Area lost in random classification

i used L2A level sentinel-2 data that downloaded from [, there are some area lost in some bands like this,

and then ,i found if the feature band include at least one band like that,the result will also became this.
so i want to know how to get a full image after random classification.

looks like the product is corrupt. Have you tried downloading it again, maybe from other sources, for example from: