examples/synthetic_data_generation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Synthetic Data Generation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "!!!!\n",
      "DISCLAIMER: TinyTroupe relies on Artificial Intelligence (AI) models to generate content. \n",
      "The AI models are not perfect and may produce inappropriate or inacurate results. \n",
      "For any serious or consequential use, please review the generated content before using it.\n",
      "!!!!\n",
      "\n",
      "Looking for default config on: c:\\Users\\pdasilva\\OneDrive - Microsoft\\Git repositories\\tinytroupe-opensource\\TinyTroupe\\examples\\..\\tinytroupe\\utils\\..\\config.ini\n",
      "Found custom config on: c:\\Users\\pdasilva\\OneDrive - Microsoft\\Git repositories\\tinytroupe-opensource\\TinyTroupe\\examples\\config.ini\n",
      "\n",
      "=================================\n",
      "Current TinyTroupe configuration \n",
      "=================================\n",
      "[OpenAI]\n",
      "api_type = openai\n",
      "azure_api_version = 2024-08-01-preview\n",
      "model = gpt-4o-mini\n",
      "max_tokens = 4000\n",
      "temperature = 1.5\n",
      "freq_penalty = 1.5\n",
      "presence_penalty = 1.0\n",
      "timeout = 60\n",
      "max_attempts = 5\n",
      "waiting_time = 2\n",
      "exponential_backoff_factor = 5\n",
      "embedding_model = text-embedding-3-small\n",
      "cache_api_calls = False\n",
      "cache_file_name = openai_api_cache.pickle\n",
      "max_content_display_length = 1024\n",
      "azure_embedding_model_api_version = 2023-05-15\n",
      "\n",
      "[Simulation]\n",
      "rai_harmful_content_prevention = True\n",
      "rai_copyright_infringement_prevention = True\n",
      "\n",
      "[Logging]\n",
      "loglevel = ERROR\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import sys\n",
    "import csv\n",
    "sys.path.append('..')\n",
    "\n",
    "\n",
    "import tinytroupe\n",
    "from tinytroupe.agent import TinyPerson\n",
    "from tinytroupe.environment import TinyWorld, TinySocialNetwork\n",
    "from tinytroupe.factory import TinyPersonFactory\n",
    "from tinytroupe.extraction import ResultsReducer\n",
    "import tinytroupe.control as control"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create the specific types of agents we need to collect data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "factory = TinyPersonFactory(\"A random knowledge worker in a company providing marketing services.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clara Thompson is a 32 year old Marketing Specialist, American, currently living in Austin, Texas, USA. Clara Thompson is a creative and empathetic individual who thrives in collaborative environments, often seeking feedback from colleagues to enhance her work. She has a strong interest in digital marketing trends and enjoys attending workshops that allow her to network with other professionals. Outside of work, Clara finds joy in photography, capturing moments during her travels or hikes with friends and family. To maintain balance amidst the pressures of tight deadlines, she practices yoga and mindfulness techniques that help manage stress while fostering personal growth through continuous learning.\n",
      "Liam Carter is a 29 year old Digital Marketing Executive, British, currently living in Manchester, England. Liam is a creative individual who thrives on brainstorming sessions and values collaboration with his colleagues. He has a keen interest in digital marketing trends and enjoys exploring innovative techniques to enhance campaign effectiveness. Outside of work, he finds joy in cooking new recipes, attending music festivals, and spending weekends immersed in nature through hiking or biking adventures. Despite occasionally feeling overwhelmed by self-doubt or stress-related headaches, Liam maintains a positive outlook on life and believes that creativity is essential for effective marketing while striving for continuous learning in his field.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "people = []\n",
    "for i in range(2):\n",
    "    person = factory.generate_person(temperature=1.6)\n",
    "    print(person.minibio())\n",
    "    people.append(person)\n",
    "\n",
    "len(people)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "company = TinyWorld(\"Some Corp Inc.\", people)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "company.make_everyone_accessible()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Get some work done together, help each other.</span>\n",
       "</pre>\n"
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       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Get some work done together, help each other.\u001b[0m\n"
      ]
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">       + --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span>\n",
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       "\u001b[1;3;38;5;51m       + --> \u001b[0m\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\n"
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   "source": [
    "company.broadcast(\"Get some work done together, help each other.\")"
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  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">─────────────────────────────────────────── </span>Some Corp Inc. step <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span> of <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span><span style=\"color: #00ff00; text-decoration-color: #00ff00\"> ────────────────────────────────────────────</span>\n",
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       "\u001b[92m─────────────────────────────────────────── \u001b[0mSome Corp Inc. step \u001b[1;36m1\u001b[0m of \u001b[1;36m5\u001b[0m\u001b[92m ────────────────────────────────────────────\u001b[0m\n"
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; Collaborating with someone can be really beneficial. I should consider how we</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; can help each other effectively.</span>\n",
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       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > Collaborating with someone can be really beneficial. I should consider how we\u001b[0m\n",
       "\u001b[32m                    > can help each other effectively.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; That sounds like a great idea! I'm always up for collaborating. What specific</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; tasks do you have in mind?</span>\n",
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       "\u001b[1;4;38;5;40mClara Thompson\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > That sounds like a great idea! I'm always up for collaborating. What specific\u001b[0m\n",
       "\u001b[1;38;5;40m                    > tasks do you have in mind?\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
