## ---- include = FALSE--------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) ## ----setup, include=FALSE----------------------------------------------------- library(tidyverse) library(magrittr) library(Tplyr) library(knitr) ## ----missing------------------------------------------------------------------ tplyr_adsl$TRT01P <- as.factor(tplyr_adsl$TRT01P) tplyr_adlb$TRTA <- as.factor(tplyr_adlb$TRTA) tplyr_adlb_2 <- tplyr_adlb %>% filter(TRTA != "Placebo") tplyr_table(tplyr_adlb_2, TRTA) %>% set_pop_data(tplyr_adsl) %>% set_pop_treat_var(TRT01P) %>% add_layer( group_desc(AVAL, by=PARAMCD) %>% set_format_strings('Mean (SD)' = f_str('xxx (xxx)', mean, sd)) ) %>% build() %>% head() %>% select(-starts_with("ord")) %>% kable() ## ----missing1----------------------------------------------------------------- tplyr_table(tplyr_adlb_2, TRTA) %>% set_pop_data(tplyr_adsl) %>% set_pop_treat_var(TRT01P) %>% add_layer( group_desc(AVAL, by=PARAMCD) %>% set_format_strings('Mean (SD)' = f_str('xxx.xx (xxx.xxx)', mean, sd, empty=c(.overall="MISSING"))) ) %>% build() %>% head() %>% select(-starts_with("ord")) %>% kable() ## ----missing2----------------------------------------------------------------- tplyr_table(tplyr_adlb_2, TRTA) %>% set_pop_data(tplyr_adsl) %>% set_pop_treat_var(TRT01P) %>% add_layer( group_desc(AVAL, by=PARAMCD) %>% set_format_strings('Mean (SD)' = f_str('xxx.xx (xxx.xxx)', mean, sd, empty=c("NA"))) ) %>% build() %>% head() %>% select(-starts_with("ord")) %>% kable() ## ----autoprecision1----------------------------------------------------------- tplyr_table(tplyr_adlb, TRTA) %>% add_layer( group_desc(AVAL, by = PARAMCD) %>% set_format_strings( 'Mean (SD)' = f_str('a.a+1 (a.a+2)', mean, sd) ) ) %>% build() %>% head(20) %>% select(-starts_with("ord")) %>% kable() ## ----autoprecision2----------------------------------------------------------- tplyr_table(tplyr_adlb, TRTA) %>% add_layer( group_desc(AVAL, by = PARAMCD) %>% set_format_strings( 'Mean (SD)' = f_str('a.a+1 (a.a+2)', mean, sd), cap = c(int=3, dec=2) ) ) %>% build() %>% head(20) %>% select(-starts_with("ord")) %>% kable() ## ----precision3--------------------------------------------------------------- tplyr_table(tplyr_adlb, TRTA) %>% add_layer( group_desc(vars(AVAL, CHG, BASE), by = PARAMCD) %>% set_format_strings( 'Mean (SD)' = f_str('a.a+1 (a.a+2)', mean, sd, empty="NA"), cap = c(int=3, dec=2) ) %>% set_precision_on(AVAL) %>% set_precision_by(PARAMCD) ) %>% build() %>% head() %>% select(-starts_with("ord")) %>% kable() ## ----external-precision------------------------------------------------------- prec_data <- tibble::tribble( ~PARAMCD, ~max_int, ~max_dec, "BUN", 1, 0, "CA", 2, 4, "CK", 3, 1, "GGT", 3, 0, "URATE", 3, 1, ) tplyr_table(tplyr_adlb, TRTA) %>% add_layer( group_desc(AVAL, by = PARAMCD) %>% set_format_strings( 'Mean (SD)' = f_str('a.a+1 (a.a+2)', mean, sd, empty="NA") ) %>% set_precision_on(AVAL) %>% set_precision_by(PARAMCD) %>% set_precision_data(prec_data) ) %>% build() %>% head() %>% select(-starts_with("ord")) %>% kable() ## ----external-precision2------------------------------------------------------ prec_data <- tibble::tribble( ~PARAMCD, ~max_int, ~max_dec, "BUN", 1, 0, "CA", 2, 4, "CK", 3, 1, "GGT", 3, 0, ) tplyr_table(tplyr_adlb, TRTA) %>% add_layer( group_desc(AVAL, by = PARAMCD) %>% set_format_strings( 'Mean (SD)' = f_str('a.a+1 (a.a+2)', mean, sd, empty="NA") ) %>% set_precision_on(AVAL) %>% set_precision_by(PARAMCD) %>% set_precision_data(prec_data, default="auto") ) %>% build() %>% head() %>% select(-starts_with("ord")) %>% kable() ## ----standard----------------------------------------------------------------- tplyr_table(tplyr_adsl, TRT01P) %>% add_layer( group_desc(AGE, by = "Age (years)", where= SAFFL=="Y") %>% set_format_strings( "n" = f_str("xx", n), "Mean (SD)"= f_str("xx.x (xx.xx)", mean, sd), "Median" = f_str("xx.x", median), "Q1, Q3" = f_str("xx, xx", q1, q3), "Min, Max" = f_str("xx, xx", min, max), "Missing" = f_str("xx", missing) ) ) %>% build() %>% select(-starts_with('ord')) ## ----manual_hugging----------------------------------------------------------- tplyr_table(tplyr_adlb, TRTA, PARAMCD == "CK") %>% add_layer( group_desc(AVAL, by=vars(PARAMCD, AVISIT)) %>% set_format_strings( TEST = f_str("xxx.x (XXX.x)", mean, sd, empty="NA") ) %>% set_precision_by(PARAMCD) ) %>% build() %>% head() %>% select(-starts_with('ord')) ## ----auto_hugging------------------------------------------------------------- tplyr_table(tplyr_adlb, TRTA, PARAMCD == "CK") %>% add_layer( group_desc(AVAL, by=vars(PARAMCD, AVISIT)) %>% set_format_strings( TEST = f_str("a.a (A.a)", mean, sd, empty="NA") ) %>% set_precision_by(PARAMCD) ) %>% build() %>% head() %>% select(-starts_with('ord'))