diff --git a/.gitignore b/.gitignore
index 9cad142..b7682a9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -51,3 +51,4 @@ po/*~
 
 # renv sandbox needed for renv version 0.16.0
 renv/sandbox # OPTIONAL
+renv/sandbox
diff --git a/renv/profiles/lesson-requirements/renv.lock b/renv/profiles/lesson-requirements/renv.lock
index 9e9ecad..90693e9 100644
--- a/renv/profiles/lesson-requirements/renv.lock
+++ b/renv/profiles/lesson-requirements/renv.lock
@@ -1,6 +1,6 @@
 {
   "R": {
-    "Version": "4.2.2",
+    "Version": "4.3.2",
     "Repositories": [
       {
         "Name": "carpentries",
@@ -19,21 +19,21 @@
   "Packages": {
     "BH": {
       "Package": "BH",
-      "Version": "1.81.0-1",
+      "Version": "1.84.0-0",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "68122010f01c4dcfbe58ce7112f2433d"
+      "Hash": "a8235afbcd6316e6e91433ea47661013"
     },
     "DBI": {
       "Package": "DBI",
-      "Version": "1.1.3",
+      "Version": "1.2.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "methods"
       ],
-      "Hash": "b2866e62bab9378c3cc9476a1954226b"
+      "Hash": "9b4993e98e0e19da84c168460c032fef"
     },
     "EpiEstim": {
       "Package": "EpiEstim",
@@ -107,7 +107,7 @@
     },
     "MASS": {
       "Package": "MASS",
-      "Version": "7.3-60",
+      "Version": "7.3-60.0.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -118,11 +118,11 @@
         "stats",
         "utils"
       ],
-      "Hash": "a56a6365b3fa73293ea8d084be0d9bb0"
+      "Hash": "b765b28387acc8ec9e9c1530713cb19c"
     },
     "MCMCpack": {
       "Package": "MCMCpack",
-      "Version": "1.6-3",
+      "Version": "1.7-0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -138,11 +138,11 @@
         "stats",
         "utils"
       ],
-      "Hash": "520335edba1c95a90eec54d693727723"
+      "Hash": "225c857e115cf09e1804ff3e597fe555"
     },
     "Matrix": {
       "Package": "Matrix",
-      "Version": "1.6-4",
+      "Version": "1.6-5",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -155,7 +155,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "d9c655b30a2edc6bb2244c1d1e8d549d"
+      "Hash": "8c7115cd3a0e048bda2a7cd110549f7a"
     },
     "MatrixModels": {
       "Package": "MatrixModels",
@@ -172,7 +172,7 @@
     },
     "QuickJSR": {
       "Package": "QuickJSR",
-      "Version": "1.0.8",
+      "Version": "1.1.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -180,7 +180,7 @@
         "Rcpp",
         "jsonlite"
       ],
-      "Hash": "193b83c7d9a8c110da05e1bd0f1f2f55"
+      "Hash": "765d4f4bcec02ed0663d4de3db23f6e5"
     },
     "R6": {
       "Package": "R6",
@@ -204,14 +204,14 @@
     },
     "Rcpp": {
       "Package": "Rcpp",
-      "Version": "1.0.11",
+      "Version": "1.0.12",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "methods",
         "utils"
       ],
-      "Hash": "ae6cbbe1492f4de79c45fce06f967ce8"
+      "Hash": "5ea2700d21e038ace58269ecdbeb9ec0"
     },
     "RcppEigen": {
       "Package": "RcppEigen",
@@ -252,7 +252,7 @@
     },
     "StanHeaders": {
       "Package": "StanHeaders",
-      "Version": "2.26.28",
+      "Version": "2.32.5",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -260,7 +260,7 @@
         "RcppEigen",
         "RcppParallel"
       ],
-      "Hash": "35b5aee9ec9507aca2e021997a9e557e"
+      "Hash": "b8d6850ef3e330bc108e712679e79443"
     },
     "abind": {
       "Package": "abind",
@@ -316,7 +316,7 @@
     },
     "bayesplot": {
       "Package": "bayesplot",
-      "Version": "1.10.0",
+      "Version": "1.11.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -333,7 +333,7 @@
         "tidyselect",
         "utils"
       ],
-      "Hash": "9c4f6ab31da906185d23e69a88595cf7"
+      "Hash": "156158a60d3d9c9e41837cb62d12a287"
     },
     "binom": {
       "Package": "binom",
@@ -470,7 +470,7 @@
     },
     "checkmate": {
       "Package": "checkmate",
-      "Version": "2.3.0",
+      "Version": "2.3.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -478,7 +478,7 @@
         "backports",
         "utils"
       ],
-      "Hash": "ed4275b13c6ab74b89a31def0b6bf835"
+      "Hash": "c01cab1cb0f9125211a6fc99d540e315"
     },
     "class": {
       "Package": "class",
@@ -511,14 +511,14 @@
     },
     "cli": {
