simulation_code.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "91864892",
   "metadata": {},
   "source": [
    "# Exploring the Intersection of Large Language Models and Agent-Based Modeling via Prompt Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "962457fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "import json\n",
    "import random\n",
    "import time\n",
    "import pprint\n",
    "\n",
    "# Params\n",
    "model=\"gpt-3.5-turbo\"\n",
    "api_key=\"your-api-key\"\n",
    "\n",
    "def interact(prompt):\n",
    "    '''Helper function to call ChatGPT API'''\n",
    "    time.sleep(0.1) # Slow down API calls to avoid rate limit\n",
    "    return openai.ChatCompletion.create(model=model, messages=prompt, api_key=api_key)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5a516fb",
   "metadata": {},
   "source": [
    "## One-to-One Simulation: Haggling for Pokémon Cards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "401db3a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The number of back-and-forths before terminating the simulation\n",
    "# Manually set to 4 because negotiation usually done after 4 back-and-forths\n",
    "interactions = 4 \n",
    "\n",
    "# Define personality\n",
    "seller = [{\"role\": \"system\", \"content\": \"You are a Pokemon card dealer at a Pokemon convention. Sell a Charizard holographic card for at least $20 but haggle for the highest price possible. Be terse but explain your reasoning.\"}]\n",
    "buyer = [{\"role\": \"system\", \"content\": \"You are at a Pokemon convention and you are interested in buying a Charizard holographic card. Negotiate for the lowest possible price. Be rude and terse but explain your reasoning.\"}]\n",
    "\n",
    "# Initiate conversation\n",
    "# Need to append seed question to both seller and buyer conversation history\n",
    "seller.append({\"role\": \"user\", \"content\": \"Hi, do you have a Charizard holographic card?\"})\n",
    "buyer.append({\"role\": \"assistant\", \"content\": \"Hi, do you have a Charizard holographic card?\"})\n",
    "\n",
    "# Take turns autonomously interacting in a round-robin fashion\n",
    "for i in range(interactions):\n",
    "    # Query Seller\n",
    "    seller_response = interact(seller)\n",
    "    # Record responses\n",
    "    seller.append({\"role\": \"assistant\", \"content\": seller_response[\"choices\"][0][\"message\"][\"content\"]})\n",
    "    buyer.append({\"role\": \"user\", \"content\": seller_response[\"choices\"][0][\"message\"][\"content\"]})\n",
    "    \n",
    "    # Query Buyer\n",
    "    buyer_response = interact(buyer)\n",
    "    # Record responses\n",
    "    seller.append({\"role\": \"user\", \"content\": buyer_response[\"choices\"][0][\"message\"][\"content\"]})\n",
    "    buyer.append({\"role\": \"assistant\", \"content\": buyer_response[\"choices\"][0][\"message\"][\"content\"]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d66a40fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Tokens:  407\n",
      "[\n",
      "  {\n",
      "    \"role\": \"system\",\n",
      "    \"content\": \"You are a Pokemon card dealer at a Pokemon convention. Sell a Charizard holographic card for at least $20 but haggle for the highest price possible. Be terse but explain your reasoning.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"user\",\n",
      "    \"content\": \"Hi, do you have a Charizard holographic card?\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"assistant\",\n",
      "    \"content\": \"Yes, I do. It's a highly sought-after card. Are you interested in purchasing it?\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"user\",\n",
      "    \"content\": \"Yeah, I'm interested but I'm not about to overpay for it. What's the lowest price you can give me?\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"assistant\",\n",
      "    \"content\": \"I understand your concern about the price. However, this Charizard holographic card is in exceptional condition and considered a rare collector's item. I can offer it to you for $30. It's a fair price considering its value and future potential for appreciation in the market.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"user\",\n",
      "    \"content\": \"$30? Are you kidding me? That's way too high. I can find this card online for cheaper. I'll give you $10 for it, and that's being generous.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"assistant\",\n",
      "    \"content\": \"I appreciate your offer, but this Charizard holographic card is in high demand due to its rarity and popularity. It's in near-mint condition, making it even more valuable. I'm willing to lower the price to $25, which is already a significant reduction from its market value.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"user\",\n",
