diff --git a/.Rprofile b/.Rprofile
index 62428c0b..81b960f5 100644
--- a/.Rprofile
+++ b/.Rprofile
@@ -1,3 +1 @@
-# renv::settings$ignored.packages(c("devtools", "Covid19Mirai"), persist = FALSE)
 source("renv/activate.R")
-
diff --git a/.github/workflows/ci-cd.yml b/.github/workflows/ci-cd.yml
index 082f7f95..7969d2b1 100644
--- a/.github/workflows/ci-cd.yml
+++ b/.github/workflows/ci-cd.yml
@@ -22,7 +22,7 @@ jobs:
       # single OS and R version, aligned with the target deployment environment
       matrix:
         config:
-          - {os: ubuntu-latest, r: '4.2.1'}
+          - {os: ubuntu-latest, r: '4.3.1'}
 
     env:
       # Access token for GitHub
diff --git a/DESCRIPTION b/DESCRIPTION
index 7237c7e6..6c93ecb3 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -38,7 +38,6 @@ Imports:
     scales,
     COVID19,
     grDevices,
-    pkgload,
     rlang,
     zoo
 Encoding: UTF-8
@@ -47,6 +46,7 @@ RoxygenNote: 7.2.3
 Suggests: 
     rsconnect,
     spelling,
+    pkgload,
     testthat (>= 3.0.0),
     sf,
     packrat
diff --git a/renv.lock b/renv.lock
index c2a09fa4..6d64d4ed 100644
--- a/renv.lock
+++ b/renv.lock
@@ -1,6 +1,6 @@
 {
   "R": {
-    "Version": "4.2.1",
+    "Version": "4.3.1",
     "Repositories": [
       {
         "Name": "CRAN",
@@ -11,20 +11,20 @@
   "Packages": {
     "COVID19": {
       "Package": "COVID19",
-      "Version": "3.0.2",
+      "Version": "3.0.3",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R.utils",
         "data.table",
         "tools",
         "utils"
       ],
-      "Hash": "2820894519437a25b4103b62462fa334"
+      "Hash": "2365c33bee00c8d3da7d0619e292020e"
     },
     "DT": {
       "Package": "DT",
-      "Version": "0.27",
+      "Version": "0.28",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -36,11 +36,11 @@
         "magrittr",
         "promises"
       ],
-      "Hash": "3444e6ed78763f9f13aaa39f2481eb34"
+      "Hash": "ab745834dfae7eaf71dd0b90f3b66759"
     },
     "MASS": {
       "Package": "MASS",
-      "Version": "7.3-58.2",
+      "Version": "7.3-60",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -51,15 +51,16 @@
         "stats",
         "utils"
       ],
-      "Hash": "e02d1a0f6122fd3e634b25b433704344"
+      "Hash": "a56a6365b3fa73293ea8d084be0d9bb0"
     },
     "Matrix": {
       "Package": "Matrix",
-      "Version": "1.5-3",
+      "Version": "1.6-0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
+        "grDevices",
         "graphics",
         "grid",
         "lattice",
@@ -67,13 +68,13 @@
         "stats",
         "utils"
       ],
-      "Hash": "4006dffe49958d2dd591c17e61e60591"
+      "Hash": "31262fd18481fab05c5e7258dac163ca"
     },
     "R.methodsS3": {
       "Package": "R.methodsS3",
       "Version": "1.8.2",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "utils"
@@ -84,7 +85,7 @@
       "Package": "R.oo",
       "Version": "1.25.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "R.methodsS3",
@@ -130,24 +131,24 @@
     },
     "Rcpp": {
       "Package": "Rcpp",
-      "Version": "1.0.9",
+      "Version": "1.0.11",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "methods",
         "utils"
       ],
-      "Hash": "e9c08b94391e9f3f97355841229124f2"
+      "Hash": "ae6cbbe1492f4de79c45fce06f967ce8"
     },
     "askpass": {
       "Package": "askpass",
-      "Version": "1.1",
+      "Version": "1.2.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "sys"
       ],
-      "Hash": "e8a22846fff485f0be3770c2da758713"
+      "Hash": "cad6cf7f1d5f6e906700b9d3e718c796"
     },
     "attempt": {
       "Package": "attempt",
@@ -169,18 +170,11 @@
       ],
       "Hash": "543776ae6848fde2f48ff3816d0628bc"
     },
-    "brew": {
-      "Package": "brew",
-      "Version": "1.0-8",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "d69a786e85775b126bddbee185ae6084"
-    },
     "bslib": {
       "Package": "bslib",
-      "Version": "0.4.2",
+      "Version": "0.5.1",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "base64enc",
@@ -194,7 +188,7 @@
         "rlang",
         "sass"
       ],
-      "Hash": "a7fbf03946ad741129dc81098722fca1"
+      "Hash": "283015ddfbb9d7bf15ea9f0b5698f0d9"
     },
     "bsplus": {
       "Package": "bsplus",
@@ -217,35 +211,25 @@
     },
     "cachem": {
       "Package": "cachem",
-      "Version": "1.0.7",
