diff --git a/renv/profiles/lesson-requirements/renv.lock b/renv/profiles/lesson-requirements/renv.lock
index be78e40d..028832b9 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",
@@ -41,13 +41,13 @@
     },
     "DiagrammeR": {
       "Package": "DiagrammeR",
-      "Version": "1.0.10",
+      "Version": "1.0.11",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "RColorBrewer",
-        "downloader",
+        "cli",
         "dplyr",
         "glue",
         "htmltools",
@@ -62,10 +62,10 @@
         "stringr",
         "tibble",
         "tidyr",
-        "viridis",
+        "viridisLite",
         "visNetwork"
       ],
-      "Hash": "f3de4a4878163a4629a528bbcc6e655d"
+      "Hash": "584c1e1cbb6f9b6c3b0f4ef0ad960966"
     },
     "EpiNow2": {
       "Package": "EpiNow2",
@@ -136,7 +136,7 @@
     },
     "QuickJSR": {
       "Package": "QuickJSR",
-      "Version": "1.1.0",
+      "Version": "1.1.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -144,7 +144,7 @@
         "Rcpp",
         "jsonlite"
       ],
-      "Hash": "c2d96d1e0499a9f7e1e56d2d1dde0fa6"
+      "Hash": "765d4f4bcec02ed0663d4de3db23f6e5"
     },
     "R.methodsS3": {
       "Package": "R.methodsS3",
@@ -409,14 +409,14 @@
     },
     "cli": {
       "Package": "cli",
-      "Version": "3.6.1",
+      "Version": "3.6.2",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "89e6d8219950eac806ae0c489052048a"
+      "Hash": "1216ac65ac55ec0058a6f75d7ca0fd52"
     },
     "clipr": {
       "Package": "clipr",
@@ -509,14 +509,14 @@
     },
     "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",
@@ -560,96 +560,18 @@
       ],
       "Hash": "0a861334beb4eb8ca0d24a27b28b6679"
     },
-    "codetools": {
-      "Package": "codetools",
-      "Version": "0.2-19",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "c089a619a7fae175d149d89164f8c7d8"
-    },
-    "colorspace": {
-      "Package": "colorspace",
-      "Version": "2.1-0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "grDevices",
-        "graphics",
-        "methods",
-        "stats"
-      ],
-      "Hash": "f20c47fd52fae58b4e377c37bb8c335b"
-    },
-    "countrycode": {
-      "Package": "countrycode",
-      "Version": "1.5.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "bbc5ab5258e5ddf38f2cd2c5a7afa860"
-    },
-    "cpp11": {
-      "Package": "cpp11",
-      "Version": "0.4.6",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "707fae4bbf73697ec8d85f9d7076c061"
-    },
-    "crayon": {
-      "Package": "crayon",
-      "Version": "1.5.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "grDevices",
-        "methods",
-        "utils"
-      ],
-      "Hash": "e8a1e41acf02548751f45c718d55aa6a"
-    },
-    "curl": {
-      "Package": "curl",
-      "Version": "5.1.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "9123f3ef96a2c1a93927d828b2fe7d4c"
-    },
-    "data.table": {
-      "Package": "data.table",
-      "Version": "1.14.8",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "methods"
-      ],
-      "Hash": "b4c06e554f33344e044ccd7fdca750a9"
-    },
     "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",
@@ -699,17 +621,6 @@
       ],
       "Hash": "80f374ef8500fcdc5d84a0345b837227"
     },
-    "downloader": {
-      "Package": "downloader",
-      "Version": "0.4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "digest",
-        "utils"
-      ],
-      "Hash": "f4f2a915e0dedbdf016a83b63477349f"
-    },
     "dplyr": {
       "Package": "dplyr",
       "Version": "1.1.4",
@@ -771,7 +682,7 @@
       "RemoteUsername": "epiverse-trace",
       "RemoteRepo": "epidemics",
       "RemoteRef": "main",
-      "RemoteSha": "14b38b8ffbda1ddfdf1d90b2d26d6570e1830d89",
+      "RemoteSha": "f7e33b594768fb1fdac3fb97f9c075c7f9e9ce76",
       "RemoteHost": "api.github.com",
       "Requirements": [
         "BH",
@@ -785,7 +696,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "8dd3418be52e67270b62ae55a5ef6b6c"
+      "Hash": "3799aa7424ed199ea2f83a439655f1b1"
     },
     "epiparameter": {
