The MQTT Layer Session Analyzer

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  • License: GNU General Public License v3 (GPLv3) (GPLv3)
  • Author: Aditya Raj
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Project description

MQTTNetLyzer

Message Queuing Telemetry Transport (MQTT) Network Traffic Analyzer

MQTTNetLyzer is an open-source Python library developed to extract features from MQTT-based network traffic. It analyzes all MQTT packets of a pcap file and generates a dataset, which is essential for developing an Intrusion Detection System (IDS).

MQTTNetLyzer is a session-based analyzer. In essence, it extracts features at the packet level and aggregates them to generate a session. There are several criteria for the aggregation. All packets in a session must have the same source/destination IP address, source/destination port number, client ID, and pub-sub topic. A session is initiated by a CONNECT packet and ended by either a DISCONNECT packet or implemented constraints like maximum session duration, inactivity timeout, etc. MQTTNetLyzer is a bidirectional session generator where the forward direction is determined by the CONNECT packet. MQTTNetLyzer extracts relevant features from an MQTT packet's Network and Transport layers as well.

Additionally, MQTTNetLyzer calculates new features other than raw features and adds them to the session. It also calculates statistical features for some of the features, like mean, median, variance, skewness, etc., in both directions. It is capable of extracting a total of 321 features from a pcap file.

Installation

First, clone this repository on your system by running the following command:

git clone git@github.com:adityaraj218/MQTTNetLyzer.git

To install the MQTTNetLyzer package, it is necessary to have the required libraries installed on your system.

Navigate to the package directory and run the following command to ensure it:

Make sure Python and pip are installed on your system

pip3 install -r requirements.txt

Depending on your OS, execute the following command to install the MQTTNetLyzer package.

On Windows

pip3 install .

On Linux

 python3 setup.py install

To ensure a successful installation, run mqttnetlyzer --version.

Execution

To directly run the analyzer without any configuration file, run the following command:

mqttnetlyzer -i path/to/pcap_file.pcap

You can run mqttnetlyzer -h for more supported commands

Configuration file

Since different users may want to run the program differently, users can alternatively use the configuration file to provide the PCAP file address, customise the analyzer parameters, default behaviours, etc.

To use the configuration file, modify the config.json file provided in the repository:

config.json

{
  "input_pcap_file": "path/to/pcap_file.pcap",
  "output_csv_file": "path/to/output.csv",
  "label": "normal",
  "batch_size": 10000,
  "display_batch_status": true,
  "display_batch_stats": false,
  "restricted_topics": ["admin", "$SYS"]
}

Parameters

  • input_pcap_file: Address of your PCAP file

  • output_csv_file: Desired address of the output file

  • label: Type of packets

  • batch_size: Number of packets to process at once

  • display_batch_status: Displays the number of the batch being processed currently

  • display_batch_stats: Displays stats like the total number of packets, number of MQTT packets, and Analyzing rate for each batch

  • restricted_topics: List of topics to which clients were not supposed to publish or subscribe

Analyzer will count the number of times a client tried to access restricted topics

To run the analyzer using the config.json file, run the following command:

mqttnetlyzer -c path/to/config.json

Features

The MQTTNetLyzer can extract up to 321 features per session. Below is the visual representation of those features in the form of a sunburst chart:

Sunburst Chart

sunburst

Taxonomy of features

The list of features the analyzer can extract are:

fwd: Forward direction bwd: Backward direction mean: mean skew: Skewness std: Standard Deviation var: Variance total: Sum

