summarization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Script Notes:\n",
    "\n",
    "-   0919: working with new structure for transcription file master dictionary\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "INSTRUCTOR\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Model, Tokenizer\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "model_id": "a9a0ecc823f14b198afabe8e2f285e91",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Fetching 7 files:   0%|          | 0/7 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mlx_lm import load, generate\n",
    "from IPython.display import Markdown\n",
    "\n",
    "\n",
    "    \n",
    "# Dictionary of available models\n",
    "all_models = {\n",
    "    \"llama3_8b\": \"mlx-community/Meta-Llama-3-8B-Instruct-8bit\",\n",
    "    \"llama3_8b_1048k\": \"mlx-community/Llama-3-8B-Instruct-1048k-8bit\",\n",
    "    \"llama3_70b_1048k\": \"mlx-community/Llama-3-70B-Instruct-Gradient-1048k-8bit\",\n",
    "}\n",
    "\n",
    "def load_model(model_name=\"mlx-community/Meta-Llama-3-8B-Instruct-8bit\"):\n",
    "    model, tokenizer = load(model_name)\n",
    "    return model, tokenizer\n",
    "\n",
    "model, tokenizer = load_model()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### SUMMARIZATION\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NETRA 0918\n",
    "\n",
    "1. pull sentences to text,\n",
    "2. summarize\n",
    "3. Summarize the summaries\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Here is a summary of the text in 2 sentences or less:\n",
       "\n",
       "The Industrial Revolution, which began in Britain in the late 1700s, marked a shift from manual labor and home-based manufacturing to powered machinery, factories, and mass production. While industrialization brought about increased goods and improved living standards for some, it also led to poor working and living conditions for the working class."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define the role of the chatbot\n",
    "system_prompt = \"You are a helpful assistant, an expert at summarizing text down to its most important and relevant information.\"\n",
    "\n",
    "# give me some text to summarize\n",
    "# Sample text to summarize\n",
    "text = \"\"\"\n",
    "The Industrial Revolution, which took place from the 18th to 19th centuries, was a period during which predominantly agrarian, rural societies in Europe and America became industrial and urban. Prior to the Industrial Revolution, which began in Britain in the late 1700s, manufacturing was often done in people's homes, using hand tools or basic machines. Industrialization marked a shift to powered, special-purpose machinery, factories and mass production. The iron and textile industries, along with the development of the steam engine, played central roles in the Industrial Revolution, which also saw improved systems of transportation, communication and banking. While industrialization brought about an increased volume and variety of manufactured goods and an improved standard of living for some, it also resulted in often grim employment and living conditions for the poor and working classes. \n",
    "\"\"\"\n",
    "\n",
    "# Define a mathematical problem\n",
    "user_prompt = f\"Please summarize the following text in 2 sentences or less: {text}\"\n",
    "\n",
    "# Set up the chat scenario with roles\n",
    "messages = [\n",
    "    {\"role\": \"system\", \"content\": system_prompt},\n",
    "    {\"role\": \"user\", \"content\": user_prompt}\n",
    "]\n",
    "\n",
    "# Apply the chat template to format the input for the model\n",
    "input_ids = tokenizer.apply_chat_template(messages, add_generation_prompt=True)\n",
    "\n",
    "# Decode the tokenized input back to text format to be used as a prompt for the model\n",
    "prompt = tokenizer.decode(input_ids)\n",
    "\n",
    "# Generate a response using the model\n",
    "response = generate(model, tokenizer, max_tokens=512, prompt=prompt)\n",
    "\n",
    "Markdown(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Transcribe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transcription successful:\n",
      "[\n",
      "  {\n",
      "    \"File\": \"file.mp4\",\n",
      "    \"Transcription\": [\n",
      "      {\n",
      "        \"Sentence\": \"This introductory experience will help you comprehend and implement Yeah, it was hard.\",\n",
      "        \"Start Time\": 4.135,\n",
      "        \"End Time\": 31.713\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Can you start this one with the first line?\",\n",
      "        \"Start Time\": 31.953,\n",
      "        \"End Time\": 35.115\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Yeah, bring it up to the word, yeah, that would be good.\",\n",
      "        \"Start Time\": 35.135,\n",
      "        \"End Time\": 38.098\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Because I wasn't sure where I was going.\",\n",
      "        \"Start Time\": 38.919,\n",
      "        \"End Time\": 40.68\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"That's where I noticed the stumble.\",\n",
      "        \"Start Time\": 42.201,\n",
      "        \"End Time\": 43.222\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Perfect, thank you.\",\n",
      "        \"Start Time\": 43.983,\n",
      "        \"End Time\": 44.683\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"This introductory experience will help you comprehend and implement the concept of sustainability.\",\n",
      "        \"Start Time\": 48.046,\n",