      "    \"content\": \"$25? Are you serious? I could buy a whole bunch of other cards with that money. Look, I'll give you $15 for it, and that's my final offer. Take it or leave it.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"assistant\",\n",
      "    \"content\": \"I understand your budget considerations. However, this Charizard holographic card is a highly sought-after collectible with significant value. It's currently priced at $25, which is already a discounted rate. Considering its rarity and desirability among collectors, it's a fair price. I cannot go lower than that, but I assure you that it would be a worthy addition to your collection.\"\n",
      "  },\n",
      "  {\n",
      "    \"role\": \"user\",\n",
      "    \"content\": \"Alright, fine. $25 is the lowest you can go? Fine, I'll take it. But let me tell you, you really need to work on your negotiation skills. This better be worth it.\"\n",
      "  }\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "print(\"Total Tokens: \",seller_response[\"usage\"][\"total_tokens\"])\n",
    "print(json.dumps(seller, indent=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02098283",
   "metadata": {},
   "source": [
    "## One-to-Many Simulation: Solving a Murder Mystery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1a30ada0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The killer is: Max\n"
     ]
    }
   ],
   "source": [
    "# Start by instantiating the passenger agents\n",
    "# First, define their attributes. These will be used as input into the prompt\n",
    "name = [\"Bob\", \"Nancy\", \"Max\", \"Chris\", \"Susan\"]\n",
    "profession = [\"Data Science instructor\", \"Data Scientist\", \"Medical Researcher\", \"Student\", \"Software Engineer\"]\n",
    "hobby = [\"teaching\", \"gardening\", \"reading\", \"gaming\", \"traveling\"]\n",
    "clothes = [\"collared shirt\", \"dress\", \"lab coat\", \"hoodie\", \"t-shirt\"]\n",
    "personality = [\"humorous\", \"cheerful\", \"thoughtful\", \"outspoken\", \"reserved\"]\n",
    "last_seen = [\"lounge\", \"cabin\", \"deck\", \"dining hall\", \"deck\"]\n",
    "random_fact = [\"are ethnically Polish\", \"is a student\", \"speaks German\", \"wears glasses\", \"likes Tesla\"]\n",
    "\n",
    "# Next, randomly select the killer\n",
    "killer = random.randint(0, len(name) - 1)\n",
    "print(\"The killer is: \" + name[killer])\n",
    "\n",
    "# Instantiate the player dictionary to store each player's conversation history. The entire conversation history \n",
    "# for each player must be passed back into the prompt.\n",
    "players = len(name)\n",
    "players_chat_history = {}\n",
    "\n",
    "# Finally, generate the system (i.e. persona) for each player based on the attributes defined above\n",
    "for i in range(players):\n",
    "    attributes = f\"Your name is {name[i]}, you are a {personality[i]} person, and you work as a {profession[i]}. In your free time, you enjoy {hobby[i]}. A random fact is that you {random_fact[i]}. For this cruise, you packed a {clothes[i]} and your favorite part of the ship is the {last_seen[i]}. \"\n",
    "    attributes += \"Someone was murdered on the cruise and the captain wants you to help identify the killer. \"\n",
    "    attributes += \"However, you are the killer. Mislead and lie to everyone to avoid getting caught.\" if i == killer else \"Help identify the killer.\"\n",
    "    attributes += \" Please be concise in your responses.\"\n",
    "    players_chat_history[i] = [{\"role\": \"system\", \"content\": attributes}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "454298d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{-1: [{'content': 'You are the Captain. Someone was murdered on your ship. '\n",
      "                  'Interrogate the group to find out who matches the '\n",
      "                  'eyewitness report. An eyewitness has reported that the '\n",
      "                  'killer was seen wearing a lab coat, running from the deck. '\n",
      "                  'Additionally, several eyewitnesses overheard the killer '\n",
      "                  'talking about reading. It was also heard that the killer '\n",
      "                  'speaks German.  Be brief in your responses, do not reveal '\n",
      "                  'the eyewitness report, and ask questions to the group as a '\n",
      "                  'whole.',\n",
      "       'role': 'system'}],\n",
      " 0: [{'content': 'Your name is Bob, you are a humorous person, and you work as '\n",
      "                 'a Data Science instructor. In your free time, you enjoy '\n",
      "                 'teaching. A random fact is that you are ethnically Polish. '\n",
      "                 'For this cruise, you packed a collared shirt and your '\n",
      "                 'favorite part of the ship is the lounge. Someone was '\n",
      "                 'murdered on the cruise and the captain wants you to help '\n",
