diff --git a/maintain.qmd b/maintain.qmd
index d1aa3cf..9a45037 100644
--- a/maintain.qmd
+++ b/maintain.qmd
@@ -1,6 +1,7 @@
 ---
 execute:
   echo: false
+  eval: false
 toc: TRUE
 toc-depth: 4
 ---
diff --git a/renv.lock b/renv.lock
index 9c788ee..eae37e0 100644
--- a/renv.lock
+++ b/renv.lock
@@ -20,6 +20,17 @@
       ],
       "Hash": "164809cd72e1d5160b4cb3aa57f510fe"
     },
+    "GPArotation": {
+      "Package": "GPArotation",
+      "Version": "2024.3-1",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "stats"
+      ],
+      "Hash": "b8b658ec0d7a6a55d9d01e00e3cafd20"
+    },
     "MASS": {
       "Package": "MASS",
       "Version": "7.3-60.2",
@@ -72,6 +83,27 @@
       ],
       "Hash": "45f0398006e83a5b10b72a90663d8d8c"
     },
+    "Rcpp": {
+      "Package": "Rcpp",
+      "Version": "1.0.12",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "methods",
+        "utils"
+      ],
+      "Hash": "5ea2700d21e038ace58269ecdbeb9ec0"
+    },
+    "SuppDists": {
+      "Package": "SuppDists",
+      "Version": "1.1-9.7",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R"
+      ],
+      "Hash": "82fc819203a2818bd5c10f758991b492"
+    },
     "askpass": {
       "Package": "askpass",
       "Version": "1.2.0",
@@ -376,6 +408,17 @@
       ],
       "Hash": "698ece7ba5a4fa4559e3d537e7ec3d31"
     },
+    "diptest": {
+      "Package": "diptest",
+      "Version": "0.77-1",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "graphics",
+        "stats"
+      ],
+      "Hash": "882c35d95d13cdf1cd331008b8402420"
+    },
     "dplyr": {
       "Package": "dplyr",
       "Version": "1.1.4",
@@ -594,6 +637,36 @@
       ],
       "Hash": "44c6a2f8202d5b7e878ea274b1092426"
     },
+    "ggrepel": {
+      "Package": "ggrepel",
+      "Version": "0.9.5",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp",
+        "ggplot2",
+        "grid",
+        "rlang",
+        "scales",
+        "withr"
+      ],
+      "Hash": "cc3361e234c4a5050e29697d675764aa"
+    },
+    "ggridges": {
+      "Package": "ggridges",
+      "Version": "0.5.6",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "ggplot2",
+        "grid",
+        "scales",
+        "withr"
+      ],
+      "Hash": "66488692cb8621bc78df1b9b819497a6"
+    },
     "glue": {
       "Package": "glue",
       "Version": "1.7.0",
@@ -658,6 +731,20 @@
       ],
       "Hash": "d6db1667059d027da730decdc214b959"
     },
+    "gridExtra": {
+      "Package": "gridExtra",
+      "Version": "2.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "grDevices",
+        "graphics",
+        "grid",
+        "gtable",
+        "utils"
+      ],
+      "Hash": "7d7f283939f563670a697165b2cf5560"
+    },
     "gtable": {
       "Package": "gtable",
       "Version": "0.3.5",
@@ -837,6 +924,31 @@
       ],
       "Hash": "e1b9c55281c5adc4dd113652d9e26768"
     },
+    "kableExtra": {
+      "Package": "kableExtra",
+      "Version": "1.4.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "digest",
+        "grDevices",
+        "graphics",
+        "htmltools",
+        "knitr",
+        "magrittr",
+        "rmarkdown",
+        "rstudioapi",
+        "scales",
+        "stats",
+        "stringr",
+        "svglite",
+        "tools",
+        "viridisLite",
+        "xml2"
+      ],
+      "Hash": "532d16304274c23c8563f94b79351c86"
+    },
     "knitr": {
       "Package": "knitr",
       "Version": "1.46",
@@ -1016,6 +1128,24 @@
       ],
       "Hash": "ea2475b073243d9d338aa8f086ce973e"
     },
+    "pander": {
+      "Package": "pander",
+      "Version": "0.6.5",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp",
+        "digest",
+        "grDevices",
+        "graphics",
+        "methods",
+        "stats",
+        "tools",
+        "utils"
+      ],
+      "Hash": "737924139a1e4fc96356ff377c754c35"
+    },
     "parameters": {
       "Package": "parameters",
       "Version": "0.21.7",
@@ -1075,6 +1205,17 @@
       ],
       "Hash": "01f28d4278f15c76cddbea05899c5d6f"
     },
+    "plyr": {
+      "Package": "plyr",
+      "Version": "1.8.9",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp"
+      ],
+      "Hash": "6b8177fd19982f0020743fadbfdbd933"
+    },
     "prettyunits": {
       "Package": "prettyunits",
       "Version": "1.2.0",
@@ -1155,6 +1296,17 @@
       ],
       "Hash": "1cba04a4e9414bdefc9dcaa99649a8dc"
     },
+    "pwr": {
+      "Package": "pwr",
+      "Version": "1.3-0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "graphics",
+        "stats"
+      ],
+      "Hash": "adfa41db3678b41bf9235c514c51799a"
+    },
     "ragg": {
       "Package": "ragg",
       "Version": "1.3.0",
@@ -1297,6 +1449,21 @@
       ],
       "Hash": "9b148e7f95d33aac01f31282d49e4f44"
     },
+    "rmdpartials": {
+      "Package": "rmdpartials",
+      "Version": "0.5.8",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "digest",
+        "knitr",
+        "rlang",
+        "stats",
+        "utils"
+      ],
+      "Hash": "c24127330f45f18c14dfb97a83895d9b"
+    },
     "rprojroot": {
       "Package": "rprojroot",
       "Version": "2.0.4",
@@ -1534,6 +1701,18 @@
       ],
       "Hash": "2cdff0379c82a0a46d3d9979cbdf3d12"
     },
+    "svglite": {
+      "Package": "svglite",
+      "Version": "2.1.3",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "cpp11",
+        "systemfonts"
+      ],
+      "Hash": "124a41fdfa23e8691cb744c762f10516"
+    },
     "sys": {
       "Package": "sys",
       "Version": "3.4.2",
@@ -1694,6 +1873,35 @@
       ],
       "Hash": "f561504ec2897f4d46f0c7657e488ae1"
     },
+    "ufs": {
+      "Package": "ufs",
+      "Version": "0.5.12",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "GPArotation",
+        "R",
+        "SuppDists",
+        "digest",
+        "diptest",
+        "dplyr",
+        "ggplot2",
+        "ggrepel",
+        "ggridges",
+        "grDevices",
+        "gridExtra",
+        "gtable",
+        "htmltools",
+        "kableExtra",
+        "knitr",
+        "pander",
+        "plyr",
+        "pwr",
+        "rmdpartials",
+        "scales"
+      ],
+      "Hash": "4df3f8932792874dae6e2c7134e51e2e"
+    },
     "utf8": {
       "Package": "utf8",
       "Version": "1.2.4",
diff --git a/wrangle.qmd b/wrangle.qmd
index eee17d9..d8d0895 100644
--- a/wrangle.qmd
+++ b/wrangle.qmd
@@ -303,7 +303,7 @@ data_scalescomputed <- data_exclusionsapplied %>%
   ungroup()
 
 data_scalescomputed %>% 
-  write_csv(here("data", "data_scalescomputed.csv")
+  write_csv(here("data", "data_scalescomputed.csv"))
 
 ```