      "        \"End Time\": 53.271\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"It examines how companies develop and implement sustainability as business strategy.\",\n",
      "        \"Start Time\": 54.071,\n",
      "        \"End Time\": 59.236\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"You will investigate sustainability's environmental, social, and governance factors, and learn how to apply tools of data analytics and communication to disclose non-financial risks and opportunities.\",\n",
      "        \"Start Time\": 60.114,\n",
      "        \"End Time\": 72.465\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations.\",\n",
      "        \"Start Time\": 73.926,\n",
      "        \"End Time\": 81.572\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Yes.\",\n",
      "        \"Start Time\": 86.296,\n",
      "        \"End Time\": 86.437\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"as a business strategy versus as a business strategy.\",\n",
      "        \"Start Time\": 92.27,\n",
      "        \"End Time\": 95.144\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations.\",\n",
      "        \"Start Time\": 118.404,\n",
      "        \"End Time\": 125.93\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"We'll examine what it means to develop a culture of sustainability.\",\n",
      "        \"Start Time\": 126.731,\n",
      "        \"End Time\": 130.173\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"We'll also explore.\",\n",
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      "        \"End Time\": 131.674\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Yeah, let's do that again.\",\n",
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      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Where are we starting from?\",\n",
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      "      },\n",
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      "        \"Sentence\": \"You will learn.\",\n",
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      "        \"Sentence\": \"You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations.\",\n",
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      "        \"Sentence\": \"We'll examine what it means to develop a culture of sustainability.\",\n",
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      "      },\n",
      "      {\n",
      "        \"Sentence\": \"We'll also explore how companies identify, map, and engage stakeholders in a variety of settings with diverse parties in situations that are often complex, technical, controversial, multi-jurisdictional, and involve varying numbers of people, from small groups to large public meetings.\",\n",
      "        \"Start Time\": 155.173,\n",
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      "      },\n",
      "      {\n",
      "        \"Sentence\": \"For this analysis, you learn how companies can engage stakeholders in ways that turn us-versus-them dynamics into all-of-us alliances.\",\n",
      "        \"Start Time\": 173.797,\n",
      "        \"End Time\": 186.862\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"Upon successful completion of this experience, you will be able to identify ESG aspects, impacts, and target audiences, identify emerging issues and stakeholder concerns associated with the effectiveness of sustainability and ESG reports, select appropriate sustainability key performance indicators, and communicate how sustainability builds competitive advantage, drives innovation, and creates value.\",\n",
      "        \"Start Time\": 197.481,\n",
      "        \"End Time\": 224.237\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"So let's get started.\",\n",
      "        \"Start Time\": 224.957,\n",
      "        \"End Time\": 225.938\n",
      "      },\n",
      "      {\n",
      "        \"Sentence\": \"All right, thank you.\",\n",
      "        \"Start Time\": 230.173,\n",
      "        \"End Time\": 231.798\n",
      "      }\n",
      "    ]\n",
      "  }\n",
      "]\n"
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   ],
   "source": [
    "# def transcribe()\n",
    "\n",
    "import requests\n",
    "import json\n",
    "import os\n",
    "\n",
    "# file_path = \"/Users/tristangardner/Documents/Programming/02_Media/Wayne Mayer/Full Proxies 240117/EXO_WM_S001_S001_T006_proxyWT.mp4\"\n",
    "\n",
    "\n",
    "def transcribe(file_path):\n",
    "    # Update the URL to the correct endpoint\n",
    "    url = \"http://104.185.74.85:8443/transcribe-multiple\"\n",
    "\n",
    "    # Prepare the data to be sent in the POST request\n",
    "    # get the file name from file_path\n",
    "    file_name = os.path.basename(file_path)\n",
    "\n",
    "    import mimetypes\n",
    "\n",
    "    # Determine the MIME type of the file\n",
    "    mime_type, _ = mimetypes.guess_type(file_path)\n",
    "\n",
    "    # If MIME type couldn't be determined, default to 'application/octet-stream'\n",
    "    if mime_type is None:\n",
    "        mime_type = 'application/octet-stream'\n",
    "\n",
    "    files = [('files', (file_name, open(file_path, 'rb'), mime_type))]\n",
    "\n",
    "    # Send the POST request with the file\n",
    "    response = requests.post(url, files=files)\n",
    "\n",
    "    # Check if the request was successful\n",
    "    if response.status_code == 200:\n",
    "        # Parse the JSON response\n",
    "        result = response.json()\n",
    "        print(\"Transcription successful:\")\n",
    "        print(json.dumps(result, indent=4))\n",