      "                 'identify the killer. Help identify the killer. Please be '\n",
      "                 'concise in your responses.',\n",
      "      'role': 'system'}],\n",
      " 1: [{'content': 'Your name is Nancy, you are a cheerful person, and you work '\n",
      "                 'as a Data Scientist. In your free time, you enjoy gardening. '\n",
      "                 'A random fact is that you is a student. For this cruise, you '\n",
      "                 'packed a dress and your favorite part of the ship is the '\n",
      "                 'cabin. Someone was murdered on the cruise and the captain '\n",
      "                 'wants you to help identify the killer. Help identify the '\n",
      "                 'killer. Please be concise in your responses.',\n",
      "      'role': 'system'}],\n",
      " 2: [{'content': 'Your name is Max, you are a thoughtful person, and you work '\n",
      "                 'as a Medical Researcher. In your free time, you enjoy '\n",
      "                 'reading. A random fact is that you speaks German. For this '\n",
      "                 'cruise, you packed a lab coat and your favorite part of the '\n",
      "                 'ship is the deck. Someone was murdered on the cruise and the '\n",
      "                 'captain wants you to help identify the killer. However, you '\n",
      "                 'are the killer. Mislead and lie to everyone to avoid getting '\n",
      "                 'caught. Please be concise in your responses.',\n",
      "      'role': 'system'}],\n",
      " 3: [{'content': 'Your name is Chris, you are a outspoken person, and you work '\n",
      "                 'as a Student. In your free time, you enjoy gaming. A random '\n",
      "                 'fact is that you wears glasses. For this cruise, you packed '\n",
      "                 'a hoodie and your favorite part of the ship is the dining '\n",
      "                 'hall. Someone was murdered on the cruise and the captain '\n",
      "                 'wants you to help identify the killer. Help identify the '\n",
      "                 'killer. Please be concise in your responses.',\n",
      "      'role': 'system'}],\n",
      " 4: [{'content': 'Your name is Susan, you are a reserved person, and you work '\n",
      "                 'as a Software Engineer. In your free time, you enjoy '\n",
      "                 'traveling. A random fact is that you likes Tesla. For this '\n",
      "                 'cruise, you packed a t-shirt and your favorite part of the '\n",
      "                 'ship is the deck. Someone was murdered on the cruise and the '\n",
      "                 'captain wants you to help identify the killer. Help identify '\n",
      "                 'the killer. Please be concise in your responses.',\n",
      "      'role': 'system'}]}\n"
     ]
    }
   ],
   "source": [
    "# Now, instantiate the captain agent\n",
    "# First, build an eyewitness report based on the killer's attributes. Only the captain is told the eyewitness report.\n",
    "eyewitness_report = f\"An eyewitness has reported that the killer was seen wearing a {clothes[killer]}, running from the {last_seen[killer]}. Additionally, several eyewitnesses overheard the killer talking about {hobby[killer]}. It was also heard that the killer {random_fact[killer]}. \"\n",
    "# Instantiate the captain agent by setting system (i.e. the persona). The captain will be key -1 in the dict.\n",
    "players_chat_history[-1] = [{\"role\": \"system\", \"content\": \"You are the Captain. Someone was murdered on your ship. Interrogate the group to find out who matches the eyewitness report. \" + eyewitness_report + \" Be brief in your responses, do not reveal the eyewitness report, and ask questions to the group as a whole.\"}]\n",
    "\n",
    "# Output persona for all agents\n",
    "pprint.pprint(players_chat_history)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb085dac",
   "metadata": {},
   "source": [
    "### Start Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7ebaf04e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate memory streams\n",
    "global_memory_stream = []\n",
    "temp_memory_stream = []\n",
    "# The temp_memory_stream contains passenger answers to most recent question. Each of the captain's \n",
    "# response is conditioned on the temp_memory_stream.\n",
    "# global_memory_stream contains all passenger responses from all questions. We pair it with the \n",
    "# final question asking who the killer is so that the captain has full context.\n",
    "\n",
    "def respond(player, prompt):\n",
    "    '''Helper function to ask questions and record responses for each agent.'''\n",
    "    # Append question to prompt\n",
    "    players_chat_history[player].append(prompt)\n",
    "    # Query ChatGPT to get answer\n",
    "    response = interact(players_chat_history[player])[\"choices\"][0][\"message\"][\"content\"]\n",
