Dear Samashti,
I came across your blog dealing with geo-spatial analysis.
I'm also working on a similar kind of project to visualize all villages of India from census data.
If you don't mind, Request you kindly share the entire data file of villages in geopackage format.
Else, you can share the way of converting the shapefile into geopackage format.