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Indeed, visual analysis of contradictory data in noisy CSV dataset is rarely discussed.
"Mining and visual analysis of contradictory data using ConTra" describes how ConTra deals with contradictory data in a large dataset.
Unlike existing approaches such as in [26, 27], ConTra improves on the use of traditional visualisation tool (pie chart) in visual analysis of contradictory data, by mining and evaluating only the contradicting data.
But the very possibility of applying negation to a negated statement presupposes the analysis of contradictory negation as an iterative operator (one capable of applying to its own output), or as a function whose domain is identical to its range.
Similar(56)
By the analysis of substructures, contradictory as well as consistent ones, standardized patterns and problem statements can be derived.
This observation motivates the present analysis of the contradictory aspects of constructive neutrality.
Analysis of his complex and contradictory rhetorical strategies reveals three important implications for the theory and practice of image repair.
Dr Sakr and colleagues present a contradictory analysis of a surgical ICU cohort, finding an association between blood transfusions and lower hospital mortality after adjustment for a range of potential confounders.
While DS mice models have unravelled a generalized overexpression of triplicated genes [ 1- 4], the analysis of human DS tissues showed contradictory results.
A recent report by Marx and Neutra (1997) on the relationship between ischemic disease and magnesium in drinking water presented an analysis of several ecologic studies showing contradictory results, perhaps because the studies were not sufficiently specific to find the associations the investigators were exploring.
But he cautions against making any neatly manicured analysis of such a tumultuous, self-contradictory and playful work.
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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