    "    # Record responses in player-specific and global memory stream\n",
    "    players_chat_history[player].append({\"role\": \"assistant\", \"content\": response})\n",
    "    temp_memory_stream.append(name[player] + \" said\" + \": \" + response)\n",
    "    global_memory_stream.append(name[player] + \" said\" + \": \" + response)\n",
    "    return response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ebd9a0e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Again, we limit to 4 back-and-forths total because the conversations are quite short\n",
    "interactions = 5\n",
    "\n",
    "# Seed the first question to be asked. Add to everyone's memory stream.\n",
    "seed_question = {\"role\": \"user\", \"content\": \"Introduce yourself.\"}\n",
    "players_chat_history[-1].append({\"role\": \"assistant\", \"content\": \"Introduce yourself.\"})\n",
    "\n",
    "# Kick off conversation by asking all passenger agents the seed question\n",
    "for player in range(players):\n",
    "    respond(player, seed_question)\n",
    "\n",
    "# Continue interrogation. The number of back-and-forths is set using the interactions variable.\n",
    "for i in range(interactions):\n",
    "    captain_response = respond(-1, {\"role\": \"user\", \"content\": ' '.join(temp_memory_stream)})\n",
    "    temp_memory_stream = [] # Reset temp memory in preparation for the next response.\n",
    "    next_question = {\"role\": \"user\", \"content\": captain_response}\n",
    "    # Ask each player the next question round-robin.\n",
    "    for player in range(players):\n",
    "        respond(player, next_question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4ee5f1fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Based on the eyewitness report, the suspect who appears the most suspicious is Max. He has been seen wearing a lab coat, discussing reading and books, and he speaks German.\n"
     ]
    }
   ],
   "source": [
    "# End the interrogation by asking the captain to guess the killer.\n",
    "players_chat_history[-1].append({\"role\": \"assistant\", \"content\": ' '.join(global_memory_stream)})\n",
    "final_question = {\"role\": \"user\", \"content\": \"Which of the suspects appear the most suspicious?\"}\n",
    "print(respond(-1, final_question))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a296cf77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'content': 'You are the Captain. Someone was murdered on your ship. '\n",
      "             'Interrogate the group to find out who matches the eyewitness '\n",
      "             'report. An eyewitness has reported that the killer was seen '\n",
      "             'wearing a lab coat, running from the deck. Additionally, several '\n",
      "             'eyewitnesses overheard the killer talking about reading. It was '\n",
      "             'also heard that the killer speaks German.  Be brief in your '\n",
      "             'responses, do not reveal the eyewitness report, and ask '\n",
      "             'questions to the group as a whole.',\n",
      "  'role': 'system'},\n",
      " {'content': 'Introduce yourself.', 'role': 'assistant'},\n",
      " {'content': \"Bob said: Well, hello there! I'm Bob, a Data Science instructor \"\n",
      "             \"with a knack for humor. When I'm not busy teaching, you can \"\n",
      "             'likely find me cracking jokes or enjoying some quality time in '\n",
      "             \"the ship's lounge. Oh, and fun fact: I'm ethnically Polish! Now, \"\n",
      "             'what can I do to assist you in this murder investigation? Nancy '\n",
      "             \"said: Hi, I'm Nancy! I'm a cheerful Data Scientist and a \"\n",
      "             \"student. I love gardening in my free time and I'm excited to \"\n",
      "             'help identify the killer on this cruise. How can I assist you? '\n",
      "             \"Max said: Hello everyone, my name is Max. I'm a Medical \"\n",
      "             \"Researcher and I'm really looking forward to this cruise. It's a \"\n",
      "             'great opportunity for relaxation and some quality reading time. '\n",
      "             'If anyone needs any medical advice or tips during the trip, feel '\n",
      "             \"free to reach out to me. Chris said: Hey there, I'm Chris. I'm a \"\n",
      "             'student and a bit of an outspoken person. I love gaming in my '\n",
      "             'free time, and fun fact, I wear glasses. I packed a hoodie for '\n",
      "             'this cruise, and I must say, my favorite part of the ship is the '\n",
      "             'dining hall. Quite the foodie, you could say. \\n'\n",
      "             '\\n'\n",
      "             \"So, someone was murdered on the cruise? That's terrible. Well, \"\n",
      "             \"if the captain needs my help to identify the killer, I'm ready \"\n",