  • MQTT

    • MQTTMsgLength
      • fwdMQTTMsgLength
        • meanFwdMQTTMsgLength
        • medianFwdMQTTMsgLength
        • varFwdMQTTMsgLength
        • stdFwdMQTTMsgLength
        • skewFwdMQTTMsgLength
        • minFwdMQTTMsgLength
        • maxFwdMQTTMsgLength
        • totalFwdMQTTMsgLength
      • bwdMQTTMsgLength
        • meanBwdMQTTMsgLength
        • medianBwdMQTTMsgLength
        • varBwdMQTTMsgLength
        • stdBwdMQTTMsgLength
        • skewBwdMQTTMsgLength
        • minBwdMQTTMsgLength
        • maxBwdMQTTMsgLength
        • totalBwdMQTTMsgLength
      • MQTTMsgLength
        • meanMQTTMsgLength
        • medianMQTTMsgLength
        • varMQTTMsgLength
        • stdMQTTMsgLength
        • skewMQTTMsgLength
        • minMQTTMsgLength
        • maxMQTTMsgLength
        • totalMQTTMsgLength
    • PublishMsgLen
      • meanPublishMsgLen
      • medianPublishMsgLen
      • varPublishMsgLen
      • stdPublishMsgLen
      • skewPublishMsgLen
      • minPublishMsgLen
      • maxPublishMsgLen
      • totalPublishMsgLen
    • InterPublishTime
      • meanInterPublishTime
      • medianInterPublishTime
      • varInterPublishTime
      • stdInterPublishTime
      • skewInterPublishTime
      • minInterPublishTime
      • maxInterPublishTime
      • totalInterPublishTime
    • InterSubscribeTime
      • meanInterSubscribeTime
      • medianInterSubscribeTime
      • varInterSubscribeTime
      • stdInterSubscribeTime
      • skewInterSubscribeTime
      • minInterSubscribeTime
      • maxInterSubscribeTime
      • totalInterSubscribeTime
    • SubackDelay
      • meanSubackDelay
      • medianSubackDelay
      • varSubackDelay
      • stdSubackDelay
      • skewSubackDelay
      • minSubackDelay
      • maxSubackDelay
      • totalSubackDelay
    • SubscribeDuration
      • meanSubscribeDuration
      • medianSubscribeDuration
      • varSubscribeDuration
      • stdSubscribeDuration
      • skewSubscribeDuration
      • minSubscribeDuration
      • maxSubscribeDuration
      • totalSubscribeDuration
    • QoS
    • DUPFlag
      • fwdDUPFlag
      • bwdDUPFlag
      • DUPFlag
    • topic
    • clientID
    • username
    • isComplete
    • keepAlive
    • cleanSession
    • willFlag
    • willQoS
    • willRetain
    • willmsgLen
    • willtopicLen
    • passwordFlag
    • reserved
    • protocolName
    • protocolNameLength
    • connackSessionPresent
    • connackReturnCode
    • topicLen
    • publishCount
    • pubackNotRecieved
    • subscribeCount
    • subackNotRecieved
    • subscriptionDenied
    • accessRestrictedTopics
    • pingreqCount
    • pingrespCount

  • IP

    • srcIP
    • dstIP
    • srcPort
    • dstPort
    • DFFlag
      • fwdDFFlag
      • bwdDFFlag
      • DFFlag
    • MFFlag
      • fwdMFFlag
      • bwdMFFlag
      • MFFlag
    • RBFlag
      • fwdRBFlag
      • bwdRBFlag
      • RBFlag
    • TTL
      • fwdTTL
        • meanFwdTTL
        • medianFwdTTL
        • varFwdTTL
        • stdFwdTTL
        • skewFwdTTL
        • minFwdTTL
        • maxFwdTTL
        • totalFwdTTL
      • bwdTTL
        • meanBwdTTL
        • medianBwdTTL
        • varBwdTTL
        • stdBwdTTL
        • skewBwdTTL
        • minBwdTTL
        • maxBwdTTL
        • totalBwdTTL
      • TTL
        • meanTTL
        • medianTTL
        • varTTL
        • stdTTL
        • skewTTL
        • minTTL
        • maxTTL
        • totalTTL
    • IPLength
      • fwdIPLength
        • meanFwdIPLength
        • medianFwdIPLength
        • varFwdIPLength
        • stdFwdIPLength
        • skewFwdIPLength
        • minFwdIPLength
        • maxFwdIPLength
        • totalFwdIPLength
      • bwdIPLength
        • meanBwdIPLength
        • medianBwdIPLength
        • varBwdIPLength
        • stdBwdIPLength
        • skewBwdIPLength
        • minBwdIPLength
        • maxBwdIPLength
        • totalBwdIPLength
      • IPLength
        • meanIPLength
        • medianIPLength
        • varIPLength
        • stdIPLength
        • skewIPLength
        • minIPLength
        • maxIPLength
        • totalIPLength

