Dataset: Android Malware Detection

About this Dataset

Android Malware Detection

TUNADROMD dataset contains 4465 instances and 241 attributes. The target attribute for classification is a category (malware vs goodware). (N.B. This is the preprocessed version of TUANDROMD)

Variables:

1-214: Permission-based features
215-241: API based features

Class Labels

Class: 1) Malware 2) Goodware

Introductory Paper
Malware Dataset Generation and Evaluation

By Parthajit Borah, DK Bhattacharyya, J. Kalita. 2020

Published in Conference Information and Communication Technology

Tables

Tuandromd

@kaggle.joebeachcapital_tuandromd.tuandromd

225.03 KB
4465 rows
242 columns


CREATE TABLE tuandromd (
  "access_all_downloads" DOUBLE,
  "access_cache_filesystem" DOUBLE,
  "access_checkin_properties" DOUBLE,
  "access_coarse_location" DOUBLE,
  "access_coarse_updates" DOUBLE,
  "access_fine_location" DOUBLE,
  "access_location_extra_commands" DOUBLE,
  "access_mock_location" DOUBLE,
  "access_mtk_mmhw" DOUBLE,
  "access_network_state" DOUBLE,
  "access_provider" DOUBLE,
  "access_service" DOUBLE,
  "access_shared_data" DOUBLE,
  "access_superuser" DOUBLE,
  "access_surface_flinger" DOUBLE,
  "access_wifi_state" DOUBLE,
  "activitycalled" DOUBLE,
  "activity_recognition" DOUBLE,
  "account_manager" DOUBLE,
  "add_voicemail" DOUBLE,
  "ant" DOUBLE,
  "ant_admin" DOUBLE,
  "authenticate_accounts" DOUBLE,
  "autorun_manager_license_manager" DOUBLE,
  "autorun_manager_license_service_autorun" DOUBLE,
  "battery_stats" DOUBLE,
  "billing" DOUBLE,
  "bind_accessibility_service" DOUBLE,
  "bind_appwidget" DOUBLE,
  "bind_carrier_messaging_service" DOUBLE,
  "bind_device_admin" DOUBLE,
  "bind_dream_service" DOUBLE,
  "bind_get_install_referrer_service" DOUBLE,
  "bind_input_method" DOUBLE,
  "bind_nfc_service" DOUBLE,
  "bind_goodwaretification_listener_service" DOUBLE,
  "bind_print_service" DOUBLE,
  "bind_remoteviews" DOUBLE,
  "bind_text_service" DOUBLE,
  "bind_tv_input" DOUBLE,
  "bind_voice_interaction" DOUBLE,
  "bind_vpn_service" DOUBLE,
  "bind_wallpaper" DOUBLE,
  "bluetooth" DOUBLE,
  "bluetooth_admin" DOUBLE,
  "bluetooth_privileged" DOUBLE,
  "body_sensors" DOUBLE,
  "brick" DOUBLE,
  "broadcast_package_removed" DOUBLE,
  "broadcast_sms" DOUBLE,
  "broadcast_sticky" DOUBLE,
  "broadcast_wap_push" DOUBLE,
  "c2d_message" DOUBLE,
  "call_phone" DOUBLE,
  "call_privileged" DOUBLE,
  "camera" DOUBLE,
  "capture_audio_output" DOUBLE,
  "capture_secure_video_output" DOUBLE,
  "capture_video_output" DOUBLE,
  "change_component_enabled_state" DOUBLE,
  "change_configuration" DOUBLE,
  "change_display_mode" DOUBLE,
  "change_network_state" DOUBLE,
  "change_wifi_multicast_state" DOUBLE,
  "change_wifi_state" DOUBLE,
  "check_license" DOUBLE,
  "clear_app_cache" DOUBLE,
  "clear_app_user_data" DOUBLE,
  "control_location_updates" DOUBLE,
  "database_interface_service" DOUBLE,
  "delete_cache_files" DOUBLE,
  "delete_packages" DOUBLE,
  "device_power" DOUBLE,
  "diaggoodwarestic" DOUBLE,
  "disable_keyguard" DOUBLE,
  "download_service" DOUBLE,
  "download_without_goodwaretification" DOUBLE,
  "dump" DOUBLE,
  "expand_status_bar" DOUBLE,
  "extension_permission" DOUBLE,
  "factory_test" DOUBLE,
  "flashlight" DOUBLE,
  "force_back" DOUBLE,
  "fullscreen_full" DOUBLE,
  "get_accounts" DOUBLE,
  "get_package_size" DOUBLE,
  "get_tasks" DOUBLE,
  "get_top_activity_info" DOUBLE,
  "global_search" DOUBLE,
  "google_auth" DOUBLE,
  "google_photos" DOUBLE,
  "hardware_test" DOUBLE,
  "inject_events" DOUBLE,
  "install_location_provider" DOUBLE,
  "install_packages" DOUBLE,
  "install_shortcut" DOUBLE,
  "interact_across_users" DOUBLE,
  "internal_system_window" DOUBLE,
  "internet" DOUBLE,
  "jpush_message" DOUBLE
);