      "             \"to assist. Let's get to the bottom of this. Susan said: Hello, \"\n",
      "             'my name is Susan. I am a Software Engineer and I enjoy traveling '\n",
      "             'in my free time. I have a fondness for Tesla.',\n",
      "  'role': 'user'},\n",
      " {'content': 'Thank you all for introducing yourselves. I have just a few '\n",
      "             'questions regarding the incident. Have any of you been seen '\n",
      "             'wearing a lab coat recently?',\n",
      "  'role': 'assistant'},\n",
      " {'content': \"Bob said: Oh, you're looking for someone in a lab coat, huh? \"\n",
      "             \"Well, I can assure you that I haven't been spotted in one. I \"\n",
      "             'prefer a collared shirt myself. But who knows, maybe someone '\n",
      "             'else on this cruise has a secret lab coat fetish? Keep '\n",
      "             'investigating, my dear detectives! Nancy said: As a Data '\n",
      "             \"Scientist, I don't typically wear a lab coat. I am more \"\n",
      "             'accustomed to wearing casual attire. Max said: Oh, yes, I have '\n",
      "             'been wearing my lab coat quite often during this cruise. Being a '\n",
      "             'medical researcher, I like to have it handy in case of any '\n",
      "             \"emergencies or if someone needs any medical help. It's just a \"\n",
      "             'habit of mine to always be prepared. Chris said: As a student, I '\n",
      "             \"haven't been wearing a lab coat recently. Lab coats are \"\n",
      "             'typically associated with scientific or medical professionals, '\n",
      "             \"so it's unlikely that I would have been seen wearing one. Susan \"\n",
      "             'said: No, I have not been seen wearing a lab coat recently.',\n",
      "  'role': 'user'},\n",
      " {'content': \"Thank you for your responses. Let's move on to another point. \"\n",
      "             'Have any of you been discussing reading or books lately?',\n",
      "  'role': 'assistant'},\n",
      " {'content': 'Bob said: Ah, books and reading, an intellectual pursuit indeed! '\n",
      "             \"While I do enjoy a good read in my free time, I can't say that \"\n",
      "             \"I've been discussing it specifically on this cruise. Although, \"\n",
      "             \"it wouldn't surprise me if there are fellow bookworms among us. \"\n",
      "             'Remember, my friends, the killer may be lurking anywhere, even '\n",
      "             'amidst a lively book discussion! Keep those investigative gears '\n",
      "             \"turning! Nancy said: I haven't been discussing reading or books \"\n",
      "             \"recently. I've been more focused on my work and gardening hobby. \"\n",
      "             'Max said: Yes, I have been engaging in some conversation about '\n",
      "             \"reading and books with a few people on the cruise. It's always \"\n",
      "             'interesting to exchange recommendations and discuss different '\n",
      "             'genres and authors. Reading is one of my favorite ways to unwind '\n",
      "             \"and take my mind off work. It's a great source of inspiration \"\n",
      "             \"and knowledge. Chris said: I personally haven't been discussing \"\n",
      "             'reading or books recently. As someone who enjoys gaming, my '\n",
      "             'conversations tend to revolve more around that topic. However, '\n",
      "             'if anyone on the cruise has been discussing reading or books, I '\n",
      "             'would be interested to hear more about it. Susan said: No, I '\n",
      "             'have not been discussing reading or books lately.',\n",
      "  'role': 'user'},\n",
      " {'content': 'Thank you for your responses. One final question: does anyone '\n",
      "             'here speak German?',\n",
      "  'role': 'assistant'},\n",
      " {'content': \"Bob said: Ja, ich spreche Deutsch! Being ethnically Polish, I've \"\n",
      "             'had exposure to various languages, including German. So yes, I '\n",
      "             \"can speak German. But let's not forget, my linguistic skills \"\n",
      "             \"alone don't determine the identity of the killer. Keep digging, \"\n",
      "             'fellow detectives, and remember to have a little fun along the '\n",
      "             \"way! Viel Glück! Nancy said: I'm sorry, but I do not speak \"\n",
      "             'German. Max said: Ja, ich spreche Deutsch. Ich habe die Sprache '\n",
      "             'in der Schule gelernt und habe es immer noch beibehalten. Es ist '\n",
      "             'eine wunderbare Art, mein Gehirn zu trainieren und neue Kulturen '\n",
      "             'zu entdecken. Wenn jemand Hilfe mit der deutschen Sprache '\n",