       "Package": "cli",
-      "Version": "3.6.1",
+      "Version": "3.6.2",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "89e6d8219950eac806ae0c489052048a"
+      "Hash": "1216ac65ac55ec0058a6f75d7ca0fd52"
     },
     "clipr": {
       "Package": "clipr",
@@ -560,14 +560,14 @@
     },
     "coda": {
       "Package": "coda",
-      "Version": "0.19-4",
+      "Version": "0.19-4.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "lattice"
       ],
-      "Hash": "24b6d006b8b2343876cf230687546932"
+      "Hash": "af436915c590afc6fffc3ce3a5be1569"
     },
     "colorspace": {
       "Package": "colorspace",
@@ -585,20 +585,20 @@
     },
     "commonmark": {
       "Package": "commonmark",
-      "Version": "1.9.0",
+      "Version": "1.9.1",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "d691c61bff84bd63c383874d2d0c3307"
+      "Hash": "5d8225445acb167abf7797de48b2ee3c"
     },
     "config": {
       "Package": "config",
-      "Version": "0.3.1",
+      "Version": "0.3.2",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "yaml"
       ],
-      "Hash": "31d77b09f63550cee9ecb5a08bf76e8f"
+      "Hash": "8b7222e9d9eb5178eea545c0c4d33fc2"
     },
     "conflicted": {
       "Package": "conflicted",
@@ -615,7 +615,7 @@
     },
     "cowplot": {
       "Package": "cowplot",
-      "Version": "1.1.1",
+      "Version": "1.1.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -628,7 +628,7 @@
         "rlang",
         "scales"
       ],
-      "Hash": "b418e8423699d11c7f2087c2bfd07da2"
+      "Hash": "8ef2084dd7d28847b374e55440e4f8cb"
     },
     "cpp11": {
       "Package": "cpp11",
@@ -667,24 +667,24 @@
     },
     "curl": {
       "Package": "curl",
-      "Version": "5.1.0",
+      "Version": "5.2.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "https://carpentries.r-universe.dev",
       "Requirements": [
         "R"
       ],
-      "Hash": "9123f3ef96a2c1a93927d828b2fe7d4c"
+      "Hash": "ce88d13c0b10fe88a37d9c59dba2d7f9"
     },
     "data.table": {
       "Package": "data.table",
-      "Version": "1.14.8",
+      "Version": "1.15.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "methods"
       ],
-      "Hash": "b4c06e554f33344e044ccd7fdca750a9"
+      "Hash": "cfbbb4aed6e78cd45f17123a9ec9981a"
     },
     "dbplyr": {
       "Package": "dbplyr",
@@ -742,28 +742,27 @@
     },
     "desc": {
       "Package": "desc",
-      "Version": "1.4.2",
+      "Version": "1.4.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "R6",
         "cli",
-        "rprojroot",
         "utils"
       ],
-      "Hash": "6b9602c7ebbe87101a9c8edb6e8b6d21"
+      "Hash": "99b79fcbd6c4d1ce087f5c5c758b384f"
     },
     "digest": {
       "Package": "digest",
-      "Version": "0.6.33",
+      "Version": "0.6.34",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "b18a9cf3c003977b0cc49d5e76ebe48d"
+      "Hash": "7ede2ee9ea8d3edbf1ca84c1e333ad1a"
     },
     "distcrete": {
       "Package": "distcrete",
@@ -794,7 +793,7 @@
     },
     "dplyr": {
       "Package": "dplyr",
-      "Version": "1.1.2",
+      "Version": "1.1.4",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -813,7 +812,7 @@
         "utils",
         "vctrs"
       ],
-      "Hash": "dea6970ff715ca541c387de363ff405e"
+      "Hash": "fedd9d00c2944ff00a0e2696ccf048ec"
     },
     "dtplyr": {
       "Package": "dtplyr",
@@ -836,7 +835,7 @@
     },
     "e1071": {
       "Package": "e1071",
-      "Version": "1.7-13",
+      "Version": "1.7-14",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -848,7 +847,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "1046cb48d06cb40c2900d8878f03a0fe"
+      "Hash": "4ef372b716824753719a8a38b258442d"
     },
     "ellipsis": {
       "Package": "ellipsis",
@@ -866,11 +865,11 @@
       "Version": "0.2",
       "Source": "GitHub",
       "RemoteType": "github",
-      "RemoteHost": "api.github.com",
-      "RemoteRepo": "epiCo",
       "RemoteUsername": "epiverse-trace",
+      "RemoteRepo": "epiCo",
       "RemoteRef": "HEAD",
-      "RemoteSha": "c9e5bcad281d004d3162fadc0ba64480a4ec9184",
+      "RemoteSha": "f85e5d08184fbdc00bf2b7b5d78ff7effd6872c8",
+      "RemoteHost": "api.github.com",
       "Requirements": [
         "R",
         "RColorBrewer",
@@ -887,7 +886,7 @@
