obj: a numeric vector, a data.frame or a sdcMicroObj-class-object
value: limit, from where it should be top- or bottom-coded
replacement: replacement value.
kind: top or bottom
column: variable name in case the input is a data.frame or an object of class sdcMicroObj-class.
Returns
Top or bottom coded data or modified sdcMicroObj-class.
Details
Extreme values larger or lower than value are replaced by a different value (replacement in order to reduce the disclosure risk.
Note
top-/bottom coding of factors is no longer possible as of sdcMicro >=4.7.0
Examples
data(free1)res <- topBotCoding(free1[,"DEBTS"], value=9000, replacement=9100, kind="top")max(res)data(testdata)range(testdata$age)testdata <- topBotCoding(testdata, value=80, replacement=81, kind="top", column="age")range(testdata$age)## for objects of class sdcMicro:data(testdata2)sdc <- createSdcObj(testdata2, keyVars=c('urbrur','roof','walls','water','electcon','relat','sex'), numVars=c('expend','income','savings'), w='sampling_weight')sdc <- topBotCoding(sdc, value=500000, replacement=1000, column="income")testdataout <- extractManipData(sdc)
References
Templ, M. and Kowarik, A. and Meindl, B. Statistical Disclosure Control for Micro-Data Using the R Package sdcMicro. Journal of Statistical Software, 67 (4), 1--36, 2015. tools:::Rd_expr_doi("10.18637/jss.v067.i04")