       "Package": "epiparameter",
@@ -820,34 +731,15 @@
     },
     "fansi": {
       "Package": "fansi",
-      "Version": "1.0.5",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "grDevices",
-        "utils"
-      ],
-      "Hash": "3e8583a60163b4bc1a80016e63b9959e"
-    },
-    "farver": {
-      "Package": "farver",
-      "Version": "2.1.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "8106d78941f34855c440ddb946b8f7a5"
-    },
-    "fansi": {
-      "Package": "fansi",
-      "Version": "1.0.5",
+      "Version": "1.0.6",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "grDevices",
         "utils"
       ],
-      "Hash": "3e8583a60163b4bc1a80016e63b9959e"
+      "Hash": "962174cf2aeb5b9eea581522286a911f"
     },
     "farver": {
       "Package": "farver",
@@ -1253,7 +1145,7 @@
     },
     "igraph": {
       "Package": "igraph",
-      "Version": "1.6.0",
+      "Version": "2.0.1.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1271,47 +1163,11 @@
         "stats",
         "utils"
       ],
-      "Hash": "eef74fe28b747e52288ea9e1d3600034"
-    },
-    "inline": {
-      "Package": "inline",
-      "Version": "0.3.19",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "methods"
-      ],
-      "Hash": "1deaf1de3eac7e1d3377954b3a283652"
-    },
-    "isoband": {
-      "Package": "isoband",
-      "Version": "0.2.7",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "grid",
-        "utils"
-      ],
-      "Hash": "0080607b4a1a7b28979aecef976d8bc2"
-    },
-    "httr": {
-      "Package": "httr",
-      "Version": "1.4.7",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "R6",
-        "curl",
-        "jsonlite",
-        "mime",
-        "openssl"
-      ],
-      "Hash": "ac107251d9d9fd72f0ca8049988f1d7f"
+      "Hash": "fb2999614d40fe7fd61cf569b66a2dbc"
     },
     "incidence2": {
       "Package": "incidence2",
-      "Version": "2.2.1",
+      "Version": "2.2.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1322,7 +1178,7 @@
         "pillar",
         "utils"
       ],
-      "Hash": "bd272708a92103589276504d9c3e8855"
+      "Hash": "0e1c66f6d72eacacbd8fe6ba1ed85cc9"
     },
     "inline": {
       "Package": "inline",
@@ -1357,13 +1213,13 @@
     },
     "jsonlite": {
       "Package": "jsonlite",
-      "Version": "1.8.7",
+      "Version": "1.8.8",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "methods"
       ],
-      "Hash": "266a20443ca13c65688b2116d5220f76"
+      "Hash": "e1b9c55281c5adc4dd113652d9e26768"
     },
     "knitr": {
       "Package": "knitr",
@@ -1418,43 +1274,6 @@
       ],
       "Hash": "7c5e89f04e72d6611c77451f6331a091"
     },
-    "labeling": {
-      "Package": "labeling",
-      "Version": "0.4.3",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "graphics",
-        "stats"
-      ],
-      "Hash": "b64ec208ac5bc1852b285f665d6368b3"
-    },
-    "lambda.r": {
-      "Package": "lambda.r",
-      "Version": "1.2.4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "formatR"
-      ],
-      "Hash": "b1e925c4b9ffeb901bacf812cbe9a6ad"
-    },
-    "lattice": {
-      "Package": "lattice",
-      "Version": "0.22-5",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "grDevices",
-        "graphics",
-        "grid",
-        "stats",
-        "utils"
-      ],
-      "Hash": "7c5e89f04e72d6611c77451f6331a091"
-    },
     "lifecycle": {
       "Package": "lifecycle",
       "Version": "1.0.4",
@@ -1470,50 +1289,13 @@
     },
     "listenv": {
       "Package": "listenv",
-      "Version": "0.9.0",
+      "Version": "0.9.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R"
       ],
-      "Hash": "4fbd3679ec8ee169ba28d4b1ea7d0e8f"
-    },
-    "loo": {
-      "Package": "loo",
-      "Version": "2.6.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "checkmate",
-        "matrixStats",
-        "parallel",
-        "stats"
-      ],
-      "Hash": "e5c8f41731502a0e98f353da23f7ca30"
-    },
-    "lubridate": {
-      "Package": "lubridate",
-      "Version": "1.9.3",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "generics",