  • TCP

    • WindowSize
      • fwdWindowSize
        • meanFwdWindowSize
        • medianFwdWindowSize
        • varFwdWindowSize
        • stdFwdWindowSize
        • skewFwdWindowSize
        • minFwdWindowSize
        • maxFwdWindowSize
        • totalFwdWindowSize
      • bwdWindowSize
        • meanBwdWindowSize
        • medianBwdWindowSize
        • varBwdWindowSize
        • stdBwdWindowSize
        • skewBwdWindowSize
        • minBwdWindowSize
        • maxBwdWindowSize
        • totalBwdWindowSize
      • WindowSize
        • meanWindowSize
        • medianWindowSize
        • varWindowSize
        • stdWindowSize
        • skewWindowSize
        • minWindowSize
        • maxWindowSize
        • totalWindowSize
    • TCPSegmentLen
      • fwdTCPSegmentLen
        • meanFwdTCPSegmentLen
        • medianFwdTCPSegmentLen
        • varFwdTCPSegmentLen
        • stdFwdTCPSegmentLen
        • skewFwdTCPSegmentLen
        • minFwdTCPSegmentLen
        • maxFwdTCPSegmentLen
        • totalFwdTCPSegmentLen
      • bwdTCPSegmentLen
        • meanBwdTCPSegmentLen
        • medianBwdTCPSegmentLen
        • varBwdTCPSegmentLen
        • stdBwdTCPSegmentLen
        • skewBwdTCPSegmentLen
        • minBwdTCPSegmentLen
        • maxBwdTCPSegmentLen
        • totalBwdTCPSegmentLen
      • TCPSegmentLen
        • meanTCPSegmentLen
        • medianTCPSegmentLen
        • varTCPSegmentLen
        • stdTCPSegmentLen
        • skewTCPSegmentLen
        • minTCPSegmentLen
        • maxTCPSegmentLen
        • totalTCPSegmentLen
    • TCPLength
      • fwdTCPLength
        • meanFwdTCPLength
        • medianFwdTCPLength
        • varFwdTCPLength
        • stdFwdTCPLength
        • skewFwdTCPLength
        • minFwdTCPLength
        • maxFwdTCPLength
        • totalFwdTCPLength
      • bwdTCPLength
        • meanBwdTCPLength
        • medianBwdTCPLength
        • varBwdTCPLength
        • stdBwdTCPLength
        • skewBwdTCPLength
        • minBwdTCPLength
        • maxBwdTCPLength
        • totalBwdTCPLength
      • TCPLength
        • meanTCPLength
        • medianTCPLength
        • varTCPLength
        • stdTCPLength
        • skewTCPLength
        • minTCPLength
        • maxTCPLength
        • totalTCPLength
    • TCPFIN
      • fwdTCPFIN
      • bwdTCPFIN
      • TCPFIN
    • TCPSYN
      • fwdTCPSYN
      • bwdTCPSYN
      • TCPSYN
    • TCPRST
      • fwdTCPRST
      • bwdTCPRST
      • TCPRST
    • TCPPSH
      • fwdTCPPSH
      • bwdTCPPSH
      • TCPPSH
    • TCPACK
      • fwdTCPACK
      • bwdTCPACK
      • TCPACK
    • TCPURG
      • fwdTCPURG
      • bwdTCPURG
      • TCPURG
    • TCPECE
      • fwdTCPECE
      • bwdTCPECE
      • TCPECE
    • TCPCWR
      • fwdTCPCWR
      • bwdTCPCWR
      • TCPCWR
    • TCPReserved
      • fwdTCPReserved
      • bwdTCPReserved
      • TCPReserved

  • Other

    • PacketLength
      • fwdPacketLength
        • meanFwdPacketLength
        • medianFwdPacketLength
        • varFwdPacketLength
        • stdFwdPacketLength
        • skewFwdPacketLength
        • minFwdPacketLength
        • maxFwdPacketLength
        • totalFwdPacketLength
      • bwdPacketLength
        • meanBwdPacketLength
        • medianBwdPacketLength
        • varBwdPacketLength
        • stdBwdPacketLength
        • skewBwdPacketLength
        • minBwdPacketLength
        • maxBwdPacketLength
        • totalBwdPacketLength
      • PacketLength
        • meanPacketLength
        • medianPacketLength
        • varPacketLength
        • stdPacketLength
        • skewPacketLength
        • minPacketLength
        • maxPacketLength
        • totalPacketLength
    • IAT
      • fwdIAT
        • meanFwdIAT
        • medianFwdIAT
        • varFwdIAT
        • stdFwdIAT
        • skewFwdIAT
        • minFwdIAT
        • maxFwdIAT
        • totalFwdIAT
      • bwdIAT
        • meanBwdIAT
        • medianBwdIAT
        • varBwdIAT
        • stdBwdIAT
        • skewBwdIAT
        • minBwdIAT
        • maxBwdIAT
        • totalBwdIAT
      • IAT
        • meanIAT
        • medianIAT
        • varIAT
        • stdIAT
        • skewIAT
        • minIAT
        • maxIAT
        • totalIAT
    • PacketsCount
      • fwdPacketsCount
      • bwdPacketsCount
      • PacketsCount
    • Throughput
      • fwdThroughput
      • bwdThroughput
      • Throughput
    • ID
    • startTime
    • endTime
    • duration
    • label

