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diff --git a/docs/figs/panas_results/factor.zip b/docs/figs/panas_results/factor.zip
diff --git a/docs/generate_appendix.py b/docs/generate_appendix.py
@@ -0,0 +1,70 @@
+import pandas as pd
+import re
+from pathlib import Path
+import os
+
+def create_html_with_images_and_memories(csv_path, image_folder_path, output_html_path):
+    # Read the CSV file into a DataFrame
+    df = pd.read_csv(csv_path, delimiter='|')
+
+    # Start writing the HTML content
+    html_content = [
+        '<!DOCTYPE html>',
+        '<html lang="en">',
+        '    <head>',
+        '        <meta charset="UTF-8">',
+        '        <title>Can Generative Agents Predict Emotion?</title>',
+        '        <link rel="stylesheet" type="text/css" href="styles.css">',
+        '    </head>',
+        '    <body>',
+        '        <div class="container">',
+        '            <h1 style="margin-top: 50px;"><span class="highlighted-title">Can Generative Agents Predict Emotion?</span><br><br>Appendix</h1>',
+        '            <hp>In this appendix we detail each of the 5-part scenes created from the EmotionBench situations, as well as the emotional response of the agents.</p>',
+        '        </div>',
+        '        <div id="imageContainer" class="container">'
+    ]
+
+    # Create a mapping from ID to image filenames
+    id_to_image = {i: f"{row['Emotion']}-{row['Factor'].split('-')[-1]}-{i%5+1}.png" for i, row in df.iterrows()}
+
+    # Iterate over each row in the DataFrame to add the images and memories
+    for index, row in df.iterrows():
+        # Get the corresponding image filename
+        image_filename = id_to_image.get(index)
+        image_src = f"{image_folder_path}/{image_filename}"
+        filename_without_extension, _ = os.path.splitext(image_filename)
+        html_content.append(f'            <h3>{filename_without_extension}</h3>')
+        html_content.append(f'            <h4>{row["Situation"]}</h4>')
+        html_content.append(f'            <div class="figure">')
+        html_content.append(f'                <img src="{image_src}" alt="{row["Emotion"]}" style="width:50%;">')
+        html_content.append(f'            </div>')
+        # Split the memories into a list
+
+        memories = row['Memories'].split("~")
+
+        html_content.append('<ol>')
+        for i, memory in enumerate(memories):
+            html_content.append(f'<li>{memory}</li>')
+        html_content.append('</ol>')
+        html_content.append('<br>')
+
+    # Close the container div
+    html_content.append('        </div>')
+
+    # Continue with the closing tags for the HTML content
+    html_content.extend([
+        '    </body>',
+        '</html>'
+    ])
+
+    # Write the HTML content to the specified output file
+    with open(output_html_path, 'w') as output_file:
+        output_file.write('\n'.join(html_content))
+
+# Usage example:
+csv_file_path = 'situations.csv' # Replace with your actual CSV file path
+image_folder = 'figs/panas_results' # Replace with your actual image folder path
+output_html = 'appendix.html' # Replace with your actual output HTML file path
+
+# Call the function
+create_html_with_images_and_memories(csv_file_path, image_folder, output_html)
diff --git a/docs/situations.csv b/docs/situations.csv