diff --git a/beszel-agent/docker-compose.yaml b/beszel-agent/docker-compose.yaml
index e2dc65e..8ac8f13 100644
--- a/beszel-agent/docker-compose.yaml
+++ b/beszel-agent/docker-compose.yaml
@@ -11,8 +11,8 @@ services:
     environment:
       LISTEN: /beszel_socket/beszel.sock
       HUB_URL: http://192.168.12.151:8091
-      TOKEN: EvrIZdupNHXJyEFdMpAa
-      KEY: "ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIHK3ckn/gTe88kj1KLkRyYr4rX765k0d8nFDrVvJnXUF"
+      TOKEN: token-from-beszel
+      KEY: "shh-key"
 
 volumes:
   beszel_agent_data:
diff --git a/grafana-influxdb/docker-compose.yml b/grafana-influxdb/docker-compose.yml
index cb45867..9d985f4 100644
--- a/grafana-influxdb/docker-compose.yml
+++ b/grafana-influxdb/docker-compose.yml
@@ -6,9 +6,9 @@ services:
     environment:
       INFLUXDB_DB: 'monitoringdb'  # Name der InfluxDB-Datenbank
       INFLUXDB_ADMIN_USER: 'admin'  # Admin Benutzername
-      INFLUXDB_ADMIN_PASSWORD: '58201928alsk'  # Admin Passwort
+      INFLUXDB_ADMIN_PASSWORD: 'influx-db-admin-password'  # Admin Passwort
       INFLUXDB_USER: 'theo'  # Grafana Benutzername
-      INFLUXDB_USER_PASSWORD: 'Ftul7103oy!'  # Grafana Passwort
+      INFLUXDB_USER_PASSWORD: 'influx-db-password'  # Grafana Passwort
     volumes:
       - influxdb_data:/var/lib/influxdb  # Persistente Daten für InfluxDB
     ports:
@@ -21,7 +21,7 @@ services:
     container_name: grafana
     restart: always
     environment:
-      GF_SECURITY_ADMIN_PASSWORD: '58201928alsk'  # Grafana Admin Passwort
+      GF_SECURITY_ADMIN_PASSWORD: 'secure-password'  # Grafana Admin Passwort
     volumes:
       - grafana_data:/var/lib/grafana  # Persistente Daten für Grafana
     ports:
diff --git a/rstudio/.bash_logout b/rstudio/.bash_logout
new file mode 100644
index 0000000..de4f5f7
--- /dev/null
+++ b/rstudio/.bash_logout
@@ -0,0 +1,7 @@
+# ~/.bash_logout: executed by bash(1) when login shell exits.
+
+# when leaving the console clear the screen to increase privacy
+
+if [ "$SHLVL" = 1 ]; then
+    [ -x /usr/bin/clear_console ] && /usr/bin/clear_console -q
+fi
diff --git a/rstudio/.bashrc b/rstudio/.bashrc
new file mode 100644
index 0000000..b488fcc
--- /dev/null
+++ b/rstudio/.bashrc
@@ -0,0 +1,117 @@
+# ~/.bashrc: executed by bash(1) for non-login shells.
+# see /usr/share/doc/bash/examples/startup-files (in the package bash-doc)
+# for examples
+
+# If not running interactively, don't do anything
+case $- in
+    *i*) ;;
+      *) return;;
+esac
+
+# don't put duplicate lines or lines starting with space in the history.
+# See bash(1) for more options
+HISTCONTROL=ignoreboth
+
+# append to the history file, don't overwrite it
+shopt -s histappend
+
+# for setting history length see HISTSIZE and HISTFILESIZE in bash(1)
+HISTSIZE=1000
+HISTFILESIZE=2000
+
+# check the window size after each command and, if necessary,
+# update the values of LINES and COLUMNS.
+shopt -s checkwinsize
+
+# If set, the pattern "**" used in a pathname expansion context will
+# match all files and zero or more directories and subdirectories.
+#shopt -s globstar
+
+# make less more friendly for non-text input files, see lesspipe(1)
+[ -x /usr/bin/lesspipe ] && eval "$(SHELL=/bin/sh lesspipe)"
+
+# set variable identifying the chroot you work in (used in the prompt below)
+if [ -z "${debian_chroot:-}" ] && [ -r /etc/debian_chroot ]; then
+    debian_chroot=$(cat /etc/debian_chroot)
+fi
+
+# set a fancy prompt (non-color, unless we know we "want" color)
+case "$TERM" in
+    xterm-color|*-256color) color_prompt=yes;;
+esac
+
+# uncomment for a colored prompt, if the terminal has the capability; turned
+# off by default to not distract the user: the focus in a terminal window
+# should be on the output of commands, not on the prompt
+#force_color_prompt=yes
+
+if [ -n "$force_color_prompt" ]; then
+    if [ -x /usr/bin/tput ] && tput setaf 1 >&/dev/null; then
+	# We have color support; assume it's compliant with Ecma-48
+	# (ISO/IEC-6429). (Lack of such support is extremely rare, and such
+	# a case would tend to support setf rather than setaf.)
+	color_prompt=yes
+    else
+	color_prompt=
+    fi
+fi
+
+if [ "$color_prompt" = yes ]; then
+    PS1='${debian_chroot:+($debian_chroot)}\[\033[01;32m\]\u@\h\[\033[00m\]:\[\033[01;34m\]\w\[\033[00m\]\$ '
+else
+    PS1='${debian_chroot:+($debian_chroot)}\u@\h:\w\$ '
+fi
+unset color_prompt force_color_prompt
+
+# If this is an xterm set the title to user@host:dir
+case "$TERM" in
+xterm*|rxvt*)
+    PS1="\[\e]0;${debian_chroot:+($debian_chroot)}\u@\h: \w\a\]$PS1"
+    ;;
+*)
+    ;;
+esac
+
+# enable color support of ls and also add handy aliases
+if [ -x /usr/bin/dircolors ]; then
+    test -r ~/.dircolors && eval "$(dircolors -b ~/.dircolors)" || eval "$(dircolors -b)"
+    alias ls='ls --color=auto'
+    #alias dir='dir --color=auto'
+    #alias vdir='vdir --color=auto'
+
+    alias grep='grep --color=auto'
+    alias fgrep='fgrep --color=auto'
+    alias egrep='egrep --color=auto'
+fi
+
+# colored GCC warnings and errors
+#export GCC_COLORS='error=01;31:warning=01;35:note=01;36:caret=01;32:locus=01:quote=01'
+
+# some more ls aliases
+alias ll='ls -alF'
+alias la='ls -A'
+alias l='ls -CF'
+
+# Add an "alert" alias for long running commands.  Use like so:
+#   sleep 10; alert
+alias alert='notify-send --urgency=low -i "$([ $? = 0 ] && echo terminal || echo error)" "$(history|tail -n1|sed -e '\''s/^\s*[0-9]\+\s*//;s/[;&|]\s*alert$//'\'')"'
+
+# Alias definitions.
+# You may want to put all your additions into a separate file like
+# ~/.bash_aliases, instead of adding them here directly.
+# See /usr/share/doc/bash-doc/examples in the bash-doc package.
+
+if [ -f ~/.bash_aliases ]; then
+    . ~/.bash_aliases
+fi
+
+# enable programmable completion features (you don't need to enable
+# this, if it's already enabled in /etc/bash.bashrc and /etc/profile
+# sources /etc/bash.bashrc).
