diff --git a/05-descriptive-analysis.Rmd b/05-descriptive-analysis.Rmd
index 6604d9b..b247fd6 100644
--- a/05-descriptive-analysis.Rmd
+++ b/05-descriptive-analysis.Rmd
@@ -449,7 +449,7 @@ recs_des %>%
   mutate(p = p * 100)
 ```
 
-with `r .preg %>% filter(Region=="Northeast") %>% pull(p) %>% signif(3)`% of the households in the Northeast, `r .preg %>% filter(Region=="Midwest") %>% pull(p) %>% signif(3)`% in the Midwest, and so on. Note that the proportions in column `p` add up to one.
+`r .preg %>% filter(Region=="Northeast") %>% pull(p) %>% signif(3)`% of the households are in the Northeast, `r .preg %>% filter(Region=="Midwest") %>% pull(p) %>% signif(3)`% are in the Midwest, and so on. Note that the proportions in column `p` add up to one.
 
 \index{Categorical data|(}
 The `survey_prop()` function is essentially the same as using `survey_mean()` with a categorical variable and without specifying a numeric variable in the `x` argument. The following code gives us the same results as above:
diff --git a/index.Rmd b/index.Rmd
index 2cdcb1b..8f57dec 100644
--- a/index.Rmd
+++ b/index.Rmd
@@ -23,6 +23,8 @@ header-includes:
 ```{r setup}
 #| include: false
 
+knitr::opts_chunk$set(fig.pos = "h!", out.extra = "")
+
 library(styler)
 options(
   htmltools.dir.version = FALSE, formatR.indent = 2, digits = 4
@@ -38,9 +40,13 @@ library(prettyunits)
 book_colors <- c("#0b3954", "#087e8b", "#bfd7ea", "#ff8484", "#8d6b94")
 
 as_latex_with_caption <- function(gtobj, chunk_label) {
-  gt_l <- gt::as_latex(gtobj)
+  lt <- nrow(gtobj[["_data"]]) >= 10
+  gt_l <- gtobj %>% tab_options(latex.use_longtable=lt, latex.tbl.pos="!htb") %>% gt::as_latex()
   caption <- paste0(
-    "\\caption{\\label{tab:", chunk_label, "}(ref:", chunk_label, ")}\\\\")
+    "\\caption{\\label{tab:", chunk_label, "}(ref:", chunk_label, ")}")
+    if (lt){
+    caption <- paste0(caption, " \\\\")
+  }
   latex <- strsplit(gt_l[1], split = "\n")[[1]]
   idxtable <- which(stringr::str_detect(latex, "begin") & stringr::str_detect(latex, "table"))
   # https://tex.stackexchange.com/questions/95236/as-first-character-in-table-row 
@@ -139,4 +145,4 @@ if (knitr:::is_html_output()){
 } 
 
 rm(citation_text)
-```
\ No newline at end of file
+```
diff --git a/renv.lock b/renv.lock
index 4ede076..6e9f30a 100644
--- a/renv.lock
+++ b/renv.lock
@@ -956,9 +956,15 @@
     },
     "gt": {
       "Package": "gt",
-      "Version": "0.10.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
+      "Version": "0.11.0.9000",
+      "Source": "GitHub",
+      "RemoteType": "github",
+      "RemoteHost": "api.github.com",
+      "RemoteRepo": "gt",
+      "RemoteUsername": "rstudio",
+      "RemotePkgRef": "rstudio/gt",
+      "RemoteRef": "HEAD",
+      "RemoteSha": "28de628ac53ecded0f747396333507477f537923",
       "Requirements": [
         "R",
         "base64enc",
@@ -982,7 +988,7 @@
         "vctrs",
         "xml2"
       ],
-      "Hash": "03009c105dfae79460b8eb9d8cf791e4"
+      "Hash": "f6b5b788ea3cdec44401645c5896ad8c"
     },
     "gtable": {
       "Package": "gtable",