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/config.yaml b/config.yaml
index dcea755..e5c2d92 100644
--- a/config.yaml
+++ b/config.yaml
@@ -62,7 +62,7 @@ episodes:
 - TallerIntroAnaliticaBrotes.Rmd
 - ZIKAB.Rmd
 - EnfermedadX.Rmd
-- EnfermedadX2.Rmd
+#- EnfermedadX2.Rmd
 - Sivirep-tutorial.Rmd
 - Serofoi-tutorial.Rmd
 - Vaccineff-tutorial.Rmd
diff --git a/episodes/Serofoi-tutorial.Rmd b/episodes/Serofoi-tutorial.Rmd
index c043d89..70289ca 100644
--- a/episodes/Serofoi-tutorial.Rmd
+++ b/episodes/Serofoi-tutorial.Rmd
@@ -404,14 +404,14 @@ mismo, corra las siguientes líneas de código:
 ```{r chik2015_constant, include = TRUE, echo = TRUE, eval = FALSE}
 chik_constant <- run_seromodel(serodata = chik2015p,
                                foi_model = "constant",
-                               n_iters = 1000)
+                               iter = 1000)
 
 chik_constant_plot <- plot_seromodel(chik_constant, 
                                      serodata = chik2015p, 
                                      size_text = 12)
 ```
 
-Ahora, corra los modelos dependientes del tiempo con `n_iters =1500`.
+Ahora, corra los modelos dependientes del tiempo con `iter =1500`.
 Luego visualice conjuntamente las tres gráficas por medio de la función
 `plot_grid()` del paquete `cowplot`:
 
@@ -435,18 +435,15 @@ minutos.
 # Implementation of the models
 m1_chik <- run_seromodel(serodata = chik2015p,
                          foi_model = "constant",
-                         n_iters = 1000,
-                         n_thin = 2)
+                         iter = 1000)
 
 m2_chik <- run_seromodel(serodata = chik2015p,
                          foi_model = "tv_normal",
-                         n_iters = 1500,
-                         n_thin = 2)
+                         iter = 1500)
 
 m3_chik <- run_seromodel(serodata = chik2015p,
                          foi_model = "tv_normal_log",
-                         n_iters = 1500,
-                         n_thin = 2)
+                         iter = 1500)
 ```
 
 ```{r chik2015_vis, include = TRUE, echo = FALSE, results="hide", errors = FALSE, warning = FALSE, message = FALSE, fig.width=5, fig.asp=1, fig.align="center", fig.keep="all"}
diff --git a/episodes/epiCo-tutorial.Rmd b/episodes/epiCo-tutorial.Rmd
index ab3eaa7..2a4db03 100644
--- a/episodes/epiCo-tutorial.Rmd
+++ b/episodes/epiCo-tutorial.Rmd
@@ -89,7 +89,7 @@ head(divipola_table)
 Los usuarios pueden realizar consultas a **epiCo** utilizando la función `population_pyramid`, la cual requiere el codigo DIVIPOLA de la entidad de interés y el año que se desea consultar.
 
 ```{r}
-tolima_codigo <- 73 # Código DIVIPOLA para el departamento del Tolima.
+tolima_codigo <- "73" # Código DIVIPOLA para el departamento del Tolima.
 año <- 2021 # Año a consultar.
 tolima_piramide_2021 <- population_pyramid(tolima_codigo, año) # Pirámide 
 # poblacional del departamento del tolima para el año 2021.
@@ -99,14 +99,14 @@ head(tolima_piramide_2021)
 **epiCo** presenta los datos agrupados en intervalos de 5 años *de forma predeterminada*; sin embargo, puede modificar parámetros para tener rangos distintos, separar la pirámide por género binario, obtener los datos como conteos totales o proporciones y/o desplegar una gráfica de la pirámide.
 
 ```{r}
-tolima_codigo <- 73 # Código DIVIPOLA para el departamento del Tolima.
+tolima_codigo <- "73" # Código DIVIPOLA para el departamento del Tolima.
 año <- 2021 # Año a consultar.
 rango_edad <- 10 #Rango de edades o ventana.
 # Pirámide poblacional del departamento del tolima para el año 2021.
 tolima_piramide_2021 <- population_pyramid(divipola_code = tolima_codigo,
                                            year = año,
                                            range = rango_edad,
-                                           gender = TRUE, total = TRUE,
+                                           sex = TRUE, total = TRUE,
                                            plot = TRUE)
 ```
 
@@ -135,7 +135,7 @@ Para calcular la distribución de las ocupaciones en estos años, **epiCo** usa
 data("isco88_table")
 head(isco88_table)
 # Se calcula la distribución de ocupaciones.
-occupation_plot(isco_codes = as.integer(epi_data$ocupacion), gender = epi_data$sexo)
+describe_occupation(isco_codes = as.integer(epi_data$ocupacion), sex = epi_data$sexo,plot = "treemap")
 ```
 