+if ! shopt -oq posix; then
+  if [ -f /usr/share/bash-completion/bash_completion ]; then
+    . /usr/share/bash-completion/bash_completion
+  elif [ -f /etc/bash_completion ]; then
+    . /etc/bash_completion
+  fi
+fi
diff --git a/rstudio/.cache/deno/dep_analysis_cache_v1 b/rstudio/.cache/deno/dep_analysis_cache_v1
new file mode 100644
index 0000000..2f96c58
Binary files /dev/null and b/rstudio/.cache/deno/dep_analysis_cache_v1 differ
diff --git a/rstudio/.cache/deno/dep_analysis_cache_v1-journal b/rstudio/.cache/deno/dep_analysis_cache_v1-journal
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.cache/deno/node_analysis_cache_v1 b/rstudio/.cache/deno/node_analysis_cache_v1
new file mode 100644
index 0000000..1c4c69b
Binary files /dev/null and b/rstudio/.cache/deno/node_analysis_cache_v1 differ
diff --git a/rstudio/.cache/deno/node_analysis_cache_v1-journal b/rstudio/.cache/deno/node_analysis_cache_v1-journal
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.config/rstudio/rstudio-prefs.json b/rstudio/.config/rstudio/rstudio-prefs.json
new file mode 100644
index 0000000..862f67d
--- /dev/null
+++ b/rstudio/.config/rstudio/rstudio-prefs.json
@@ -0,0 +1,7 @@
+{
+    "save_workspace": "never",
+    "always_save_history": false,
+    "reuse_sessions_for_project_links": true,
+    "posix_terminal_shell": "bash",
+    "jobs_tab_visibility": "shown"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/addin_registry b/rstudio/.local/share/rstudio/addin_registry
new file mode 100644
index 0000000..9e26dfe
--- /dev/null
+++ b/rstudio/.local/share/rstudio/addin_registry
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/client-state/environment-grid.persistent b/rstudio/.local/share/rstudio/client-state/environment-grid.persistent
new file mode 100644
index 0000000..5453579
--- /dev/null
+++ b/rstudio/.local/share/rstudio/client-state/environment-grid.persistent
@@ -0,0 +1,3 @@
+{
+    "objectDisplayType": 0
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/client-state/quarto.persistent b/rstudio/.local/share/rstudio/client-state/quarto.persistent
new file mode 100644
index 0000000..15409f2
--- /dev/null
+++ b/rstudio/.local/share/rstudio/client-state/quarto.persistent
@@ -0,0 +1,11 @@
+{
+    "quarto-new-proj": {
+        "type": "default",
+        "engine": "knitr",
+        "kernel": "python3",
+        "venv": "",
+        "condaenv": "",
+        "packages": "matplotlib pandas",
+        "editor": "visual"
+    }
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/client-state/source-column-manager.persistent b/rstudio/.local/share/rstudio/client-state/source-column-manager.persistent
new file mode 100644
index 0000000..27894e0
--- /dev/null
+++ b/rstudio/.local/share/rstudio/client-state/source-column-manager.persistent
@@ -0,0 +1,8 @@
+{
+    "column-info": {
+        "names": [
+            "Source"
+        ],
+        "activeColumn": "Source"
+    }
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/client-state/themes.persistent b/rstudio/.local/share/rstudio/client-state/themes.persistent
new file mode 100644
index 0000000..b475d5a
--- /dev/null
+++ b/rstudio/.local/share/rstudio/client-state/themes.persistent
@@ -0,0 +1,6 @@
+{
+    "themeInfo": {
+        "foreground": "rgb(0, 0, 0)",
+        "background": "rgb(255, 255, 255)"
+    }
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/client-state/workbenchp.persistent b/rstudio/.local/share/rstudio/client-state/workbenchp.persistent
new file mode 100644
index 0000000..7b9942c
--- /dev/null
+++ b/rstudio/.local/share/rstudio/client-state/workbenchp.persistent
@@ -0,0 +1,9 @@
+{
+    "rightpanesize": {
+        "panelwidth": 1406,
+        "windowwidth": 1422,
+        "splitterpos": [
+            795
+        ]
+    }
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/history_database b/rstudio/.local/share/rstudio/history_database
new file mode 100644
index 0000000..5bdf3d5
--- /dev/null
+++ b/rstudio/.local/share/rstudio/history_database
@@ -0,0 +1,112 @@
+1741681555136:q()
+1741682052034:source("~/Clustering.R")
+1741682401563:source("~/Clustering.R")
+1741682442483:source("~/Clustering.R")
+1741682449453:source("~/Clustering.R")
+1741683132516:source("~/Klausur/Klausur.R")
+1741683863573:source("~/Klausur/Klausur.R")
+1741684075648:source("~/Klausur/Klausur.R")
+1741684165885:source("~/Klausur/Klausur.R")
+1741684272787:source("~/Klausur/Klausur.R")
+1741684333747:source("~/Klausur/Klausur.R")
+1741684455760:source("~/Klausur/Klausur.R")
+1741684459332:source("~/Klausur/Klausur.R")
+1741684492433:source("~/Klausur/Klausur.R")
+1741684524606:source("~/Klausur/Klausur.R")
+1741684652973:source("~/Klausur/Klausur.R")
+1741684667800:source("~/Klausur/Klausur.R")
+1741684677787:source("~/Klausur/Klausur.R")
+1741684680712:source("~/Klausur/Klausur.R")
+1741684801339:source("~/Klausur/Klausur.R")
+1741684841614:source("~/Klausur/Klausur.R")
+1741684846975:source("~/Klausur/Klausur.R")
+1741684889178:source("~/Klausur/Klausur.R")
+1741684923986:source("~/Klausur/Klausur.R")
+1741685007836:source("~/Klausur/Klausur.R")
+1741685011892:source("~/Klausur/Klausur.R")
+1741685048525:source("~/Klausur/Klausur.R")
+1741685072706:source("~/Klausur/Klausur.R")
+1741685086236:source("~/Klausur/Klausur.R")
+1741685127881:source("~/Klausur/Klausur.R")
+1741685133732:source("~/Klausur/Klausur.R")
+1741685349199:source("~/Übungen/Clustering.R")
+1741685840706:source("~/Klausur/Klausur.R")
+1741685930782:source("~/Klausur/Klausur.R")
+1741686034785:source("~/Klausur/EU2024.R")
+1741686131575:source("~/Klausur/EU2024.R")
+1741686190591:source("~/Klausur/EU2024.R")
+1741686294626:source("~/Klausur/EU2024.R")
+1741686561988:source("~/Klausur/EU2024.R")
+1741686647546:source("~/Klausur/EU2024.R")
+1741686685898:data <- read_excel("EU2024.xlsx")
+1741686699179:source("~/Klausur/EU2024.R")
+1741686759380:source("~/Klausur/EU2024.R")
+1741686765164:file.exists("/home/rstudio/Klausur/EU2024.xlsx")
+1741686791660:source("~/Klausur/EU2024.R")
+1741687089304:source("~/Klausur/EU2024.R")
+1741687093291:data <- read_excel("/home/rstudio/Klausur/EU2024.xlsx")
+1741687094360:# Korrelogramm
+1741687094360:cor_matrix <- cor(data[ ,sapply(data, is.numeric)], use = "pairwise.complete.obs")
+1741687094555:corrplot(cor_matrix, method = "color", addCoef.col = "black", tl.cex = 0.7)
+1741687094708:# Korrelierte Variablen
+1741687094709:high_cor_vars <- which(abs(cor_matrix) > 0.8 & abs(cor_matrix) < 1, arr.ind = TRUE)
+1741687300325:# PCA
+1741687300325:pca_model <- prcomp(data[ ,sapply(data, is.numeric)], scale = TRUE)
+1741687315070:clear()
+1741687323650:fviz_pca_biplot(pca_model, label = "var", habillage = data$Country)
+1741687393338:source("~/Klausur/EU2024.R")
+1741687452717:source("~/Klausur/EU2024.R")
+1741687508629:source("~/Klausur/EU2024.R")
+1741687522196:source("~/Klausur/EU2024.R")
+1741687579328:source("~/Klausur/EU2024.R")
+1741687603399:source("~/Klausur/EU2024.R")
+1741687619272:data <- read_excel("EU2024.xlsx")
+1741687619282:colnames(data)
+1741687688473:source("~/Klausur/EU2024.R")
+1741687737939:install.packages("factoextra")
+1741687772424:source("~/Klausur/EU2024.R")
+1741687807746:source("~/Klausur/EU2024.R")
+1741687871175:source("~/Klausur/EU2024.R")
+1741687876888:source("~/Klausur/EU2024.R")
+1741687943265:source("~/Klausur/EU2024.R")
+1741687992077:source("~/Klausur/EU2024.R")
+1741688018954:source("~/Klausur/EU2024.R")
+1741688117327:source("~/Klausur/EU2024.R")
+1741688206385:source("~/Klausur/EU2024.R")
+1741688368632:source("~/Klausur/EU2024.R")
+1741688382107:source("~/Klausur/EU2024.R")
+1741688399322:source("~/Klausur/EU2024.R")
+1741688508346:for (i in 1:nrow(high_cor_vars)) {
+1741688508347:pair <- rownames(cor_matrix)[high_cor_vars[i, ]]
+1741688508347:print(pair)
+1741688508347:scatter_plot <- ggplot(data, aes_string(x = pair[1], y = pair[2], label = "Land")) +
+1741688508347:geom_point() +
+1741688508347:geom_text(vjust = -1) +
+1741688508347:theme_minimal()
+1741688508348:print(scatter_plot)
+1741688508348:}
+1741688519360:source("~/Klausur/EU2024.R")
+1741689624312:source("~/Klausur/EU2024.R")
+1741689645001:source("~/Klausur/EU2024.R")
+1742034769136:mean(xx$b)
+1742035185458:abline(li)
+1742035199531:source("~/Klausur/Probeklausur.R")
+1742035482767:source("~/Klausur/Probeklausur.R")
+1742035511694:source("~/Klausur/Probeklausur.R")
+1742404958592:source("~/Klausur/Probeklausur.R")
+1742405036806:source("~/Klausur/Probeklausur.R")
+1742405055059:source("~/Klausur/Probeklausur.R")
+1742405090872:source("~/Klausur/Probeklausur.R")
+1742405130528:source("~/Klausur/Probeklausur.R")
+1742405162464:source("~/Klausur/Probeklausur.R")
+1742480178393:source("~/Klausur/Probeklausur.R")
+1742480183671:source("~/Klausur/Probeklausur.R")
+1742480204885:source("~/Klausur/Probeklausur.R")
+1742480230970:source("~/Klausur/Probeklausur.R")
+1742480252953:source("~/Klausur/Probeklausur.R")
+1742480270549:source("~/Klausur/Probeklausur.R")
+1742480314915:source("~/Klausur/Probeklausur.R")
+1742480429257:source("~/Klausur/Probeklausur.R")
+1742480444489:source("~/Klausur/Probeklausur.R")
+1742480457328:source("~/Klausur/Probeklausur.R")
+1742480477365:source("~/Klausur/Probeklausur.R")
diff --git a/rstudio/.local/share/rstudio/monitored/lists/command_palette_mru b/rstudio/.local/share/rstudio/monitored/lists/command_palette_mru
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/monitored/lists/file_mru b/rstudio/.local/share/rstudio/monitored/lists/file_mru