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       "\u001b[4;38;5;252mClara Thompson\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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     },
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; That sounds like a great idea! I'm always up for collaborating. What specific</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; tasks do you have in mind?</span>\n",
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       "\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > That sounds like a great idea! I'm always up for collaborating. What specific\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > tasks do you have in mind?\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Liam Carter</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; Clara is suggesting we work together, which I think is a great opportunity to</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; collaborate. I should consider what tasks we can tackle as a team.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mLiam Carter\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                 > Clara is suggesting we work together, which I think is a great opportunity to\u001b[0m\n",
       "\u001b[32m                 > collaborate. I should consider what tasks we can tackle as a team.\u001b[0m\n"
      ]
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Liam Carter</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; I think we could work on analyzing our recent campaign metrics together. It would</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; be great to get your insights! What do you think?</span>\n",
       "</pre>\n"
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       "\u001b[1;4;38;5;40mLiam Carter\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                 > I think we could work on analyzing our recent campaign metrics together. It would\u001b[0m\n",
       "\u001b[1;38;5;40m                 > be great to get your insights! What do you think?\u001b[0m\n"
      ]
     },
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Liam Carter</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
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       "\u001b[4;38;5;252mLiam Carter\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I think we could work on analyzing our recent campaign metrics together. It would</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; be great to get your insights! What do you think?</span>\n",
       "</pre>\n"
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       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I think we could work on analyzing our recent campaign metrics together. It would\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > be great to get your insights! What do you think?\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">─────────────────────────────────────────── </span>Some Corp Inc. step <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span> of <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span><span style=\"color: #00ff00; text-decoration-color: #00ff00\"> ────────────────────────────────────────────</span>\n",
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       "\u001b[92m─────────────────────────────────────────── \u001b[0mSome Corp Inc. step \u001b[1;36m2\u001b[0m of \u001b[1;36m5\u001b[0m\u001b[92m ────────────────────────────────────────────\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; Analyzing the campaign metrics together sounds like a productive idea. I can</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; provide insights based on my research and experience.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > Analyzing the campaign metrics together sounds like a productive idea. I can\u001b[0m\n",
       "\u001b[32m                    > provide insights based on my research and experience.\u001b[0m\n"
      ]
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; I think that's a fantastic idea, Liam! I have some thoughts on the metrics we</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; should focus on. Which specific areas do you want to analyze first?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mClara Thompson\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > I think that's a fantastic idea, Liam! I have some thoughts on the metrics we\u001b[0m\n",
       "\u001b[1;38;5;40m                    > should focus on. Which specific areas do you want to analyze first?\u001b[0m\n"
      ]
     },
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I should prepare for the analysis by reviewing the campaign metrics and</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; identifying key trends or areas of concern.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I should prepare for the analysis by reviewing the campaign metrics and\u001b[0m\n",
       "\u001b[32m                    > identifying key trends or areas of concern.\u001b[0m\n"
      ]
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
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       "\u001b[4;38;5;252mClara Thompson\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; I think that's a fantastic idea, Liam! I have some thoughts on the metrics we</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; should focus on. Which specific areas do you want to analyze first?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > I think that's a fantastic idea, Liam! I have some thoughts on the metrics we\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > should focus on. Which specific areas do you want to analyze first?\u001b[0m\n"
      ]
     },
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Liam Carter</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; Clara is enthusiastic about the idea, which is great! I need to think about what</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; specific metrics we should analyze first. Perhaps focusing on engagement rates</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; and conversion metrics would be beneficial.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mLiam Carter\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                 > Clara is enthusiastic about the idea, which is great! I need to think about what\u001b[0m\n",
       "\u001b[32m                 > specific metrics we should analyze first. Perhaps focusing on engagement rates\u001b[0m\n",
       "\u001b[32m                 > and conversion metrics would be beneficial.\u001b[0m\n"
      ]
     },
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    },