    "        return result\n",
    "    else:\n",
    "        print(f\"Error: {response.status_code}\")\n",
    "        print(response.text)\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'File': 'file.mp4',\n",
       " 'Transcription': [{'Sentence': 'This introductory experience will help you comprehend and implement Yeah, it was hard.',\n",
       "   'Start Time': 4.135,\n",
       "   'End Time': 31.713},\n",
       "  {'Sentence': 'Can you start this one with the first line?',\n",
       "   'Start Time': 31.953,\n",
       "   'End Time': 35.115},\n",
       "  {'Sentence': 'Yeah, bring it up to the word, yeah, that would be good.',\n",
       "   'Start Time': 35.135,\n",
       "   'End Time': 38.098},\n",
       "  {'Sentence': \"Because I wasn't sure where I was going.\",\n",
       "   'Start Time': 38.919,\n",
       "   'End Time': 40.68},\n",
       "  {'Sentence': \"That's where I noticed the stumble.\",\n",
       "   'Start Time': 42.201,\n",
       "   'End Time': 43.222},\n",
       "  {'Sentence': 'Perfect, thank you.',\n",
       "   'Start Time': 43.983,\n",
       "   'End Time': 44.683},\n",
       "  {'Sentence': 'This introductory experience will help you comprehend and implement the concept of sustainability.',\n",
       "   'Start Time': 48.046,\n",
       "   'End Time': 53.271},\n",
       "  {'Sentence': 'It examines how companies develop and implement sustainability as business strategy.',\n",
       "   'Start Time': 54.071,\n",
       "   'End Time': 59.236},\n",
       "  {'Sentence': \"You will investigate sustainability's environmental, social, and governance factors, and learn how to apply tools of data analytics and communication to disclose non-financial risks and opportunities.\",\n",
       "   'Start Time': 60.114,\n",
       "   'End Time': 72.465},\n",
       "  {'Sentence': 'You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations.',\n",
       "   'Start Time': 73.926,\n",
       "   'End Time': 81.572},\n",
       "  {'Sentence': 'Yes.', 'Start Time': 86.296, 'End Time': 86.437},\n",
       "  {'Sentence': 'as a business strategy versus as a business strategy.',\n",
       "   'Start Time': 92.27,\n",
       "   'End Time': 95.144},\n",
       "  {'Sentence': 'You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations.',\n",
       "   'Start Time': 118.404,\n",
       "   'End Time': 125.93},\n",
       "  {'Sentence': \"We'll examine what it means to develop a culture of sustainability.\",\n",
       "   'Start Time': 126.731,\n",
       "   'End Time': 130.173},\n",
       "  {'Sentence': \"We'll also explore.\",\n",
       "   'Start Time': 130.714,\n",
       "   'End Time': 131.674},\n",
       "  {'Sentence': \"Yeah, let's do that again.\",\n",
       "   'Start Time': 131.694,\n",
       "   'End Time': 139.08},\n",
       "  {'Sentence': 'Where are we starting from?',\n",
       "   'Start Time': 139.1,\n",
       "   'End Time': 140.902},\n",
       "  {'Sentence': 'You will learn.', 'Start Time': 140.922, 'End Time': 141.302},\n",
       "  {'Sentence': 'You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations.',\n",
       "   'Start Time': 143.49,\n",
       "   'End Time': 150.092},\n",
       "  {'Sentence': \"We'll examine what it means to develop a culture of sustainability.\",\n",
       "   'Start Time': 151.112,\n",
       "   'End Time': 154.413},\n",
       "  {'Sentence': \"We'll also explore how companies identify, map, and engage stakeholders in a variety of settings with diverse parties in situations that are often complex, technical, controversial, multi-jurisdictional, and involve varying numbers of people, from small groups to large public meetings.\",\n",
       "   'Start Time': 155.173,\n",
       "   'End Time': 172.757},\n",
       "  {'Sentence': 'For this analysis, you learn how companies can engage stakeholders in ways that turn us-versus-them dynamics into all-of-us alliances.',\n",
       "   'Start Time': 173.797,\n",
       "   'End Time': 186.862},\n",
       "  {'Sentence': 'Upon successful completion of this experience, you will be able to identify ESG aspects, impacts, and target audiences, identify emerging issues and stakeholder concerns associated with the effectiveness of sustainability and ESG reports, select appropriate sustainability key performance indicators, and communicate how sustainability builds competitive advantage, drives innovation, and creates value.',\n",
       "   'Start Time': 197.481,\n",
       "   'End Time': 224.237},\n",
       "  {'Sentence': \"So let's get started.\",\n",
       "   'Start Time': 224.957,\n",
       "   'End Time': 225.938},\n",
       "  {'Sentence': 'All right, thank you.',\n",
       "   'Start Time': 230.173,\n",
       "   'End Time': 231.798}]}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open(\"transcription_wayne_test_0915.json\", \"r\") as f:\n",
    "    transcription = json.load(f)\n",
    "transcription = transcription[0]\n",
    "transcription"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transcription DF\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
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       "      <th>Sentence</th>\n",
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       "      <td>31.713</td>\n",
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       "      <td>Perfect, thank you.</td>\n",
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       "      <td>44.683</td>\n",
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       "      <th>6</th>\n",
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       "      <td>53.271</td>\n",
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       "      <td>It examines how companies develop and implemen...</td>\n",
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       "      <td>59.236</td>\n",
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       "      <th>8</th>\n",
       "      <td>You will investigate sustainability's environm...</td>\n",
       "      <td>60.114</td>\n",
       "      <td>72.465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>You will learn how businesses use governance, ...</td>\n",
       "      <td>73.926</td>\n",
       "      <td>81.572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Yes.</td>\n",
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       "      <td>86.437</td>\n",
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       "      <th>11</th>\n",
       "      <td>as a business strategy versus as a business st...</td>\n",
       "      <td>92.270</td>\n",
       "      <td>95.144</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>You will learn how businesses use governance, ...</td>\n",
       "      <td>118.404</td>\n",
       "      <td>125.930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>We'll examine what it means to develop a cultu...</td>\n",
       "      <td>126.731</td>\n",
       "      <td>130.173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>We'll also explore.</td>\n",
       "      <td>130.714</td>\n",
       "      <td>131.674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Yeah, let's do that again.</td>\n",
       "      <td>131.694</td>\n",
       "      <td>139.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Where are we starting from?</td>\n",
       "      <td>139.100</td>\n",
       "      <td>140.902</td>\n",
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       "      <td>We'll examine what it means to develop a cultu...</td>\n",
       "      <td>151.112</td>\n",
       "      <td>154.413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>We'll also explore how companies identify, map...</td>\n",
       "      <td>155.173</td>\n",
       "      <td>172.757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>For this analysis, you learn how companies can...</td>\n",
       "      <td>173.797</td>\n",
       "      <td>186.862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Upon successful completion of this experience,...</td>\n",
       "      <td>197.481</td>\n",
       "      <td>224.237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>So let's get started.</td>\n",
       "      <td>224.957</td>\n",
       "      <td>225.938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>All right, thank you.</td>\n",
       "      <td>230.173</td>\n",
       "      <td>231.798</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             Sentence  Start Time  End Time\n",
       "0   This introductory experience will help you com...       4.135    31.713\n",
       "1         Can you start this one with the first line?      31.953    35.115\n",
       "2   Yeah, bring it up to the word, yeah, that woul...      35.135    38.098\n",
       "3            Because I wasn't sure where I was going.      38.919    40.680\n",
       "4                 That's where I noticed the stumble.      42.201    43.222\n",
       "5                                 Perfect, thank you.      43.983    44.683\n",
       "6   This introductory experience will help you com...      48.046    53.271\n",
       "7   It examines how companies develop and implemen...      54.071    59.236\n",
       "8   You will investigate sustainability's environm...      60.114    72.465\n",
       "9   You will learn how businesses use governance, ...      73.926    81.572\n",
       "10                                               Yes.      86.296    86.437\n",
       "11  as a business strategy versus as a business st...      92.270    95.144\n",
       "12  You will learn how businesses use governance, ...     118.404   125.930\n",
       "13  We'll examine what it means to develop a cultu...     126.731   130.173\n",
       "14                                We'll also explore.     130.714   131.674\n",
       "15                         Yeah, let's do that again.     131.694   139.080\n",
       "16                        Where are we starting from?     139.100   140.902\n",
       "17                                    You will learn.     140.922   141.302\n",
       "18  You will learn how businesses use governance, ...     143.490   150.092\n",
       "19  We'll examine what it means to develop a cultu...     151.112   154.413\n",
       "20  We'll also explore how companies identify, map...     155.173   172.757\n",
       "21  For this analysis, you learn how companies can...     173.797   186.862\n",
       "22  Upon successful completion of this experience,...     197.481   224.237\n",
       "23                              So let's get started.     224.957   225.938\n",
       "24                              All right, thank you.     230.173   231.798"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Assuming 'transcription' contains your JSON data\n",
    "df = pd.DataFrame(transcription['Transcription'])\n",
    "\n",
