diff --git a/.gitignore b/.gitignore
index c507e47..b72e534 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,4 @@
 .idea/
+.vscode/
 target/
 .DS_Store
\ No newline at end of file
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoPprUtils.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoPprUtils.java
index c513548..223bbca 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoPprUtils.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/database/MongoPprUtils.java
@@ -16,6 +16,8 @@ import org.texttechnologylab.project.gruppe_05_1.database.domainimpl.mdb.Speech_
 import org.texttechnologylab.project.gruppe_05_1.domain.html.HtmlSpeech;
 import org.texttechnologylab.project.gruppe_05_1.domain.html.Parlamentarier;
 import org.texttechnologylab.project.gruppe_05_1.domain.html.ParlamentarierDetails;
+import org.texttechnologylab.project.gruppe_05_1.domain.nlp.NamedEntity;
+import org.texttechnologylab.project.gruppe_05_1.domain.nlp.Token;
 import org.texttechnologylab.project.gruppe_05_1.domain.speaker.Membership;
 import org.texttechnologylab.project.gruppe_05_1.domain.speech.SpeechMetaData;
 import org.texttechnologylab.project.gruppe_05_1.util.GeneralUtils;
@@ -28,6 +30,7 @@ import java.time.LocalDate;
 import java.time.LocalDateTime;
 import java.time.ZoneId;
 import java.util.*;
+import java.util.stream.Collectors;
 
 import static com.mongodb.client.model.Filters.eq;
 
@@ -760,4 +763,43 @@ public class MongoPprUtils {
         }
         return speechIds;
     }
+    public static Map<String, Integer> getPOSInformationCardinalitiesForSpeechById(String speechId) {
+        List<Token> tokens = getHTMLSpeechByKey(speechId).getNlp().getTokens();
+        Map<String, Integer> posCounts = Token.countPOS(tokens);
+
+        List<Token> posList = posCounts.entrySet().stream()
+                .map(entry -> new Token(entry.getKey(), String.valueOf(entry.getValue()), "")) // Lemma remains empty
+                .collect(Collectors.toList());
+
+        return posCounts;
+    }
+
+    public static Map<String, Integer> getNamedEntitiesInformationCardinalitiesForSpeechById(String speechId) {
+        Map<String, Map<String, Integer>> namedEntitiesMapOfMaps = new HashMap<>();
+
+        for (NamedEntity ne : getHTMLSpeechByKey(speechId).getNlp().getNamedEntities()) {
+            String type = ne.getType();
+            String text = ne.getText();
+
+            if (namedEntitiesMapOfMaps.containsKey(type)) {
+                // Named Entity Type bekannt...
+                Map<String, Integer> typeAppearance = namedEntitiesMapOfMaps.get(type);
+                if (typeAppearance.containsKey(text)) {
+                    // ... und der Text auch bekannt --> erhöhe die Anzahl um 1
+                    typeAppearance.replace(
+                            text,
+                            typeAppearance.get(text) + 1) ;
+                } else {
+                    typeAppearance.put(text, 1);
+                }
+            } else {
+                // Named Entity Type unbekannt: erstelle einen neuen Eintrag für Type sowie einen Eintrag für den ihm gehörigen Text
+                Map<String, Integer> firstTextAppearance = new HashMap<>();
+                firstTextAppearance.put(text, 1);
+                namedEntitiesMapOfMaps.put(type, firstTextAppearance);
+            }
+        }
+
+        return namedEntitiesMapOfMaps.get("CARDINAL"); // needs fixing
+    }
 }
diff --git a/src/main/java/org/texttechnologylab/project/gruppe_05_1/export/TeXUtil.java b/src/main/java/org/texttechnologylab/project/gruppe_05_1/export/TeXUtil.java
index 16cbe83..b8eddad 100644
--- a/src/main/java/org/texttechnologylab/project/gruppe_05_1/export/TeXUtil.java
+++ b/src/main/java/org/texttechnologylab/project/gruppe_05_1/export/TeXUtil.java
@@ -1,6 +1,7 @@
 package org.texttechnologylab.project.gruppe_05_1.export;
 
 import org.texttechnologylab.project.gruppe_05_1.database.domainimpl.mdb.Speaker_MongoDB_Impl;
+import org.texttechnologylab.project.gruppe_05_1.domain.nlp.Topic;
 import org.texttechnologylab.project.gruppe_05_1.util.Logger;
 import org.texttechnologylab.project.gruppe_05_1.xml.speeches.Interfaces.Speech;
 