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Liam Carter</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; I think we should start by looking at the engagement rates first. They can give</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; us a good idea of how our audience is responding to the content. After that, we</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; could dive into conversion metrics. What do you think?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mLiam Carter\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                 > I think we should start by looking at the engagement rates first. They can give\u001b[0m\n",
       "\u001b[1;38;5;40m                 > us a good idea of how our audience is responding to the content. After that, we\u001b[0m\n",
       "\u001b[1;38;5;40m                 > could dive into conversion metrics. What do you think?\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Liam Carter</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mLiam Carter\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I think we should start by looking at the engagement rates first. They can give</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; us a good idea of how our audience is responding to the content. After that, we</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; could dive into conversion metrics. What do you think?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I think we should start by looking at the engagement rates first. They can give\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > us a good idea of how our audience is responding to the content. After that, we\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > could dive into conversion metrics. What do you think?\u001b[0m\n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">─────────────────────────────────────────── </span>Some Corp Inc. step <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span> of <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span><span style=\"color: #00ff00; text-decoration-color: #00ff00\"> ────────────────────────────────────────────</span>\n",
       "</pre>\n"
      ],
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       "\u001b[92m─────────────────────────────────────────── \u001b[0mSome Corp Inc. step \u001b[1;36m3\u001b[0m of \u001b[1;36m5\u001b[0m\u001b[92m ────────────────────────────────────────────\u001b[0m\n"
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; Starting with engagement rates makes a lot of sense. It will help us</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; understand audience interaction before looking at conversions.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > Starting with engagement rates makes a lot of sense. It will help us\u001b[0m\n",
       "\u001b[32m                    > understand audience interaction before looking at conversions.\u001b[0m\n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; I completely agree, Liam! Let's start with the engagement rates. I can pull up</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; the data we have and analyze it together. After that, we can move on to</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; conversion metrics.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mClara Thompson\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > I completely agree, Liam! Let's start with the engagement rates. I can pull up\u001b[0m\n",
       "\u001b[1;38;5;40m                    > the data we have and analyze it together. After that, we can move on to\u001b[0m\n",
       "\u001b[1;38;5;40m                    > conversion metrics.\u001b[0m\n"
      ]
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I should gather the engagement data and prepare some insights to share with</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; Liam. This will help us have a productive discussion.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I should gather the engagement data and prepare some insights to share with\u001b[0m\n",
       "\u001b[32m                    > Liam. This will help us have a productive discussion.\u001b[0m\n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mClara Thompson\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
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     "data": {
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; I completely agree, Liam! Let's start with the engagement rates. I can pull up</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; the data we have and analyze it together. After that, we can move on to</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; conversion metrics.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > I completely agree, Liam! Let's start with the engagement rates. I can pull up\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > the data we have and analyze it together. After that, we can move on to\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > conversion metrics.\u001b[0m\n"
      ]
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Liam Carter</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; Clara is on board with starting the analysis of engagement rates, which is great!</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; I should prepare to discuss what specific insights we want to extract from the</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; data once she pulls it up.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mLiam Carter\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                 > Clara is on board with starting the analysis of engagement rates, which is great!\u001b[0m\n",
       "\u001b[32m                 > I should prepare to discuss what specific insights we want to extract from the\u001b[0m\n",
       "\u001b[32m                 > data once she pulls it up.\u001b[0m\n"
      ]
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Liam Carter</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; Great! Once you have the data, we can look for trends and see what content</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; performed best. I’m curious to find out if there are any patterns in audience</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; engagement.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mLiam Carter\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                 > Great! Once you have the data, we can look for trends and see what content\u001b[0m\n",
       "\u001b[1;38;5;40m                 > performed best. I’m curious to find out if there are any patterns in audience\u001b[0m\n",
       "\u001b[1;38;5;40m                 > engagement.\u001b[0m\n"
      ]
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Liam Carter</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mLiam Carter\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; Great! Once you have the data, we can look for trends and see what content</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; performed best. I’m curious to find out if there are any patterns in audience</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; engagement.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > Great! Once you have the data, we can look for trends and see what content\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > performed best. I’m curious to find out if there are any patterns in audience\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > engagement.\u001b[0m\n"
