Question: how do you know if someone deleted your whatsapp chat?
Answer: Message them. If only one gray tick appears, most likely it's either bad service or they haven't received the message, because they've blocked you or deleted WhatsApp. If they have deleted the actual WhatsApp account, there will be no profile picture.