Thanks for the details. This has helped and able to progress in creating multiple models.
Based on vif, I had to remove more than half of the columns. I tried creating a new data frame with only required variable with below command. It didn't work.
> my_data_new = my_data %>% select(- "MOSTYPE", - "MOSHOOFD", - "MGODPR", - "MRELGE", - "MFWEKIND", - "MOPLLAAG", - "MBERHOOG", "MBERMIDD", - "MSKA", - "MSKC", - "MHHUUR", - "MHKOOP", - "MAUT1",
+ - "MAUT0", - "MZFONDS", - "MZPART", - "MINKM30", - "MINK3045", - "MINK4575", - "PWAPART", - "PWALAND", - "PBESAUT", - "PVRAAUT", - "PAANHANG", - "PTRACTOR",
+ - "PWERKT", - "PBROM", - "PPERSONG", - "PGEZONG", - "PWAOREG", - "PBRAND", - "PZEILPL", - "PPLEZIER", - "PFIETS", "PBYSTAND", - "AWAPART", - "AWALAND",
+ - "ABESAUT", - "AVRAAUT", - "AAANHANG", - "ATRACTOR", - "AWERKT", - "ABROM", - "APERSONG", - "AGEZONG", - "AWAOREG", - "AZEILPL", - "AFIETS", - "AINBOED")
Error in select(., -"MOSTYPE", -"MOSHOOFD", -"MGODPR", -"MRELGE", -"MFWEKIND", :
unused arguments (-"MOSTYPE", -"MOSHOOFD", -"MGODPR", -"MRELGE", -"MFWEKIND", -"MOPLLAAG", -"MBERHOOG", "MBERMIDD", -"MSKA", -"MSKC", -"MHHUUR", -"MHKOOP", -"MAUT1", -"MAUT0", -"MZFONDS", -"MZPART", -"MINKM30", -"MINK3045", -"MINK4575", -"PWAPART", -"PWALAND", -"PBESAUT", -"PVRAAUT", -"PAANHANG", -"PTRACTOR", -"PWERKT", -"PBROM", -"PPERSONG", -"PGEZONG", -"PWAOREG", -"PBRAND", -"PZEILPL", -"PPLEZIER", -"PFIETS", "PBYSTAND", -"AWAPART", -"AWALAND", -"ABESAUT", -"AVRAAUT", -"AAANHANG", -"ATRACTOR", -"AWERKT", -"ABROM", -"APERSONG", -"AGEZONG", -"AWAOREG", -"AZEILPL", -"AFIETS", -"AINBOED")