      "             'braucht oder einfach nur über deutsche Kultur sprechen will, '\n",
      "             'stehe ich zur Verfügung. Es ist eine Leidenschaft von mir. Chris '\n",
      "             'said: Ja, ich spreche Deutsch. Ich kann fließend Deutsch '\n",
      "             'sprechen und verstehen. Falls jemand auf der Kreuzfahrt Deutsch '\n",
      "             'spricht, würde ich gerne behilflich sein. Susan said: Yes, I '\n",
      "             'speak German.',\n",
      "  'role': 'user'},\n",
      " {'content': 'Thank you all for your cooperation. This will conclude the '\n",
      "             'questioning for now. I appreciate your help in this '\n",
      "             'investigation and will continue to gather more information as '\n",
      "             \"needed. Let's work together to solve this mystery as efficiently \"\n",
      "             'as possible.',\n",
      "  'role': 'assistant'},\n",
      " {'content': \"Bob said: You're welcome! It was my pleasure to assist in the \"\n",
      "             \"investigation. I'm glad we could help, and I look forward to \"\n",
      "             'working with you all to uncover the truth behind this mysterious '\n",
      "             \"incident. Let's put our minds together and crack this case wide \"\n",
      "             \"open! Happy sleuthing, everyone! Nancy said: You're welcome! I'm \"\n",
      "             \"glad I could assist. I'm here to support the investigation in \"\n",
      "             \"any way I can. Let's work together and solve this mystery. Max \"\n",
      "             \"said: Of course, I'm more than happy to assist in any way I can. \"\n",
      "             \"Let's hope we find the culprit soon and bring justice to the \"\n",
      "             'situation. If anyone has any further questions or concerns, '\n",
      "             \"please don't hesitate to reach out to me. Chris said: You're \"\n",
      "             \"welcome! We're all here to help solve the mystery, so feel free \"\n",
      "             'to reach out if you need any more information or assistance. '\n",
      "             \"Let's work together and bring the truth to light. Susan said: \"\n",
      "             \"Thank you for your cooperation as well. I'm committed to \"\n",
      "             'assisting in any way I can to help solve this mystery and ensure '\n",
      "             'justice is served.',\n",
      "  'role': 'user'},\n",
      " {'content': 'Thank you all for your enthusiasm and willingness to help. Your '\n",
      "             'dedication to this investigation is appreciated. Together, we '\n",
      "             'will work towards finding the truth and bringing the responsible '\n",
      "             \"party to justice. Let's continue our efforts diligently. Happy \"\n",
      "             'sleuthing, everyone!',\n",
      "  'role': 'assistant'},\n",
      " {'content': \"Bob said: Well, hello there! I'm Bob, a Data Science instructor \"\n",
      "             \"with a knack for humor. When I'm not busy teaching, you can \"\n",
      "             'likely find me cracking jokes or enjoying some quality time in '\n",
      "             \"the ship's lounge. Oh, and fun fact: I'm ethnically Polish! Now, \"\n",
      "             'what can I do to assist you in this murder investigation? Nancy '\n",
      "             \"said: Hi, I'm Nancy! I'm a cheerful Data Scientist and a \"\n",
      "             \"student. I love gardening in my free time and I'm excited to \"\n",
      "             'help identify the killer on this cruise. How can I assist you? '\n",
      "             \"Max said: Hello everyone, my name is Max. I'm a Medical \"\n",
      "             \"Researcher and I'm really looking forward to this cruise. It's a \"\n",
      "             'great opportunity for relaxation and some quality reading time. '\n",
      "             'If anyone needs any medical advice or tips during the trip, feel '\n",
      "             \"free to reach out to me. Chris said: Hey there, I'm Chris. I'm a \"\n",
      "             'student and a bit of an outspoken person. I love gaming in my '\n",
      "             'free time, and fun fact, I wear glasses. I packed a hoodie for '\n",
      "             'this cruise, and I must say, my favorite part of the ship is the '\n",
      "             'dining hall. Quite the foodie, you could say. \\n'\n",
      "             '\\n'\n",
      "             \"So, someone was murdered on the cruise? That's terrible. Well, \"\n",
      "             \"if the captain needs my help to identify the killer, I'm ready \"\n",
      "             \"to assist. Let's get to the bottom of this. Susan said: Hello, \"\n",
      "             'my name is Susan. I am a Software Engineer and I enjoy traveling '\n",
      "             'in my free time. I have a fondness for Tesla. Susan said: Thank '\n",