      ]
     },
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    },
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">─────────────────────────────────────────── </span>Some Corp Inc. step <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span> of <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span><span style=\"color: #00ff00; text-decoration-color: #00ff00\"> ────────────────────────────────────────────</span>\n",
       "</pre>\n"
      ],
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       "\u001b[92m─────────────────────────────────────────── \u001b[0mSome Corp Inc. step \u001b[1;36m4\u001b[0m of \u001b[1;36m5\u001b[0m\u001b[92m ────────────────────────────────────────────\u001b[0m\n"
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; Looking for trends in audience engagement will be insightful. I should analyze</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; which content types resonated most with our audience.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > Looking for trends in audience engagement will be insightful. I should analyze\u001b[0m\n",
       "\u001b[32m                    > which content types resonated most with our audience.\u001b[0m\n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Absolutely, Liam! I’ll analyze the data for trends and see which content</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; performed best. It will be interesting to uncover any patterns in audience</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; engagement.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mClara Thompson\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > Absolutely, Liam! I’ll analyze the data for trends and see which content\u001b[0m\n",
       "\u001b[1;38;5;40m                    > performed best. It will be interesting to uncover any patterns in audience\u001b[0m\n",
       "\u001b[1;38;5;40m                    > engagement.\u001b[0m\n"
      ]
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to ensure that I gather all relevant data before our analysis. This</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; includes looking at different content types and their engagement metrics.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to ensure that I gather all relevant data before our analysis. This\u001b[0m\n",
       "\u001b[32m                    > includes looking at different content types and their engagement metrics.\u001b[0m\n"
      ]
     },
     "metadata": {},
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mClara Thompson\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; Absolutely, Liam! I’ll analyze the data for trends and see which content</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; performed best. It will be interesting to uncover any patterns in audience</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; engagement.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > Absolutely, Liam! I’ll analyze the data for trends and see which content\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > performed best. It will be interesting to uncover any patterns in audience\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > engagement.\u001b[0m\n"
      ]
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    },
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Liam Carter</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; Clara is enthusiastic about analyzing the data for trends, which aligns perfectly</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; with our goals. I should think of specific questions we might want to answer</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; based on the engagement metrics.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mLiam Carter\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                 > Clara is enthusiastic about analyzing the data for trends, which aligns perfectly\u001b[0m\n",
       "\u001b[32m                 > with our goals. I should think of specific questions we might want to answer\u001b[0m\n",
       "\u001b[32m                 > based on the engagement metrics.\u001b[0m\n"
      ]
     },
     "metadata": {},
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Liam Carter</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; I'm looking forward to seeing what you find! Maybe we can also think about how to</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; improve our content based on the insights we gather. Do you have any initial</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; thoughts on that?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mLiam Carter\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                 > I'm looking forward to seeing what you find! Maybe we can also think about how to\u001b[0m\n",
       "\u001b[1;38;5;40m                 > improve our content based on the insights we gather. Do you have any initial\u001b[0m\n",
       "\u001b[1;38;5;40m                 > thoughts on that?\u001b[0m\n"
      ]
     },
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    },
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     "data": {
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Liam Carter</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
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       "\u001b[4;38;5;252mLiam Carter\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I'm looking forward to seeing what you find! Maybe we can also think about how to</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; improve our content based on the insights we gather. Do you have any initial</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; thoughts on that?</span>\n",
       "</pre>\n"
      ],
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       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I'm looking forward to seeing what you find! Maybe we can also think about how to\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > improve our content based on the insights we gather. Do you have any initial\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > thoughts on that?\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00\">─────────────────────────────────────────── </span>Some Corp Inc. step <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span> of <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span><span style=\"color: #00ff00; text-decoration-color: #00ff00\"> ────────────────────────────────────────────</span>\n",
       "</pre>\n"
