I used that when building a database of Japanese names, but found that even wikidata is inconsistent in the format/structure of its data, as it's contributed by

I used that when building a database of Japanese names, but found that even wikidata is inconsistent in the format/structure of its data, as it's contributed by a variety of automated and human sources!