Sample Output

A PCAP file with two sessions was analysed with MQTTNetLyzer

index ID srcIP dstIP srcPort dstPort startTime endTime duration fwdPacketsCount bwdPacketsCount packetsCount topic clientID username isComplete fwdThroughput bwdThroughput throughput meanFwdWindowSize medianFwdWindowSize varFwdWindowSize stdFwdWindowSize skewFwdWindowSize minFwdWindowSize maxFwdWindowSize totalFwdWindowSize meanBwdWindowSize medianBwdWindowSize varBwdWindowSize stdBwdWindowSize skewBwdWindowSize minBwdWindowSize maxBwdWindowSize totalBwdWindowSize meanWindowSize medianWindowSize varWindowSize stdWindowSize skewWindowSize minWindowSize maxWindowSize totalWindowSize meanFwdPacketLength medianFwdPacketLength varFwdPacketLength stdFwdPacketLength skewFwdPacketLength minFwdPacketLength maxFwdPacketLength totalFwdPacketLength meanBwdPacketLength medianBwdPacketLength varBwdPacketLength stdBwdPacketLength skewBwdPacketLength minBwdPacketLength maxBwdPacketLength totalBwdPacketLength meanPacketLength medianPacketLength varPacketLength stdPacketLength skewPacketLength minPacketLength maxPacketLength totalPacketLength meanFwdTCPSegmentLen medianFwdTCPSegmentLen varFwdTCPSegmentLen stdFwdTCPSegmentLen skewFwdTCPSegmentLen minFwdTCPSegmentLen maxFwdTCPSegmentLen totalFwdTCPSegmentLen meanBwdTCPSegmentLen medianBwdTCPSegmentLen varBwdTCPSegmentLen stdBwdTCPSegmentLen skewBwdTCPSegmentLen minBwdTCPSegmentLen maxBwdTCPSegmentLen totalBwdTCPSegmentLen meanTCPSegmentLen medianTCPSegmentLen varTCPSegmentLen stdTCPSegmentLen skewTCPSegmentLen minTCPSegmentLen maxTCPSegmentLen totalTCPSegmentLen meanFwdIPLength medianFwdIPLength varFwdIPLength stdFwdIPLength skewFwdIPLength minFwdIPLength maxFwdIPLength totalFwdIPLength meanBwdIPLength medianBwdIPLength varBwdIPLength stdBwdIPLength skewBwdIPLength minBwdIPLength maxBwdIPLength totalBwdIPLength meanIPLength medianIPLength varIPLength stdIPLength skewIPLength minIPLength maxIPLength totalIPLength meanFwdTCPLength medianFwdTCPLength varFwdTCPLength stdFwdTCPLength skewFwdTCPLength minFwdTCPLength maxFwdTCPLength totalFwdTCPLength meanBwdTCPLength medianBwdTCPLength varBwdTCPLength stdBwdTCPLength skewBwdTCPLength minBwdTCPLength maxBwdTCPLength totalBwdTCPLength meanTCPLength medianTCPLength varTCPLength stdTCPLength skewTCPLength minTCPLength maxTCPLength totalTCPLength meanFwdMQTTMsgLength medianFwdMQTTMsgLength varFwdMQTTMsgLength stdFwdMQTTMsgLength skewFwdMQTTMsgLength minFwdMQTTMsgLength maxFwdMQTTMsgLength totalFwdMQTTMsgLength meanBwdMQTTMsgLength medianBwdMQTTMsgLength varBwdMQTTMsgLength stdBwdMQTTMsgLength skewBwdMQTTMsgLength minBwdMQTTMsgLength maxBwdMQTTMsgLength totalBwdMQTTMsgLength meanMQTTMsgLength medianMQTTMsgLength varMQTTMsgLength stdMQTTMsgLength skewMQTTMsgLength minMQTTMsgLength maxMQTTMsgLength totalMQTTMsgLength fwdDUPFlag bwdDUPFlag DUPFlag fwdQoS0 bwdQoS0 QoS0 fwdQoS1 bwdQoS1 QoS1 fwdQoS2 bwdQoS2 QoS2 fwdTCPFIN bwdTCPFIN TCPFIN fwdTCPSYN bwdTCPSYN TCPSYN fwdTCPRST bwdTCPRST TCPRST fwdTCPPSH bwdTCPPSH TCPPSH fwdTCPACK bwdTCPACK TCPACK fwdTCPURG bwdTCPURG TCPURG fwdTCPECE bwdTCPECE TCPECE fwdTCPCWR bwdTCPCWR TCPCWR fwdTCPReserved bwdTCPReserved TCPReserved fwdDFFlag bwdDFFlag DFFlag fwdMFFlag bwdMFFlag MFFlag fwdRBFlag bwdRBFlag RBFlag meanFwdTTL medianFwdTTL