diff --git a/renv/activate.R b/renv/activate.R
index 8638f7fe..0eb51088 100644
--- a/renv/activate.R
+++ b/renv/activate.R
@@ -2,7 +2,7 @@
 local({
 
   # the requested version of renv
-  version <- "1.0.7"
+  version <- "1.0.11"
   attr(version, "sha") <- NULL
 
   # the project directory
diff --git a/renv/profiles/lesson-requirements/renv.lock b/renv/profiles/lesson-requirements/renv.lock
index 82d328ea..7fda9fda 100644
--- a/renv/profiles/lesson-requirements/renv.lock
+++ b/renv/profiles/lesson-requirements/renv.lock
@@ -1,6 +1,6 @@
 {
   "R": {
-    "Version": "4.4.1",
+    "Version": "4.4.2",
     "Repositories": [
       {
         "Name": "CRAN",
@@ -20,7 +20,7 @@
       "Package": "DBI",
       "Version": "1.2.3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "methods"
@@ -29,7 +29,7 @@
     },
     "EpiNow2": {
       "Package": "EpiNow2",
-      "Version": "1.6.0",
+      "Version": "1.6.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -60,11 +60,11 @@
         "truncnorm",
         "utils"
       ],
-      "Hash": "fbfc77cf8a7e8339f6fd3be28c4436ce"
+      "Hash": "5190287f021e8bada8421e3c9d6ff28a"
     },
     "MASS": {
       "Package": "MASS",
-      "Version": "7.3-60.2",
+      "Version": "7.3-61",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -75,11 +75,11 @@
         "stats",
         "utils"
       ],
-      "Hash": "2f342c46163b0b54d7b64d1f798e2c78"
+      "Hash": "0cafd6f0500e5deba33be22c46bf6055"
     },
     "Matrix": {
       "Package": "Matrix",
-      "Version": "1.7-0",
+      "Version": "1.7-1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -92,7 +92,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "1920b2f11133b12350024297d8a4ff4a"
+      "Hash": "5122bb14d8736372411f955e1b16bc8a"
     },
     "QuickJSR": {
       "Package": "QuickJSR",
@@ -105,7 +105,7 @@
       "Package": "R.methodsS3",
       "Version": "1.8.2",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "utils"
@@ -114,22 +114,22 @@
     },
     "R.oo": {
       "Package": "R.oo",
-      "Version": "1.26.0",
+      "Version": "1.27.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "CRAN",
       "Requirements": [
         "R",
         "R.methodsS3",
         "methods",
         "utils"
       ],
-      "Hash": "4fed809e53ddb5407b3da3d0f572e591"
+      "Hash": "6ac79ff194202248cf946fe3a5d6d498"
     },
     "R.utils": {
       "Package": "R.utils",
       "Version": "2.12.3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "R.methodsS3",
@@ -144,7 +144,7 @@
       "Package": "R6",
       "Version": "2.5.1",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R"
       ],
@@ -154,7 +154,7 @@
       "Package": "RColorBrewer",
       "Version": "1.1-3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R"
       ],
@@ -162,14 +162,14 @@
     },
     "Rcpp": {
       "Package": "Rcpp",
-      "Version": "1.0.12",
+      "Version": "1.0.13-1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "methods",
         "utils"
       ],
-      "Hash": "5ea2700d21e038ace58269ecdbeb9ec0"
+      "Hash": "6b868847b365672d6c1677b1608da9ed"
     },
     "RcppEigen": {
       "Package": "RcppEigen",
@@ -186,13 +186,13 @@
     },
     "RcppParallel": {
       "Package": "RcppParallel",
-      "Version": "5.1.7",
+      "Version": "5.1.9",
       "Source": "Repository",
-      "Repository": "RSPM",
+      "Repository": "CRAN",
       "Requirements": [
         "R"
       ],
-      "Hash": "a45594a00f5dbb073d5ec9f48592a08a"
+      "Hash": "f38a72a419b91faac0ce5d9eee04c120"
     },
     "StanHeaders": {
       "Package": "StanHeaders",
@@ -254,19 +254,19 @@
     },
     "askpass": {
       "Package": "askpass",
-      "Version": "1.2.0",
+      "Version": "1.2.1",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "CRAN",
       "Requirements": [
         "sys"
       ],
-      "Hash": "cad6cf7f1d5f6e906700b9d3e718c796"
+      "Hash": "c39f4155b3ceb1a9a2799d700fbd4b6a"
     },
     "backports": {
       "Package": "backports",
       "Version": "1.5.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R"
       ],
@@ -276,7 +276,7 @@
       "Package": "base64enc",
       "Version": "0.1-3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R"
       ],
@@ -310,7 +310,7 @@
       "Package": "blob",
       "Version": "1.2.4",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "methods",
         "rlang",
@@ -332,7 +332,7 @@
     },
     "broom": {
       "Package": "broom",
-      "Version": "1.0.6",
+      "Version": "1.0.7",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -348,11 +348,11 @@
         "tibble",
         "tidyr"
       ],
-      "Hash": "a4652c36d1f8abfc3ddf4774f768c934"
+      "Hash": "8fcc818f3b9887aebaf206f141437cc9"
     },
     "bslib": {
       "Package": "bslib",
-      "Version": "0.7.0",