    "# Display the dataframe\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "text object\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This introductory experience will help you comprehend and implement Yeah, it was hard. Can you start this one with the first line? Yeah, bring it up to the word, yeah, that would be good. Because I wasn't sure where I was going. That's where I noticed the stumble. Perfect, thank you. This introductory experience will help you comprehend and implement the concept of sustainability. It examines how companies develop and implement sustainability as business strategy. You will investigate sustainability's environmental, social, and governance factors, and learn how to apply tools of data analytics and communication to disclose non-financial risks and opportunities. You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations. Yes. as a business strategy versus as a business strategy. You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations. We'll examine what it means to develop a culture of sustainability. We'll also explore. Yeah, let's do that again. Where are we starting from? You will learn. You will learn how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations. We'll examine what it means to develop a culture of sustainability. We'll also explore how companies identify, map, and engage stakeholders in a variety of settings with diverse parties in situations that are often complex, technical, controversial, multi-jurisdictional, and involve varying numbers of people, from small groups to large public meetings. For this analysis, you learn how companies can engage stakeholders in ways that turn us-versus-them dynamics into all-of-us alliances. Upon successful completion of this experience, you will be able to identify ESG aspects, impacts, and target audiences, identify emerging issues and stakeholder concerns associated with the effectiveness of sustainability and ESG reports, select appropriate sustainability key performance indicators, and communicate how sustainability builds competitive advantage, drives innovation, and creates value. So let's get started. All right, thank you.\n"
     ]
    }
   ],
   "source": [
    "# Extract all sentences from the transcription\n",
    "all_sentences = [item['Sentence'] for item in transcription['Transcription']]\n",
    "\n",
    "# Combine all sentences into a single text\n",
    "text_wayne = ' '.join(all_sentences)\n",
    "\n",
    "print(text_wayne)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### INFERENCING\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def prompt_llama()\n",
    "from typing import List, Dict, Optional\n",
    "\n",
    "def prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt: str,\n",
    "    user_prompt: str,\n",
    "    max_tokens: int = 1000000,\n",
    "    top_p: float = 0.9,\n",
    "    additional_messages: Optional[List[Dict[str, str]]] = None\n",
    ") -> str:\n",
    "    \"\"\"\n",
    "    A template function to easily prompt the Llama model.\n",
    "\n",
    "    Args:\n",
    "    model: The loaded Llama model\n",
    "    tokenizer: The tokenizer for the model\n",
    "    system_prompt (str): The system prompt to set the context\n",
    "    user_prompt (str): The user's prompt/question\n",
    "    max_tokens (int): Maximum number of tokens to generate\n",
    "    top_p (float): Controls diversity of generation. Lower values make output more focused.\n",
    "    additional_messages (List[Dict[str, str]], optional): Additional messages to include in the conversation\n",
    "\n",
    "    Returns:\n",
    "    str: The generated response from the model\n",
    "    \"\"\"\n",
    "    # Set up the chat scenario with roles\n",
    "    messages = [\n",
    "        {\"role\": \"system\", \"content\": system_prompt},\n",
    "        {\"role\": \"user\", \"content\": user_prompt}\n",
    "    ]\n",
    "\n",
    "    # Add any additional messages if provided\n",
    "    if additional_messages:\n",
    "        messages.extend(additional_messages)\n",
    "\n",
    "    # Apply the chat template to format the input for the model\n",
    "    input_ids = tokenizer.apply_chat_template(messages, add_generation_prompt=True)\n",
    "\n",
    "    # Decode the tokenized input back to text format to be used as a prompt for the model\n",
    "    prompt = tokenizer.decode(input_ids)\n",
    "\n",
    "    try:\n",
    "        # Generate a response using the model\n",
    "        response = generate(\n",
    "            model, \n",
    "            tokenizer, \n",
    "            prompt=prompt,\n",
    "            max_tokens=max_tokens,\n",
    "            top_p=top_p\n",
    "        )\n",
    "        return response\n",
    "    except Exception as e:\n",
    "        return f\"An error occurred: {str(e)}\"\n",
    "\n",
    "# Example usage:\n",
    "# response = prompt_llama(\n",
    "#     model,\n",
    "#     tokenizer,\n",
    "#     system_prompt=\"You are a helpful assistant.\",\n",
    "#     user_prompt=\"What is the capital of France?\",\n",
    "# )\n",
    "# print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Testing...\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Strawberry\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let me count them for you!\n",
      "\n",
      "The word \"strawberry\" contains 2 R's.\n"
     ]
    }
   ],
   "source": [
    "# Example usage:\n",
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=\"You are a helpful assistant that is great at analyzing english letters and text.\",\n",
    "    user_prompt=\"How many r's are in the word 'strawberry'?\",\n",
    "    max_tokens=1000000\n",
    ")\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Language understanding and generation:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The age-old conundrum!\n",
      "\n",
      "In linguistics, \"affect\" and \"effect\" are two commonly confused words that have distinct meanings and uses.\n",