new file mode 100644
index 0000000..ac90a31
--- /dev/null
+++ b/rstudio/.local/share/rstudio/monitored/lists/file_mru
@@ -0,0 +1,6 @@
+~/Klausur/Probeklausur.R
+~/Klausur/EU2024.R
+~/Klausur/Quallen.R
+~/Übungen/Clustering.R
+~/Klausur/Klausur.R
+~/Clustering.R
diff --git a/rstudio/.local/share/rstudio/monitored/lists/help_history_links b/rstudio/.local/share/rstudio/monitored/lists/help_history_links
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/monitored/lists/plot_publish_mru b/rstudio/.local/share/rstudio/monitored/lists/plot_publish_mru
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/monitored/lists/project_mru b/rstudio/.local/share/rstudio/monitored/lists/project_mru
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/monitored/lists/project_name_mru b/rstudio/.local/share/rstudio/monitored/lists/project_name_mru
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/monitored/lists/user_dictionary b/rstudio/.local/share/rstudio/monitored/lists/user_dictionary
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/notebooks/patch-chunk-names b/rstudio/.local/share/rstudio/notebooks/patch-chunk-names
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/notebooks/paths b/rstudio/.local/share/rstudio/notebooks/paths
new file mode 100644
index 0000000..c1262d0
--- /dev/null
+++ b/rstudio/.local/share/rstudio/notebooks/paths
@@ -0,0 +1,3 @@
+/home/rstudio/Klausur/EU2024.R="CDA5DCF8"
+/home/rstudio/Klausur/Quallen.R="2557301F"
+/home/rstudio/Übungen/Clustering.R="D5D9218C"
diff --git a/rstudio/.local/share/rstudio/pcs/debug-breakpoints.pper b/rstudio/.local/share/rstudio/pcs/debug-breakpoints.pper
new file mode 100644
index 0000000..4893a8a
--- /dev/null
+++ b/rstudio/.local/share/rstudio/pcs/debug-breakpoints.pper
@@ -0,0 +1,5 @@
+{
+    "debugBreakpointsState": {
+        "breakpoints": []
+    }
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/pcs/files-pane.pper b/rstudio/.local/share/rstudio/pcs/files-pane.pper
new file mode 100644
index 0000000..bb37413
--- /dev/null
+++ b/rstudio/.local/share/rstudio/pcs/files-pane.pper
@@ -0,0 +1,9 @@
+{
+    "sortOrder": [
+        {
+            "columnIndex": 2,
+            "ascending": true
+        }
+    ],
+    "path": "~/Klausur"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/pcs/source-pane.pper b/rstudio/.local/share/rstudio/pcs/source-pane.pper
new file mode 100644
index 0000000..902cc6f
--- /dev/null
+++ b/rstudio/.local/share/rstudio/pcs/source-pane.pper
@@ -0,0 +1,3 @@
+{
+    "activeTab": 0
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/pcs/windowlayoutstate.pper b/rstudio/.local/share/rstudio/pcs/windowlayoutstate.pper
new file mode 100644
index 0000000..a7e5738
--- /dev/null
+++ b/rstudio/.local/share/rstudio/pcs/windowlayoutstate.pper
@@ -0,0 +1,14 @@
+{
+    "left": {
+        "splitterpos": 216,
+        "topwindowstate": "NORMAL",
+        "panelheight": 707,
+        "windowheight": 781
+    },
+    "right": {
+        "splitterpos": 466,
+        "topwindowstate": "MINIMIZE",
+        "panelheight": 707,
+        "windowheight": 781
+    }
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/pcs/workbench-pane.pper b/rstudio/.local/share/rstudio/pcs/workbench-pane.pper
new file mode 100644
index 0000000..d3c7634
--- /dev/null
+++ b/rstudio/.local/share/rstudio/pcs/workbench-pane.pper
@@ -0,0 +1,5 @@
+{
+    "TabSet1": 0,
+    "TabSet2": 1,
+    "TabZoom": {}
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/persistent-state b/rstudio/.local/share/rstudio/persistent-state
new file mode 100644
index 0000000..db924d2
--- /dev/null
+++ b/rstudio/.local/share/rstudio/persistent-state
@@ -0,0 +1,11 @@
+activeClientUrl="http://192.168.12.151:8787/"
+build-last-errors="[]"
+build-last-errors-base-dir=""
+build-last-outputs="[]"
+compile_pdf_state="{\"tab_visible\":false,\"running\":false,\"target_file\":\"\",\"output\":\"\",\"errors\":[]}"
+displayName="rstudio"
+files.monitored-path=""
+find-in-files-state="{\"handle\":\"\",\"input\":\"\",\"path\":\"\",\"regex\":false,\"ignoreCase\":false,\"results\":{\"file\":[],\"line\":[],\"lineValue\":[],\"matchOn\":[],\"matchOff\":[],\"replaceMatchOn\":[],\"replaceMatchOff\":[]},\"running\":false,\"replace\":false,\"preview\":false,\"gitFlag\":false,\"replacePattern\":\"\"}"
+imageDirtyState="1"
+portToken="13f5df54ed21"
+saveActionState="0"
diff --git a/rstudio/.local/share/rstudio/projects/none/console07/6A59E508 b/rstudio/.local/share/rstudio/projects/none/console07/6A59E508
new file mode 100644
index 0000000..eaa2cc0
--- /dev/null
+++ b/rstudio/.local/share/rstudio/projects/none/console07/6A59E508
@@ -0,0 +1,16 @@
+]0;~[?2004h]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ ls
+[?2004l
Daten  Klausur  Übungen  Vorlesungen
+]0;~[?2004h]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ ^[[200~sudo apt-get install tcl8.6
+[?2004l
bash: $'\E[200~sudo': command not found
+]0;~[?2004h]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ ~sudo apt-get install tcl8.6
+
sudo apt-get install tcl8.6
+

+[?2004l
bash: ~sudo: command not found
+]0;~[?2004h]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ ~sudo apt-get install tcl8.6
+[?2004l
E: Could not open lock file /var/lib/dpkg/lock-frontend - open (13: Permission denied)
+E: Unable to acquire the dpkg frontend lock (/var/lib/dpkg/lock-frontend), are you root?
+]0;~[?2004h]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ sudo su
+[?2004l
[sudo] password for rstudio: 
+rstudio is not in the sudoers file.
+]0;~[?2004h]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ ^C[?2004l
[?2004h[?2004l

+]0;~[?2004h]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 

]0;rstudio@a17f3f7024de: ~rstudio@a17f3f7024de:~$ 
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/projects/none/console07/6A59E508.env b/rstudio/.local/share/rstudio/projects/none/console07/6A59E508.env
new file mode 100644
index 0000000..ca9454b
--- /dev/null
+++ b/rstudio/.local/share/rstudio/projects/none/console07/6A59E508.env
@@ -0,0 +1,53 @@
+{
+    "RSTUDIO_CLI_HYPERLINKS": "true",
+    "RSTUDIO_TERM": "6A59E508",
+    "HISTCONTROL": "ignoreboth",
+    "RSTUDIO_USER_IDENTITY": "rstudio",
+    "HOSTNAME": "a17f3f7024de",
+    "RS_RPOSTBACK_PATH": "/usr/lib/rstudio-server/bin/rpostback",
+    "RS_SESSION_TMP_DIR": "/var/run/rstudio-server/rstudio-rsession",
+    "RS_SERVER_RPC_SOCKET_PATH": "/var/run/rstudio-server/rstudio-rserver/session-server-rpc.socket",
+    "SED": "/usr/bin/sed",
+    "RSTUDIO_R_MODULE": "",
+    "RMARKDOWN_MATHJAX_PATH": "/usr/lib/rstudio-server/resources/mathjax-27",
+    "TAR": "/usr/bin/tar",
+    "EDITOR": "vi",
+    "PWD": "/home/rstudio",
+    "LOGNAME": "rstudio",
+    "RSTUDIO_PROJ_NAME": "",
+    "RSTUDIO_R_VERSION_LABEL": "",
+    "TZ": "Etc/UTC",
+    "RSTUDIO_R_REPO": "",
+    "HOME": "/home/rstudio",
+    "LANG": "en_US.UTF-8",
+    "S6_VERSION": "v2.1.0.2",
+    "LS_COLORS": "rs=0:di=01;34:ln=01;36:mh=00:pi=40;33:so=01;35:do=01;35:bd=40;33;01:cd=40;33;01:or=40;31;01:mi=00:su=37;41:sg=30;43:ca=00:tw=30;42:ow=34;42:st=37;44:ex=01;32:*.tar=01;31:*.tgz=01;31:*.arc=01;31:*.arj=01;31:*.taz=01;31:*.lha=01;31:*.lz4=01;31:*.lzh=01;31:*.lzma=01;31:*.tlz=01;31:*.txz=01;31:*.tzo=01;31:*.t7z=01;31:*.zip=01;31:*.z=01;31:*.dz=01;31:*.gz=01;31:*.lrz=01;31:*.lz=01;31:*.lzo=01;31:*.xz=01;31:*.zst=01;31:*.tzst=01;31:*.bz2=01;31:*.bz=01;31:*.tbz=01;31:*.tbz2=01;31:*.tz=01;31:*.deb=01;31:*.rpm=01;31:*.jar=01;31:*.war=01;31:*.ear=01;31:*.sar=01;31:*.rar=01;31:*.alz=01;31:*.ace=01;31:*.zoo=01;31:*.cpio=01;31:*.7z=01;31:*.rz=01;31:*.cab=01;31:*.wim=01;31:*.swm=01;31:*.dwm=01;31:*.esd=01;31:*.avif=01;35:*.jpg=01;35:*.jpeg=01;35:*.mjpg=01;35:*.mjpeg=01;35:*.gif=01;35:*.bmp=01;35:*.pbm=01;35:*.pgm=01;35:*.ppm=01;35:*.tga=01;35:*.xbm=01;35:*.xpm=01;35:*.tif=01;35:*.tiff=01;35:*.png=01;35:*.svg=01;35:*.svgz=01;35:*.mng=01;35:*.pcx=01;35:*.mov=01;35:*.mpg=01;35:*.mpeg=01;35:*.m2v=01;35:*.mkv=01;35:*.webm=01;35:*.webp=01;35:*.ogm=01;35:*.mp4=01;35:*.m4v=01;35:*.mp4v=01;35:*.vob=01;35:*.qt=01;35:*.nuv=01;35:*.wmv=01;35:*.asf=01;35:*.rm=01;35:*.rmvb=01;35:*.flc=01;35:*.avi=01;35:*.fli=01;35:*.flv=01;35:*.gl=01;35:*.dl=01;35:*.xcf=01;35:*.xwd=01;35:*.yuv=01;35:*.cgm=01;35:*.emf=01;35:*.ogv=01;35:*.ogx=01;35:*.aac=00;36:*.au=00;36:*.flac=00;36:*.m4a=00;36:*.mid=00;36:*.midi=00;36:*.mka=00;36:*.mp3=00;36:*.mpc=00;36:*.ogg=00;36:*.ra=00;36:*.wav=00;36:*.oga=00;36:*.opus=00;36:*.spx=00;36:*.xspf=00;36:*~=00;90:*#=00;90:*.bak=00;90:*.crdownload=00;90:*.dpkg-dist=00;90:*.dpkg-new=00;90:*.dpkg-old=00;90:*.dpkg-tmp=00;90:*.old=00;90:*.orig=00;90:*.part=00;90:*.rej=00;90:*.rpmnew=00;90:*.rpmorig=00;90:*.rpmsave=00;90:*.swp=00;90:*.tmp=00;90:*.ucf-dist=00;90:*.ucf-new=00;90:*.ucf-old=00;90:",
+    "RSTUDIO_CONSOLE_COLOR": "256",
+    "MPLENGINE": "tkAgg",
+    "RSTUDIO_PROGRAM_MODE": "server",
+    "PROMPT_COMMAND": "(_RS_PWD=$(dirs +0); echo -ne \"\\033]0;${_RS_PWD}\\007\"; unset _RS_PWD)",
+    "RSTUDIO_USER_IDENTITY_DISPLAY": "rstudio",
+    "CLICOLOR_FORCE": "1",
+    "TERM": "xterm-256color",
+    "USER": "rstudio",
+    "CRAN": "https://p3m.dev/cran/__linux__/noble/latest",
+    "DISPLAY": ":0",
+    "SHLVL": "1",
+    "PAGER": "/usr/bin/pager",
+    "RSTUDIO_CONSOLE_WIDTH": "82",
+    "RSTUDIO": "1",
+    "LD_LIBRARY_PATH": "/usr/local/lib/R/lib:/lib:/usr/local/lib:/usr/lib/x86_64-linux-gnu:/usr/lib/jvm/java-21-openjdk-amd64/lib/server",
+    "RSTUDIO_CHILD_PROCESS_PANE": "terminal",
+    "RSTUDIO_R_PRELAUNCH_SCRIPT": "",
