diff --git a/renv.lock b/renv.lock
index 031f771..84b651b 100644
--- a/renv.lock
+++ b/renv.lock
@@ -9,26 +9,15 @@
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@@ -69,7 +58,7 @@
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@@ -82,7 +71,7 @@
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@@ -151,58 +139,6 @@
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@@ -247,25 +183,6 @@
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@@ -289,7 +206,7 @@
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@@ -300,36 +217,24 @@
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@@ -357,18 +262,6 @@
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@@ -382,32 +275,16 @@
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@@ -474,10 +351,13 @@
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@@ -491,83 +371,16 @@
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@@ -584,7 +397,7 @@
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@@ -658,32 +451,13 @@
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@@ -693,7 +467,7 @@
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@@ -708,18 +482,18 @@
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@@ -727,7 +501,7 @@
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@@ -743,16 +517,9 @@
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@@ -760,23 +527,7 @@
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@@ -793,14 +544,14 @@
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@@ -820,7 +571,7 @@
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@@ -831,11 +582,11 @@
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@@ -845,29 +596,7 @@
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@@ -880,84 +609,9 @@
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@@ -978,7 +632,7 @@
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@@ -993,93 +647,40 @@
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@@ -1982,28 +1381,6 @@
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@@ -2019,18 +1396,18 @@
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@@ -2050,27 +1427,11 @@
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@@ -2079,17 +1440,17 @@
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@@ -2123,41 +1484,9 @@
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@@ -2167,77 +1496,31 @@
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+        "cli",
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+        "glue",
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         "munsell",
         "rlang",
         "viridisLite"
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-      "Hash": "906cb23d2f1c5680b8ce439b44c6fa63"
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@@ -2246,11 +1529,11 @@
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@@ -2260,35 +1543,11 @@
         "vctrs",
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@@ -2297,11 +1556,11 @@
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@@ -2314,11 +1573,11 @@
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@@ -2330,49 +1589,7 @@
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-        "R",
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-      "Hash": "1ab6223d3670fac7143202cb6a2d43d5"
+      "Hash": "b8e943d262c3da0b0febd3e04517c197"
     },
     "tibble": {
       "Package": "tibble",
@@ -2426,9 +1643,9 @@
     },
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-      "Version": "1.3.0",
+      "Version": "1.3.1",
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+      "Repository": "RSPM",
       "Requirements": [
         "R",
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@@ -2445,7 +1662,7 @@
         "utils",
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       ],
-      "Hash": "e47debdc7ce599b070c8e78e8ac0cfcf"
+      "Hash": "915fb7ce036c22a6a33b5a8adb712eb1"
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       "Package": "tidyselect",
@@ -2463,70 +1680,9 @@
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     },
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-        "ggplot2",
-        "magrittr",
-        "rlang",
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-        "sf",
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-      "Repository": "CRAN",
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-        "cli",
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-        "dbplyr",
-        "dplyr",
-        "dtplyr",
-        "forcats",
-        "ggplot2",
-        "googledrive",
-        "googlesheets4",
-        "haven",
-        "hms",
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-        "modelr",
-        "pillar",
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-        "reprex",
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-      "Version": "3043.102",
+      "Version": "4032.109",
       "Source": "Repository",
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@@ -2536,38 +1692,28 @@
         "stats",
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-      "Hash": "fde4fc571f5f61978652c229d4713845"
+      "Hash": "fa276a2ec2555d74b4eabf56fba3d209"
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     "timechange": {
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-      "Version": "0.2.0",
+      "Version": "0.3.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
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         "cpp11"
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-      "Hash": "8548b44f79a35ba1791308b61e6012d7"
+      "Hash": "c5f3c201b931cd6474d17d8700ccb1c8"
     },
     "tinytex": {
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-      "Version": "0.45",
+      "Version": "0.49",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "xfun"
       ],
-      "Hash": "e4e357f28c2edff493936b6cb30c3d65"
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-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "Rcpp"
-      ],
-      "Hash": "642507a148b0dd9b5620177e0a044413"
+      "Hash": "5ac22900ae0f386e54f1c307eca7d843"
     },
     "tune": {
       "Package": "tune",
@@ -2612,53 +1758,19 @@
