UPGE is a certificate which is issued to the admitting institute that the candidate has studied from a rural area. So yeah! if you wish to get UPGE facilities you need to study your intermediate from rural area.
To know more about UPSEE counselling visit the link below:
https://engineering.careers360.com/articles/upsee-counselling
I hope this helps.
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