+    "RS_SERVER_URL": "http://192.168.12.151:8787/",
+    "RSTUDIO_HTTP_REFERER": "http://192.168.12.151:8787/",
+    "RS_PORT_TOKEN": "90892ae152fb",
+    "MAKE": "make",
+    "RS_SESSION_URL": "",
+    "CWD": "/",
+    "BROWSER": "/usr/lib/rstudio-server/bin/postback/rpostback-browser",
+    "PATH": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/lib/rstudio-server/bin/quarto/bin:/usr/lib/rstudio-server/bin/postback:/usr/bin",
+    "DEFAULT_USER": "rstudio",
+    "RSTUDIO_PANDOC": "/usr/lib/rstudio-server/bin/quarto/bin/tools/x86_64",
+    "LN_S": "ln -s"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/projects/none/console07/INDEX001 b/rstudio/.local/share/rstudio/projects/none/console07/INDEX001
new file mode 100644
index 0000000..075bc5e
--- /dev/null
+++ b/rstudio/.local/share/rstudio/projects/none/console07/INDEX001
@@ -0,0 +1 @@
+[{"handle":"6A59E508","caption":"Terminal 1","show_on_output":false,"interaction_mode":2,"max_output_lines":1000,"buffered_output":"\n\n\n\n","exit_code":129,"terminal_sequence":1,"allow_restart":true,"title":"rstudio@a17f3f7024de: ~","child_procs":false,"shell_type":"default","channel_mode":1,"channel_id":"6332","alt_buffer":false,"cwd":"~","cols":130,"rows":14,"restarted":false,"autoclose":1,"zombie":false,"track_env":true}]
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/projects_settings/last-project-path b/rstudio/.local/share/rstudio/projects_settings/last-project-path
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/projects_settings/next-session-project b/rstudio/.local/share/rstudio/projects_settings/next-session-project
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/projects_settings/project-id-mappings b/rstudio/.local/share/rstudio/projects_settings/project-id-mappings
new file mode 100644
index 0000000..3752a22
--- /dev/null
+++ b/rstudio/.local/share/rstudio/projects_settings/project-id-mappings
@@ -0,0 +1 @@
+2786b374=""
diff --git a/rstudio/.local/share/rstudio/rstudio-server.json b/rstudio/.local/share/rstudio/rstudio-server.json
new file mode 100644
index 0000000..8330c4a
--- /dev/null
+++ b/rstudio/.local/share/rstudio/rstudio-server.json
@@ -0,0 +1,3 @@
+{
+    "context_id": "F27CBC7D"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/saved_source_markers b/rstudio/.local/share/rstudio/saved_source_markers
new file mode 100644
index 0000000..2b1bef1
--- /dev/null
+++ b/rstudio/.local/share/rstudio/saved_source_markers
@@ -0,0 +1 @@
+{"active_set":"","sets":[]}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/graphics-r3/0022bb95-daba-46a7-b632-eca502ad62eb.snapshot b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/graphics-r3/0022bb95-daba-46a7-b632-eca502ad62eb.snapshot
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+        "> ",
+        "fviz_pca_biplot(pca_model, label = \"var\", habillage = data$Country)",
+        "Error in data$Country : object of type 'closure' is not subsettable\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "Error in utils::unzip(zip_path, list = TRUE) : \n  zip file '/home/rstudio/Klausur/EU2024.xlsx' cannot be opened\n",
+        "\r-\r                                                                                                           \r",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 22:col = 1;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:22:1\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while compu",
+        "ting aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Country' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.\u001B[39m\n",
+        "Warning message:\n\u001B[1m\u001B[22m`aes_string()` was deprecated in ggplot2 3.0.0.\n\u001B[36mℹ\u001B[39m Please use tidy evaluation idioms with `aes()`.\n\u001B[36mℹ\u001B[39m See also `vignette(\"ggplot2-in-packages\")` for more information.\n\u001B[90mThis warning is displayed once every 8 hours.\u001B[39m\n\u001B[90mCall `lifecycle::last_lifecycle_warnings()` to see where this warning was generated.\u001B[39m \n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 22:col = 1;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:22:1\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while compu",
+        "ting aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Country' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.\u001B[39m\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in .add_ind_groups(X, df, habillage) : \n  The number of active individuals is different from the length of the factor habillage. Please, remove the supplementary individuals in the variable habillage.\nIn addition: Warning message:\nUnknown or uninitialised column: `Country`. \n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in .add_ind_groups(X, df, habillage) : \n  The number of active individuals is different from the length of the factor habillage. Please, remove the supplementary individuals in the variable habillage.\nIn addition: Warning message:\nUnknown or uninitialised column: `Country`. \n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in .add_ind_groups(X, df, habillage) : \n  The number of active individuals is different from the length of the factor habillage. Please, remove the supplementary individuals in the variable habillage.\nIn addition: Warning message:\nUnknown or uninitialised column: `Country`. \n",
+        "> ",
+        "data <- read_excel(\"EU2024.xlsx\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "> ",
+        "colnames(data)",
+        " [1] \"Land\"                     \"Fläche\"                   \"Einwohner\"               \n [4] \"Bevölkerungsdichte\"       \"HöchsterPunkt\"            \"U15\"                     \n [7] \"Ü64\"                      \"B. in Stadt\"              \"B. Wachstum\"             \n[10] \"Altersmedian\"             \"Wlebenserwartung\"         \"Mlebenserwartung\"        \n[13] \"BIP\"                      \"BIP-Wachstum\"             \"BIP/Kopf\"                \n[16] \"Inflation\"                \"Import\"                   \"Export\"           ",
+        "       \n[19] \"BIP-Landwirtschaft\"       \"BIP-Industrie\"            \"BIP-Dienstleistungen\"    \n[22] \"AloQuo\"                   \"CO2/Kopf\"                 \"StromErneuerbareEnergien\"\n[25] \"GiniIndex\"                \"Bruttostundenlohn\"       \n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in faces(scale(data[, sapply(data, is.numeric)])) : \n  could not find function \"faces\"\n",
+        "> ",
+        "install.packages(\"factoextra\")",
+        "Error in install.packages : Updating loaded packages\n\nRestarting R session...\n\n",
+        "Installing package into ‘/usr/local/lib/R/site-library’\n(as ‘lib’ is unspecified)\ntrying URL 'https://p3m.dev/cran/__linux__/noble/latest/src/contrib/factoextra_1.0.7.tar.gz'\nContent type 'binary/octet-stream' length 420118 bytes (410 KB)\n==================================================\ndownloaded 410 KB\n\n* installing *binary* package ‘factoextra’ ...\n* DONE (factoextra)\n\nThe downloaded source packages are in\n\t‘/tmp/RtmpltFmiN/downloaded_packages’\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "Registered S3 method overwritten by 'GGally':\n  method from   \n  +.gg   ggplot2\ncorrplot 0.95 loaded\nLoading required package: lattice\nWelcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa\n",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in faces(scale(data[, sapply(data, is.numeric)])) : \n  could not find function \"faces\"\nIn addition: Warning message:\n\u001B[1m\u001B[22m`aes_string()` was deprecated in ggplot2 3.0.0.\n\u001B[36mℹ\u001B[39m Please use tidy evaluation idioms with `aes()`.\n\u001B[36mℹ\u001B[39m See also `vignette(\"ggplot2-in-packages\")` for more information.\n\u001B[90mThis warning is displayed once every 8 hours.\u001B[39m\n\u001B[90mCall `lifecycle::last_lifecycle_warnings()` to see where this warning was generated.\u001B[39m \n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in .get_facto_class(X) : \n  An object of class : matrixarray can't be handled by factoextra\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "Error in source(\"~/Klausur/EU2024.R\") : \n  ~/Klausur/EU2024.R:59:0: unexpected end of input\n57: data_matrix <- as.data.frame(data)\n58: fviz_pca_ind(scale(data_matrix)\n   ^\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in colMeans(x, na.rm = TRUE) : 'x' must be numeric\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r",
+        "Error in colMeans(x, na.rm = TRUE) : 'x' must be numeric\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 21:col = 3;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:21:3\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while compu",
+        "ting aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Kopf' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.\u001B[39m\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 23:col = 3;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:23:3\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while compu",
+        "ting aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Kopf' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.\u001B[39m\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 23:col = 3;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:23:3\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while compu",
