I have 47% in my graduation and because of this none of the big companies are considering my profile. So is there any option to reappear.

You must be feeling low being not good percentage holder. but even if you have 60% in graduation and you are a simple graduate, there is no gurantee even small company will consider you. it is better to enhance you employability skill by doing job oriented couse according to your temparament and int

you can give some paper again for improvement

you can try for some other professional course which will add to your cv, then it will be easy for you to be on desired job.