      "\n",
      "**Affect** (verb) means to influence or have an impact on something or someone. It can also mean to pretend or feign something.\n",
      "\n",
      "Example sentence: \"The cold weather will affect the crops.\" (Here, \"affect\" means to influence the crops.)\n",
      "\n",
      "**Effect** (noun) refers to the result or outcome of a particular action or set of circumstances.\n",
      "\n",
      "Example sentence: \"The effect of the cold weather on the crops was devastating.\" (Here, \"effect\" refers to the outcome or result of the cold weather on the crops.)\n",
      "\n",
      "To help you remember the difference:\n",
      "\n",
      "* If you're talking about something that is happening to someone or something (influence, impact), use \"affect\".\n",
      "* If you're talking about the result of something that has happened (outcome, consequence), use \"effect\".\n",
      "\n",
      "Here are some more examples to illustrate the difference:\n",
      "\n",
      "* The rain will affect the parade. (The rain will influence the parade.)\n",
      "* The new policy will have a positive effect on the company. (The new policy will have a positive outcome on the company.)\n",
      "* Her mood was affected by the news. (Her mood was influenced by the news.)\n",
      "* The effect of the news on her mood was profound. (The outcome of the news on her mood was profound.)\n",
      "\n",
      "Remember, if you're unsure which word to use, try replacing the word with \"influence\" or \"result\". If \"influence\" makes sense, use \"affect\". If \"result\" makes sense, use \"effect\".\n"
     ]
    }
   ],
   "source": [
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=\"You are a helpful assistant with expertise in linguistics.\",\n",
    "    user_prompt=\"Explain the difference between 'affect' and 'effect' and provide an example sentence for each.\",\n",
    "    max_tokens=10000\n",
    ")\n",
    "\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mathematical reasoning:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A classic problem!\n",
      "\n",
      "To find the area of a triangle, we can use Heron's Formula, which states that the area (A) of a triangle with sides of length a, b, and c is:\n",
      "\n",
      "A = √(s(s-a)(s-b)(s-c))\n",
      "\n",
      "where s is the semi-perimeter, which is half the perimeter of the triangle.\n",
      "\n",
      "First, let's find the semi-perimeter (s):\n",
      "\n",
      "s = (3 + 4 + 5) / 2\n",
      "= 12 / 2\n",
      "= 6\n",
      "\n",
      "Now, we can plug in the values into Heron's Formula:\n",
      "\n",
      "A = √(6(6-3)(6-4)(6-5))\n",
      "= √(6 × 3 × 2 × 1)\n",
      "= √(36)\n",
      "= 6\n",
      "\n",
      "So, the area of the triangle is 6 square units.\n",
      "\n",
      "Here's a visual representation of the triangle:\n",
      "\n",
      "```\n",
      "  5\n",
      "  / \\\n",
      " 3---4\n",
      "```\n",
      "\n",
      "I hope this helps! Let me know if you have any questions or need further clarification.\n"
     ]
    }
   ],
   "source": [
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=\"You are a math tutor capable of solving and explaining mathematical problems.\",\n",
    "    user_prompt=\"If a triangle has sides of length 3, 4, and 5, what is its area? Show your work.\",\n",
    "    max_tokens=100000\n",
    ")\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creative Writing:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "As the sun dipped into the sea, Emily climbed the winding stairs of the lighthouse, the scent of salt and seaweed filling her lungs. She had inherited the tower from a great aunt she never knew, along with a mysterious letter. The words danced before her eyes: \"Meet me at the top, where the light meets the darkness.\" Suddenly, a sleek black cat appeared, its eyes glowing like lanterns. \"Ah, you're the one,\" it said in a low, raspy voice. \"I've been waiting. Your aunt's secrets are hidden within these walls. Are you ready to uncover them?\" Emily's heart skipped a beat as the cat vanished, leaving her to ponder the mystery.\n"
     ]
    }
   ],
   "source": [
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=\"You are a creative writer specializing in short stories.\",\n",
    "    user_prompt=\"Write a 100-word story that includes the following elements: a lighthouse, a mysterious letter, and a talking cat.\",\n",
    "    max_tokens=5000\n",
    ")\n",
    "print(response)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Historical Knowledge:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The main causes of World War I were the complex system of alliances, imperialism, and nationalism that led to a chain reaction of events, culminating in the assassination of Archduke Franz Ferdinand in June 1914. The war had devastating consequences, including the loss of millions of lives, widespread destruction, and the redrawing of national borders. The war also led to the Russian Revolution, the rise of fascist and communist regimes in Europe, and the United States' emergence as a global superpower. The war's aftermath also led to the Treaty of Versailles, which imposed harsh penalties on Germany and contributed to the rise of Nazi Germany and the outbreak of World War II.\n"
     ]
    }
   ],
   "source": [
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=\"You are a history expert with extensive knowledge of world events.\",\n",
    "    user_prompt=\"Summarize the main causes and consequences of World War I in 3-4 sentences.\",\n",
