## ---- eval=FALSE-------------------------------------------------------------- # install.packages("tangram.pipe") ## ---- warning=FALSE----------------------------------------------------------- suppressPackageStartupMessages(require(tangram.pipe)) suppressPackageStartupMessages(require(knitr)) suppressPackageStartupMessages(require(kableExtra)) ## ---- echo = FALSE------------------------------------------------------------ set.seed(04082022) ## ----------------------------------------------------------------------------- iris$color <- sample(c("Blue", "Purple"), size=150, replace=TRUE) iris$Stem.Size <- sample(c("Small", "Medium", "Medium", "Large"), size=150, replace=TRUE) iris[149,5] <- NA iris[150,c(1:4, 6:7)] <- NA head(iris) %>% kable(escape=F, align="c") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE, digits = 2, default_num_summary = num_default, default_cat_summary = cat_default, default_binary_summary = binary_default) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% num_row(row_var="Sepal.Length", rowlabel="Sepal Length") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% num_row(row_var="Sepal.Length", rowlabel="Sepal Length", digits=4) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% num_row(row_var="Sepal.Length", rowlabel="Sepal Length", missing=TRUE) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ---- eval = FALSE------------------------------------------------------------ # tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% # num_row(row_var="Sepal.Length", rowlabel="Sepal Length", comparison=num_diff) %>% # tbl_out() # tbl1 %>% # tangram_styling() %>% # kable(escape=F, align="l") %>% # trimws %>% # kable_styling(c("striped","bordered")) ## ---- echo = FALSE------------------------------------------------------------ tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% num_row(row_var="Sepal.Length", rowlabel="Sepal Length", comparison=num_diff) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) %>% column_spec(c(7:9), width_min = "1.5in") ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% cat_row("Stem.Size", rowlabel="Stem Size") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% cat_row("Stem.Size", rowlabel="Stem Size", missing=TRUE) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% cat_row("Stem.Size", rowlabel="Stem Size (Ascending by versicolor)", missing=TRUE, ordering = "ascending", sortcol = "versicolor") %>% cat_row("Stem.Size", rowlabel="Stem Size (Descending by overall count)", missing=TRUE, ordering = "descending") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ---- eval = FALSE------------------------------------------------------------ # tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% # cat_row("Stem.Size", rowlabel="Stem Size", comparison=cat_comp_default) %>% # tbl_out() # tbl1 %>% # tangram_styling() %>% # kable(escape=F, align="l") %>% # trimws %>% # kable_styling(c("striped","bordered")) ## ---- echo = FALSE------------------------------------------------------------ tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% cat_row("Stem.Size", rowlabel="Stem Size", comparison=cat_comp_default) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) %>% column_spec(c(2:6), width_min = "1.1in") %>% column_spec(7, width_min = "1.5in") ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% binary_row("color", rowlabel = "Color") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% binary_row("color", rowlabel = "Color", reference="Purple") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% binary_row("color", rowlabel = "Color", compact = FALSE) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ---- eval = FALSE------------------------------------------------------------ # tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% # binary_row("color", comparison=binary_diff) %>% # tbl_out() # tbl1 %>% # tangram_styling() %>% # kable(escape=F, align="l") %>% # trimws %>% # kable_styling(c("striped","bordered")) ## ---- echo = FALSE------------------------------------------------------------ tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% binary_row("color", comparison=binary_diff) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) %>% column_spec(1, width_min = "1in") %>% column_spec(c(2:6), width_min = "1.1in") %>% column_spec(7, width_min = "1.75in") %>% column_spec(c(8:9), width_min = "1.5in") ## ---- eval = FALSE------------------------------------------------------------ # tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% # binary_row("color", comparison=binary_or) %>% # tbl_out() # tbl1 %>% # tangram_styling() %>% # kable(escape=F, align="l") %>% # trimws %>% # kable_styling(c("striped","bordered")) ## ---- echo = FALSE------------------------------------------------------------ tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% binary_row("color", comparison=binary_or) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) %>% column_spec(1, width_min = "1in") %>% column_spec(c(2:7), width_min = "1.1in") %>% column_spec(c(8:9), width_min = "1.25in") ## ---- eval = FALSE------------------------------------------------------------ # tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% # binary_row("color", comparison=binary_rr) %>% # tbl_out() # tbl1 %>% # tangram_styling() %>% # kable(escape=F, align="l") %>% # trimws %>% # kable_styling(c("striped","bordered")) ## ---- echo = FALSE------------------------------------------------------------ tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% binary_row("color", comparison=binary_rr) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) %>% column_spec(1, width_min = "1in") %>% column_spec(c(2:7), width_min = "1.1in") %>% column_spec(c(8:9), width_min = "1.25in") ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(data=iris, col_var="Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% n_row() %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----eval=FALSE--------------------------------------------------------------- # tbl1 <- tbl1 %>% empty_row() ## ---- eval=FALSE-------------------------------------------------------------- # tbl1 <- tbl_start( # data = iris, # col_var = "Species", # missing=FALSE, # overall=TRUE, # comparison=TRUE, # default_num_summary = num_default, # default_cat_summary = cat_pct, # default_binary_summary = binary_default) %>% # n_row() %>% # num_row("Sepal.Length", rowlabel="Sepal Length") %>% # empty_row('No rowlabel, 3 decimal places') %>% # num_row("Sepal.Width", digits=3) %>% # empty_row("No comparison test used, Min-Max summary") %>% # num_row("Petal.Length", rowlabel="Petal Length", summary = num_minmax, comparison=FALSE) %>% # empty_row("Missing data considered, mean/Std. Dev summary") %>% # num_row("Petal.Width", rowlabel="Petal Width", summary = num_mean_sd, missing=TRUE) %>% # cat_row("Stem.Size", rowlabel="Stem Size", missing=TRUE) %>% # empty_row("No rowlabels, indent 3 spaces, odds ratio as test") %>% # binary_row("color", missing = TRUE, comparison=binary_or, indent=3) %>% # tbl_out() # tbl1 %>% # tangram_styling() %>% # kable(escape=F, align="l") %>% # trimws %>% # kable_styling(c("striped","bordered")) ## ---- echo=FALSE-------------------------------------------------------------- tbl1 <- tbl_start( data = iris, col_var = "Species", missing=FALSE, overall=TRUE, comparison=TRUE, default_num_summary = num_default, default_cat_summary = cat_pct, default_binary_summary = binary_default) %>% n_row() %>% num_row("Sepal.Length", rowlabel="Sepal Length") %>% empty_row('No rowlabel, 3 decimal places') %>% num_row("Sepal.Width", digits=3) %>% empty_row("No comparison test used, Min-Max summary") %>% num_row("Petal.Length", rowlabel="Petal Length", summary = num_minmax, comparison=FALSE) %>% empty_row("Missing data considered, mean/Std. Dev summary") %>% num_row("Petal.Width", rowlabel="Petal Width", summary = num_mean_sd, missing=TRUE) %>% cat_row("Stem.Size", rowlabel="Stem Size", missing=TRUE) %>% empty_row("No rowlabels, indent 3 spaces, odds ratio as test") %>% binary_row("color", missing = TRUE, comparison=binary_or, indent=3) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) %>% column_spec(1, width_min = "1.5in") %>% column_spec(c(2:6), width_min = "1.3in") %>% column_spec(c(7:9), width_min = "1.5in") ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(iris, NULL, missing=FALSE, overall=TRUE, comparison=FALSE) %>% n_row() %>% num_row("Sepal.Length", rowlabel="Sepal Length") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- sepaldat <- iris %>% select(-c(Petal.Length, Petal.Width)) petaldat <- iris %>% select(-c(Sepal.Length, Sepal.Width)) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(sepaldat, "Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% num_row("Sepal.Length", rowlabel="Sepal Length") %>% num_row("Sepal.Width", rowlabel="Sepal Width") %>% empty_row(header="Switch to Petal Dataset") %>% num_row(row_var="Petal.Length", col_var="Species", newdata=petaldat, rowlabel="Petal Length") %>% num_row(row_var="Petal.Width", col_var="Species", newdata=petaldat, rowlabel="Petal Width") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ----------------------------------------------------------------------------- petal.small <- iris %>% filter(Petal.Length <= 4.3) petal.large <- iris %>% filter(Petal.Length > 4.3) ## ----------------------------------------------------------------------------- tbl1 <- tbl_start(iris, "Species", missing=FALSE, overall=TRUE, comparison=FALSE) %>% empty_row(header="All Data") %>% n_row() %>% num_row("Sepal.Length", rowlabel=" Sepal Length") %>% num_row("Sepal.Width", rowlabel=" Sepal Width") %>% empty_row(header="Petal Length less than 4.3") %>% n_row(newdata=petal.small) %>% num_row("Sepal.Length", rowlabel=" Sepal Length", col_var="Species", newdata=petal.small) %>% num_row("Sepal.Width", rowlabel=" Sepal Width", col_var="Species", newdata=petal.small) %>% empty_row(header="Petal Length greater than 4.3") %>% n_row(newdata=petal.large) %>% num_row("Sepal.Length", rowlabel=" Sepal Length", col_var="Species", newdata=petal.large) %>% num_row("Sepal.Width", rowlabel=" Sepal Width", col_var="Species", newdata=petal.large) %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l") %>% trimws %>% kable_styling(c("striped","bordered")) ## ---- eval = FALSE------------------------------------------------------------ # tbl1 <- tbl_start(iris, "Species", missing=TRUE, overall=TRUE, comparison=TRUE, # default_num_summary = num_minmax, # default_cat_summary = cat_pct, # default_binary_summary = binary_jama) %>% # n_row() %>% # num_row("Sepal.Length", rowlabel="Sepal Length") %>% # cat_row("Stem.Size", rowlabel="Stem Size") %>% # binary_row("color", rowlabel="Color") %>% # tbl_out() # tbl1 %>% # tangram_styling() %>% # kable(escape=F, align="l", caption = "Example Summary table", format = "html") %>% # trimws %>% # kable_styling(c("striped","bordered"), font_size = 12) ## ---- echo = FALSE------------------------------------------------------------ tbl1 <- tbl_start(iris, "Species", missing=TRUE, overall=TRUE, comparison=TRUE, default_num_summary = num_minmax, default_cat_summary = cat_pct, default_binary_summary = binary_jama) %>% n_row() %>% num_row("Sepal.Length", rowlabel="Sepal Length") %>% cat_row("Stem.Size", rowlabel="Stem Size") %>% binary_row("color", rowlabel="Color") %>% tbl_out() tbl1 %>% tangram_styling() %>% kable(escape=F, align="l", caption = "Example Summary table", format = "html") %>% trimws %>% kable_styling(c("striped","bordered"), font_size = 12) %>% column_spec(1, width_min = "1.5in") %>% column_spec(c(2:6), width_min = "1.3in") %>% column_spec(c(7:9), width_min = "1.5in")