+      "Version": "0.8.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -370,13 +370,13 @@
         "rlang",
         "sass"
       ],
-      "Hash": "8644cc53f43828f19133548195d7e59e"
+      "Hash": "b299c6741ca9746fb227debcb0f9fb6c"
     },
     "cachem": {
       "Package": "cachem",
       "Version": "1.1.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "fastmap",
         "rlang"
@@ -387,7 +387,7 @@
       "Package": "callr",
       "Version": "3.7.6",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "R6",
@@ -400,7 +400,7 @@
       "Package": "cellranger",
       "Version": "1.1.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "rematch",
@@ -478,7 +478,7 @@
       "Package": "clipr",
       "Version": "0.8.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "utils"
       ],
@@ -513,7 +513,7 @@
       "Package": "conflicted",
       "Version": "1.2.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -556,13 +556,13 @@
     },
     "curl": {
       "Package": "curl",
-      "Version": "5.2.1",
+      "Version": "6.0.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R"
       ],
-      "Hash": "411ca2c03b1ce5f548345d2fc2685f7a"
+      "Hash": "e8ba62486230951fcd2b881c5be23f96"
     },
     "data.table": {
       "Package": "data.table",
@@ -579,7 +579,7 @@
       "Package": "dbplyr",
       "Version": "2.5.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "DBI",
         "R",
@@ -618,14 +618,14 @@
     },
     "digest": {
       "Package": "digest",
-      "Version": "0.6.35",
+      "Version": "0.6.37",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "698ece7ba5a4fa4559e3d537e7ec3d31"
+      "Hash": "33698c4b3127fc9f506654607fb73676"
     },
     "distributional": {
       "Package": "distributional",
@@ -644,21 +644,11 @@
       ],
       "Hash": "76e94de462aa18ea966a38956ecf4497"
     },
-    "dotCall64": {
-      "Package": "dotCall64",
-      "Version": "1.1-1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "80f374ef8500fcdc5d84a0345b837227"
-    },
     "dplyr": {
       "Package": "dplyr",
       "Version": "1.1.4",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "R6",
@@ -681,7 +671,7 @@
       "Package": "dtplyr",
       "Version": "1.3.1",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -698,20 +688,19 @@
     },
     "evaluate": {
       "Package": "evaluate",
-      "Version": "0.24.0",
+      "Version": "1.0.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
-        "R",
-        "methods"
+        "R"
       ],
-      "Hash": "a1066cbc05caee9a4bf6d90f194ff4da"
+      "Hash": "3fd29944b231036ad67c3edb32e02201"
     },
     "fansi": {
       "Package": "fansi",
       "Version": "1.0.6",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "grDevices",
@@ -723,33 +712,19 @@
       "Package": "farver",
       "Version": "2.1.2",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Hash": "680887028577f3fa2a81e410ed0d6e42"
     },
     "fastmap": {
       "Package": "fastmap",
       "Version": "1.2.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Hash": "aa5e1cd11c2d15497494c5292d7ffcc8"
     },
-    "fields": {
-      "Package": "fields",
-      "Version": "15.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "maps",
-        "methods",
-        "spam",
-        "viridisLite"
-      ],
-      "Hash": "66fa5a16464666772f4929f8f5b2fc71"
-    },
     "fitdistrplus": {
       "Package": "fitdistrplus",
-      "Version": "1.1-11",
+      "Version": "1.2-1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -757,28 +732,29 @@
         "R",
         "grDevices",
         "methods",
+        "rlang",
         "stats",
         "survival"
       ],
-      "Hash": "f40ef9686e85681a1ccbf33d9236aeb9"
+      "Hash": "78f15d68e31a6d9a378c546c783bac15"
     },
     "fontawesome": {
       "Package": "fontawesome",
-      "Version": "0.5.2",
+      "Version": "0.5.3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "CRAN",
       "Requirements": [
         "R",
         "htmltools",
         "rlang"
       ],
-      "Hash": "c2efdd5f0bcd1ea861c2d4e2a883a67d"
+      "Hash": "bd1297f9b5b1fc1372d19e2c4cd82215"
     },
     "forcats": {
       "Package": "forcats",
       "Version": "1.0.0",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -802,14 +778,14 @@
     },
     "fs": {
       "Package": "fs",
-      "Version": "1.6.4",
+      "Version": "1.6.5",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "CRAN",
       "Requirements": [
         "R",
         "methods"
       ],
-      "Hash": "15aeb8c27f5ea5161f9f6a641fafd93a"
+      "Hash": "7f48af39fa27711ea5fbd183b399920d"
     },
     "futile.logger": {
       "Package": "futile.logger",
@@ -838,7 +814,7 @@
       "Package": "gargle",
       "Version": "1.5.2",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -860,7 +836,7 @@
