Statistical Data Cleaning with Applications in R
Edwin de Jonge, Mark van der Loo · 2018
10.11.1 Formal Description -- 10.11.2 Application to Imputed Data -- 10.11.3 Adjusting Imputed Values with the rspa Package -- Chapter 11 Example: A Small Data-Cleaning System -- 11.1 Setup -- 11.1.1 Deterministic Methods -- 11.1.2 Error Localization -- 11.1.3 Imputation -- 11.1.4 Adjusting Imputed Data -- 11.2 Monitoring Changes in Data -- 11.2.1 Data Diff (Daff) -- 11.2.2 Summarizing Cell Changes -- 11.2.3 Summarizing Changes in Conformance to Validation Rules -- 11.2.4 Track Changes in Data Automatically with lumberjack -- 11.3 Integration and Automation -- 11.3.1 Using RScript -- 11.3.2 The docopt Package -- 11.3.3 Automated Data Cleaning -- References -- Index -- EULA.