## ----------------------------------------------------------------------------- if(requireNamespace("pkgload", quietly = TRUE) && file.exists("../DESCRIPTION")) { pkgload::load_all("..") } else { library(integrity) } ## ----warning =F--------------------------------------------------------------- library(readxl) examplePath <- system.file("extdata", "dataset.xlsx", package = "integrity") dataset <- read_excel(examplePath, sheet=1) dataset[1:5, ] ## ----------------------------------------------------------------------------- dataset_info <- list( participantID = "infant_ID", enrollment = list( start = "enrol_start", randomisation = "rand_date", end = "enrol_end" ), baseline = list( dichotomous = c("sex"), # add more variables if needed e.g., c("sex", "respiratory_support") #polytomous = c("ordinal_or_nominal_variable"), # no polytomous baseline variables in this data set so it's commented out numeric = c("mat_age", "GA_weeks", "birthweight") # can add polytomous variables if needed ), intervention = "treatment_cat", outcome = list( common = list( dichotomous = c("IVH", "NEC"), polytomous = c("CLD"), # if certain variable types don't exist, just delete the relevant line. numeric = c("hospital_days") ), rare = list( dichotomous = c("inf_death") # add more variables if needed e.g., c("inf_death", "severe_IVH") ) ), correlated = list( timeAndSize = c("GA_weeks", "birthweight") ), unexpected = list( days = list( names = c("Saturday", "Sunday"), locale = "C" ), mat_age = c("less than 10", "greater than 50"), GA_weeks = c("less than 22", "greater than 37") ) ) ## ----eval=FALSE--------------------------------------------------------------- # example_excel_path <- system.file("extdata", "variables_template.xlsx", package = "integrity") # dataset_info <- read_metadata_excel(example_excel_path) ## ----------------------------------------------------------------------------- result <- run_checks(dataset, dataset_info) names(result) ## ----------------------------------------------------------------------------- item_1_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "1.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_1_1, row.names = FALSE) ## ----------------------------------------------------------------------------- item_1_2 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "1.2", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_1_2, row.names = FALSE) ## ----------------------------------------------------------------------------- item_1_3 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "1.3", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_1_3, row.names = FALSE) ## ----------------------------------------------------------------------------- item_1_4 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "1.4", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_1_4, row.names = FALSE) if("Terminal Digits" %in% names(result[["images"]])) { result[["images"]][["Terminal Digits"]] } ## ----------------------------------------------------------------------------- item_2_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "2.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_2_1, row.names = FALSE) if(!is.null(result[["detail_tables"]][["2.1"]])) knitr::kable(result[["detail_tables"]][["2.1"]], row.names = FALSE) ## ----------------------------------------------------------------------------- item_2_2 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "2.2", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_2_2, row.names = FALSE) if(!is.null(result[["detail_tables"]][["2.2"]])) knitr::kable(result[["detail_tables"]][["2.2"]], row.names = FALSE) ## ----------------------------------------------------------------------------- item_2_3 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "2.3", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_2_3, row.names = FALSE) if(!is.null(result[["detail_tables"]][["2.3"]])) knitr::kable(result[["detail_tables"]][["2.3"]], row.names = FALSE) ## ----------------------------------------------------------------------------- item_2_4 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "2.4", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_2_4, row.names = FALSE) if(!is.null(result[["detail_tables"]][["2.4"]])) knitr::kable(result[["detail_tables"]][["2.4"]], row.names = FALSE) ## ----------------------------------------------------------------------------- item_3_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "3.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_3_1, row.names = FALSE) correlation_plots <- setdiff(names(result[["images"]]), c("Terminal Digits", "Cumulative Allocation", "Days")) for(plot_name in correlation_plots) { print(result[["images"]][[plot_name]]) } ## ----------------------------------------------------------------------------- item_4_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "4.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_4_1, row.names = FALSE) item_4_1_dates <- result[["detail_tables"]][["4.1"]] if(!is.null(item_4_1_dates)) { knitr::kable(item_4_1_dates, row.names = FALSE) } ## ----------------------------------------------------------------------------- item_4_2 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "4.2", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_4_2, row.names = FALSE) ## ----------------------------------------------------------------------------- item_5_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "5.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_5_1, row.names = FALSE) if("Cumulative Allocation" %in% names(result[["images"]])) { result[["images"]][["Cumulative Allocation"]] } ## ----------------------------------------------------------------------------- item_5_2 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "5.2", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_5_2, row.names = FALSE) item_5_2_test <- result[["detail_tables"]][["5.2"]] if(!is.null(item_5_2_test)) { knitr::kable(item_5_2_test, row.names = FALSE) } ## ----------------------------------------------------------------------------- item_5_3 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "5.3", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_5_3, row.names = FALSE) item_5_3_test <- result[["detail_tables"]][["5.3"]] if(!is.null(item_5_3_test)) { knitr::kable(item_5_3_test, row.names = FALSE) } if("Days" %in% names(result[["images"]])) { result[["images"]][["Days"]] } ## ----------------------------------------------------------------------------- item_6_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "6.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_6_1, row.names = FALSE) ## ----------------------------------------------------------------------------- item_7_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "7.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_7_1, row.names = FALSE) if(!is.null(result[["summary_table"]])) { result[["summary_table"]] } ## ----------------------------------------------------------------------------- item_8_1 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "8.1", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_8_1, row.names = FALSE) if(!is.null(result[["detail_tables"]][["8.1"]])) knitr::kable(result[["detail_tables"]][["8.1"]], row.names = FALSE) ## ----------------------------------------------------------------------------- item_8_2 <- result[["check_table"]][result[["check_table"]][["ItemNumber"]] == "8.2", c("Item description", "Status", "Details"), drop = FALSE] knitr::kable(item_8_2, row.names = FALSE) if(!is.null(result[["detail_tables"]][["8.2"]])) knitr::kable(result[["detail_tables"]][["8.2"]], row.names = FALSE) ## ----------------------------------------------------------------------------- sessionInfo()