       "Package": "generics",
       "Version": "0.1.3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "methods"
@@ -871,7 +847,7 @@
       "Package": "ggplot2",
       "Version": "3.5.1",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "MASS",
         "R",
@@ -907,7 +883,7 @@
       "Package": "googledrive",
       "Version": "2.1.1",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -932,7 +908,7 @@
       "Package": "googlesheets4",
       "Version": "1.1.1",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cellranger",
@@ -958,14 +934,14 @@
     },
     "grates": {
       "Package": "grates",
-      "Version": "1.2.2",
+      "Version": "1.3.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "098bc41b22afc018b65aff10cddf7813"
+      "Hash": "4bd35d41d06c3beb984ebfddf54a2861"
     },
     "gridExtra": {
       "Package": "gridExtra",
@@ -983,24 +959,25 @@
     },
     "gtable": {
       "Package": "gtable",
-      "Version": "0.3.5",
+      "Version": "0.3.6",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "CRAN",
       "Requirements": [
         "R",
         "cli",
         "glue",
         "grid",
         "lifecycle",
-        "rlang"
+        "rlang",
+        "stats"
       ],
-      "Hash": "e18861963cbc65a27736e02b3cd3c4a0"
+      "Hash": "de949855009e2d4d0e52a844e30617ae"
     },
     "haven": {
       "Package": "haven",
       "Version": "2.5.4",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -1021,7 +998,7 @@
       "Package": "highr",
       "Version": "0.11",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "xfun"
@@ -1032,7 +1009,7 @@
       "Package": "hms",
       "Version": "1.1.3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "lifecycle",
         "methods",
@@ -1062,7 +1039,7 @@
       "Package": "httr",
       "Version": "1.4.7",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "R6",
@@ -1077,7 +1054,7 @@
       "Package": "ids",
       "Version": "1.0.1",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "openssl",
         "uuid"
@@ -1086,7 +1063,7 @@
     },
     "incidence2": {
       "Package": "incidence2",
-      "Version": "2.4.0",
+      "Version": "2.6.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1105,23 +1082,23 @@
         "vctrs",
         "ympes"
       ],
-      "Hash": "eff24a3a4d275dd0f4060b1aadb4dbef"
+      "Hash": "4f5b9d070f9094114bb97cfdce4eb0d8"
     },
     "inline": {
       "Package": "inline",
-      "Version": "0.3.19",
+      "Version": "0.3.20",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "methods"
       ],
-      "Hash": "1deaf1de3eac7e1d3377954b3a283652"
+      "Hash": "e53e635cd18fc8b0d82f2896517ac786"
     },
     "isoband": {
       "Package": "isoband",
       "Version": "0.2.7",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "grid",
         "utils"
@@ -1154,7 +1131,7 @@
       "Package": "jquerylib",
       "Version": "0.1.4",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "htmltools"
       ],
@@ -1162,17 +1139,17 @@
     },
     "jsonlite": {
       "Package": "jsonlite",
-      "Version": "1.8.8",
+      "Version": "1.8.9",
       "Source": "Repository",
-      "Repository": "RSPM",
+      "Repository": "CRAN",
       "Requirements": [
         "methods"
       ],
-      "Hash": "e1b9c55281c5adc4dd113652d9e26768"
+      "Hash": "4e993b65c2c3ffbffce7bb3e2c6f832b"
     },
     "knitr": {
       "Package": "knitr",
-      "Version": "1.48",
+      "Version": "1.49",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1184,13 +1161,13 @@
         "xfun",
         "yaml"
       ],
-      "Hash": "acf380f300c721da9fde7df115a5f86f"
+      "Hash": "9fcb189926d93c636dea94fbe4f44480"
     },
     "labeling": {
       "Package": "labeling",
       "Version": "0.4.3",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "graphics",
         "stats"
@@ -1227,7 +1204,7 @@
       "Package": "lifecycle",
       "Version": "1.0.4",
       "Source": "Repository",
-      "Repository": "https://packagemanager.posit.co/all/__linux__/jammy/latest",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -1296,7 +1273,7 @@
       "Package": "lubridate",
       "Version": "1.9.3",
       "Source": "Repository",
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@@ -1428,9 +1393,9 @@
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@@ -1785,7 +1750,7 @@
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@@ -1979,37 +1944,22 @@
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@@ -2211,13 +2163,13 @@
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@@ -2252,19 +2204,19 @@
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@@ -2382,14 +2335,14 @@
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@@ -2399,7 +2352,7 @@
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 }