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The phrase "a more subtle data" is not correct in standard English usage.
The word "data" is typically treated as a plural noun, so it should be "more subtle data" without the article "a."
Example: "The analysis revealed more subtle data that we had previously overlooked."
Alternatives: "more nuanced data" or "finer details in the data."
Exact(1)
This would permit this type of check to be used as a more subtle data quality indicator than examining replication of all records.
Similar(59)
But more subtle data mining has helped the Obama campaign learn that their supporters often eat at Red Lobster, shop at Burlington Coat Factory and listen to smooth jazz.
Thus, they are able to describe more subtle data structure.
This suboptimal model had a more subtle deviation from the data, consisting primarily of an exaggerated dependence of leak on coherence.
A more subtle problem is that no data on ages of unaffected female relatives were included.
Britain is also less religious than it was: around a quarter of people now say they have no religion, up from about 15% a decade earlier.In this section The London effect The bones of the past Ties that divide Streaming toddler Go with the flow Ballets Russes Fallen star A season of dolour and dole ReprintsBut beneath these broad trends the data reveal a more subtle pattern.
And a more subtle approach to information-gathering may irritate people less and therefore yield more accurate data.
Uncertainty, though, is a more subtle phenomenon.
This is a more subtle parallelism issue.
This has a more subtle smell.
It's a different way, a more subtle way.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com