostat-processed.pcap";
+//        final String triggerTimesFile = path + "/experimental_result/standalone/nest-thermostat/timestamps/nest-thermostat-nov-15-2018.timestamps";
+////        final String deviceIp = "192.168.1.127"; // .246 == phone; .127 == Nest thermostat
 //        final String deviceIp = "192.168.1.246"; // .246 == phone; .127 == Nest thermostat
 
         // 15) Alexa August 16 experiment
@@ -163,6 +261,16 @@ public class Main {
 //        final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
 //        final String triggerTimesFile = path + "/2018-08/noise/noise-sept-17-2018.timestamps";
 //        final String deviceIp = "192.168.1.142"; //  .142 == SmartThings Hub; .199 == dlink plug; .183 == siren
+        // September 26 - D-Link noise
+//        final String inputPcapFile = path + "/2018-08/noise/noise.dlink.wlan1.pcap";
+//        final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-08/noise/dlink-noise-sept-26-2018.timestamps";
+//        final String deviceIp = "192.168.1.183"; //  .199 == dlink plug; .183 == siren
+        // September 27 - Kwikset noise
+//        final String inputPcapFile = path + "/2018-08/noise/noise.kwikset.eth1.pcap";
+//        final String outputPcapFile = path + "/2018-08/noise/noise-processed.pcap";
+//        final String triggerTimesFile = path + "/2018-08/noise/kwikset-doorlock-noise-sept-27-2018.timestamps";
+//        final String deviceIp = "192.168.1.142"; //  .142 == SmartThings Hub;
 
         TriggerTimesFileReader ttfr = new TriggerTimesFileReader();
         List<Instant> triggerTimes = ttfr.readTriggerTimes(triggerTimesFile, false);
@@ -272,9 +380,11 @@ public class Main {
         Stream.concat(Stream.of(onPairs), Stream.of(offPairs)).flatMap(List::stream).forEach(p -> p.setDnsMap(dnsMap));
         // Perform clustering on conversation logged as part of all ON events.
         DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 45);
+        //DBSCANClusterer<PcapPacketPair> onClusterer = new DBSCANClusterer<>(10.0, 10);
         List<Cluster<PcapPacketPair>> onClusters = onClusterer.cluster(onPairs);
         // Perform clustering on conversation logged as part of all OFF events.
         DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 45);
+        //DBSCANClusterer<PcapPacketPair> offClusterer = new DBSCANClusterer<>(10.0, 10);
         List<Cluster<PcapPacketPair>> offClusters = offClusterer.cluster(offPairs);
         // Sort the conversations as reference
         List<Conversation> sortedAllConversation = TcpConversationUtils.sortConversationList(allConversations);
@@ -289,6 +399,7 @@ public class Main {
             System.out.println(String.format("<<< Cluster #%02d (%03d points) >>>", ++count, c.getPoints().size()));
             System.out.print(PrintUtils.toSummaryString(c));
             if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+            //if(c.getPoints().size() > 25) {
                 // Print to file
                 List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
                 ppListOfListListOn.add(ppListOfList);
@@ -296,11 +407,22 @@ public class Main {
         }
         // TODO: Merging test
         ppListOfListListOn = PcapPacketUtils.mergeSignatures(ppListOfListListOn, sortedAllConversation);
-        count = 0;
-        for (List<List<PcapPacket>> ll : ppListOfListListOn) {
+        ppListOfListListOn = PcapPacketUtils.sortSignatures(ppListOfListListOn);
+        // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
+        //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 2);
+        // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
+        //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
+        // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
+        // TODO: This sequence actually belongs to the local communication between the plug and the phone
+        //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOn, 0);
+        PcapPacketUtils.printSignatures(ppListOfListListOn);
+        //count = 0;
+        /*for (List<List<PcapPacket>> ll : ppListOfListListOn) {
             PrintUtils.serializeClustersIntoFile("./onSignature" + ++count + ".sig", ll);
-            ppListOfListReadOn.add(PrintUtils.serializeClustersFromFile("./onSignature" + count + ".sig"));
-        }
+            ppListOfListReadOn.add(PrintUtils.deserializeClustersFromFile("./onSignature" + count + ".sig"));
+        }*/
+        PrintUtils.serializeSignatureIntoFile("./onSignature.sig", ppListOfListListOn);
+        ppListOfListReadOn = PrintUtils.deserializeSignatureFromFile("./onSignature.sig");
 
         System.out.println("========================================");
         System.out.println("       Clustering results for OFF       ");
@@ -312,6 +434,7 @@ public class Main {
             System.out.println(String.format("<<< Cluster #%03d (%06d points) >>>", ++count, c.getPoints().size()));
             System.out.print(PrintUtils.toSummaryString(c));
             if(c.getPoints().size() > 45 && c.getPoints().size() < 55) {
+            //if(c.getPoints().size() > 25) {
                 // Print to file
                 List<List<PcapPacket>> ppListOfList = PcapPacketUtils.clusterToListOfPcapPackets(c);
                 ppListOfListListOff.add(ppListOfList);
@@ -319,12 +442,24 @@ public class Main {
         }
         // TODO: Merging test
         ppListOfListListOff = PcapPacketUtils.mergeSignatures(ppListOfListListOff, sortedAllConversation);
-        count = 0;
-        for (List<List<PcapPacket>> ll : ppListOfListListOff) {
+        //ppListOfListListOff = PcapPacketUtils.sortSignatures(ppListOfListListOff);
+        // TODO: Need to remove sequence number 1 for Nest Thermostat since it is not a good signature!
+        //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
+        // TODO: Need to remove sequence number 0 for Arlo Camera since it is not a good signature!
+        //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 1);
+        // TODO: Need to remove sequence number 2 for ST plug since it is not a good signature!
+        //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 2);
+        // TODO: Need to remove sequence number 0 for TP-Link plug since it is not a good signature!
+        // TODO: This sequence actually belongs to the local communication between the plug and the phone
+        //PcapPacketUtils.removeSequenceFromSignature(ppListOfListListOff, 0);
+        PcapPacketUtils.printSignatures(ppListOfListListOff);
+        //count = 0;
+        /*for (List<List<PcapPacket>> ll : ppListOfListListOff) {
             PrintUtils.serializeClustersIntoFile("./offSignature" + ++count + ".sig", ll);
-            ppListOfListReadOff.add(PrintUtils.serializeClustersFromFile("./offSignature" + count + ".sig"));
-        }
-
+            ppListOfListReadOff.add(PrintUtils.deserializeClustersFromFile("./offSignature" + count + ".sig"));
+        }*/
+        PrintUtils.serializeSignatureIntoFile("./offSignature.sig", ppListOfListListOff);
+        ppListOfListReadOff = PrintUtils.deserializeSignatureFromFile("./offSignature.sig");
         System.out.println("========================================");
         // ============================================================================================================