         "treemapify",
         "utils"
       ],
-      "Hash": "68472ddd9d266c23ec600bc2fab0a0e6"
+      "Hash": "3daadc5381c75be4a8c3044b1eac3ea1"
     },
     "epicontacts": {
       "Package": "epicontacts",
@@ -942,7 +941,7 @@
     },
     "fansi": {
       "Package": "fansi",
-      "Version": "1.0.4",
+      "Version": "1.0.6",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -950,7 +949,7 @@
         "grDevices",
         "utils"
       ],
-      "Hash": "1d9e7ad3c8312a192dea7d3db0274fde"
+      "Hash": "962174cf2aeb5b9eea581522286a911f"
     },
     "farver": {
       "Package": "farver",
@@ -1068,18 +1067,19 @@
     },
     "ggfittext": {
       "Package": "ggfittext",
-      "Version": "0.10.1",
+      "Version": "0.10.2",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
+        "cli",
         "ggplot2",
         "grid",
         "gridtext",
         "shades",
         "stringi"
       ],
-      "Hash": "971abd943dd56877fc3dc2ce56991385"
+      "Hash": "d8f6698dff551267fc335b9768cda008"
     },
     "ggplot2": {
       "Package": "ggplot2",
@@ -1108,7 +1108,7 @@
     },
     "ggridges": {
       "Package": "ggridges",
-      "Version": "0.5.4",
+      "Version": "0.5.6",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1118,18 +1118,18 @@
         "scales",
         "withr"
       ],
-      "Hash": "c76ee8fe60939384b9726128e38caea0"
+      "Hash": "66488692cb8621bc78df1b9b819497a6"
     },
     "glue": {
       "Package": "glue",
-      "Version": "1.6.2",
+      "Version": "1.7.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "methods"
       ],
-      "Hash": "4f2596dfb05dac67b9dc558e5c6fba2e"
+      "Hash": "e0b3a53876554bd45879e596cdb10a52"
     },
     "googledrive": {
       "Package": "googledrive",
@@ -1316,7 +1316,7 @@
     },
     "htmlwidgets": {
       "Package": "htmlwidgets",
-      "Version": "1.6.3",
+      "Version": "1.6.4",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1327,7 +1327,7 @@
         "rmarkdown",
         "yaml"
       ],
-      "Hash": "a4040b08269c9af64554e55f514d002c"
+      "Hash": "04291cc45198225444a397606810ac37"
     },
     "httr": {
       "Package": "httr",
@@ -1344,6 +1344,27 @@
       ],
       "Hash": "ac107251d9d9fd72f0ca8049988f1d7f"
     },
+    "httr2": {
+      "Package": "httr2",
+      "Version": "1.0.0",
+      "Source": "Repository",
+      "Repository": "RSPM",
+      "Requirements": [
+        "R",
+        "R6",
+        "cli",
+        "curl",
+        "glue",
+        "lifecycle",
+        "magrittr",
+        "openssl",
+        "rappdirs",
+        "rlang",
+        "vctrs",
+        "withr"
+      ],
+      "Hash": "e2b30f1fc039a0bab047dd52bb20ef71"
+    },
     "ids": {
       "Package": "ids",
       "Version": "1.0.1",
@@ -1357,7 +1378,7 @@
     },
     "igraph": {
       "Package": "igraph",
-      "Version": "1.5.1",
+      "Version": "2.0.1.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1375,7 +1396,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "80401cb5ec513e8ddc56764d03f63669"
+      "Hash": "fb2999614d40fe7fd61cf569b66a2dbc"
     },
     "incidence": {
       "Package": "incidence",
@@ -1431,13 +1452,13 @@
     },
     "jsonlite": {
       "Package": "jsonlite",
-      "Version": "1.8.7",
+      "Version": "1.8.8",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "methods"
       ],
-      "Hash": "266a20443ca13c65688b2116d5220f76"
+      "Hash": "e1b9c55281c5adc4dd113652d9e26768"
     },
     "knitr": {
       "Package": "knitr",
@@ -1577,27 +1598,9 @@
       ],
       "Hash": "7ce2733a9826b3aeb1775d56fd305472"
     },
-    "maptools": {
-      "Package": "maptools",
-      "Version": "1.1-6",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "foreign",
-        "grDevices",
-        "grid",
-        "lattice",
-        "methods",
-        "sp",
-        "stats",
-        "utils"
-      ],
-      "Hash": "cd65b7fe71f03fca368a1e93db5ed91b"
-    },
     "markdown": {
       "Package": "markdown",
-      "Version": "1.11",
+      "Version": "1.12",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1606,17 +1609,17 @@
         "utils",
         "xfun"
       ],
-      "Hash": "82b8d62b5451f8adea7d11a99dfea633"
+      "Hash": "765cf53992401b3b6c297b69e1edb8bd"
     },