    "    max_tokens=25000\n",
    ")\n",
    "print(response)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scientific explanation:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Photosynthesis! It's the magic that happens when plants, algae, and some bacteria convert sunlight into energy. Let me break it down for you in simple terms.\n",
      "\n",
      "**The Process:**\n",
      "\n",
      "Photosynthesis occurs in specialized organelles called chloroplasts, found in plant cells. It's a two-stage process:\n",
      "\n",
      "1. **Light-dependent reactions:** Light energy from the sun is absorbed by pigments like chlorophyll and converted into ATP (adenosine triphosphate) and NADPH (nicotinamide adenine dinucleotide phosphate). Think of it like charging your phone with solar power!\n",
      "2. **Light-independent reactions (Calvin cycle):** The ATP and NADPH produced in the first stage are used to convert carbon dioxide (CO2) and water (H2O) into glucose (a type of sugar) and oxygen (O2). This is like using the energy from your charged phone to power a device!\n",
      "\n",
      "**Why Photosynthesis is Important:**\n",
      "\n",
      "Photosynthesis is the backbone of life on Earth. Here's why:\n",
      "\n",
      "1. **Food source:** Plants produce glucose, which is used as energy for growth, development, and reproduction. Herbivores feed on plants, and carnivores feed on herbivores, so photosynthesis ultimately supports the entire food chain.\n",
      "2. **Oxygen production:** Photosynthesis releases oxygen (O2) as a byproduct, which is essential for the survival of most living organisms, including humans. We breathe in oxygen and exhale carbon dioxide, which plants can then use for photosynthesis.\n",
      "3. **Carbon sequestration:** Photosynthesis removes carbon dioxide from the atmosphere, which helps regulate the Earth's climate and mitigate the effects of climate change.\n",
      "4. **Ecosystem balance:** Photosynthesis supports the delicate balance of ecosystems by providing energy and nutrients for other organisms, such as decomposers, which break down organic matter and recycle nutrients.\n",
      "5. **Evolutionary significance:** Photosynthesis has driven the evolution of life on Earth, allowing organisms to adapt to different environments and ecosystems.\n",
      "\n",
      "In summary, photosynthesis is the process by which plants, algae, and some bacteria convert sunlight into energy, producing glucose and oxygen as byproducts. This process is crucial for life on Earth, supporting the food chain, producing oxygen, sequestering carbon, maintaining ecosystem balance, and driving evolutionary adaptations.\n"
     ]
    }
   ],
   "source": [
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=\"You are a science educator able to explain complex concepts in simple terms.\",\n",
    "    user_prompt=\"Explain how photosynthesis works and why it's important for life on Earth.\",\n",
    "    max_tokens=300000\n",
    ")\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tokenization:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let's break down the sentence into words:\n",
      "\n",
      "\"The quick brown fox jumps over the lazy dog.\"\n",
      "\n",
      "Here are the individual words:\n",
      "\n",
      "1. The\n",
      "2. quick\n",
      "3. brown\n",
      "4. fox\n",
      "5. jumps\n",
      "6. over\n",
      "7. the\n",
      "8. lazy\n",
      "9. dog\n",
      "\n",
      "Starting at the 3rd word, which is \"brown\":\n",
      "\n",
      "1. Start at the 3rd word: \"brown\"\n",
      "2. Go forward 2 letters: \"b-r-o\" -> \"o\"\n",
      "3. Go back 1 letter: \"o\" -> \"r\"\n",
      "4. Go forward 5 letters: \"r-o-w-n-\"\n",
      "\n",
      "After these steps, I am on the letter \"N\".\n"
     ]
    }
   ],
   "source": [
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=\"You are a helpful assistant skilled at analyzing text and following precise instructions.\",\n",
    "    user_prompt=\"\"\"Take this sentence: \"The quick brown fox jumps over the lazy dog.\"\n",
    "\n",
    "Break it into words and start at the 3rd word. Then go forward two letters, back one letter, and then forward 5 letters. What letter are you on?\n",
    "\n",
    "Please show your work step by step.\"\"\",\n",
    "    max_tokens=300000\n",
    ")\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### CLASSIFICATION\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Sentence Classification (v1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test_short = df.copy()\n",
    "# just copying transcription df to df_test_short"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def display_styled_df()\n",
    "import pandas as pd\n",
    "import textwrap\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "def display_styled_df(df, max_rows=None, row_range=None, max_width=50):\n",
    "    \"\"\"\n",
    "    Display a styled DataFrame with wrapped text and formatted numbers.\n",
    "    \n",
    "    Args:\n",
    "    df (pd.DataFrame): The DataFrame to display\n",
    "    max_rows (int, optional): Maximum number of rows to display\n",
    "    row_range (tuple, optional): Specific range of rows to display (start, end)\n",
    "    max_width (int): Maximum width for text wrapping\n",
    "    \"\"\"\n",
    "    def format_text(text, max_width=max_width):\n",
    "        wrapped = textwrap.wrap(str(text), max_width)\n",
    "        return '<br>'.join(line for line in wrapped)\n",
    "\n",
    "    def format_number(value):\n",
