R package editrules: Parsing, Applying, and Manipulating Data Cleaning Rules. Facilitates reading and manipulating (multivariate) data restrictions (edit rules) on numerical and categorical data. Rules can be defined with common R syntax and parsed to an internal (matrix-like format). Rules can be manipulated with variable elimination and value substitution methods, allowing for feasibility checks and more. Data can be tested against the rules and erroneous fields can be found based on Fellegi and Holt’s generalized principle. Rules dependencies can be visualized with using the ’igraph’ package.
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References in zbMATH (referenced in 1 article )
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- Anne Petersen; Claus Ekstrøm: dataMaid: Your Assistant for Documenting Supervised Data Quality Screening in R (2019) not zbMATH