+      "Version": "1.0.8",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "fastmap",
         "rlang"
       ],
-      "Hash": "cda74447c42f529de601fe4d4050daef"
+      "Hash": "c35768291560ce302c0a6589f92e837d"
     },
     "cli": {
       "Package": "cli",
-      "Version": "3.6.0",
+      "Version": "3.6.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "3177a5a16c243adc199ba33117bd9657"
-    },
-    "clipr": {
-      "Package": "clipr",
-      "Version": "0.8.0",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "utils"
-      ],
-      "Hash": "3f038e5ac7f41d4ac41ce658c85e3042"
+      "Hash": "89e6d8219950eac806ae0c489052048a"
     },
     "colorspace": {
       "Package": "colorspace",
@@ -270,20 +254,20 @@
     },
     "config": {
       "Package": "config",
-      "Version": "0.3.1",
+      "Version": "0.3.2",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "yaml"
       ],
-      "Hash": "31d77b09f63550cee9ecb5a08bf76e8f"
+      "Hash": "8b7222e9d9eb5178eea545c0c4d33fc2"
     },
     "cpp11": {
       "Package": "cpp11",
-      "Version": "0.4.3",
+      "Version": "0.4.5",
       "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "ed588261931ee3be2c700d22e94a29ab"
+      "Repository": "RSPM",
+      "Hash": "f07821e9b0aada6c999d4692e22a2ea7"
     },
     "crayon": {
       "Package": "crayon",
@@ -297,20 +281,6 @@
       ],
       "Hash": "e8a1e41acf02548751f45c718d55aa6a"
     },
-    "credentials": {
-      "Package": "credentials",
-      "Version": "1.3.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "askpass",
-        "curl",
-        "jsonlite",
-        "openssl",
-        "sys"
-      ],
-      "Hash": "93762d0a34d78e6a025efdbfb5c6bb41"
-    },
     "crosstalk": {
       "Package": "crosstalk",
       "Version": "1.2.0",
@@ -326,13 +296,13 @@
     },
     "curl": {
       "Package": "curl",
-      "Version": "5.0.0",
+      "Version": "5.0.2",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R"
       ],
-      "Hash": "e4f97056611e8e6b8b852d13b7400cf1"
+      "Hash": "511bacbfa153a15251166b463b4da4f9"
     },
     "data.table": {
       "Package": "data.table",
@@ -345,30 +315,16 @@
       ],
       "Hash": "b4c06e554f33344e044ccd7fdca750a9"
     },
-    "desc": {
-      "Package": "desc",
-      "Version": "1.4.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "R6",
-        "cli",
-        "rprojroot",
-        "utils"
-      ],
-      "Hash": "6b9602c7ebbe87101a9c8edb6e8b6d21"
-    },
     "digest": {
       "Package": "digest",
-      "Version": "0.6.31",
+      "Version": "0.6.33",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "utils"
       ],
-      "Hash": "8b708f296afd9ae69f450f9640be8990"
+      "Hash": "b18a9cf3c003977b0cc49d5e76ebe48d"
     },
     "dplyr": {
       "Package": "dplyr",
@@ -406,14 +362,14 @@
     },
     "evaluate": {
       "Package": "evaluate",
-      "Version": "0.20",
+      "Version": "0.21",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "methods"
       ],
-      "Hash": "4b68aa51edd89a0e044a66e75ae3cc6c"
+      "Hash": "d59f3b464e8da1aef82dc04b588b8dfb"
     },
     "fansi": {
       "Package": "fansi",
@@ -436,33 +392,33 @@
     },
     "fastmap": {
       "Package": "fastmap",
-      "Version": "1.1.0",
+      "Version": "1.1.1",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Hash": "77bd60a6157420d4ffa93b27cf6a58b8"
+      "Hash": "f7736a18de97dea803bde0a2daaafb27"
     },
     "fontawesome": {
       "Package": "fontawesome",
-      "Version": "0.5.0",
+      "Version": "0.5.2",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "htmltools",
         "rlang"
       ],
-      "Hash": "e80750aec5717dedc019ad7ee40e4a7c"
+      "Hash": "c2efdd5f0bcd1ea861c2d4e2a883a67d"
     },
     "fs": {
       "Package": "fs",
-      "Version": "1.6.1",
+      "Version": "1.6.3",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "methods"
       ],
-      "Hash": "f4dcd23b67e33d851d2079f703e8b985"
+      "Hash": "47b5f30c720c23999b913a1a635cf0bb"
     },
     "generics": {
       "Package": "generics",
@@ -475,24 +431,9 @@
       ],
       "Hash": "15e9634c0fcd294799e9b2e929ed1b86"
     },
-    "gert": {
-      "Package": "gert",
-      "Version": "1.9.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "askpass",
-        "credentials",
-        "openssl",
-        "rstudioapi",
-        "sys",
-        "zip"