 ### 5.	Estimación de las tasas de incidencia
@@ -168,7 +168,7 @@ data_tolima_2021 <-  epi_data[lubridate::year(epi_data$fec_not) == 2021, ]
 # Se calcula las tasas por edades para el año 2021.
 incidence_rate_2019 <- age_risk(age = as.integer(data_tolima_2021$edad),
                                 population_pyramid = tolima_piramide_2021,
-                                gender = data_tolima_2021$sexo,
+                                sex = data_tolima_2021$sexo,
                                 plot = TRUE)
 ```
 
@@ -317,8 +317,8 @@ incidence_object <- incidence(
 
 # Se realiza el analisis espaciotemporal, especificando la escala de nivel 
 # municipal
-monrans_tolima <- morans_index(incidence_object = incidence_object, level = 2)
-monrans_tolima$leaflet_map
+monrans_tolima <- morans_index(incidence_object = incidence_object, threshold = 2)
+monrans_tolima$plot
 ```
 
 
diff --git a/renv/activate.R b/renv/activate.R
index cb5401f..d13f993 100644
--- a/renv/activate.R
+++ b/renv/activate.R
@@ -2,11 +2,13 @@
 local({
 
   # the requested version of renv
-  version <- "1.0.3"
+  version <- "1.0.7"
   attr(version, "sha") <- NULL
 
   # the project directory
-  project <- getwd()
+  project <- Sys.getenv("RENV_PROJECT")
+  if (!nzchar(project))
+    project <- getwd()
 
   # use start-up diagnostics if enabled
   diagnostics <- Sys.getenv("RENV_STARTUP_DIAGNOSTICS", unset = "FALSE")
@@ -31,6 +33,14 @@ local({
     if (!is.null(override))
       return(override)
 
+    # if we're being run in a context where R_LIBS is already set,
+    # don't load -- presumably we're being run as a sub-process and
+    # the parent process has already set up library paths for us
+    rcmd <- Sys.getenv("R_CMD", unset = NA)
+    rlibs <- Sys.getenv("R_LIBS", unset = NA)
+    if (!is.na(rlibs) && !is.na(rcmd))
+      return(FALSE)
+
     # next, check environment variables
     # TODO: prefer using the configuration one in the future
     envvars <- c(
@@ -50,9 +60,22 @@ local({
 
   })
 
-  if (!enabled)
+  # bail if we're not enabled
+  if (!enabled) {
+
+    # if we're not enabled, we might still need to manually load
+    # the user profile here
+    profile <- Sys.getenv("R_PROFILE_USER", unset = "~/.Rprofile")
+    if (file.exists(profile)) {
+      cfg <- Sys.getenv("RENV_CONFIG_USER_PROFILE", unset = "TRUE")
+      if (tolower(cfg) %in% c("true", "t", "1"))
+        sys.source(profile, envir = globalenv())
+    }
+
     return(FALSE)
 
+  }
+
   # avoid recursion
   if (identical(getOption("renv.autoloader.running"), TRUE)) {
     warning("ignoring recursive attempt to run renv autoloader")
@@ -108,6 +131,21 @@ local({
   
   }
   
+  heredoc <- function(text, leave = 0) {
+  
+    # remove leading, trailing whitespace
+    trimmed <- gsub("^\\s*\\n|\\n\\s*$", "", text)
+  
+    # split into lines
+    lines <- strsplit(trimmed, "\n", fixed = TRUE)[[1L]]
+  
+    # compute common indent
+    indent <- regexpr("[^[:space:]]", lines)
+    common <- min(setdiff(indent, -1L)) - leave
+    paste(substring(lines, common), collapse = "\n")
+  
+  }
+  
   startswith <- function(string, prefix) {
     substring(string, 1, nchar(prefix)) == prefix
   }
@@ -610,6 +648,9 @@ local({
   
     # if the user has requested an automatic prefix, generate it
     auto <- Sys.getenv("RENV_PATHS_PREFIX_AUTO", unset = NA)
+    if (is.na(auto) && getRversion() >= "4.4.0")
+      auto <- "TRUE"
+  
     if (auto %in% c("TRUE", "True", "true", "1"))
       return(renv_bootstrap_platform_prefix_auto())
   
