However, the particular property that this tax sale I was referring to is located in Allegheny county where the procedure appeared to be the latter judicial sale.   

Usually the loopy terms are exaggerated compared to the deal they actually transacted on because they have to make their "system" appear even more marketable. 

Another reason may be that you appear unprofessional and interested parties are looking for a sweet deal like a landlord that doesn't screen or is negotiable on all their terms.

The AI using NLP model can query the web and fetch lot of unstructured data and yielding the result, I was like surprised.

Appears the property in question can be used as residential or commercial and there are advantages to such a designation.

There still is a tendency for DSCR Loans in particularly to get lumped in (throughout securitization) with other "Non-QM" loans, mostly owner-occupied when they really shouldn't be in my view, further a lot of the "tech" and software, systems buildout (including loan doc generators) are based on consumer resi which creates a lot of headaches.Anything rehab/construction related though (which is what the original post appears to be more about) is a different animals though - experiences are likely to vary markedly by market, lender, bank etc quite a bit

You will have to spend considerable time and energy getting familiar with a new market whereas if you stick with the original one you appear to have enough capital to get started right away on a new building.

It appears to be pretty unrealistic.

The strong consumer protections particularly with HELOCs in this State appears to be a knock-on affect of homestead laws.  

The government does not assign anything at birth.It appears that if you give birth at a hospital, when filing out the birth certificate info, there is a box to check to apply for a SSN at the same time.