diff --git a/agent_synthesis/Examine Synthetic Interactions-2.ipynb b/agent_synthesis/Examine Synthetic Interactions-2.ipynb
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+++ b/agent_synthesis/Examine Synthetic Interactions-2.ipynb	
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "545f5ee4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle\n",
+    "from collections import Counter\n",
+    "import matplotlib.pyplot as plt\n",
+    "from langchain.schema import HumanMessage, AIMessage, SystemMessage\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "ae886211",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Replace 'your_file.json' with the path to your JSON file\n",
+    "file_path = '/Users/allanniemerg/spikes/agentbenchwork/os_syn-datasyntype_2.json'\n",
+    "\n",
+    "# Read the JSON file and convert it to a Python object\n",
+    "with open(file_path, 'r') as file:\n",
+    "    conversations = json.load(file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "11053574",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1082"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(conversations)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "af8a56f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'conversations': [{'from': 'human',\n",
+       "   'value': \"Now, I will start a new problem in a new OS. My problem is:\\n\\nI'd like to know how many files in my home directory were modified in the last 7 days.\",\n",
+       "   'loss': False},\n",
+       "  {'from': 'gpt',\n",
+       "   'value': \"Think: To find out how many files were modified in the last week, I would use the 'find' command, specifying the home directory, modification time of 7 days, and file type as regular files.\\n\\nAct: bash\\n\\n```bash\\nfind ~ -type f -mtime -7\\n```\",\n",
+       "   'loss': True},\n",
+       "  {'from': 'human',\n",
+       "   'value': 'The output of the OS:\\n\\n/root/project1/task1.txt\\r\\n/root/song2.mp3\\r\\n/root/project2/report.docx\\r\\n\\x1b]0;root@2da38cafd6c5: /\\x07root@2da38cafd6c5:/# \\x1b[K',\n",
+       "   'loss': False},\n",
+       "  {'from': 'gpt',\n",
+       "   'value': 'Think: Now I have the list of all the files modified within the last 7 days. I will now count the number of files by piping my previous command to wc -l\\n\\nAct: bash\\n\\n```bash\\nfind ~ -type f -mtime -7 | wc -l\\n```',\n",
+       "   'loss': True},\n",
+       "  {'from': 'human',\n",
+       "   'value': 'The output of the OS:\\n\\n3\\r\\n\\x1b]0;root@2da38cafd6c5: /\\x07root@2da38cafd6c5:/# \\x1b[K',\n",
+       "   'loss': False},\n",
+       "  {'from': 'gpt',\n",
+       "   'value': 'Think: Now I get the answer, it is 3.\\n\\nAct: answer(3)',\n",
+       "   'loss': True}]}"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "conversations[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "7bfe9d6b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import html\n",
+    "from IPython.display import HTML, display\n",
+    "import pdfkit\n",
+    "import html\n",
+    "\n",
+    "def format_single_chat(chat_data):\n",
+    "    formatted_html = '<div style=\"border: 1px solid #ddd; padding: 10px; max-width: 1000px; margin-bottom: 20px;\">'\n",
+    "\n",
+    "    # Loop through the conversation\n",
+    "    for message in chat_data[\"conversations\"]:\n",
+    "        # Depending on the message origin, use a different background color\n",
+    "        side = message['from']\n",
+    "        bg_color = \"#f0f0f0\" if side == \"human\" else \"#d1e7fd\"\n",
+    "        escaped_text = html.escape(message['value'].strip())\n",
+    "\n",
+    "        formatted_html += (\n",
+    "            f'<div style=\"background-color: {bg_color}; padding: 20px; '\n",
+    "            'border-radius: 5px; margin: 20px 0;\">'\n",
+    "            f'<strong>{ side }:</strong> '\n",
+    "            f'{escaped_text}'\n",
+    "            '</div>'\n",
+    "        )\n",
+    "\n",
+    "    formatted_html += '</div>'\n",
+    "    return formatted_html\n",
+    "\n",
+    "def save_chats_to_pdf(list_of_chat_histories, filename):\n",
+    "    combined_html = \"\"\n",
+    "    for chat_history in list_of_chat_histories:\n",
+    "        combined_html += format_single_chat(chat_history)\n",
+    "    \n",
+    "    # Generate PDF from the combined HTML content\n",
+    "    pdfkit.from_string(combined_html, filename)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "c3608e0e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "save_chats_to_pdf(conversations, \"./synthetic/os_syn-datasyntype_2.pdf\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8ac276fd",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/agent_synthesis/synthetic/os_syn-datasyntype_2.pdf b/agent_synthesis/synthetic/os_syn-datasyntype_2.pdf
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