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       "\u001b[92m─────────────────────────────────────────── \u001b[0mSome Corp Inc. step \u001b[1;36m5\u001b[0m of \u001b[1;36m5\u001b[0m\u001b[92m ────────────────────────────────────────────\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; Improving our content based on the insights we gather is a great idea. I</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; should consider what aspects of our content could be enhanced, such as visuals</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; or messaging.</span>\n",
       "</pre>\n"
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       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > Improving our content based on the insights we gather is a great idea. I\u001b[0m\n",
       "\u001b[32m                    > should consider what aspects of our content could be enhanced, such as visuals\u001b[0m\n",
       "\u001b[32m                    > or messaging.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; I think we could enhance our content by focusing on more engaging visuals and</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; clearer messaging. We might also consider varying the formats, like</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; incorporating videos or infographics to capture attention better.</span>\n",
       "</pre>\n"
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       "\u001b[1;4;38;5;40mClara Thompson\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > I think we could enhance our content by focusing on more engaging visuals and\u001b[0m\n",
       "\u001b[1;38;5;40m                    > clearer messaging. We might also consider varying the formats, like\u001b[0m\n",
       "\u001b[1;38;5;40m                    > incorporating videos or infographics to capture attention better.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I should also consider gathering feedback from our audience to understand</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; their preferences better. This could guide us in making more informed content</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; decisions.</span>\n",
       "</pre>\n"
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       "\u001b[4;32mClara Thompson\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I should also consider gathering feedback from our audience to understand\u001b[0m\n",
       "\u001b[32m                    > their preferences better. This could guide us in making more informed content\u001b[0m\n",
       "\u001b[32m                    > decisions.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
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       "\u001b[4;38;5;252mClara Thompson\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; I think we could enhance our content by focusing on more engaging visuals and</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; clearer messaging. We might also consider varying the formats, like</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                    &gt; incorporating videos or infographics to capture attention better.</span>\n",
       "</pre>\n"
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       "\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > I think we could enhance our content by focusing on more engaging visuals and\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > clearer messaging. We might also consider varying the formats, like\u001b[0m\n",
       "\u001b[1;3;38;5;51m                    > incorporating videos or infographics to capture attention better.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Liam Carter</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; Clara's suggestions about enhancing our content with engaging visuals and varied</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; formats are spot on. I should consider how we can implement these ideas in our</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                 &gt; upcoming campaigns.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mLiam Carter\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                 > Clara's suggestions about enhancing our content with engaging visuals and varied\u001b[0m\n",
       "\u001b[32m                 > formats are spot on. I should consider how we can implement these ideas in our\u001b[0m\n",
       "\u001b[32m                 > upcoming campaigns.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Liam Carter</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; I love those ideas! Incorporating videos and infographics could really help us</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; stand out. Let's brainstorm some specific concepts we can use for our next</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                 &gt; campaign.</span>\n",
       "</pre>\n"
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       "\u001b[1;4;38;5;40mLiam Carter\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                 > I love those ideas! Incorporating videos and infographics could really help us\u001b[0m\n",
       "\u001b[1;38;5;40m                 > stand out. Let's brainstorm some specific concepts we can use for our next\u001b[0m\n",
       "\u001b[1;38;5;40m                 > campaign.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Liam Carter</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
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       "\u001b[4;38;5;252mLiam Carter\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I love those ideas! Incorporating videos and infographics could really help us</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; stand out. Let's brainstorm some specific concepts we can use for our next</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; campaign.</span>\n",
       "</pre>\n"
      ],
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       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I love those ideas! Incorporating videos and infographics could really help us\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > stand out. Let's brainstorm some specific concepts we can use for our next\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > campaign.\u001b[0m\n"
      ]
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    }
   ],
   "source": [
    "company.run(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now extract the conversations, which form the synthetic corpus we wanted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2025</span>-<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">01</span>-02T<span style=\"color: #00ff00; text-decoration-color: #00ff00; font-weight: bold\">23:12:31</span>.<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">954072</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Get some work done together, help each other.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; Collaborating with someone can be really beneficial. I should consider how we</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; can help each other effectively.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; That sounds like a great idea! I'm always up for collaborating. What specific</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; tasks do you have in mind?</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic\"> acts: [DONE] </span>\n",
