## ---- echo=FALSE, results='asis'----------------------------------------- library(assertable); library(data.table) ## ---- results='asis', eval=FALSE----------------------------------------- # for(i in 1:3) { # data <- CO2 # data$id_var <- i # write.csv(data,file=paste0("../data/file_",i,".csv"),row.names=F) # } ## ---- results='markup'--------------------------------------------------- filenames <- paste0("file_",c(1:3),".csv") filenames <- system.file("extdata", filenames, package = "assertable") filenames ## ---- results='markup'--------------------------------------------------- check_files(filenames) ## ---- results='markup'--------------------------------------------------- master_data <- import_files(filenames,FUN=fread) head(master_data) ## ---- results='markup', error=TRUE--------------------------------------- assert_nrows(master_data,(84*3)) assert_colnames(master_data,c("plant","type","treatment","conc","uptake","id_var")) ## ---- results='markup'--------------------------------------------------- assert_nrows(master_data,(84*3)) assert_colnames(master_data,c("Plant","Type","Treatment","conc","uptake","id_var")) ## ---- results='markup'--------------------------------------------------- plants <- unique(master_data$Plant) concs <- unique(master_data$conc) id_vars <- unique(master_data$id_var) id_list <- list(Plant=plants, conc=concs, id_var=id_vars) assert_ids(master_data,id_list) ## ---- results='markup'--------------------------------------------------- assert_values(master_data, colnames = "Type", test="in", test_val = c("Quebec","Mississippi")) assert_values(master_data, colnames = c("uptake","conc"), test="gt", test_val = 0) assert_values(master_data, colnames = c("uptake","conc"), test="lt", test_val = 1500) ## ---- results='markup', error=TRUE--------------------------------------- assert_values(master_data, colnames = "conc", test="gt", test_val = master_data$uptake * 6) ## ---- results='markup'--------------------------------------------------- new_data <- master_data[master_data$Type == "Quebec" & master_data$Plant %in% c("Qn2","Qn3") & uptake > 20,] ## ---- results='markup', error=TRUE--------------------------------------- assert_ids(new_data, list(Plant=c("Qn2","Qn3"), conc=concs)) ## ---- results='markup', error=TRUE--------------------------------------- new_concs <- c(175,250,350,500,675,1000) assert_ids(new_data, list(Plant=c("Qn2","Qn3"),conc=new_concs)) ## ---- results='markup', error=TRUE--------------------------------------- new_concs <- c(175,250,350,500,675,1000) vetting_data <- assert_ids(new_data, list(Plant=c("Qn2","Qn3"),conc=new_concs), ids_only=F, warn_only=T) print(head(vetting_data)) ## ---- results='markup', error=TRUE--------------------------------------- new_concs <- c(175,250,350,500,675,1000) assert_ids(new_data, list(Plant=c("Qn2","Qn3"), conc=new_concs, id_var=id_vars))