-        "methods",
-        "timechange"
-      ],
-      "Hash": "680ad542fbcf801442c83a6ac5a2126c"
-    },
-    "listenv": {
-      "Package": "listenv",
-      "Version": "0.9.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "4fbd3679ec8ee169ba28d4b1ea7d0e8f"
+      "Hash": "e2fca3e12e4db979dccc6e519b10a7ee"
     },
     "loo": {
       "Package": "loo",
@@ -1689,18 +1471,6 @@
       ],
       "Hash": "2a0dc8c6adfb6f032e4d4af82d258ab5"
     },
-    "pak": {
-      "Package": "pak",
-      "Version": "0.7.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "tools",
-        "utils"
-      ],
-      "Hash": "17c4c32b4bdc087508f35e8b7dcf4191"
-    },
     "parallelly": {
       "Package": "parallelly",
       "Version": "1.36.0",
@@ -1750,7 +1520,7 @@
     },
     "pkgbuild": {
       "Package": "pkgbuild",
-      "Version": "1.4.2",
+      "Version": "1.4.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -1758,13 +1528,10 @@
         "R6",
         "callr",
         "cli",
-        "crayon",
         "desc",
-        "prettyunits",
-        "processx",
-        "rprojroot"
+        "processx"
       ],
-      "Hash": "beb25b32a957a22a5c301a9e441190b3"
+      "Hash": "c0143443203205e6a2760ce553dafc24"
     },
     "pkgconfig": {
       "Package": "pkgconfig",
@@ -1776,27 +1543,6 @@
       ],
       "Hash": "01f28d4278f15c76cddbea05899c5d6f"
     },
-    "pkgload": {
-      "Package": "pkgload",
-      "Version": "1.3.4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "cli",
-        "crayon",
-        "desc",
-        "fs",
-        "glue",
-        "methods",
-        "pkgbuild",
-        "rlang",
-        "rprojroot",
-        "utils",
-        "withr"
-      ],
-      "Hash": "876c618df5ae610be84356d5d7a5d124"
-    },
     "plyr": {
       "Package": "plyr",
       "Version": "1.8.9",
@@ -1820,16 +1566,16 @@
     },
     "processx": {
       "Package": "processx",
-      "Version": "3.8.2",
+      "Version": "3.8.3",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "R6",
         "ps",
         "utils"
       ],
-      "Hash": "3efbd8ac1be0296a46c55387aeace0f3"
+      "Hash": "82d48b1aec56084d9438dbf98087a7e9"
     },
     "progress": {
       "Package": "progress",
@@ -1887,7 +1633,7 @@
       "Package": "ragg",
       "Version": "1.2.7",
       "Source": "Repository",
-      "Repository": "https://carpentries.r-universe.dev",
+      "Repository": "RSPM",
       "Requirements": [
         "systemfonts",
         "textshaping"
@@ -2016,16 +1762,6 @@
       ],
       "Hash": "d65e35823c817f09f4de424fcdfa812a"
     },
-    "rprojroot": {
-      "Package": "rprojroot",
-      "Version": "2.0.4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "4c8415e0ec1e29f3f4f6fc108bef0144"
-    },
     "rstan": {
       "Package": "rstan",
       "Version": "2.32.5",
@@ -2051,7 +1787,7 @@
     },
     "rstantools": {
       "Package": "rstantools",
-      "Version": "2.3.1.1",
+      "Version": "2.4.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -2061,7 +1797,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "32d3b6fe28162eb1c430697f95f40a83"
+      "Hash": "23813e635fcd210c33e154aa46d0a21a"
     },
     "rstudioapi": {
       "Package": "rstudioapi",
@@ -2185,71 +1921,18 @@
       ],
       "Hash": "ffe1f9e95a4375530747b268f82b5086"
     },
-    "scales": {
-      "Package": "scales",
-      "Version": "1.2.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "R6",
-        "RColorBrewer",
-        "farver",
-        "labeling",
-        "lifecycle",
-        "munsell",
-        "rlang",
-        "viridisLite"
-      ],
-      "Hash": "906cb23d2f1c5680b8ce439b44c6fa63"
-    },
-    "socialmixr": {
-      "Package": "socialmixr",
-      "Version": "0.3.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "countrycode",
-        "curl",
-        "data.table",
-        "fields",
-        "grDevices",
-        "httr",
-        "jsonlite",
-        "lubridate",
-        "oai",
-        "wpp2017",
-        "xml2"
-      ],