+        "ting aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Kopf' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.\u001B[39m\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r[1] \"BIP\"       \"Einwohner\"\n[1] \"Import\"    \"Einwohner\"\n[1] \"Export\"    \"Einwohner\"\n[1] \"Mlebenserwartung\" \"Wlebenserwartung\"\n[1] \"Wlebenserwartung\" \"Mlebenserwartung\"\n[1] \"Einw",
+        "ohner\" \"BIP\"      \n[1] \"Import\" \"BIP\"   \n[1] \"Export\" \"BIP\"   \n[1] \"Bruttostundenlohn\" \"BIP/Kopf\"         \n\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 26:col = 3;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:26:3\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while computing aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Kopf' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.",
+        "\u001B[39m\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "Error: package or namespace load failed for ‘aplpack’:\n .onLoad failed in loadNamespace() for 'tcltk', details:\n  call: dyn.load(file, DLLpath = DLLpath, ...)\n  error: unable to load shared object '/usr/local/lib/R/library/tcltk/libs/tcltk.so':\n  libtcl8.6.so: cannot open shared object file: No such file or directory\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "Error: package or namespace load failed for ‘aplpack’:\n .onLoad failed in loadNamespace() for 'tcltk', details:\n  call: dyn.load(file, DLLpath = DLLpath, ...)\n  error: unable to load shared object '/usr/local/lib/R/library/tcltk/libs/tcltk.so':\n  libtcl8.6.so: cannot open shared object file: No such file or directory\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r[1] \"BIP\"       \"Einwohner\"\n[1] \"Import\"    \"Einwohner\"\n[1] \"Export\"    \"Einwohner\"\n[1] \"Mlebenserwartung\" \"Wlebenserwartung\"\n[1] \"Wlebenserwartung\" \"Mlebenserwartung\"\n[1] \"Einw",
+        "ohner\" \"BIP\"      \n[1] \"Import\" \"BIP\"   \n[1] \"Export\" \"BIP\"   \n[1] \"Bruttostundenlohn\" \"BIP/Kopf\"         \n\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 26:col = 3;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:26:3\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while computing aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Kopf' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.",
+        "\u001B[39m\n",
+        "> ",
+        "for (i in 1:nrow(high_cor_vars)) {",
+        "+ ",
+        "  pair <- rownames(cor_matrix)[high_cor_vars[i, ]]",
+        "+ ",
+        "  ",
+        "+ ",
+        "  print(pair)",
+        "+ ",
+        "  ",
+        "+ ",
+        "  scatter_plot <- ggplot(data, aes_string(x = pair[1], y = pair[2], label = \"Land\")) +",
+        "+ ",
+        "    geom_point() + ",
+        "+ ",
+        "    geom_text(vjust = -1) + ",
+        "+ ",
+        "    theme_minimal()",
+        "+ ",
+        "  ",
+        "+ ",
+        "  print(scatter_plot)",
+        "+ ",
+        "}",
+        "[1] \"BIP\"       \"Einwohner\"\n[1] \"Import\"    \"Einwohner\"\n[1] \"Export\"    \"Einwohner\"\n[1] \"Mlebenserwartung\" \"Wlebenserwartung\"\n[1] \"Wlebenserwartung\" \"Mlebenserwartung\"\n[1] \"Einwohner\" \"BIP\"      \n[1] \"Import\" \"BIP\"   \n[1] \"Export\" \"BIP\"   \n[1] \"Bruttostundenlohn\" \"BIP/Kopf\"         \n\u001B[1m\u001B[33mError\u001B[39m in `geom_point()`:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while computing aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Kopf' not found\n\u001B[90mRun `\u001B]8;;x-r",
+        "-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.\u001B[39m\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                                                           \r\r/\r                                                                                                           \r\r-\r                                                                                                           \r[1] \"BIP\"       \"Einwohner\"\n[1] \"Import\"    \"Einwohner\"\n[1] \"Export\"    \"Einwohner\"\n[1] \"Mlebenserwartung\" \"Wlebenserwartung\"\n[1] \"Wlebenserwartung\" \"Mlebenserwartung\"\n[1] \"Einw",
+        "ohner\" \"BIP\"      \n[1] \"Import\" \"BIP\"   \n[1] \"Export\" \"BIP\"   \n[1] \"Bruttostundenlohn\" \"BIP/Kopf\"         \n\u001B[1m\u001B[33mError\u001B[39m in `geom_point()` at \u001B]8;line = 26:col = 3;file:///home/rstudio/Klausur/EU2024.R\u0007~/Klausur/EU2024.R:26:3\u001B]8;;\u0007:\u001B[22m\n\u001B[1m\u001B[22m\u001B[33m!\u001B[39m Problem while computing aesthetics.\n\u001B[36mℹ\u001B[39m Error occurred in the 1st layer.\n\u001B[1mCaused by error:\u001B[22m\n\u001B[33m!\u001B[39m object 'Kopf' not found\n\u001B[90mRun `\u001B]8;;x-r-run:rlang::last_trace()\u0007rlang::last_trace()\u001B]8;;\u0007` to see where the error occurred.",
+        "\u001B[39m\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                        \r\r/\r                                                                        \r\r-\r                                                                        \r",
+        "Error in .get_facto_class(X) : \n  An object of class : matrixarray can't be handled by factoextra\n",
+        "> ",
+        "source(\"~/Klausur/EU2024.R\")",
+        "\r-\r/\r                                                                        \r\r/\r                                                                        \r\r-\r                                                                        \r",
+        "> ",
+        "mean(xx$b)",
+        "Error: object 'xx' not found\n",
+        "> ",
+        "abline(li)",
+        "Error: object 'li' not found\n",
+        "> ",
+        "> ",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "Error in corrgram(corelation) : could not find function \"corrgram\"\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "Error in corrplot(corelation) : Need a matrix or data frame!\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "Error in corrplot(xx) : The matrix is not in [-1, 1]!\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "  cor.xx.a..xx.b.\n1             0.8\n",
+        "Error in is.finite(tmp) : default method not implemented for type 'list'\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "Error in corrplot(corelation, method = \"circle\") : \n  Need a matrix or data frame!\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "[1] 0.8\n",
+        "Error in corrplot(corelation, method = \"circle\") : \n  Need a matrix or data frame!\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "Error in cor(data) : 'x' must be numeric\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "Error in cor(data) : 'x' must be numeric\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "Error in cor(data) : 'x' must be numeric\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "Error in cor(data, use = \"complete.obs\") : 'x' must be numeric\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "    a   b\na 1.0 0.8\nb 0.8 1.0\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "    a   b\na 1.0 0.8\nb 0.8 1.0\n",
+        "Error in corrgram(pp[, c(2:7, 21)], main = \"Korrelogramm\", lower.panel = panel.pts,  : \n  could not find function \"corrgram\"\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "Error in library(corrgram) : there is no package called ‘corrgram’\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "\nAttaching package: ‘corrgram’\n\nThe following object is masked from ‘package:lattice’:\n\n    panel.fill\n\nThe following object is masked from ‘package:GGally’:\n\n    baseball\n\n",
+        "    a   b\na 1.0 0.8\nb 0.8 1.0\n",
+        "Error in eval(ei, envir) : object 'pp' not found\n",
+        "> ",
+        "source(\"~/Klausur/Probeklausur.R\")",
+        "    a   b\na 1.0 0.8\nb 0.8 1.0\n",
+        "Warning message:\nIn par(usr) : argument 1 does not name a graphical parameter\n"
+    ]
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/environment b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/environment
new file mode 100644
index 0000000..44565a4
Binary files /dev/null and b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/environment differ
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/environment_vars b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/environment_vars
new file mode 100644
index 0000000..92cb0c7
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/environment_vars
@@ -0,0 +1,73 @@
+BROWSER="/usr/lib/rstudio-server/bin/postback/rpostback-browser"
+CLICOLOR_FORCE="1"
+CRAN="https://p3m.dev/cran/__linux__/noble/latest"
+CWD="/"
+DEFAULT_USER="rstudio"
+DISPLAY=":0"
+EDITOR="vi"
+GIT_ASKPASS="rpostback-askpass"
+HOME="/home/rstudio"
+HOSTNAME="a17f3f7024de"
+LANG="en_US.UTF-8"
+LD_LIBRARY_PATH="/usr/local/lib/R/lib:/lib:/usr/local/lib:/usr/lib/x86_64-linux-gnu:/usr/lib/jvm/java-21-openjdk-amd64/lib/server"
+LN_S="ln -s"
+LOGNAME="rstudio"
+MAKE="make"
+MPLENGINE="tkAgg"
+PAGER="/usr/bin/pager"
+PATH="/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/lib/rstudio-server/bin/quarto/bin:/usr/lib/rstudio-server/bin/postback"
+RMARKDOWN_MATHJAX_PATH="/usr/lib/rstudio-server/resources/mathjax-27"
+RSTUDIO="1"
+RSTUDIO_CLI_HYPERLINKS="true"
+RSTUDIO_CONSOLE_COLOR="256"
+RSTUDIO_CONSOLE_WIDTH="69"
+RSTUDIO_HTTP_REFERER="http://192.168.12.151:8787/"
+RSTUDIO_PANDOC="/usr/lib/rstudio-server/bin/quarto/bin/tools/x86_64"
+RSTUDIO_PROGRAM_MODE="server"
+RSTUDIO_R_MODULE=""
+RSTUDIO_R_PRELAUNCH_SCRIPT=""
+RSTUDIO_R_REPO=""
+RSTUDIO_R_VERSION_LABEL=""
+RSTUDIO_SESSION_PID="5348"
+RSTUDIO_SESSION_STREAM="rstudio-d"
+RSTUDIO_USER_IDENTITY="rstudio"
