Android-RAT-Dataset
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Published
3 years ago
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wishihab
wishihab
Android RAT Dataset
trafficstars
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 |
| Benign | |
| Benign | |
| 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
wishihab