       "\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I think we could work on analyzing our recent campaign metrics together. It would</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; be great to get your insights! What do you think?</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; Analyzing the campaign metrics together sounds like a productive idea. I can</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; provide insights based on my research and experience.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; I think that's a fantastic idea, Liam! I have some thoughts on the metrics we</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; should focus on. Which specific areas do you want to analyze first?</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; I should prepare for the analysis by reviewing the campaign metrics and</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; identifying key trends or areas of concern.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic\"> acts: [DONE] </span>\n",
       "\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I think we should start by looking at the engagement rates first. They can give</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; us a good idea of how our audience is responding to the content. After that, we</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; could dive into conversion metrics. What do you think?</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; Starting with engagement rates makes a lot of sense. It will help us</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; understand audience interaction before looking at conversions.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; I completely agree, Liam! Let's start with the engagement rates. I can pull up</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; the data we have and analyze it together. After that, we can move on to</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; conversion metrics.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; I should gather the engagement data and prepare some insights to share with</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; Liam. This will help us have a productive discussion.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic\"> acts: [DONE] </span>\n",
       "\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; Great! Once you have the data, we can look for trends and see what content</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; performed best. I’m curious to find out if there are any patterns in audience</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; engagement.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; Looking for trends in audience engagement will be insightful. I should analyze</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; which content types resonated most with our audience.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; Absolutely, Liam! I’ll analyze the data for trends and see which content</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; performed best. It will be interesting to uncover any patterns in audience</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; engagement.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; I need to ensure that I gather all relevant data before our analysis. This</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; includes looking at different content types and their engagement metrics.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic\"> acts: [DONE] </span>\n",
       "\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I'm looking forward to seeing what you find! Maybe we can also think about how to</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; improve our content based on the insights we gather. Do you have any initial</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; thoughts on that?</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; Improving our content based on the insights we gather is a great idea. I</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; should consider what aspects of our content could be enhanced, such as visuals</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; or messaging.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; I think we could enhance our content by focusing on more engaging visuals and</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; clearer messaging. We might also consider varying the formats, like</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; font-style: italic\">                    &gt; incorporating videos or infographics to capture attention better.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\"> acts: [THINK] </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; I should also consider gathering feedback from our audience to understand</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; their preferences better. This could guide us in making more informed content</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold; font-style: italic\">                    &gt; decisions.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold; font-style: italic\"> acts: [DONE] </span>\n",
       "\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt;&gt; Date and time of events: 2025-01-02T23:12:31.954072</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Liam Carter</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Clara Thompson</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; I love those ideas! Incorporating videos and infographics could really help us</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; stand out. Let's brainstorm some specific concepts we can use for our next</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">                 &gt; campaign.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       ">>>>>>>>> Date and time of events: \u001b[1;36m2025\u001b[0m-\u001b[1;36m01\u001b[0m-02T\u001b[1;92m23:12:31\u001b[0m.\u001b[1;36m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Get some work done together, help each other.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > Collaborating with someone can be really beneficial. I should consider how we\u001b[0m\n",
       "\u001b[1;3;32m                    > can help each other effectively.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;40mClara Thompson\u001b[0m\u001b[1;3;38;5;40m acts: \u001b[0m\u001b[1;3;38;5;40m[\u001b[0m\u001b[1;3;38;5;40mTALK\u001b[0m\u001b[1;3;38;5;40m]\u001b[0m\u001b[1;3;38;5;40m \u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > That sounds like a great idea! I'm always up for collaborating. What specific\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > tasks do you have in mind?\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;252mClara Thompson\u001b[0m\u001b[1;3;38;5;252m acts: \u001b[0m\u001b[1;3;38;5;252m[\u001b[0m\u001b[1;3;38;5;252mDONE\u001b[0m\u001b[1;3;38;5;252m]\u001b[0m\u001b[1;3;38;5;252m \u001b[0m\n",