@@ -801,24 +842,23 @@ local({
   
     # the loaded version of renv doesn't match the requested version;
     # give the user instructions on how to proceed
-    remote <- if (!is.null(description[["RemoteSha"]])) {
+    dev <- identical(description[["RemoteType"]], "github")
+    remote <- if (dev)
       paste("rstudio/renv", description[["RemoteSha"]], sep = "@")
-    } else {
+    else
       paste("renv", description[["Version"]], sep = "@")
-    }
   
     # display both loaded version + sha if available
     friendly <- renv_bootstrap_version_friendly(
       version = description[["Version"]],
-      sha     = description[["RemoteSha"]]
+      sha     = if (dev) description[["RemoteSha"]]
     )
   
-    fmt <- paste(
-      "renv %1$s was loaded from project library, but this project is configured to use renv %2$s.",
-      "- Use `renv::record(\"%3$s\")` to record renv %1$s in the lockfile.",
-      "- Use `renv::restore(packages = \"renv\")` to install renv %2$s into the project library.",
-      sep = "\n"
-    )
+    fmt <- heredoc("
+      renv %1$s was loaded from project library, but this project is configured to use renv %2$s.
+      - Use `renv::record(\"%3$s\")` to record renv %1$s in the lockfile.
+      - Use `renv::restore(packages = \"renv\")` to install renv %2$s into the project library.
+    ")
     catf(fmt, friendly, renv_bootstrap_version_friendly(version), remote)
   
     FALSE
@@ -1041,7 +1081,7 @@ local({
     # if jsonlite is loaded, use that instead
     if ("jsonlite" %in% loadedNamespaces()) {
   
-      json <- catch(renv_json_read_jsonlite(file, text))
+      json <- tryCatch(renv_json_read_jsonlite(file, text), error = identity)
       if (!inherits(json, "error"))
         return(json)
   
@@ -1050,7 +1090,7 @@ local({
     }
   
     # otherwise, fall back to the default JSON reader
-    json <- catch(renv_json_read_default(file, text))
+    json <- tryCatch(renv_json_read_default(file, text), error = identity)
     if (!inherits(json, "error"))
       return(json)
   
@@ -1063,14 +1103,14 @@ local({
   }
   
   renv_json_read_jsonlite <- function(file = NULL, text = NULL) {
-    text <- paste(text %||% read(file), collapse = "\n")
+    text <- paste(text %||% readLines(file, warn = FALSE), collapse = "\n")
     jsonlite::fromJSON(txt = text, simplifyVector = FALSE)
   }
   
   renv_json_read_default <- function(file = NULL, text = NULL) {
   
     # find strings in the JSON
-    text <- paste(text %||% read(file), collapse = "\n")
+    text <- paste(text %||% readLines(file, warn = FALSE), collapse = "\n")
     pattern <- '["](?:(?:\\\\.)|(?:[^"\\\\]))*?["]'
     locs <- gregexpr(pattern, text, perl = TRUE)[[1]]
   
@@ -1118,14 +1158,14 @@ local({
     map <- as.list(map)
   
     # remap strings in object
-    remapped <- renv_json_remap(json, map)
+    remapped <- renv_json_read_remap(json, map)
   
     # evaluate
     eval(remapped, envir = baseenv())
   
   }
   
-  renv_json_remap <- function(json, map) {
+  renv_json_read_remap <- function(json, map) {
   
     # fix names
     if (!is.null(names(json))) {
@@ -1152,7 +1192,7 @@ local({
     # recurse
     if (is.recursive(json)) {
       for (i in seq_along(json)) {
-        json[i] <- list(renv_json_remap(json[[i]], map))
+        json[i] <- list(renv_json_read_remap(json[[i]], map))
       }
     }
   