+RSTUDIO_USER_IDENTITY_DISPLAY="rstudio"
+RS_PORT_TOKEN="13f5df54ed21"
+RS_RPOSTBACK_PATH="/usr/lib/rstudio-server/bin/rpostback"
+RS_SERVER_RPC_SOCKET_PATH="/var/run/rstudio-server/rstudio-rserver/session-server-rpc.socket"
+RS_SERVER_URL="http://192.168.12.151:8787/"
+RS_SESSION_TMP_DIR="/var/run/rstudio-server/rstudio-rsession"
+RS_SESSION_URL=""
+R_BROWSER="xdg-open"
+R_BZIPCMD="/usr/bin/bzip2"
+R_CLI_HAS_HYPERLINK_IDE_HELP="true"
+R_CLI_HAS_HYPERLINK_IDE_RUN="true"
+R_CLI_HAS_HYPERLINK_IDE_VIGNETTE="true"
+R_DOC_DIR="/usr/local/lib/R/doc"
+R_GZIPCMD="/usr/bin/gzip"
+R_HOME="/usr/local/lib/R"
+R_INCLUDE_DIR="/usr/local/lib/R/include"
+R_LIBS="/usr/local/lib/R/site-library:/usr/local/lib/R/library"
+R_LIBS_SITE="/usr/local/lib/R/site-library"
+R_LIBS_USER="/home/rstudio/R/x86_64-pc-linux-gnu-library/4.4"
+R_PAPERSIZE="letter"
+R_PDFVIEWER="/usr/bin/xdg-open"
+R_PLATFORM="x86_64-pc-linux-gnu"
+R_PRINTCMD="/usr/bin/lpr"
+R_RD4PDF="times,inconsolata,hyper"
+R_SESSION_TMPDIR="/tmp/RtmpfTiCLE"
+R_SHARE_DIR="/usr/local/lib/R/share"
+R_STRIP_SHARED_LIB="strip --strip-unneeded"
+R_STRIP_STATIC_LIB="strip --strip-debug"
+R_TEXI2DVICMD="/usr/bin/texi2dvi"
+R_UNZIPCMD="/usr/bin/unzip"
+R_VERSION="4.4.3"
+R_ZIPCMD="/usr/bin/zip"
+S6_VERSION="v2.1.0.2"
+SED="/usr/bin/sed"
+SSH_ASKPASS="rpostback-askpass"
+TAR="/usr/bin/tar"
+TERM="xterm-256color"
+TZ="Etc/UTC"
+TZDIR="/usr/share/zoneinfo"
+USER="rstudio"
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/history b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/history
new file mode 100644
index 0000000..e187625
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/history
@@ -0,0 +1,111 @@
+source("~/Clustering.R")
+source("~/Clustering.R")
+source("~/Clustering.R")
+source("~/Clustering.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Übungen/Clustering.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/Klausur.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+data <- read_excel("EU2024.xlsx")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+file.exists("/home/rstudio/Klausur/EU2024.xlsx")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+data <- read_excel("/home/rstudio/Klausur/EU2024.xlsx")
+# Korrelogramm
+cor_matrix <- cor(data[ ,sapply(data, is.numeric)], use = "pairwise.complete.obs")
+corrplot(cor_matrix, method = "color", addCoef.col = "black", tl.cex = 0.7)
+# Korrelierte Variablen
+high_cor_vars <- which(abs(cor_matrix) > 0.8 & abs(cor_matrix) < 1, arr.ind = TRUE)
+# PCA
+pca_model <- prcomp(data[ ,sapply(data, is.numeric)], scale = TRUE)
+clear()
+fviz_pca_biplot(pca_model, label = "var", habillage = data$Country)
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+data <- read_excel("EU2024.xlsx")
+colnames(data)
+source("~/Klausur/EU2024.R")
+install.packages("factoextra")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+for (i in 1:nrow(high_cor_vars)) {
+pair <- rownames(cor_matrix)[high_cor_vars[i, ]]
+print(pair)
+scatter_plot <- ggplot(data, aes_string(x = pair[1], y = pair[2], label = "Land")) +
+geom_point() +
+geom_text(vjust = -1) +
+theme_minimal()
+print(scatter_plot)
+}
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+source("~/Klausur/EU2024.R")
+mean(xx$b)
+abline(li)
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
+source("~/Klausur/Probeklausur.R")
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/libpaths b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/libpaths
new file mode 100644
index 0000000..3a9c46c
Binary files /dev/null and b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/libpaths differ
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/options b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/options
new file mode 100644
index 0000000..c745454
Binary files /dev/null and b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/options differ
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new file mode 100644
index 0000000..f0f76fb
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/rversion
@@ -0,0 +1 @@
+4.4.3
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/search_path/package_paths b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/search_path/package_paths
new file mode 100644
index 0000000..e2229d1
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/search_path/package_paths
@@ -0,0 +1,91 @@
+Formula="/usr/local/lib/R/site-library/Formula"
+GGally="/usr/local/lib/R/site-library/GGally"
+MASS="/usr/local/lib/R/library/MASS"
+Matrix="/usr/local/lib/R/library/Matrix"
+ModelMetrics="/usr/local/lib/R/site-library/ModelMetrics"
+R6="/usr/local/lib/R/site-library/R6"
+RColorBrewer="/usr/local/lib/R/site-library/RColorBrewer"
+Rcpp="/usr/local/lib/R/site-library/Rcpp"
+abind="/usr/local/lib/R/site-library/abind"
+backports="/usr/local/lib/R/site-library/backports"
+broom="/usr/local/lib/R/site-library/broom"
+car="/usr/local/lib/R/site-library/car"
+carData="/usr/local/lib/R/site-library/carData"
+caret="/usr/local/lib/R/site-library/caret"
+cellranger="/usr/local/lib/R/site-library/cellranger"
+class="/usr/local/lib/R/library/class"
+cli="/usr/local/lib/R/site-library/cli"
+cluster="/usr/local/lib/R/library/cluster"
+codetools="/usr/local/lib/R/library/codetools"
+colorspace="/usr/local/lib/R/site-library/colorspace"
+compiler="/usr/local/lib/R/library/compiler"
+corrgram="/usr/local/lib/R/site-library/corrgram"
+corrplot="/usr/local/lib/R/site-library/corrplot"
+crayon="/usr/local/lib/R/site-library/crayon"
+data.table="/usr/local/lib/R/site-library/data.table"
+datasets="/usr/local/lib/R/library/datasets"
+digest="/usr/local/lib/R/site-library/digest"
+dplyr="/usr/local/lib/R/site-library/dplyr"
+factoextra="/usr/local/lib/R/site-library/factoextra"
+farver="/usr/local/lib/R/site-library/farver"
+foreach="/usr/local/lib/R/site-library/foreach"
+future="/usr/local/lib/R/site-library/future"
+future.apply="/usr/local/lib/R/site-library/future.apply"
+generics="/usr/local/lib/R/site-library/generics"
+ggplot2="/usr/local/lib/R/site-library/ggplot2"
+ggpubr="/usr/local/lib/R/site-library/ggpubr"
+ggrepel="/usr/local/lib/R/site-library/ggrepel"
+ggsignif="/usr/local/lib/R/site-library/ggsignif"
+ggstats="/usr/local/lib/R/site-library/ggstats"
+globals="/usr/local/lib/R/site-library/globals"
+glue="/usr/local/lib/R/site-library/glue"
+gower="/usr/local/lib/R/site-library/gower"
+grDevices="/usr/local/lib/R/library/grDevices"
+graphics="/usr/local/lib/R/library/graphics"
+grid="/usr/local/lib/R/library/grid"
+gtable="/usr/local/lib/R/site-library/gtable"
+hardhat="/usr/local/lib/R/site-library/hardhat"
+ipred="/usr/local/lib/R/site-library/ipred"
+iterators="/usr/local/lib/R/site-library/iterators"
+labeling="/usr/local/lib/R/site-library/labeling"
+lattice="/usr/local/lib/R/library/lattice"
+lava="/usr/local/lib/R/site-library/lava"
+lifecycle="/usr/local/lib/R/site-library/lifecycle"
+listenv="/usr/local/lib/R/site-library/listenv"
+lubridate="/usr/local/lib/R/site-library/lubridate"
+magrittr="/usr/local/lib/R/site-library/magrittr"
+methods="/usr/local/lib/R/library/methods"
+munsell="/usr/local/lib/R/site-library/munsell"
+nlme="/usr/local/lib/R/library/nlme"
+nnet="/usr/local/lib/R/library/nnet"
+pROC="/usr/local/lib/R/site-library/pROC"
+parallel="/usr/local/lib/R/library/parallel"
+parallelly="/usr/local/lib/R/site-library/parallelly"
+pillar="/usr/local/lib/R/site-library/pillar"
+pkgconfig="/usr/local/lib/R/site-library/pkgconfig"
+plyr="/usr/local/lib/R/site-library/plyr"
+prodlim="/usr/local/lib/R/site-library/prodlim"
+purrr="/usr/local/lib/R/site-library/purrr"
+readxl="/usr/local/lib/R/site-library/readxl"
+recipes="/usr/local/lib/R/site-library/recipes"
+reshape2="/usr/local/lib/R/site-library/reshape2"
+rlang="/usr/local/lib/R/site-library/rlang"
+rpart="/usr/local/lib/R/library/rpart"
+rpart.plot="/usr/local/lib/R/site-library/rpart.plot"
+rstatix="/usr/local/lib/R/site-library/rstatix"
+scales="/usr/local/lib/R/site-library/scales"
+splines="/usr/local/lib/R/library/splines"
+stats="/usr/local/lib/R/library/stats"
+stats4="/usr/local/lib/R/library/stats4"
+stringi="/usr/local/lib/R/site-library/stringi"
+stringr="/usr/local/lib/R/site-library/stringr"
+survival="/usr/local/lib/R/library/survival"
+tibble="/usr/local/lib/R/site-library/tibble"
+tidyr="/usr/local/lib/R/site-library/tidyr"
+tidyselect="/usr/local/lib/R/site-library/tidyselect"
+timeDate="/usr/local/lib/R/site-library/timeDate"
+timechange="/usr/local/lib/R/site-library/timechange"
+tools="/usr/local/lib/R/library/tools"
+utils="/usr/local/lib/R/library/utils"
+vctrs="/usr/local/lib/R/site-library/vctrs"
+withr="/usr/local/lib/R/site-library/withr"
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/search_path/search_path_elements b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/search_path/search_path_elements
new file mode 100644
index 0000000..dbaac3a
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/search_path/search_path_elements
@@ -0,0 +1,21 @@
+.GlobalEnv
+package:corrgram
+package:factoextra
+package:cluster
+package:rpart.plot
+package:rpart
+package:caret
+package:lattice
+package:corrplot
+package:GGally
+package:ggplot2
+package:readxl
+tools:rstudio
+package:stats
+package:graphics
+package:grDevices
+package:utils
+package:datasets
+package:methods
+Autoloads
+package:base
diff --git a/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/settings b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/settings
new file mode 100644
