At this stage, you will only be able to pay from 2006 - 2024 (but you cannot pay after state pension age)
See this page to see if you might qualify for Class 2 which is much cheaper
w&ww.gov.uk/voluntary-national-insurance-contributions/who-can-pay-voluntary-contributions
It would seem you defo qualify for Class 3 under the 3 year residence rule, but not sure about Class 2
You need to complete an online CF83 to get a definitive answer from Pensions Office UK, see
w&ww.gov.uk/guidance/apply-to-pay-voluntary-national-insurance-contributions-when-abroad-cf83