     "matrixStats": {
       "Package": "matrixStats",
-      "Version": "1.1.0",
+      "Version": "1.2.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R"
       ],
-      "Hash": "68d317093459a3f0852b1dd52d9e1ea6"
+      "Hash": "33a3ca9e732b57244d14f5d732ffc9eb"
     },
     "mcmc": {
       "Package": "mcmc",
@@ -1642,7 +1645,7 @@
     },
     "mgcv": {
       "Package": "mgcv",
-      "Version": "1.9-0",
+      "Version": "1.9-1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1655,7 +1658,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "086028ca0460d0c368028d3bda58f31b"
+      "Hash": "110ee9d83b496279960e162ac97764ce"
     },
     "mime": {
       "Package": "mime",
@@ -1742,9 +1745,21 @@
       ],
       "Hash": "2a0dc8c6adfb6f032e4d4af82d258ab5"
     },
+    "pak": {
+      "Package": "pak",
+      "Version": "0.7.1",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "tools",
+        "utils"
+      ],
+      "Hash": "17c4c32b4bdc087508f35e8b7dcf4191"
+    },
     "patchwork": {
       "Package": "patchwork",
-      "Version": "1.1.3",
+      "Version": "1.2.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1758,7 +1773,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "c5754106c02e8e019941100c81149431"
+      "Hash": "9c8ab14c00ac07e9e04d1664c0b74486"
     },
     "pillar": {
       "Package": "pillar",
@@ -1779,7 +1794,7 @@
     },
     "pkgbuild": {
       "Package": "pkgbuild",
-      "Version": "1.4.2",
+      "Version": "1.4.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1787,13 +1802,10 @@
         "R6",
         "callr",
         "cli",
-        "crayon",
         "desc",
-        "prettyunits",
-        "processx",
-        "rprojroot"
+        "processx"
       ],
-      "Hash": "beb25b32a957a22a5c301a9e441190b3"
+      "Hash": "c0143443203205e6a2760ce553dafc24"
     },
     "pkgconfig": {
       "Package": "pkgconfig",
@@ -1874,7 +1886,7 @@
     },
     "processx": {
       "Package": "processx",
-      "Version": "3.8.2",
+      "Version": "3.8.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1883,20 +1895,21 @@
         "ps",
         "utils"
       ],
-      "Hash": "3efbd8ac1be0296a46c55387aeace0f3"
+      "Hash": "82d48b1aec56084d9438dbf98087a7e9"
     },
     "progress": {
       "Package": "progress",
-      "Version": "1.2.2",
+      "Version": "1.2.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
+        "R",
         "R6",
         "crayon",
         "hms",
         "prettyunits"
       ],
-      "Hash": "14dc9f7a3c91ebb14ec5bb9208a07061"
+      "Hash": "f4625e061cb2865f111b47ff163a5ca6"
     },
     "proxy": {
       "Package": "proxy",
@@ -1912,18 +1925,18 @@
     },
     "ps": {
       "Package": "ps",
-      "Version": "1.7.5",
+      "Version": "1.7.6",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "709d852d33178db54b17c722e5b1e594"
+      "Hash": "dd2b9319ee0656c8acf45c7f40c59de7"
     },
     "purrr": {
       "Package": "purrr",
-      "Version": "1.0.1",
+      "Version": "1.0.2",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1934,7 +1947,7 @@
         "rlang",
         "vctrs"
       ],
-      "Hash": "d71c815267c640f17ddbf7f16144b4bb"
+      "Hash": "1cba04a4e9414bdefc9dcaa99649a8dc"
     },
     "qcc": {
       "Package": "qcc",
@@ -1970,14 +1983,14 @@
     },
     "ragg": {
       "Package": "ragg",
-      "Version": "1.2.6",
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@@ -2156,7 +2153,7 @@
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@@ -2243,7 +2230,7 @@
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@@ -2362,29 +2349,56 @@
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@@ -2395,7 +2409,7 @@
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@@ -2446,16 +2460,16 @@
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@@ -2580,7 +2601,7 @@
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@@ -2659,14 +2680,14 @@
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@@ -2716,44 +2737,23 @@
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@@ -2771,7 +2771,7 @@
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@@ -2812,7 +2812,7 @@
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@@ -2861,32 +2860,34 @@
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