       "\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I think we could work on analyzing our recent campaign metrics together. It would\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > be great to get your insights! What do you think?\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > Analyzing the campaign metrics together sounds like a productive idea. I can\u001b[0m\n",
       "\u001b[1;3;32m                    > provide insights based on my research and experience.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;40mClara Thompson\u001b[0m\u001b[1;3;38;5;40m acts: \u001b[0m\u001b[1;3;38;5;40m[\u001b[0m\u001b[1;3;38;5;40mTALK\u001b[0m\u001b[1;3;38;5;40m]\u001b[0m\u001b[1;3;38;5;40m \u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > I think that's a fantastic idea, Liam! I have some thoughts on the metrics we\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > should focus on. Which specific areas do you want to analyze first?\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > I should prepare for the analysis by reviewing the campaign metrics and\u001b[0m\n",
       "\u001b[1;3;32m                    > identifying key trends or areas of concern.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;252mClara Thompson\u001b[0m\u001b[1;3;38;5;252m acts: \u001b[0m\u001b[1;3;38;5;252m[\u001b[0m\u001b[1;3;38;5;252mDONE\u001b[0m\u001b[1;3;38;5;252m]\u001b[0m\u001b[1;3;38;5;252m \u001b[0m\n",
       "\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I think we should start by looking at the engagement rates first. They can give\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > us a good idea of how our audience is responding to the content. After that, we\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > could dive into conversion metrics. What do you think?\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > Starting with engagement rates makes a lot of sense. It will help us\u001b[0m\n",
       "\u001b[1;3;32m                    > understand audience interaction before looking at conversions.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;40mClara Thompson\u001b[0m\u001b[1;3;38;5;40m acts: \u001b[0m\u001b[1;3;38;5;40m[\u001b[0m\u001b[1;3;38;5;40mTALK\u001b[0m\u001b[1;3;38;5;40m]\u001b[0m\u001b[1;3;38;5;40m \u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > I completely agree, Liam! Let's start with the engagement rates. I can pull up\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > the data we have and analyze it together. After that, we can move on to\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > conversion metrics.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > I should gather the engagement data and prepare some insights to share with\u001b[0m\n",
       "\u001b[1;3;32m                    > Liam. This will help us have a productive discussion.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;252mClara Thompson\u001b[0m\u001b[1;3;38;5;252m acts: \u001b[0m\u001b[1;3;38;5;252m[\u001b[0m\u001b[1;3;38;5;252mDONE\u001b[0m\u001b[1;3;38;5;252m]\u001b[0m\u001b[1;3;38;5;252m \u001b[0m\n",
       "\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > Great! Once you have the data, we can look for trends and see what content\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > performed best. I’m curious to find out if there are any patterns in audience\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > engagement.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > Looking for trends in audience engagement will be insightful. I should analyze\u001b[0m\n",
       "\u001b[1;3;32m                    > which content types resonated most with our audience.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;40mClara Thompson\u001b[0m\u001b[1;3;38;5;40m acts: \u001b[0m\u001b[1;3;38;5;40m[\u001b[0m\u001b[1;3;38;5;40mTALK\u001b[0m\u001b[1;3;38;5;40m]\u001b[0m\u001b[1;3;38;5;40m \u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > Absolutely, Liam! I’ll analyze the data for trends and see which content\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > performed best. It will be interesting to uncover any patterns in audience\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > engagement.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > I need to ensure that I gather all relevant data before our analysis. This\u001b[0m\n",
       "\u001b[1;3;32m                    > includes looking at different content types and their engagement metrics.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;252mClara Thompson\u001b[0m\u001b[1;3;38;5;252m acts: \u001b[0m\u001b[1;3;38;5;252m[\u001b[0m\u001b[1;3;38;5;252mDONE\u001b[0m\u001b[1;3;38;5;252m]\u001b[0m\u001b[1;3;38;5;252m \u001b[0m\n",
       "\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I'm looking forward to seeing what you find! Maybe we can also think about how to\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > improve our content based on the insights we gather. Do you have any initial\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > thoughts on that?\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > Improving our content based on the insights we gather is a great idea. I\u001b[0m\n",
       "\u001b[1;3;32m                    > should consider what aspects of our content could be enhanced, such as visuals\u001b[0m\n",
       "\u001b[1;3;32m                    > or messaging.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;40mClara Thompson\u001b[0m\u001b[1;3;38;5;40m acts: \u001b[0m\u001b[1;3;38;5;40m[\u001b[0m\u001b[1;3;38;5;40mTALK\u001b[0m\u001b[1;3;38;5;40m]\u001b[0m\u001b[1;3;38;5;40m \u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > I think we could enhance our content by focusing on more engaging visuals and\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > clearer messaging. We might also consider varying the formats, like\u001b[0m\n",
       "\u001b[1;3;38;5;40m                    > incorporating videos or infographics to capture attention better.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;32mClara Thompson\u001b[0m\u001b[1;3;32m acts: \u001b[0m\u001b[1;3;32m[\u001b[0m\u001b[1;3;32mTHINK\u001b[0m\u001b[1;3;32m]\u001b[0m\u001b[1;3;32m \u001b[0m\n",
       "\u001b[1;3;32m                    > I should also consider gathering feedback from our audience to understand\u001b[0m\n",
       "\u001b[1;3;32m                    > their preferences better. This could guide us in making more informed content\u001b[0m\n",
       "\u001b[1;3;32m                    > decisions.\u001b[0m\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;252mClara Thompson\u001b[0m\u001b[1;3;38;5;252m acts: \u001b[0m\u001b[1;3;38;5;252m[\u001b[0m\u001b[1;3;38;5;252mDONE\u001b[0m\u001b[1;3;38;5;252m]\u001b[0m\u001b[1;3;38;5;252m \u001b[0m\n",