diff --git a/renv/profiles/lesson-requirements/renv.lock b/renv/profiles/lesson-requirements/renv.lock
index 9e9ecad..3e9af47 100644
--- a/renv/profiles/lesson-requirements/renv.lock
+++ b/renv/profiles/lesson-requirements/renv.lock
@@ -1,39 +1,35 @@
 {
   "R": {
-    "Version": "4.2.2",
+    "Version": "4.4.0",
     "Repositories": [
-      {
-        "Name": "carpentries",
-        "URL": "https://carpentries.r-universe.dev"
-      },
-      {
-        "Name": "carpentries_archive",
-        "URL": "https://carpentries.github.io/drat"
-      },
       {
         "Name": "CRAN",
         "URL": "https://cran.rstudio.com"
+      },
+      {
+        "Name": "RSPM",
+        "URL": "https://packagemanager.posit.co/cran/latest"
       }
     ]
   },
   "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": "1.2.3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "methods"
       ],
-      "Hash": "b2866e62bab9378c3cc9476a1954226b"
+      "Hash": "065ae649b05f1ff66bb0c793107508f5"
     },
     "EpiEstim": {
       "Package": "EpiEstim",
@@ -69,11 +65,12 @@
     },
     "Hmisc": {
       "Package": "Hmisc",
-      "Version": "5.1-1",
+      "Version": "5.1-3",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "Formula",
+        "R",
         "base64enc",
         "cluster",
         "colorspace",
@@ -92,7 +89,7 @@
         "rpart",
         "viridis"
       ],
-      "Hash": "27c7750992bc511728e2f9ebd2911199"
+      "Hash": "9a446aea30bff7e8ee20f4c0973e8851"
     },
     "KernSmooth": {
       "Package": "KernSmooth",
@@ -107,7 +104,7 @@
     },
     "MASS": {
       "Package": "MASS",
-      "Version": "7.3-60",
+      "Version": "7.3-60.2",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -118,11 +115,11 @@
         "stats",
         "utils"
       ],
-      "Hash": "a56a6365b3fa73293ea8d084be0d9bb0"
+      "Hash": "2f342c46163b0b54d7b64d1f798e2c78"
     },
     "MCMCpack": {
       "Package": "MCMCpack",
-      "Version": "1.6-3",
+      "Version": "1.7-0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -138,11 +135,29 @@
         "stats",
         "utils"
       ],
-      "Hash": "520335edba1c95a90eec54d693727723"
+      "Hash": "225c857e115cf09e1804ff3e597fe555"
+    },
+    "MatchIt": {
+      "Package": "MatchIt",
+      "Version": "4.5.5",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp",
+        "RcppProgress",
+        "backports",
+        "chk",
+        "graphics",
+        "rlang",
+        "stats",
+        "utils"
+      ],
+      "Hash": "f3bceab061c8d2da3c674d0b0cc3dd54"
     },
     "Matrix": {
       "Package": "Matrix",
-      "Version": "1.6-4",
+      "Version": "1.7-0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -155,7 +170,7 @@
         "stats",
         "utils"
       ],
-      "Hash": "d9c655b30a2edc6bb2244c1d1e8d549d"
+      "Hash": "1920b2f11133b12350024297d8a4ff4a"
     },
     "MatrixModels": {
       "Package": "MatrixModels",
@@ -172,15 +187,10 @@
     },
     "QuickJSR": {
       "Package": "QuickJSR",
-      "Version": "1.0.8",
+      "Version": "1.2.2",
       "Source": "Repository",
       "Repository": "CRAN",
-      "Requirements": [
-        "R6",
-        "Rcpp",
-        "jsonlite"
-      ],
-      "Hash": "193b83c7d9a8c110da05e1bd0f1f2f55"
+      "Hash": "706b2f1907052a0082590a4f119402d6"
     },
     "R6": {
       "Package": "R6",
@@ -204,18 +214,32 @@
     },
     "Rcpp": {
       "Package": "Rcpp",
-      "Version": "1.0.11",
+      "Version": "1.0.12",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "methods",
         "utils"
       ],
-      "Hash": "ae6cbbe1492f4de79c45fce06f967ce8"
+      "Hash": "5ea2700d21e038ace58269ecdbeb9ec0"
+    },
+    "RcppArmadillo": {
+      "Package": "RcppArmadillo",
+      "Version": "0.12.8.4.0",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "Rcpp",
+        "methods",
+        "stats",
+        "utils"
+      ],
+      "Hash": "a535dd90aa8ec9a2e63a8f79b4a1bf43"
     },
     "RcppEigen": {
       "Package": "RcppEigen",
-      "Version": "0.3.3.9.4",
+      "Version": "0.3.4.0.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -224,21 +248,28 @@
         "stats",
         "utils"
       ],
-      "Hash": "acb0a5bf38490f26ab8661b467f4f53a"
+      "Hash": "df49e3306f232ec28f1604e36a202847"
     },
     "RcppParallel": {
       "Package": "RcppParallel",
       "Version": "5.1.7",
       "Source": "Repository",
-      "Repository": "CRAN",
+      "Repository": "RSPM",
       "Requirements": [
         "R"
       ],
       "Hash": "a45594a00f5dbb073d5ec9f48592a08a"
     },
+    "RcppProgress": {
+      "Package": "RcppProgress",
+      "Version": "0.4.2",
+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Hash": "1c0aa18b97e6aaa17f93b8b866c0ace5"
+    },
     "SparseM": {
       "Package": "SparseM",