index 0000000..5e02880
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sessions/active/session-efd1a006/suspended-session-data/settings
@@ -0,0 +1,8 @@
+packrat_mode_on="0"
+r.session.client_metrics.build-console-width="30"
+r.session.client_metrics.console-width="69"
+r.session.client_metrics.device-pixel-ratio="1.200000"
+r.session.client_metrics.graphics-height="626"
+r.session.client_metrics.graphics-width="793"
+r_profile_on_restore="1"
+working_directory="~/Klausur"
diff --git a/rstudio/.local/share/rstudio/sources/prop/00E95F7E b/rstudio/.local/share/rstudio/sources/prop/00E95F7E
new file mode 100644
index 0000000..1bf6dc7
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/prop/00E95F7E
@@ -0,0 +1,6 @@
+{
+    "source_window_id": "",
+    "Source": "Source",
+    "cursorPosition": "11,22",
+    "scrollLine": "0"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/prop/13AF35DF b/rstudio/.local/share/rstudio/sources/prop/13AF35DF
new file mode 100644
index 0000000..cb5b37c
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/prop/13AF35DF
@@ -0,0 +1,7 @@
+{
+    "tempName": "Untitled1",
+    "source_window_id": "",
+    "Source": "Source",
+    "cursorPosition": "67,1",
+    "scrollLine": "44"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/prop/204F71D2 b/rstudio/.local/share/rstudio/sources/prop/204F71D2
new file mode 100644
index 0000000..193809f
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/prop/204F71D2
@@ -0,0 +1,6 @@
+{
+    "source_window_id": "",
+    "Source": "Source",
+    "cursorPosition": "12,31",
+    "scrollLine": "0"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/prop/23B7819A b/rstudio/.local/share/rstudio/sources/prop/23B7819A
new file mode 100644
index 0000000..98f9d54
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/prop/23B7819A
@@ -0,0 +1,6 @@
+{
+    "source_window_id": "",
+    "Source": "Source",
+    "cursorPosition": "12,18",
+    "scrollLine": "0"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/prop/4F06A706 b/rstudio/.local/share/rstudio/sources/prop/4F06A706
new file mode 100644
index 0000000..d16ab68
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/prop/4F06A706
@@ -0,0 +1,6 @@
+{
+    "source_window_id": "",
+    "Source": "Source",
+    "cursorPosition": "2,0",
+    "scrollLine": "0"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/prop/F3D1DC07 b/rstudio/.local/share/rstudio/sources/prop/F3D1DC07
new file mode 100644
index 0000000..421141e
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/prop/F3D1DC07
@@ -0,0 +1,6 @@
+{
+    "source_window_id": "",
+    "Source": "Source",
+    "cursorPosition": "0,0",
+    "scrollLine": "0"
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/prop/INDEX b/rstudio/.local/share/rstudio/sources/prop/INDEX
new file mode 100644
index 0000000..099afae
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/prop/INDEX
@@ -0,0 +1,6 @@
+~%2F%C3%9Cbungen%2FClustering.R="F3D1DC07"
+~%2FClustering.R="23B7819A"
+~%2FKlausur%2FEU2024.R="13AF35DF"
+~%2FKlausur%2FKlausur.R="00E95F7E"
+~%2FKlausur%2FProbeklausur.R="204F71D2"
+~%2FKlausur%2FQuallen.R="4F06A706"
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/1922783A b/rstudio/.local/share/rstudio/sources/session-efd1a006/1922783A
new file mode 100644
index 0000000..51b82c4
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/session-efd1a006/1922783A
@@ -0,0 +1,26 @@
+{
+    "id": "1922783A",
+    "path": "~/Klausur/Probeklausur.R",
+    "project_path": null,
+    "type": "r_source",
+    "hash": "0",
+    "contents": "",
+    "dirty": false,
+    "created": 1742034696369.0,
+    "source_on_save": true,
+    "relative_order": 2,
+    "properties": {
+        "source_window_id": "",
+        "Source": "Source",
+        "cursorPosition": "12,31",
+        "scrollLine": "0"
+    },
+    "folds": "",
+    "lastKnownWriteTime": 1742480477,
+    "encoding": "UTF-8",
+    "collab_server": "",
+    "source_window": "",
+    "last_content_update": 1742480477356,
+    "read_only": false,
+    "read_only_alternatives": []
+}
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/1922783A-contents b/rstudio/.local/share/rstudio/sources/session-efd1a006/1922783A-contents
new file mode 100644
index 0000000..030cf8d
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/session-efd1a006/1922783A-contents
@@ -0,0 +1,13 @@
+library(corrgram)
+
+xx <- data.frame(a=c(1,2,3,4,5), b=c(2,1,4,3,5))
+mean(xx$b)
+corelation <- cor(xx, use = "complete.obs")
+print(corelation)
+
+plot(xx)
+li <- lm(b~a, data=xx)
+abline(li)
+
+corrgram(xx, main="Korrelogramm", lower.panel=panel.pts,
+         upper.panel=panel.cor)
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/2E9FA38B-contents b/rstudio/.local/share/rstudio/sources/session-efd1a006/2E9FA38B-contents
new file mode 100644
index 0000000..c8e7835
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/session-efd1a006/2E9FA38B-contents
@@ -0,0 +1,17 @@
+# Clustering-Dendrogramm in R
+
+# Gegebene Punkte
+daten <- c(-11, -10, -9, -1, 0, 1, 9, 10, 11)
+
+# Umwandlung in eine Matrix (benötigt für dist-Funktion)
+daten_matrix <- matrix(daten, ncol = 1)
+
+# Berechnung der euklidischen Distanz
+distanz <- dist(daten_matrix, method = "euclidean")
+
+# Hierarchisches Clustering mit der Ward-Methode
+clustering <- hclust(distanz, method = "ward.D2")
+
+# Zeichnen des Dendrogramms
+plot(clustering, main = "Dendrogramm Clustering", xlab = "Punkte", 
+     sub = "Methode: Ward", ylab = "Distanz")
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/3A0BC666-contents b/rstudio/.local/share/rstudio/sources/session-efd1a006/3A0BC666-contents
new file mode 100644
index 0000000..13a5908
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/session-efd1a006/3A0BC666-contents
@@ -0,0 +1,12 @@
+library(OneR)
+library(readxl)
+setwd("~/Klausur")
+qq <- read_excel("quallen.XLS")
+qq$giftig <- as.factor(qq$giftig)
+model <- OneR(giftig ~ ., data = qq)
+summary(model)
+
+tstdat <- data.frame(Farbe = "gelb", Größe = "mittel", transparent = "nein", 
+                     Geschmack = "süß")
+colnames(tstdat) <- c("Farbe","Größe","transparent","Geschmack")
+predict(model, tstdat)
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/60E0E1FC-contents b/rstudio/.local/share/rstudio/sources/session-efd1a006/60E0E1FC-contents
new file mode 100644
index 0000000..49a370f
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/session-efd1a006/60E0E1FC-contents
@@ -0,0 +1,7 @@
+daten <- c(-11, -10, -9, -1, 0, 1, 9, 10, 11)
+
+startwerte <- matrix(c(9, 10, 11), ncol = 1)
+
+clustering <- kmeans(daten, centers = startwerte)
+
+print(clustering)
\ No newline at end of file
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/F8A40847-contents b/rstudio/.local/share/rstudio/sources/session-efd1a006/F8A40847-contents
new file mode 100644
index 0000000..5fde457
--- /dev/null
+++ b/rstudio/.local/share/rstudio/sources/session-efd1a006/F8A40847-contents
@@ -0,0 +1,68 @@
+library(readxl)
+library(ggplot2)
+library(GGally)
+library(corrplot)
+library(caret)
+library(rpart)
+library(rpart.plot)
+library(cluster)
+library(factoextra)
+
+data <- read_excel("EU2024.xlsx")
+colnames(data)
+
+
+# Korrelogramm
+cor_matrix <- cor(data[, sapply(data, is.numeric)], use = "pairwise.complete.obs")
+corrplot(cor_matrix, method = "color", addCoef.col = "black", tl.cex = 0.7)
+
+# Korrelierte Variablen
+#high_cor_vars <- which(abs(cor_matrix) > 0.8 & abs(cor_matrix) < 1, arr.ind = TRUE)
+#for (i in 1:nrow(high_cor_vars)) {
+  #pair <- rownames(cor_matrix)[high_cor_vars[i, ]]
+  
+  #print(pair)
+  
+  #scatter_plot <- ggplot(data, aes_string(x = pair[1], y = pair[2], label = "Land")) +
+    #geom_point() + 
+    #geom_text(vjust = -1) + 
+    #theme_minimal()
+  
+ #print(scatter_plot)
+#}
+
+# Lineare Regression
+#pair <- rownames(cor_matrix)[high_cor_vars[1, ]]
+#scatter_plot <- ggplot(data, aes_string(x = pair[1], y = pair[2], label = "Land")) +
+  #geom_point() + 
+  #geom_text(vjust = -1) + 
+  #theme_minimal()
+
+#print(scatter_plot)
+
+
+# Entscheidungsbaum
+set.seed(123)
+decision_tree <- rpart(`BIP` ~ ., data = data, method = "anova")
+rpart.plot(decision_tree)
+
+# Hierarchisches Clustering
+dist_matrix <- dist(scale(data[, sapply(data, is.numeric)]))
+hclust_model <- hclust(dist_matrix)
+plot(hclust_model, labels = data$Land, main = "Dendrogramm")
+
+# K-Means Clustering
+set.seed(123)
+kmeans_model <- kmeans(scale(data[, sapply(data, is.numeric)]), centers = 3)
+fviz_cluster(kmeans_model, data = scale(data[, sapply(data, is.numeric)]), labelsize = 8)
+
+# PCA
+pca_model <- prcomp(data[, sapply(data, is.numeric)], scale = TRUE)
+fviz_pca_biplot(pca_model, label = "var", habillage = as.factor(data$Land))
+
+# PCA-Koordinatensystem
+fviz_pca_ind(pca_model, label = "none", habillage = as.factor(data$Land))
+
+# Chernoff-Faces
+#data_matrix <- as.data.frame(data[, sapply(data, is.numeric)])
+#fviz_pca_ind(scale(data_matrix))
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/lock_file b/rstudio/.local/share/rstudio/sources/session-efd1a006/lock_file
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.local/share/rstudio/sources/session-efd1a006/suspend_file b/rstudio/.local/share/rstudio/sources/session-efd1a006/suspend_file
new file mode 100644
index 0000000..e69de29
diff --git a/rstudio/.profile b/rstudio/.profile
new file mode 100644
index 0000000..d89ea5a
--- /dev/null
+++ b/rstudio/.profile
@@ -0,0 +1,27 @@
+# ~/.profile: executed by the command interpreter for login shells.