@@ -16,6 +17,7 @@ import java.time.format.DateTimeFormatter;
 import java.util.Arrays;
 import java.util.Base64;
 import java.util.List;
+import java.util.Map;
 
 import static org.texttechnologylab.project.gruppe_05_1.Main.RESOURCES_DIR;
 import static org.texttechnologylab.project.gruppe_05_1.Main.TEMP_EXPORT_DIR;
@@ -49,7 +51,22 @@ public class TeXUtil {
 
         tex.append(speech.toTeX());
 
-        return tex.toString().replace("$$SPEAKERINFO$$", speaker.toTeX());
+        Map<String, Double> topics = Topic.condenseTopicInformation(getHTMLSpeechByKey(speechId).getNlp().getTopics());
+        // loop through topics and Logger.pink them
+        for (Map.Entry<String, Double> entry : topics.entrySet()) {
+            Logger.pink(entry + " " + entry.getValue());
+        }
+
+        /*Map<String, Integer> pos = getPOSInformationCardinalitiesForSpeechById(speechId);
+        // loop through topics and Logger.pink them
+        for (Map.Entry<String, Integer> entry : pos.entrySet()) {
+            Logger.pink(entry + " " + entry.getValue());
+        }*/
+
+        return tex.toString().replace("$$SPEAKERINFO$$", speaker.toTeX())
+                .replace("$$NLPMETADATA$$",
+                        generateChartView(generateBubbleChartLatex(topics),
+                                generateBarChartLatex(getPOSInformationCardinalitiesForSpeechById(speechId)), "", ""));
     }
 
     public static String getSpeechToTexComponent(Speech speech) {
@@ -223,4 +240,61 @@ public class TeXUtil {
         } catch (IOException ignored) {}
         return false;
     }
+
+    public static String generateChartView(String bubbleChartTeX, String barChartTeX, String radarChartTeX, String sunburstCharTeX) {
+        StringBuilder tex = new StringBuilder();
+        // 2x2 minipage layout
+        tex.append("\\begin{minipage}{0.5\\textwidth}\n")
+                .append(bubbleChartTeX)
+                .append("\\end{minipage}\n")
+                .append("\\begin{minipage}{0.5\\textwidth}\n")
+                .append(barChartTeX)
+                .append("\\end{minipage}\n")
+                .append("\\begin{minipage}{0.5\\textwidth}\n")
+                .append(radarChartTeX)
+                .append("\\end{minipage}\n")
+                .append("\\begin{minipage}{0.5\\textwidth}\n")
+                .append(sunburstCharTeX)
+                .append("\\end{minipage}\n");
+
+        return tex.toString();
+    }
+
+    public static String generateBubbleChartLatex(Map<String, Double> bubbleData) {
+        StringBuilder tex = new StringBuilder();
+
+        tex.append("Topics Information\\\\\n");
+
+        // draw generic table with String | Double
+        tex.append("\\begin{tabular}{|c|c|}\n")
+                .append("\\hline\n")
+                .append("Category & Value \\\\ \\hline\n");
+
+        for (Map.Entry<String, Double> entry : bubbleData.entrySet()) {
+            tex.append(entry.getKey()).append(" & ").append(entry.getValue()).append(" \\\\ \\hline\n");
+        }
+
+        tex.append("\\end{tabular}\n\n");
+
+        return tex.toString();
+    }
+
+    public static String generateBarChartLatex(Map<String, Integer> barData) {
+        StringBuilder tex = new StringBuilder();
+
+        tex.append("POS Information\\\\\n");
+
+        // draw generic table with String | Double
+        tex.append("\\begin{tabular}{|c|c|}\n")
+                .append("\\hline\n")
+                .append("Category & Value \\\\ \\hline\n");
+
+        for (Map.Entry<String, Integer> entry : barData.entrySet()) {
+            tex.append(entry.getKey()).append(" & ").append(entry.getValue()).append(" \\\\ \\hline\n");
+        }
+
+        tex.append("\\end{tabular}\n\n");
+
+        return tex.toString();
+    }
 }
diff --git a/src/main/resources/tex/preamble.tex b/src/main/resources/tex/preamble.tex
index ec2bf02..bfcfc8c 100644
--- a/src/main/resources/tex/preamble.tex
+++ b/src/main/resources/tex/preamble.tex
@@ -4,6 +4,8 @@
 \usepackage{geometry}
 \usepackage{xcolor}
 \usepackage[T1]{fontenc}
+\usepackage{tikz}
+\usepackage{pgfplots}
 
 \pagestyle{fancy}