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A mobile botnet is a malicious software which as an advanced version of botnet can do destructive functions such as stealing important information, Denial of Service attack, sending malicious codes through Short Message Service (SMS), eavesdropping and recently extracting electronic crypto currency mining. Hyper Text Transfer Protocol, SMS, and Bluetooth are three protocols which are used by the mobile botnets to communicate. The Android Operating system (OS) has the largest number of users among other OS smartphones. In addition, it is an open source OS that allows attackers to exploit the bugs of the OS. However, there is no standard dataset which contain most of Android botnets families. Therefore, present study attempted to create a 28 Standard Android Botnet Dataset (28-SABD). Hence, 14 families of Android botnets including 1929 Android applications were exploited and their traffic was …