How to remove this kind of AD noise?

Hi, I used the Arduino Due to make a data collecting system. However, the AD module met some issue: there are some kind of abnormal point noise, as shown in the attached pictures. Anyone has suggestions for this? Thanks a lot!

Nothing attached.