## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) ## ----setup-------------------------------------------------------------------- library(countmaskr) library(knitr) ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- data("countmaskr_data") aggregate_table <- countmaskr_data %>% select(-c(id, age)) %>% gather(block, Characteristics) %>% group_by(block, Characteristics) %>% summarise(N = n()) %>% ungroup() ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- aggregate_table %>% group_by(block) %>% mutate(N_masked = mask_counts(N)) %>% kable() ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- aggregate_table %>% group_by(block) %>% mutate(N_masked = mask_counts_2(N)) %>% kable() ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- aggregate_table %>% group_by(block) %>% mutate(N_masked = perturb_counts(N)) %>% kable() ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- mask_table(aggregate_table, group_by = "block", col_groups = list("N")) %>% kable() ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- mask_table( aggregate_table, group_by = "block", col_groups = list("N"), overwrite_columns = FALSE ) %>% kable() ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- mask_table( aggregate_table, group_by = "block", col_groups = list("N"), overwrite_columns = TRUE, percentages = TRUE ) %>% kable() ## ----message=FALSE,error=FALSE,warning=FALSE---------------------------------- two_way_freq_table <- countmaskr_data %>% count(race, gender) %>% pivot_wider(names_from = gender, values_from = n) %>% mutate( across(all_of(c("Female", "Male", "Other")), ~ ifelse(is.na(.), 0, .)), Overall = Female + Male + Other, .after = 1 ) mask_table( two_way_freq_table, col_groups = list(c("Overall", "Female", "Male", "Other")), overwrite_columns = TRUE, percentages = FALSE ) %>% kable()