varFwdTTL stdFwdTTL skewFwdTTL minFwdTTL maxFwdTTL totalFwdTTL meanBwdTTL medianBwdTTL varBwdTTL stdBwdTTL skewBwdTTL minBwdTTL maxBwdTTL totalBwdTTL meanTTL medianTTL varTTL stdTTL skewTTL minTTL maxTTL totalTTL keepAlive cleanSession willFlag willQoS willRetain willmsgLen willtopicLen passwordFlag reserved protocolName protocolNameLength connackSessionPresent connackReturnCode topicLen publishCount pubackNotRecieved subscribeCount subackNotRecieved subscriptionDenied accessRestrictedTopics meanPublishMsgLen medianPublishMsgLen varPublishMsgLen stdPublishMsgLen skewPublishMsgLen minPublishMsgLen maxPublishMsgLen totalPublishMsgLen meanInterPublishTime medianInterPublishTime varInterPublishTime stdInterPublishTime skewInterPublishTime minInterPublishTime maxInterPublishTime totalInterPublishTime meanInterSubscribeTime medianInterSubscribeTime varInterSubscribeTime stdInterSubscribeTime skewInterSubscribeTime minInterSubscribeTime maxInterSubscribeTime totalInterSubscribeTime meanSubackDelay medianSubackDelay varSubackDelay stdSubackDelay skewSubackDelay minSubackDelay maxSubackDelay totalSubackDelay meanSubscribeDuration medianSubscribeDuration varSubscribeDuration stdSubscribeDuration skewSubscribeDuration minSubscribeDuration maxSubscribeDuration totalSubscribeDuration pingreqCount pingrespCount meanFwdIAT medianFwdIAT varFwdIAT stdFwdIAT skewFwdIAT minFwdIAT maxFwdIAT totalFwdIAT meanBwdIAT medianBwdIAT varBwdIAT stdBwdIAT skewBwdIAT minBwdIAT maxBwdIAT totalBwdIAT meanIAT medianIAT varIAT stdIAT skewIAT minIAT maxIAT totalIAT label
0 10.0.1.4_49327_198.41.30.241_1883 10.0.1.4 198.41.30.241 49327 1883 20-04-2016 16:43:10.509491 2016-04-20 16:43:38.150093 27.640602 6 9 15 SampleTopic paho/34AAE54A75D839566E nan False 16.23885909352207 25.10495366712948 40.99042415935804 8236.333333333334 8236.333333333334 4.888888888888647 2.211083193570212 -10355104534.500484 8235 8241 49446 227.0 227.0 0.0 0.0 0.0 227 227 2043 3430.733333333333 3430.733333333333 15395862.862222226 3923.7562185006127 -0.2243861986858099 227 8241 123615 74.16666666666667 74.16666666666667 190.13888888888889 13.789085861248704 -86.15962938711232 68 105 630 76.44444444444444 76.44444444444444 244.91358024691365 15.649715021268394 -60.084938592623125 68 116 1044 75.53333333333333 75.53333333333333 224.24888888888887 14.9749420329058 -63.18400212925722 68 116 1740 8.166666666666668 8.166666666666668 190.1388888888889 13.789085861248704 -2.378362297429703 2 39 234 10.444444444444445 10.444444444444445 244.9135802469136 15.649715021268392 -2.0718956560009487 2 50 450 9.533333333333331 9.533333333333331 224.2488888888889 14.9749420329058 -1.986005192483328 2 50 750 60.16666666666666 60.16666666666666 190.13888888888883 13.7890858612487 -55.33747591380457 54 91 546 62.44444444444444 62.44444444444444 244.9135802469136 15.649715021268392 -38.32972136141836 54 102 918 61.53333333333333 61.53333333333333 224.24888888888887 14.9749420329058 -40.40067867834912 54 102 1530 40.16666666666666 40.16666666666666 190.13888888888889 13.789085861248704 -25.15563575568493 34 71 426 42.44444444444444 42.44444444444444 244.9135802469136 15.649715021268392 -17.496538785484145 34 82 738 41.53333333333333 41.53333333333333 224.2488888888889 14.9749420329058 -18.397257253580747 34 82 1230 6.166666666666667 6.166666666666667 190.1388888888889 13.789085861248704 -1.7173002067198375 0 37 222 8.444444444444445 8.444444444444445 244.9135802469136 15.649715021268392 -1.6001812653022744 0 48 432 7.533333333333333 7.533333333333333 224.2488888888889 14.9749420329058 -1.49401986916982 0 48 720 0 0 0 6 9 15 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 9 15 6 9 15 0 0 0 0 0 0 0 0 0 0 0 0 6 0 6 0 0 0 0 0 0 64.0 64.0 0.0 0.0 0.0 64 64 384 41.0 41.0 0.0 0.0 0.0 41 41 369 50.2 50.2 126.96 11.26765281680262 -19.534353230222926 41 64 960 5 1 0 0 0 nan nan 0 0 MQIsdp 6 0 0 11 2 2 1 0 0 0 22.5 22.5 156.25 12.5 -21.952 10 35 70 5.6713 5.6713 0.0 0.0 0.0 5.6713 5.6713 5.6713 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 5 5 5.4806806 5.4806806 0.0312602614962401 0.1768057168087054 0.4195721301347275 5.290239 5.713869 28.569345 3.9149928571428574 3.9149928571428574 5.07302216898955 2.252337046045629 -1.1073383243826709 0.237773 5.433527 38.034689 2.126200153846153 2.126200153846153 5.180311004799821 2.2760296581547044 0.510829291890641 0.235652 5.005093 65.066209 normal
1 10.0.1.4_49330_198.41.30.241_1883 10.0.1.4 198.41.30.241 49330 1883 20-04-2016 16:43:16.653525 2016-04-20 16:43:16.882353 0.228828 2 1 3 SampleTopic paho/DDE4DDAF4108D3E363 nan False 1328859.0604026846 0.0 1171.1853444508538 8241.0 8241.0 0.0 0.0 0.0 8241 8241 16482 227.0 227.0 0.0 0.0 0.0 227 227 227 5569.666666666667 5569.666666666667 14272043.555555554 3777.835829619328 -11.441082831880063 227 8241 24723 99.0 99.0 36.0 6.0 -9083.25 93 105 210 70.0 70.0 0.0 0.0 0.0 70 70 70 89.33333333333333 89.33333333333333 210.88888888888889 14.522013940527977 -376.8636934752645 70 105 315 33.0 33.0 36.0 6.0 -365.75 27 39 78 4.0 4.0 0.0 0.0 0.0 4 4 4 23.33333333333333 23.33333333333333 210.88888888888889 14.522013940527977 -13.452560551530402 4 39 117 85.0 85.0 36.0 6.0 -5771.342592592592 79 91 182 56.0 56.0 0.0 0.0 0.0 56 56 56 75.33333333333333 75.33333333333333 210.88888888888889 14.522013940527977 -232.7417418583915 56 91 273 65.0 65.0 36.0 6.0 -2607.824074074074 59 71 142 36.0 36.0 0.0 0.0 0.0 36 36 36 55.333333333333336 55.333333333333336 210.88888888888889 14.522013940527977 -100.12595804117156 36 71 213 30.0 30.0 49.0 7.0 -183.14868804664724 23 37 74 2.0 2.0 0.0 0.0 0.0 2 2 2 20.666666666666668 20.666666666666668 206.88888888888889 14.383632673594278 -10.915034840990293 2 37 111 0 0 0 2 1 3 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 2 1 3 2 1 3 0 0 0 0 0 0 0 0 0 0 0 0 2 0 2 0 0 0 0 0 0 64.0 64.0 0.0 0.0 0.0 64 64 128 39.0 39.0 0.0 0.0 0.0 39 39 39 55.66666666666666 55.66666666666666 138.88888888888889 11.785113019775793 -179.3351660228887 39 64 192 5 1 0 0 0 nan nan 0 0 MQIsdp 6 0 0 11 1 1 0 0 0 0 10.0 10.0 0.0 0.0 0.0 10 10 10 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan 0 0 0.000149 0.000149 0.0 0.0 0.0 0.000149 0.000149 0.000149 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1144139999999999 0.1144139999999999 0.013056490225 0.114265 2.3255226810463048e-15 0.000149 0.228679 0.457358 normal

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  • License: GNU General Public License v3 (GPLv3) (GPLv3)
  • Author: Aditya Raj
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