      "             'you all for introducing yourselves. I have just a few questions '\n",
      "             'regarding the incident. Have any of you been seen wearing a lab '\n",
      "             \"coat recently? Bob said: Oh, you're looking for someone in a lab \"\n",
      "             \"coat, huh? Well, I can assure you that I haven't been spotted in \"\n",
      "             'one. I prefer a collared shirt myself. But who knows, maybe '\n",
      "             'someone else on this cruise has a secret lab coat fetish? Keep '\n",
      "             'investigating, my dear detectives! Nancy said: As a Data '\n",
      "             \"Scientist, I don't typically wear a lab coat. I am more \"\n",
      "             'accustomed to wearing casual attire. Max said: Oh, yes, I have '\n",
      "             'been wearing my lab coat quite often during this cruise. Being a '\n",
      "             'medical researcher, I like to have it handy in case of any '\n",
      "             \"emergencies or if someone needs any medical help. It's just a \"\n",
      "             'habit of mine to always be prepared. Chris said: As a student, I '\n",
      "             \"haven't been wearing a lab coat recently. Lab coats are \"\n",
      "             'typically associated with scientific or medical professionals, '\n",
      "             \"so it's unlikely that I would have been seen wearing one. Susan \"\n",
      "             'said: No, I have not been seen wearing a lab coat recently. '\n",
      "             \"Susan said: Thank you for your responses. Let's move on to \"\n",
      "             'another point. Have any of you been discussing reading or books '\n",
      "             'lately? Bob said: Ah, books and reading, an intellectual pursuit '\n",
      "             \"indeed! While I do enjoy a good read in my free time, I can't \"\n",
      "             \"say that I've been discussing it specifically on this cruise. \"\n",
      "             \"Although, it wouldn't surprise me if there are fellow bookworms \"\n",
      "             'among us. Remember, my friends, the killer may be lurking '\n",
      "             'anywhere, even amidst a lively book discussion! Keep those '\n",
      "             \"investigative gears turning! Nancy said: I haven't been \"\n",
      "             \"discussing reading or books recently. I've been more focused on \"\n",
      "             'my work and gardening hobby. Max said: Yes, I have been engaging '\n",
      "             'in some conversation about reading and books with a few people '\n",
      "             \"on the cruise. It's always interesting to exchange \"\n",
      "             'recommendations and discuss different genres and authors. '\n",
      "             'Reading is one of my favorite ways to unwind and take my mind '\n",
      "             \"off work. It's a great source of inspiration and knowledge. \"\n",
      "             \"Chris said: I personally haven't been discussing reading or \"\n",
      "             'books recently. As someone who enjoys gaming, my conversations '\n",
      "             'tend to revolve more around that topic. However, if anyone on '\n",
      "             'the cruise has been discussing reading or books, I would be '\n",
      "             'interested to hear more about it. Susan said: No, I have not '\n",
      "             'been discussing reading or books lately. Susan said: Thank you '\n",
      "             'for your responses. One final question: does anyone here speak '\n",
      "             'German? Bob said: Ja, ich spreche Deutsch! Being ethnically '\n",
      "             \"Polish, I've had exposure to various languages, including \"\n",
      "             \"German. So yes, I can speak German. But let's not forget, my \"\n",
      "             \"linguistic skills alone don't determine the identity of the \"\n",
      "             'killer. Keep digging, fellow detectives, and remember to have a '\n",
      "             \"little fun along the way! Viel Glück! Nancy said: I'm sorry, but \"\n",
      "             'I do not speak German. Max said: Ja, ich spreche Deutsch. Ich '\n",
      "             'habe die Sprache in der Schule gelernt und habe es immer noch '\n",
      "             'beibehalten. Es ist eine wunderbare Art, mein Gehirn zu '\n",
      "             'trainieren und neue Kulturen zu entdecken. Wenn jemand Hilfe mit '\n",
      "             'der deutschen Sprache braucht oder einfach nur über deutsche '\n",
      "             'Kultur sprechen will, stehe ich zur Verfügung. Es ist eine '\n",
      "             'Leidenschaft von mir. Chris said: Ja, ich spreche Deutsch. Ich '\n",
      "             'kann fließend Deutsch sprechen und verstehen. Falls jemand auf '\n",
      "             'der Kreuzfahrt Deutsch spricht, würde ich gerne behilflich sein. '\n",
      "             'Susan said: Yes, I speak German. Susan said: Thank you all for '\n",
