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HappyMod Android App Safety & Permission Dataset
A structured reference dataset for documenting Android application permissions, APK safety indicators, app categories, and version-level trust signals. The dataset is intended to support research and analysis of Android applications distributed through third-party APK catalogs.
Purpose
This dataset provides a structured framework for analyzing Android applications and their permission requirements. It focuses on permission usage, APK integrity, version changes, and other signals that can help researchers assess application behavior and potential security risks.
The dataset can be used for:
- Android application permission analysis
- APK security research
- Version-to-version permission comparisons
- Third-party APK catalog research
- Application trust and integrity analysis
- Security-focused dataset development
Permission Risk Categories
| Permission Group | Risk Level | Common Security Consideration |
|---|---|---|
| CAMERA | High | Camera access should correspond to an app's expected functionality |
| READ_CONTACTS | High | Contact access may expose personal address-book information |
| ACCESS_FINE_LOCATION | High | Precise location access can reveal sensitive location data |
| RECORD_AUDIO | High | Microphone access should be clearly justified by app functionality |
| READ_MEDIA_IMAGES | Medium | Access to photos and media may expose user files |
| READ_EXTERNAL_STORAGE | Medium | Legacy storage access can allow broad file access |
| INTERNET | Low | Commonly required for online services and connected applications |
| VIBRATE | Minimal | Generally associated with notifications and user feedback |
APK Trust Signals
When evaluating an Android APK, several technical signals can provide useful information about its integrity and behavior:
- Certificate consistency β Compare the APK signing certificate across different versions where possible.
- Permission changes β Newly introduced sensitive permissions should be reviewed against the application's functionality.
- Version consistency β Compare package name, version code, version name, and other metadata between releases.
- Declared behavior β Review permissions and components declared in the Android manifest.
- Runtime behavior β Where available, compare observed application behavior with its declared functionality.
- APK integrity β Hashes such as SHA-256 can be used to identify and compare specific APK files.
Application Categories
The dataset can organize Android applications into categories such as:
- Games
- Entertainment
- Video & Streaming
- Productivity
- Tools
- Social
- Education
- Photography
- Music
- Utilities
HappyMod APK Research
HappyMod.com.ro focuses on information related to Android applications and APK downloads. This dataset provides a research-oriented framework for examining permission requirements and application trust indicators rather than treating a permission alone as proof that an application is unsafe.
For practical information about HappyMod and APK safety considerations, see the HappyMod Safety Guide.
Dataset Format
CSV β recommended columns:
app_name, package_name, app_category, permission_name, risk_level, permission_reason, version, certificate_sha256, detection_method
Example record structure:
| app_name | package_name | app_category | permission_name | risk_level | detection_method |
|---|---|---|---|---|---|
| Example App | com.example.app | Entertainment | INTERNET | Low | Manifest analysis |
| Example App | com.example.app | Entertainment | CAMERA | High | Manifest analysis |
| Example App | com.example.app | Entertainment | RECORD_AUDIO | High | Manifest analysis |
Methodology
Risk classifications in this dataset are intended as analytical indicators rather than definitive security verdicts. Permission risk should be interpreted in the context of an application's purpose, implementation, user disclosure, and observed behavior.
Potential analysis methods include:
- Android manifest inspection
- Permission comparison between APK versions
- APK metadata analysis
- Certificate fingerprint comparison
- Static code analysis
- Runtime behavior monitoring
- File hash comparison
Limitations
A declared Android permission does not automatically indicate malicious behavior. Many legitimate applications require sensitive permissions to provide their core features.
Similarly, the absence of a sensitive permission does not guarantee that an application is completely safe. Security assessment should consider multiple technical indicators and, where possible, actual application behavior.
Reference
For additional information about HappyMod and Android APK safety, visit the HappyMod.com.ro website.
Citation
@dataset{happymod_android_safety_2026,
author = {HappyMod.com.ro Research Team},
title = {HappyMod Android App Safety \& Permission Dataset},
year = {2026},
publisher = {Hugging Face}
}
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