diff --git a/code/02_descriptives.R b/code/02_descriptives.R
index a925389..40d74a1 100644
--- a/code/02_descriptives.R
+++ b/code/02_descriptives.R
@@ -12,9 +12,9 @@
 # input:  results/haum/event_logfiles_2024-02-21_16-07-33.csv
 # output:
 #
-# last mod: 2023-11-15, NW
+# last mod: 2024-03-13
 
-# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/code")
+# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/MDS/2023ss/60100_master_thesis/analysis/code")
 
 library(lattice)
 library(bupaverse)
@@ -40,7 +40,7 @@ datlogs$event <- factor(datlogs$event, levels = c("move", "flipCard",
                                                   "openTopic",
                                                   "openPopup"))
 
-datraw <- read.table("results/haum/raw_logfiles_2024-01-18_09-58-52.csv",
+datraw <- read.table("results/haum/raw_logfiles_2024-02-21_16-07-33.csv",
                      sep = ";", header = TRUE)
 
 # Add weekdays to data frame
@@ -51,6 +51,7 @@ datlogs$weekdays <- factor(weekdays(datlogs$date.start),
                        labels = c("Monday", "Tuesday", "Wednesday",
                                   "Thursday", "Friday", "Saturday",
                                   "Sunday"))
+
 ### Number of log files
 length(unique(datraw$fileId))
 # 39767
diff --git a/code/10_user-navigation.R b/code/10_user-navigation.R
index a050730..18f03b6 100644
--- a/code/10_user-navigation.R
+++ b/code/10_user-navigation.R
@@ -36,6 +36,10 @@ coor_2d <- coor_3d[, 1:2]
 plot(coor_2d)
 rgl::plot3d(coor_3d)
 
+# pm <- cluster::pam(dist_mat, k = k)
+# cluster <- pm$clustering
+# --> Does not look as good as the hierarchical clustring
+
 method <- c(average = "average", single = "single", complete = "complete",
             ward = "ward")
 hcs <- pbapply::pblapply(method, function(x) cluster::agnes(dist_mat, method = x))
@@ -71,7 +75,18 @@ tmp <- dat
 tmp$start <- tmp$date.start
 tmp$complete <- tmp$date.stop
 
-alog <- bupaR::activitylog(tmp[tmp$case == 24016, ],
+# Examples:
+## Scholar:     29679
+## Star:        24456
+## Dispersion:  26000
+
+## only info cards:     24299
+## not only info cards: 24013
+
+#head(dattree[dattree$Pattern == "Dispersion" & datcase$nitems == 10, ])
+#head(dattree[dattree$InfocardOnly == "yes" & datcase$nitems == 3, ])
+
+alog <- bupaR::activitylog(tmp[tmp$case == 24013, ],
                            case_id     = "case",
                            activity_id = "item",
                            resource_id = "path",