-      ],
-      "Hash": "9122b3958e749badb5c939f498038b57"
-    },
     "ggplot2": {
       "Package": "ggplot2",
-      "Version": "3.4.1",
+      "Version": "3.4.2",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -513,32 +454,7 @@
         "vctrs",
         "withr"
       ],
-      "Hash": "d494daf77c4aa7f084dbbe6ca5dcaca7"
-    },
-    "gh": {
-      "Package": "gh",
-      "Version": "1.3.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R",
-        "cli",
-        "gitcreds",
-        "httr",
-        "ini",
-        "jsonlite"
-      ],
-      "Hash": "b6a12054ee13dce0f6696c019c10e539"
-    },
-    "gitcreds": {
-      "Package": "gitcreds",
-      "Version": "0.1.2",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Requirements": [
-        "R"
-      ],
-      "Hash": "ab08ac61f3e1be454ae21911eb8bc2fe"
+      "Hash": "3a147ee02e85a8941aad9909f1b43b7b"
     },
     "glue": {
       "Package": "glue",
@@ -553,34 +469,27 @@
     },
     "golem": {
       "Package": "golem",
-      "Version": "0.3.5",
+      "Version": "0.4.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "attempt",
-        "cli",
         "config",
-        "crayon",
-        "desc",
-        "fs",
         "here",
         "htmltools",
-        "pkgload",
-        "roxygen2",
-        "rstudioapi",
+        "rlang",
         "shiny",
-        "usethis",
         "utils",
         "yaml"
       ],
-      "Hash": "c4fbd853653f38cccdd009d75abb344c"
+      "Hash": "dc12172dc35c6c80e18b430dc546fc24"
     },
     "gridExtra": {
       "Package": "gridExtra",
       "Version": "2.3",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "grDevices",
         "graphics",
@@ -592,14 +501,18 @@
     },
     "gtable": {
       "Package": "gtable",
-      "Version": "0.3.1",
+      "Version": "0.3.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
-        "grid"
+        "cli",
+        "glue",
+        "grid",
+        "lifecycle",
+        "rlang"
       ],
-      "Hash": "36b4265fb818f6a342bed217549cd896"
+      "Hash": "b44addadb528a0d227794121c00572a0"
     },
     "here": {
       "Package": "here",
@@ -624,9 +537,9 @@
     },
     "htmltools": {
       "Package": "htmltools",
-      "Version": "0.5.4",
+      "Version": "0.5.6",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "base64enc",
@@ -637,11 +550,11 @@
         "rlang",
         "utils"
       ],
-      "Hash": "9d27e99cc90bd701c0a7a63e5923f9b7"
+      "Hash": "a2326a66919a3311f7fbb1e3bf568283"
     },
     "htmlwidgets": {
       "Package": "htmlwidgets",
-      "Version": "1.6.1",
+      "Version": "1.6.2",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -652,11 +565,11 @@
         "rmarkdown",
         "yaml"
       ],
-      "Hash": "b677ee5954471eaa974c0d099a343a1a"
+      "Hash": "a865aa85bcb2697f47505bfd70422471"
     },
     "httpuv": {
       "Package": "httpuv",
-      "Version": "1.6.6",
+      "Version": "1.6.11",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -667,11 +580,11 @@
         "promises",
         "utils"
       ],
-      "Hash": "fd090e236ae2dc0f0cdf33a9ec83afb6"
+      "Hash": "838602f54e32c1a0f8cc80708cefcefa"
     },
     "httr": {
       "Package": "httr",
-      "Version": "1.4.4",
+      "Version": "1.4.6",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -682,14 +595,7 @@
         "mime",
         "openssl"
       ],
-      "Hash": "57557fac46471f0dbbf44705cc6a5c8c"
-    },
-    "ini": {
-      "Package": "ini",
-      "Version": "0.3.1",
-      "Source": "Repository",
-      "Repository": "CRAN",
-      "Hash": "6154ec2223172bce8162d4153cda21f7"
+      "Hash": "7e5e3cbd2a7bc07880c94e22348fb661"
     },
     "isoband": {
       "Package": "isoband",
@@ -714,17 +620,17 @@
     },
     "jsonlite": {
       "Package": "jsonlite",
-      "Version": "1.8.4",
+      "Version": "1.8.7",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "methods"
       ],
-      "Hash": "a4269a09a9b865579b2635c77e572374"
+      "Hash": "266a20443ca13c65688b2116d5220f76"
     },
     "knitr": {
       "Package": "knitr",
-      "Version": "1.42",
+      "Version": "1.43",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -736,7 +642,7 @@
         "xfun",
         "yaml"
       ],
-      "Hash": "8329a9bcc82943c8069104d4be3ee22d"
+      "Hash": "9775eb076713f627c07ce41d8199d8f6"
     },
     "labeling": {