       ],
       "Hash": "f561504ec2897f4d46f0c7657e488ae1"
     },
-    "units": {
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-    "urltools": {
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-      "Version": "1.7.3",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "Rcpp",
-        "methods",
-        "triebeard"
-      ],
-      "Hash": "e86a704261a105f4703f653e05defa3e"
-    },
     "utf8": {
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-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
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-      "Hash": "1fe17157424bb09c48a8b3b550c753bc"
-    },
-    "uuid": {
-      "Package": "uuid",
-      "Version": "1.1-0",
+      "Version": "1.2.4",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R"
       ],
-      "Hash": "f1cb46c157d080b729159d407be83496"
+      "Hash": "62b65c52671e6665f803ff02954446e9"
     },
     "vctrs": {
       "Package": "vctrs",
-      "Version": "0.6.3",
+      "Version": "0.6.5",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -2668,7 +1780,7 @@
         "lifecycle",
         "rlang"
       ],
-      "Hash": "d0ef2856b83dc33ea6e255caf6229ee2"
+      "Hash": "c03fa420630029418f7e6da3667aac4a"
     },
     "viridisLite": {
       "Package": "viridisLite",
@@ -2682,7 +1794,7 @@
     },
     "vroom": {
       "Package": "vroom",
-      "Version": "1.6.3",
+      "Version": "1.6.5",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -2704,51 +1816,33 @@
         "vctrs",
         "withr"
       ],
-      "Hash": "8318e64ffb3a70e652494017ec455561"
+      "Hash": "390f9315bc0025be03012054103d227c"
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     "warp": {
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-      "Version": "0.2.0",
+      "Version": "0.2.1",
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         "R"
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-      "Hash": "2982481615756e24e79fee95bdc95daa"
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-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "c6abfa47a46d281a7d5159d0a8891e88"
+      "Hash": "fea474d578b1cbcb696ae6ac8bdcc439"
     },
     "withr": {
       "Package": "withr",
-      "Version": "2.5.0",
+      "Version": "3.0.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "grDevices",
-        "graphics",
-        "stats"
-      ],
-      "Hash": "c0e49a9760983e81e55cdd9be92e7182"
-    },
-    "wk": {
-      "Package": "wk",
-      "Version": "0.7.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
+        "graphics"
       ],
-      "Hash": "d090e79291f852c4da96b036500d449f"
+      "Hash": "d31b6c62c10dcf11ec530ca6b0dd5d35"
     },
     "workflows": {
       "Package": "workflows",
-      "Version": "1.1.3",
+      "Version": "1.1.4",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -2764,7 +1858,7 @@
         "tidyselect",
         "vctrs"
       ],
-      "Hash": "553cd1d3d88da41e40f70b04f657a164"
+      "Hash": "f2c2cefdf6babfed4594b33479d19fc3"
     },
     "workflowsets": {
       "Package": "workflowsets",
@@ -2798,18 +1892,19 @@
     },
     "xfun": {
       "Package": "xfun",
-      "Version": "0.39",
+      "Version": "0.42",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
+        "grDevices",
         "stats",
         "tools"
       ],
-      "Hash": "8f56e9acb54fb525e66464d57ab58bcb"
+      "Hash": "fd1349170df31f7a10bd98b0189e85af"
     },
     "xgboost": {
       "Package": "xgboost",
-      "Version": "1.7.5.1",
+      "Version": "1.7.7.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -2819,29 +1914,18 @@
         "jsonlite",
         "methods"
       ],
-      "Hash": "6b8d09cf8ffc148162a4d57d01e61490"
-    },
-    "xml2": {
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-      "Version": "1.3.5",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "methods"
-      ],
-      "Hash": "6c40e5cfcc6aefd88110666e18c31f40"
+      "Hash": "6303e61eac62aef7bd2b396ef7e24386"
     },
     "yaml": {
       "Package": "yaml",
-      "Version": "2.3.7",
+      "Version": "2.3.8",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "0d0056cc5383fbc240ccd0cb584bf436"
+      "Hash": "29240487a071f535f5e5d5a323b7afbd"
     },
     "yardstick": {
       "Package": "yardstick",
-      "Version": "1.2.0",
+      "Version": "1.3.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -2855,24 +1939,10 @@
         "tibble",
         "tidyselect",
         "utils",
-        "vctrs"
-      ],
-      "Hash": "935418860629e50d2a2c495ea0a05221"
-    },
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-      "Version": "1.8-9",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "grDevices",
-        "graphics",
-        "lattice",
-        "stats",
-        "utils"
+        "vctrs",
+        "withr"
       ],
-      "Hash": "035d1c7c12593038c26fb1c2fd40c4d2"
+      "Hash": "7e10ee3ce851fdd7f8679efddac45e69"
     }
   }
 }
diff --git a/vignettes/model_evaluation_VI.Rmd b/vignettes/model_evaluation_VI.Rmd
index 8b7a4b9..0ba39c9 100644
--- a/vignettes/model_evaluation_VI.Rmd
+++ b/vignettes/model_evaluation_VI.Rmd
@@ -17,6 +17,8 @@ library(xgboost)
 library(ranger)
 library(caret)
 library(reactable)
+library(readr)
+library(forcats)
 source(here::here("R/calc_VI.R"))
 source(here::here("R/index_flue.R"))
 set.seed(0)
@@ -108,14 +110,39 @@ p <- ggplot(rsq) +
     aes(
       cluster,
       rsq,
-      colour = flue
+      fill = flue
     )
   ) +
-  theme_bw()
+  theme_classic()
 
 print(p)
 ```
 
+Which one performs best?
+```{r}
+best_ind <- rsq |> 
+  filter(cluster != "cNA") |> 
+  group_by(index) |> 
+  summarise(rsq = median(rsq)) |> 
+  arrange(desc(rsq)) |> 
+  dplyr::slice(1:10) |> 
+  pull(index)
+
+rsq |> 
+  filter(index %in% best_ind, cluster != "cNA") |> 
+  mutate(index = fct_reorder(index, rsq, .fun = "mean")) |> 
+  ggplot() +
+  geom_boxplot(
+    aes(
+      reorder(index, desc(rsq)),
+      rsq
+    ),
+    fill = "grey"
+  ) +
+  facet_wrap(~cluster, nrow = 3) +
+  theme_classic()
+```
+
 ```{r}
 rank_vi <- rsq |>
   ungroup() |>
@@ -140,4 +167,3 @@ rank_vi <- rsq |>
 reactable::reactable(rank_vi)
 
 ```
-