villagers disappearing in my world

I have been playing minecraft for 3 years. But just recently, villagers have been missing in my survival world. It is very annoying because I can't trade with the villagers. Everytime I went to get supplies to trade with the villagers, I will notice some villagers are missing. The number of villagers will decrease until there is no more villagers. Please fix it. Thank you.