       "\n",
       "\u001b[1;3;38;5;51m>>>>>>>>> Date and time of events: \u001b[0m\u001b[1;3;38;5;51m2025\u001b[0m\u001b[1;3;38;5;51m-\u001b[0m\u001b[1;3;38;5;51m01\u001b[0m\u001b[1;3;38;5;51m-02T\u001b[0m\u001b[1;3;38;5;51m23:12:31\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\u001b[1;3;38;5;51m954072\u001b[0m\n",
       "\u001b[1;3;4;38;5;51mLiam Carter\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mClara Thompson\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > I love those ideas! Incorporating videos and infographics could really help us\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > stand out. Let's brainstorm some specific concepts we can use for our next\u001b[0m\n",
       "\u001b[1;3;38;5;51m                 > campaign.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "people[0].pp_current_interactions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "reducer = ResultsReducer()\n",
    "\n",
    "def aux_extract_content(focus_agent: TinyPerson, source_agent:TinyPerson, target_agent:TinyPerson, kind:str, event: str, content: str, timestamp:str):\n",
    "\n",
    "    if event == \"TALK\":\n",
    "        author = focus_agent.name\n",
    "    elif event == \"CONVERSATION\":\n",
    "        if source_agent is None:\n",
    "            author = \"USER\"\n",
    "        else:\n",
    "            author = source_agent.name\n",
    "    else:\n",
    "        raise ValueError(f\"Unknown event: {event}\")\n",
    "    \n",
    "    \n",
    "    entry = (author, content)\n",
    "    print(entry)\n",
    "    return entry\n",
    "    \n",
    "\n",
    "\n",
    "reducer.add_reduction_rule(\"TALK\", aux_extract_content)\n",
    "reducer.add_reduction_rule(\"CONVERSATION\", aux_extract_content)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we obtain the dataframe with the data and save it to a `.csv`, for later use in other applications."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('USER', 'Get some work done together, help each other.')\n",
      "('Clara Thompson', \"That sounds like a great idea! I'm always up for collaborating. What specific tasks do you have in mind?\")\n",
      "('Liam Carter', 'I think we could work on analyzing our recent campaign metrics together. It would be great to get your insights! What do you think?')\n",
      "('Clara Thompson', \"I think that's a fantastic idea, Liam! I have some thoughts on the metrics we should focus on. Which specific areas do you want to analyze first?\")\n",
      "('Liam Carter', 'I think we should start by looking at the engagement rates first. They can give us a good idea of how our audience is responding to the content. After that, we could dive into conversion metrics. What do you think?')\n",
      "('Clara Thompson', \"I completely agree, Liam! Let's start with the engagement rates. I can pull up the data we have and analyze it together. After that, we can move on to conversion metrics.\")\n",
      "('Liam Carter', 'Great! Once you have the data, we can look for trends and see what content performed best. I’m curious to find out if there are any patterns in audience engagement.')\n",
      "('Clara Thompson', 'Absolutely, Liam! I’ll analyze the data for trends and see which content performed best. It will be interesting to uncover any patterns in audience engagement.')\n",
      "('Liam Carter', \"I'm looking forward to seeing what you find! Maybe we can also think about how to improve our content based on the insights we gather. Do you have any initial thoughts on that?\")\n",
      "('Clara Thompson', 'I think we could enhance our content by focusing on more engaging visuals and clearer messaging. We might also consider varying the formats, like incorporating videos or infographics to capture attention better.')\n",
      "('Liam Carter', \"I love those ideas! Incorporating videos and infographics could really help us stand out. Let's brainstorm some specific concepts we can use for our next campaign.\")\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>USER</td>\n",
       "      <td>Get some work done together, help each other.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Clara Thompson</td>\n",
       "      <td>That sounds like a great idea! I'm always up f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Liam Carter</td>\n",
       "      <td>I think we could work on analyzing our recent ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Clara Thompson</td>\n",
       "      <td>I think that's a fantastic idea, Liam! I have ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Liam Carter</td>\n",
       "      <td>I think we should start by looking at the enga...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Clara Thompson</td>\n",
       "      <td>I completely agree, Liam! Let's start with the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Liam Carter</td>\n",
       "      <td>Great! Once you have the data, we can look for...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Clara Thompson</td>\n",
       "      <td>Absolutely, Liam! I’ll analyze the data for tr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Liam Carter</td>\n",
       "      <td>I'm looking forward to seeing what you find! M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Clara Thompson</td>\n",
       "      <td>I think we could enhance our content by focusi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Liam Carter</td>\n",
       "      <td>I love those ideas! Incorporating videos and i...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            author                                            content\n",
       "0             USER      Get some work done together, help each other.\n",
       "1   Clara Thompson  That sounds like a great idea! I'm always up f...\n",
       "2      Liam Carter  I think we could work on analyzing our recent ...\n",
       "3   Clara Thompson  I think that's a fantastic idea, Liam! I have ...\n",
       "4      Liam Carter  I think we should start by looking at the enga...\n",
       "5   Clara Thompson  I completely agree, Liam! Let's start with the...\n",
       "6      Liam Carter  Great! Once you have the data, we can look for...\n",
       "7   Clara Thompson  Absolutely, Liam! I’ll analyze the data for tr...\n",
       "8      Liam Carter  I'm looking forward to seeing what you find! M...\n",
       "9   Clara Thompson  I think we could enhance our content by focusi...\n",
       "10     Liam Carter  I love those ideas! Incorporating videos and i..."
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = reducer.reduce_agent_to_dataframe(people[0], column_names=[\"author\", \"content\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(\"../data/extractions/synthetic_data_generation.out.csv\", index=False)"
   ]
  }
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