Android-RAT-Dataset

This repo contains all dataset for my research/analysis about :
"DETEKSI REMOTE ACCESS TROJAN PADA ANDROID BERBASIS PENGAMATAN LALU LINTAS JARINGAN
MENGGUNAKAN MACHINE LEARNING."

Apps Name

Name	Label
AhMyth	Trojan
AndroidRAT	Trojan
AndroidTester	Trojan
DroidJack	Trojan
HawkShaw	Trojan
SpyMax	Trojan
Google	Benign
Facebook	Benign
Twitter	Benign

DATA SET 1 FEATURES

Name	Desc
Source	The port number of source packet
Destination	The port number of destination packet
Protocol	The type protocol used in packet
Length	The size of data generated by the packet (Byte)
Type	Type of packet - In or Out
Duration	The duration between previous package to the next packet (Second)

DATA SET 2 FEATURES

Name	Desc
Total Length Out	The amount of data size generated by packet out of 20 mixed packet (Byte)
Total Length In	The amount of data size generated by packet in of 20 mixed packet (Byte)
Avg Packet Length Out	The average data size generated by packets out of 20 mixed packets (Byte)
Avg Packet Length In	The average data size generated by incoming packets of 20 mixed packets (Byte)
Avg Duration Out	The average duration required by packets out of 20 mixed packets (Second)
Avg Duration In	The average duration required by incoming packets from 20 mixed packets (Second)
Total Duration	The total duration required by 20 mixed packets (Second)

Dataset

	Dataset 1	Dataset 2
Training	14400	5400
Testing	3600	600
Total	18000	6000

*note : raw/original dataset contains more row perpcap rat

Accuracy and Machine Learning Algorithm Used

Dataset 1	Decision Tree	Random Forest	Naive Bayes
N900 - RAT90	0.9989	0.9990	0.1181
N1800 - RAT90	0.9994	0.9989	0.0756
N1800 - RAT1800	0.9997	0.9997	0.4691

Dataset 2	Decision Tree	Random Forest	Naive Bayes
N150 - RAT10	0.873	0.933	0.513
N300 - RAT10	0.883	0.929	0.545
N300 - RAT300	0.90	0.928	0.71

*note : accuracy based on jupyter python result

Source Original Dataset

Name : Android Mischief Dataset v1
Author : Kamila Babayeva, Stratosphere Laboratory
Date : November 18th 2020
URL : https://www.stratosphereips.org/android-mischief-dataset

Looking for Android Remote Access Trojan ?

URL : https://github.com/wishihab/Android-RATList