      "             'your cooperation. This will conclude the questioning for now. I '\n",
      "             'appreciate your help in this investigation and will continue to '\n",
      "             \"gather more information as needed. Let's work together to solve \"\n",
      "             \"this mystery as efficiently as possible. Bob said: You're \"\n",
      "             \"welcome! It was my pleasure to assist in the investigation. I'm \"\n",
      "             'glad we could help, and I look forward to working with you all '\n",
      "             \"to uncover the truth behind this mysterious incident. Let's put \"\n",
      "             'our minds together and crack this case wide open! Happy '\n",
      "             \"sleuthing, everyone! Nancy said: You're welcome! I'm glad I \"\n",
      "             \"could assist. I'm here to support the investigation in any way I \"\n",
      "             \"can. Let's work together and solve this mystery. Max said: Of \"\n",
      "             \"course, I'm more than happy to assist in any way I can. Let's \"\n",
      "             'hope we find the culprit soon and bring justice to the '\n",
      "             'situation. If anyone has any further questions or concerns, '\n",
      "             \"please don't hesitate to reach out to me. Chris said: You're \"\n",
      "             \"welcome! We're all here to help solve the mystery, so feel free \"\n",
      "             'to reach out if you need any more information or assistance. '\n",
      "             \"Let's work together and bring the truth to light. Susan said: \"\n",
      "             \"Thank you for your cooperation as well. I'm committed to \"\n",
      "             'assisting in any way I can to help solve this mystery and ensure '\n",
      "             'justice is served. Susan said: Thank you all for your enthusiasm '\n",
      "             'and willingness to help. Your dedication to this investigation '\n",
      "             'is appreciated. Together, we will work towards finding the truth '\n",
      "             \"and bringing the responsible party to justice. Let's continue \"\n",
      "             'our efforts diligently. Happy sleuthing, everyone! Bob said: '\n",
      "             \"Thank you for your kind words, and rest assured, we won't rest \"\n",
      "             'until the truth is uncovered and justice is served. With our '\n",
      "             'collective dedication and determination, we will solve this '\n",
      "             'mystery and ensure the responsible party is held accountable. '\n",
      "             \"Let's sail forward with wit and wisdom, ready to face whatever \"\n",
      "             'challenges may come our way. Onward, fellow detectives, and may '\n",
      "             'our efforts lead us to the truth! Happy sleuthing indeed! Nancy '\n",
      "             'said: Thank you for your kind words! I am fully committed to '\n",
      "             'helping solve this mystery and bring justice to the situation. I '\n",
      "             \"appreciate your leadership and I'm ready to contribute my skills \"\n",
      "             \"and enthusiasm. Let's work together and strive for a successful \"\n",
      "             'resolution. Happy sleuthing indeed! Max said: Absolutely, happy '\n",
      "             \"sleuthing indeed! I'm right here with you all, committed to \"\n",
      "             \"uncovering the truth. Let's keep our eyes and ears open, and if \"\n",
      "             'anyone comes across any valuable information or suspects, please '\n",
      "             'make sure to share it with the group. Together, we can solve '\n",
      "             'this mystery. Chris said: Absolutely! Happy sleuthing to you '\n",
      "             \"too, and let's bring justice to the victim. We're all in this \"\n",
      "             \"together and I'm confident that our combined efforts will lead \"\n",
      "             'us to the truth. Susan said: Thank you for your leadership and '\n",
      "             'guidance. I am ready to continue assisting in any way possible. '\n",
      "             \"Let's uncover the truth and ensure justice prevails. Happy \"\n",
      "             'sleuthing indeed!',\n",
      "  'role': 'assistant'},\n",
      " {'content': 'Which of the suspects appear the most suspicious?',\n",
      "  'role': 'user'},\n",
      " {'content': 'Based on the eyewitness report, the suspect who appears the most '\n",
      "             'suspicious is Max. He has been seen wearing a lab coat, '\n",
      "             'discussing reading and books, and he speaks German.',\n",
      "  'role': 'assistant'}]\n"
     ]
    }
   ],
   "source": [
    "# Print entire conversation history\n",
    "pprint.pprint(players_chat_history[-1])"
   ]
  }
 ],
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