Name: TUNADROMD Malware Detection
Creator: Kaggle
License: https://creativecommons.org/licenses/by/4.0/

About this Dataset

TUNADROMD Malware Detection

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

For what purpose was the dataset created?

To support malware research and validation of the effectiveness of malware detection methods

What do the instances in this dataset represent?

The instances represent the characteristics of a malware binary

Are there recommended data splits?

Does the dataset contain data that might be considered sensitive in any way?

Has Missing Values?

Introductory Paper

Malware Dataset Generation and Evaluation

By Parthajit Borah; DK Bhattacharyya; JK Kalita. 2021

Published in Chennai, India

Variable Information

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

Class Labels

Class: 1) Malware 2) Goodware

Tables

Tuandromd

@kaggle.joebeachcapital_tunadromd_malware_detection.tuandromd

230.24 kB
4,465 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  -- AUTORUN MANAGER LICENSE SERVICE(.autorun),
  "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_0tification_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,
  "diag0stic" DOUBLE,
  "disable_keyguard" DOUBLE,
  "download_service" DOUBLE,
  "download_without_0tification" 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
);