-      "Version": "1.81",
+      "Version": "1.84",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -248,11 +279,11 @@
         "stats",
         "utils"
       ],
-      "Hash": "2042cd9759cc89a453c4aefef0ce9aae"
+      "Hash": "0648c7c4e275c265356649f818dbfcf5"
     },
     "StanHeaders": {
       "Package": "StanHeaders",
-      "Version": "2.26.28",
+      "Version": "2.32.9",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -260,7 +291,7 @@
         "RcppEigen",
         "RcppParallel"
       ],
-      "Hash": "35b5aee9ec9507aca2e021997a9e557e"
+      "Hash": "affbfba7203fd83b6594362f1355c25b"
     },
     "abind": {
       "Package": "abind",
@@ -296,13 +327,13 @@
     },
     "backports": {
       "Package": "backports",
-      "Version": "1.4.1",
+      "Version": "1.5.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R"
       ],
-      "Hash": "c39fbec8a30d23e721980b8afb31984c"
+      "Hash": "e1e1b9d75c37401117b636b7ae50827a"
     },
     "base64enc": {
       "Package": "base64enc",
@@ -316,7 +347,7 @@
     },
     "bayesplot": {
       "Package": "bayesplot",
-      "Version": "1.10.0",
+      "Version": "1.11.1",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -333,7 +364,7 @@
         "tidyselect",
         "utils"
       ],
-      "Hash": "9c4f6ab31da906185d23e69a88595cf7"
+      "Hash": "c5cde76012ea08e94265ace1b53b77b9"
     },
     "binom": {
       "Package": "binom",
@@ -380,7 +411,7 @@
     },
     "boot": {
       "Package": "boot",
-      "Version": "1.3-28.1",
+      "Version": "1.3-30",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
@@ -388,18 +419,17 @@
         "graphics",
         "stats"
       ],
-      "Hash": "9a052fbcbe97a98ceb18dbfd30ebd96e"
+      "Hash": "96abeed416a286d4a0f52e550b612343"
     },
     "broom": {
       "Package": "broom",
-      "Version": "1.0.5",
+      "Version": "1.0.6",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "backports",
         "dplyr",
-        "ellipsis",
         "generics",
         "glue",
         "lifecycle",
@@ -409,17 +439,18 @@
         "tibble",
         "tidyr"
       ],
-      "Hash": "fd25391c3c4f6ecf0fa95f1e6d15378c"
+      "Hash": "a4652c36d1f8abfc3ddf4774f768c934"
     },
     "bslib": {
       "Package": "bslib",
-      "Version": "0.6.1",
+      "Version": "0.7.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "R",
         "base64enc",
         "cachem",
+        "fastmap",
         "grDevices",
         "htmltools",
         "jquerylib",
@@ -430,22 +461,22 @@
         "rlang",
         "sass"
       ],
-      "Hash": "c0d8599494bc7fb408cd206bbdd9cab0"
+      "Hash": "8644cc53f43828f19133548195d7e59e"
     },
     "cachem": {
       "Package": "cachem",
-      "Version": "1.0.8",
+      "Version": "1.1.0",
       "Source": "Repository",
       "Repository": "CRAN",
       "Requirements": [
         "fastmap",
         "rlang"
       ],
-      "Hash": "c35768291560ce302c0a6589f92e837d"
+      "Hash": "cd9a672193789068eb5a2aad65a0dedf"
     },
     "callr": {
       "Package": "callr",
-      "Version": "3.7.3",
+      "Version": "3.7.6",
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@@ -1184,6 +1278,19 @@
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@@ -1344,6 +1450,27 @@
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@@ -1431,17 +1559,42 @@
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@@ -2476,7 +2603,7 @@
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@@ -2488,7 +2615,19 @@
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@@ -2497,31 +2636,39 @@
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@@ -2529,19 +2676,20 @@
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@@ -2578,9 +2726,32 @@
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@@ -2599,11 +2770,11 @@
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@@ -2615,7 +2786,7 @@
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@@ -2659,24 +2830,24 @@
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@@ -2692,6 +2863,21 @@
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@@ -2716,23 +2902,23 @@
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@@ -2740,11 +2926,13 @@
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-      "RemoteSha": "666ddf4f1272f835f0faaed796ed2aa824c63946",
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@@ -2753,7 +2941,7 @@
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@@ -2771,7 +2959,7 @@
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@@ -2780,7 +2968,7 @@
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@@ -2812,7 +3000,7 @@
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@@ -2834,20 +3022,19 @@
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@@ -2861,32 +3048,35 @@
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 }