Clean the data. 

We allowed other options which resulted in Fields which has new values, use common sense and map them into one of the possible values. I.E->

Presendential -> Democracy
Quran and Sunnah -> Khilafat

Also do the same with cities. The purpose is to have as less dimensions as possible. 