       "Package": "labeling",
@@ -751,18 +657,18 @@
     },
     "later": {
       "Package": "later",
-      "Version": "1.3.0",
+      "Version": "1.3.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "Rcpp",
         "rlang"
       ],
-      "Hash": "7e7b457d7766bc47f2a5f21cc2984f8e"
+      "Hash": "40401c9cf2bc2259dfe83311c9384710"
     },
     "lattice": {
       "Package": "lattice",
-      "Version": "0.20-45",
+      "Version": "0.21-8",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -773,7 +679,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "b64cdbb2b340437c4ee047a1f4c4377b"
+      "Hash": "0b8a6d63c8770f02a8b5635f3c431e6b"
     },
     "lazyeval": {
       "Package": "lazyeval",
@@ -787,34 +693,34 @@
     },
     "leaflet": {
       "Package": "leaflet",
-      "Version": "2.1.1",
+      "Version": "2.2.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "RColorBrewer",
-        "base64enc",
         "crosstalk",
         "htmltools",
         "htmlwidgets",
+        "jquerylib",
         "leaflet.providers",
         "magrittr",
-        "markdown",
         "methods",
         "png",
         "raster",
         "scales",
         "sp",
         "stats",
-        "viridis"
+        "viridis",
+        "xfun"
       ],
-      "Hash": "97fadb60ef6eb8524b9f6e2c4a69ee93"
+      "Hash": "f73dcc38ff38127bc11ea776786996de"
     },
     "leaflet.extras": {
       "Package": "leaflet.extras",
       "Version": "1.0.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R",
         "htmltools",
@@ -827,13 +733,13 @@
     },
     "leaflet.providers": {
       "Package": "leaflet.providers",
-      "Version": "1.9.0",
+      "Version": "1.13.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R"
       ],
-      "Hash": "d3082a7beac4a1aeb96100ff06265d7e"
+      "Hash": "235cd5abed82d9e6e79eb05eee248983"
     },
     "lifecycle": {
       "Package": "lifecycle",
@@ -873,7 +779,7 @@
     },
     "markdown": {
       "Package": "markdown",
-      "Version": "1.5",
+      "Version": "1.7",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -882,7 +788,7 @@
         "utils",
         "xfun"
       ],
-      "Hash": "d209cfd1f4ff7260eae5a7f07da3aa4f"
+      "Hash": "0ffaea87c070a56d140ce00b0727b278"
     },
     "memoise": {
       "Package": "memoise",
@@ -897,7 +803,7 @@
     },
     "mgcv": {
       "Package": "mgcv",
-      "Version": "1.8-41",
+      "Version": "1.9-0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -910,7 +816,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "6b3904f13346742caa3e82dd0303d4ad"
+      "Hash": "086028ca0460d0c368028d3bda58f31b"
     },
     "mime": {
       "Package": "mime",
@@ -949,13 +855,13 @@
     },
     "openssl": {
       "Package": "openssl",
-      "Version": "2.0.5",
+      "Version": "2.1.0",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "askpass"
       ],
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@@ -984,29 +890,9 @@
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@@ -1034,7 +920,7 @@
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@@ -1048,18 +934,19 @@
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@@ -1088,9 +975,9 @@
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@@ -1098,7 +985,7 @@
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@@ -1123,13 +1010,14 @@
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@@ -1142,33 +1030,7 @@
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@@ -1180,18 +1042,11 @@
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@@ -1199,7 +1054,7 @@
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@@ -1221,9 +1076,9 @@
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@@ -1251,13 +1106,13 @@
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@@ -1279,9 +1134,9 @@
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@@ -1292,7 +1147,7 @@
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@@ -1326,22 +1181,22 @@
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@@ -1414,44 +1269,13 @@
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@@ -1465,7 +1289,7 @@
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@@ -1475,38 +1299,30 @@
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@@ -1523,25 +1339,14 @@
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@@ -1562,13 +1367,6 @@
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