-      "Hash": "70e8d107f01e2c1b54154c3aa6200e00"
-    },
-    "spam": {
-      "Package": "spam",
-      "Version": "2.10-0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "Rcpp",
-        "dotCall64",
-        "grid",
-        "methods"
-      ],
-      "Hash": "ffe1f9e95a4375530747b268f82b5086"
-    },
     "stringi": {
       "Package": "stringi",
-      "Version": "1.8.2",
+      "Version": "1.8.3",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "stats",
         "tools",
         "utils"
       ],
-      "Hash": "e68c45f81639001af5f1b15cd3599bbd"
+      "Hash": "058aebddea264f4c99401515182e656a"
     },
     "stringr": {
       "Package": "stringr",
@@ -2407,43 +2090,6 @@
       ],
       "Hash": "c5f3c201b931cd6474d17d8700ccb1c8"
     },
-    "sys": {
-      "Package": "sys",
-      "Version": "3.4.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "3a1be13d68d47a8cd0bfd74739ca1555"
-    },
-    "tibble": {
-      "Package": "tibble",
-      "Version": "3.2.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "fansi",
-        "lifecycle",
-        "magrittr",
-        "methods",
-        "pillar",
-        "pkgconfig",
-        "rlang",
-        "utils",
-        "vctrs"
-      ],
-      "Hash": "a84e2cc86d07289b3b6f5069df7a004c"
-    },
-    "timechange": {
-      "Package": "timechange",
-      "Version": "0.2.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "cpp11"
-      ],
-      "Hash": "8548b44f79a35ba1791308b61e6012d7"
-    },
     "tinytex": {
       "Package": "tinytex",
       "Version": "0.49",
@@ -2495,26 +2141,6 @@
       ],
       "Hash": "303c19bfd970bece872f93a824e323d9"
     },
-    "truncnorm": {
-      "Package": "truncnorm",
-      "Version": "1.0-9",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "ef5b32c5194351ff409dfb37ca9468f1"
-    },
-    "utf8": {
-      "Package": "utf8",
-      "Version": "1.2.4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "62b65c52671e6665f803ff02954446e9"
-    },
     "vctrs": {
       "Package": "vctrs",
       "Version": "0.6.5",
@@ -2529,19 +2155,6 @@
       ],
       "Hash": "c03fa420630029418f7e6da3667aac4a"
     },
-    "viridis": {
-      "Package": "viridis",
-      "Version": "0.6.4",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "ggplot2",
-        "gridExtra",
-        "viridisLite"
-      ],
-      "Hash": "80cd127bc8c9d3d9f0904ead9a9102f1"
-    },
     "viridisLite": {
       "Package": "viridisLite",
       "Version": "0.4.2",
@@ -2632,40 +2245,6 @@
       ],
       "Hash": "ee42417b66554b8fb1ab000b6a7a6588"
     },
-    "viridisLite": {
-      "Package": "viridisLite",
-      "Version": "0.4.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "c826c7c4241b6fc89ff55aaea3fa7491"
-    },
-    "withr": {
-      "Package": "withr",
-      "Version": "2.5.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "grDevices",
-        "graphics",
-        "stats"
-      ],
-      "Hash": "d77c6f74be05c33164e33fbc85540cae"
-    },
-    "wpp2017": {
-      "Package": "wpp2017",
-      "Version": "1.2-3",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "data.table"
-      ],
-      "Hash": "ee42417b66554b8fb1ab000b6a7a6588"
-    },
     "xfun": {
       "Package": "xfun",
       "Version": "0.41",
@@ -2681,7 +2260,7 @@
       "Package": "xml2",
       "Version": "1.3.6",
       "Source": "Repository",
-      "Repository": "https://carpentries.r-universe.dev",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "cli",
@@ -2690,23 +2269,12 @@
       ],
       "Hash": "1d0336142f4cd25d8d23cd3ba7a8fb61"
     },
-    "xml2": {
-      "Package": "xml2",
-      "Version": "1.3.5",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "methods"
-      ],
-      "Hash": "6c40e5cfcc6aefd88110666e18c31f40"
-    },
     "yaml": {
       "Package": "yaml",
-      "Version": "2.3.7",
+      "Version": "2.3.8",
       "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "0d0056cc5383fbc240ccd0cb584bf436"
+      "Repository": "RSPM",
+      "Hash": "29240487a071f535f5e5d5a323b7afbd"
     }
   }
 }