NATICUSdroid (Android Permissions)
Donated on 4/24/2022
Contains permissions extracted from more than 29000 benign & malware Android apps released between 2010-2019.
Dataset Characteristics
Tabular
Subject Area
Computer Science
Associated Tasks
Classification
Feature Type
-
# Instances
29333
# Features
86
Dataset Information
For what purpose was the dataset created?
This was for creating a Android malware detection system using latest apps.
Who funded the creation of the dataset?
University
What do the instances in this dataset represent?
presence of a permission in an app.
Are there recommended data splits?
70-30, 10-fold cross validation
Has Missing Values?
No
Introductory Paper
By A. Mathur, Laxmi M. Podila, Keyur Kulkarni, Quamar Niyaz, A. Javaid. 2021
Published in J. Inf. Secur. Appl.
Variables Table
| Variable Name | Role | Type | Description | Units | Missing Values |
|---|---|---|---|---|---|
| android.permission.GET_ACCOUNTS | Feature | Integer | no | ||
| com.sonyericsson.home.permission.BROADCAST_BADGE | Feature | Integer | no | ||
| android.permission.READ_PROFILE | Feature | Integer | no | ||
| android.permission.MANAGE_ACCOUNTS | Feature | Integer | no | ||
| android.permission.WRITE_SYNC_SETTINGS | Feature | Integer | no | ||
| android.permission.READ_EXTERNAL_STORAGE | Feature | Integer | no | ||
| android.permission.RECEIVE_SMS | Feature | Integer | no | ||
| com.android.launcher.permission.READ_SETTINGS | Feature | Integer | no | ||
| android.permission.WRITE_SETTINGS | Feature | Integer | no | ||
| com.google.android.providers.gsf.permission.READ_GSERVICES | Feature | Integer | no |
0 to 10 of 87
Dataset Files
| File | Size |
|---|---|
| data.csv | 4.9 MB |
pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset naticusdroid_android_permissions = fetch_ucirepo(id=722) # data (as pandas dataframes) X = naticusdroid_android_permissions.data.features y = naticusdroid_android_permissions.data.targets # metadata print(naticusdroid_android_permissions.metadata) # variable information print(naticusdroid_android_permissions.variables)
Mathur, A. (2021). NATICUSdroid (Android Permissions) [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5FS64.
Keywords
Creators
Akshay Mathur
akshay.mathur@rockets.utoledo.edu
University of Toledo
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.