+# This file is not read by bash(1), if ~/.bash_profile or ~/.bash_login
+# exists.
+# see /usr/share/doc/bash/examples/startup-files for examples.
+# the files are located in the bash-doc package.
+
+# the default umask is set in /etc/profile; for setting the umask
+# for ssh logins, install and configure the libpam-umask package.
+#umask 022
+
+# if running bash
+if [ -n "$BASH_VERSION" ]; then
+    # include .bashrc if it exists
+    if [ -f "$HOME/.bashrc" ]; then
+	. "$HOME/.bashrc"
+    fi
+fi
+
+# set PATH so it includes user's private bin if it exists
+if [ -d "$HOME/bin" ] ; then
+    PATH="$HOME/bin:$PATH"
+fi
+
+# set PATH so it includes user's private bin if it exists
+if [ -d "$HOME/.local/bin" ] ; then
+    PATH="$HOME/.local/bin:$PATH"
+fi
diff --git a/rstudio/.sh_history b/rstudio/.sh_history
new file mode 100644
index 0000000..f7093b5
--- /dev/null
+++ b/rstudio/.sh_history
@@ -0,0 +1,5 @@
+ls
+[200~sudo apt-get install tcl8.6
+~sudo apt-get install tcl8.6
+apt-get install tcl8.6
+sudo su
diff --git a/rstudio/Daten/BLI.xls b/rstudio/Daten/BLI.xls
new file mode 100644
index 0000000..ae28d29
Binary files /dev/null and b/rstudio/Daten/BLI.xls differ
diff --git a/rstudio/Daten/EU2024.xlsx b/rstudio/Daten/EU2024.xlsx
new file mode 100644
index 0000000..9649c7f
Binary files /dev/null and b/rstudio/Daten/EU2024.xlsx differ
diff --git a/rstudio/Daten/quallen.XLS b/rstudio/Daten/quallen.XLS
new file mode 100644
index 0000000..086d5fc
Binary files /dev/null and b/rstudio/Daten/quallen.XLS differ
diff --git a/rstudio/Klausur/EU2024.R b/rstudio/Klausur/EU2024.R
new file mode 100644
index 0000000..5fde457
--- /dev/null
+++ b/rstudio/Klausur/EU2024.R
@@ -0,0 +1,68 @@
+library(readxl)
+library(ggplot2)
+library(GGally)
+library(corrplot)
+library(caret)
+library(rpart)
+library(rpart.plot)
+library(cluster)
+library(factoextra)
+
+data <- read_excel("EU2024.xlsx")
+colnames(data)
+
+
+# Korrelogramm
+cor_matrix <- cor(data[, sapply(data, is.numeric)], use = "pairwise.complete.obs")
+corrplot(cor_matrix, method = "color", addCoef.col = "black", tl.cex = 0.7)
+
+# Korrelierte Variablen
+#high_cor_vars <- which(abs(cor_matrix) > 0.8 & abs(cor_matrix) < 1, arr.ind = TRUE)
+#for (i in 1:nrow(high_cor_vars)) {
+  #pair <- rownames(cor_matrix)[high_cor_vars[i, ]]
+  
+  #print(pair)
+  
+  #scatter_plot <- ggplot(data, aes_string(x = pair[1], y = pair[2], label = "Land")) +
+    #geom_point() + 
+    #geom_text(vjust = -1) + 
+    #theme_minimal()
+  
+ #print(scatter_plot)
+#}
+
+# Lineare Regression
+#pair <- rownames(cor_matrix)[high_cor_vars[1, ]]
+#scatter_plot <- ggplot(data, aes_string(x = pair[1], y = pair[2], label = "Land")) +
+  #geom_point() + 
+  #geom_text(vjust = -1) + 
+  #theme_minimal()
+
+#print(scatter_plot)
+
+
+# Entscheidungsbaum
+set.seed(123)
+decision_tree <- rpart(`BIP` ~ ., data = data, method = "anova")
+rpart.plot(decision_tree)
+
+# Hierarchisches Clustering
+dist_matrix <- dist(scale(data[, sapply(data, is.numeric)]))
+hclust_model <- hclust(dist_matrix)
+plot(hclust_model, labels = data$Land, main = "Dendrogramm")
+
+# K-Means Clustering
+set.seed(123)
+kmeans_model <- kmeans(scale(data[, sapply(data, is.numeric)]), centers = 3)
+fviz_cluster(kmeans_model, data = scale(data[, sapply(data, is.numeric)]), labelsize = 8)
+
+# PCA
+pca_model <- prcomp(data[, sapply(data, is.numeric)], scale = TRUE)
+fviz_pca_biplot(pca_model, label = "var", habillage = as.factor(data$Land))
+
+# PCA-Koordinatensystem
+fviz_pca_ind(pca_model, label = "none", habillage = as.factor(data$Land))
+
+# Chernoff-Faces
+#data_matrix <- as.data.frame(data[, sapply(data, is.numeric)])
+#fviz_pca_ind(scale(data_matrix))
diff --git a/rstudio/Klausur/EU2024.xlsx b/rstudio/Klausur/EU2024.xlsx
new file mode 100644
index 0000000..b002807
Binary files /dev/null and b/rstudio/Klausur/EU2024.xlsx differ
diff --git a/rstudio/Klausur/Probeklausur.R b/rstudio/Klausur/Probeklausur.R
new file mode 100644
index 0000000..030cf8d
--- /dev/null
+++ b/rstudio/Klausur/Probeklausur.R
@@ -0,0 +1,13 @@
+library(corrgram)
+
+xx <- data.frame(a=c(1,2,3,4,5), b=c(2,1,4,3,5))
+mean(xx$b)
+corelation <- cor(xx, use = "complete.obs")
+print(corelation)
+
+plot(xx)
+li <- lm(b~a, data=xx)
+abline(li)
+
+corrgram(xx, main="Korrelogramm", lower.panel=panel.pts,
+         upper.panel=panel.cor)
\ No newline at end of file
diff --git a/rstudio/Klausur/Quallen.R b/rstudio/Klausur/Quallen.R
new file mode 100644
index 0000000..13a5908
--- /dev/null
+++ b/rstudio/Klausur/Quallen.R
@@ -0,0 +1,12 @@
+library(OneR)
+library(readxl)
+setwd("~/Klausur")
+qq <- read_excel("quallen.XLS")
+qq$giftig <- as.factor(qq$giftig)
+model <- OneR(giftig ~ ., data = qq)
+summary(model)
+
+tstdat <- data.frame(Farbe = "gelb", Größe = "mittel", transparent = "nein", 
+                     Geschmack = "süß")
+colnames(tstdat) <- c("Farbe","Größe","transparent","Geschmack")
+predict(model, tstdat)
\ No newline at end of file
diff --git a/rstudio/Klausur/quallen.XLS b/rstudio/Klausur/quallen.XLS
new file mode 100644
index 0000000..086d5fc
Binary files /dev/null and b/rstudio/Klausur/quallen.XLS differ
diff --git a/rstudio/Übungen/Clustering.R b/rstudio/Übungen/Clustering.R
new file mode 100644
index 0000000..49a370f
--- /dev/null
+++ b/rstudio/Übungen/Clustering.R
@@ -0,0 +1,7 @@
+daten <- c(-11, -10, -9, -1, 0, 1, 9, 10, 11)
+
+startwerte <- matrix(c(9, 10, 11), ncol = 1)
+
+clustering <- kmeans(daten, centers = startwerte)
+
+print(clustering)
\ No newline at end of file