NLP for dirty data

I have tons of addresses from clients, I want to use geo coding to get all those clients mapped, but addresses are dirty with incomplete words so I was wondering if NLP could improve this. I haven’t use it before, is it viable?

coding data datascience dirty data geo mapped nlp words