    "        return f'{value:.3f}'\n",
    "\n",
    "    # Prepare the DataFrame\n",
    "    if row_range:\n",
    "        start, end = row_range\n",
    "        df_display = df.iloc[start:end]\n",
    "    elif max_rows:\n",
    "        df_display = df.head(max_rows)\n",
    "    else:\n",
    "        df_display = df\n",
    "\n",
    "    # Adjust DataFrame display settings\n",
    "    pd.set_option('display.max_colwidth', None)\n",
    "    pd.set_option('display.expand_frame_repr', False)\n",
    "\n",
    "    # Create a dictionary for formatting\n",
    "    format_dict = {}\n",
    "    for col in df_display.columns:\n",
    "        if df_display[col].dtype == 'object':\n",
    "            format_dict[col] = format_text\n",
    "        elif pd.api.types.is_numeric_dtype(df_display[col]):\n",
    "            format_dict[col] = format_number\n",
    "\n",
    "    # Apply formatting to the DataFrame\n",
    "    styled_df = df_display.style.format(format_dict)\n",
    "\n",
    "    # Add CSS to left-align text in cells\n",
    "    styled_df = styled_df.set_properties(**{\n",
    "        'text-align': 'left',\n",
    "        'white-space': 'pre-wrap'\n",
    "    })\n",
    "\n",
    "    # Display the styled DataFrame\n",
    "    display(HTML(styled_df.to_html(escape=False)))\n",
    "\n",
    "# Example usage:\n",
    "# display_styled_df(df)  # Display all rows\n",
    "# display_styled_df(df, max_rows=50)  # Display first 50 rows\n",
    "# display_styled_df(df, row_range=(10, 20))  # Display rows 10 to 19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_3ea62_row0_col0, #T_3ea62_row0_col1, #T_3ea62_row0_col2, #T_3ea62_row1_col0, #T_3ea62_row1_col1, #T_3ea62_row1_col2, #T_3ea62_row2_col0, #T_3ea62_row2_col1, #T_3ea62_row2_col2, #T_3ea62_row3_col0, #T_3ea62_row3_col1, #T_3ea62_row3_col2, #T_3ea62_row4_col0, #T_3ea62_row4_col1, #T_3ea62_row4_col2, #T_3ea62_row5_col0, #T_3ea62_row5_col1, #T_3ea62_row5_col2, #T_3ea62_row6_col0, #T_3ea62_row6_col1, #T_3ea62_row6_col2, #T_3ea62_row7_col0, #T_3ea62_row7_col1, #T_3ea62_row7_col2, #T_3ea62_row8_col0, #T_3ea62_row8_col1, #T_3ea62_row8_col2, #T_3ea62_row9_col0, #T_3ea62_row9_col1, #T_3ea62_row9_col2 {\n",
       "  text-align: left;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_3ea62\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_3ea62_level0_col0\" class=\"col_heading level0 col0\" >Sentence</th>\n",
       "      <th id=\"T_3ea62_level0_col1\" class=\"col_heading level0 col1\" >Start Time</th>\n",
       "      <th id=\"T_3ea62_level0_col2\" class=\"col_heading level0 col2\" >End Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row0\" class=\"row_heading level0 row0\" >13</th>\n",
       "      <td id=\"T_3ea62_row0_col0\" class=\"data row0 col0\" >We'll examine what it means to develop a culture of sustainability.</td>\n",
       "      <td id=\"T_3ea62_row0_col1\" class=\"data row0 col1\" >126.731</td>\n",
       "      <td id=\"T_3ea62_row0_col2\" class=\"data row0 col2\" >130.173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row1\" class=\"row_heading level0 row1\" >14</th>\n",
       "      <td id=\"T_3ea62_row1_col0\" class=\"data row1 col0\" >We'll also explore.</td>\n",
       "      <td id=\"T_3ea62_row1_col1\" class=\"data row1 col1\" >130.714</td>\n",
       "      <td id=\"T_3ea62_row1_col2\" class=\"data row1 col2\" >131.674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row2\" class=\"row_heading level0 row2\" >15</th>\n",
       "      <td id=\"T_3ea62_row2_col0\" class=\"data row2 col0\" >Yeah, let's do that again.</td>\n",
       "      <td id=\"T_3ea62_row2_col1\" class=\"data row2 col1\" >131.694</td>\n",
       "      <td id=\"T_3ea62_row2_col2\" class=\"data row2 col2\" >139.080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row3\" class=\"row_heading level0 row3\" >16</th>\n",
       "      <td id=\"T_3ea62_row3_col0\" class=\"data row3 col0\" >Where are we starting from?</td>\n",
       "      <td id=\"T_3ea62_row3_col1\" class=\"data row3 col1\" >139.100</td>\n",
       "      <td id=\"T_3ea62_row3_col2\" class=\"data row3 col2\" >140.902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row4\" class=\"row_heading level0 row4\" >17</th>\n",
       "      <td id=\"T_3ea62_row4_col0\" class=\"data row4 col0\" >You will learn.</td>\n",
       "      <td id=\"T_3ea62_row4_col1\" class=\"data row4 col1\" >140.922</td>\n",
       "      <td id=\"T_3ea62_row4_col2\" class=\"data row4 col2\" >141.302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row5\" class=\"row_heading level0 row5\" >18</th>\n",
       "      <td id=\"T_3ea62_row5_col0\" class=\"data row5 col0\" >You will learn how businesses use governance, culture, and leadership to integrate<br>sustainable practices into their organizations.</td>\n",
       "      <td id=\"T_3ea62_row5_col1\" class=\"data row5 col1\" >143.490</td>\n",
       "      <td id=\"T_3ea62_row5_col2\" class=\"data row5 col2\" >150.092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row6\" class=\"row_heading level0 row6\" >19</th>\n",
       "      <td id=\"T_3ea62_row6_col0\" class=\"data row6 col0\" >We'll examine what it means to develop a culture of sustainability.</td>\n",
       "      <td id=\"T_3ea62_row6_col1\" class=\"data row6 col1\" >151.112</td>\n",
       "      <td id=\"T_3ea62_row6_col2\" class=\"data row6 col2\" >154.413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row7\" class=\"row_heading level0 row7\" >20</th>\n",
       "      <td id=\"T_3ea62_row7_col0\" class=\"data row7 col0\" >We'll also explore how companies identify, map, and engage stakeholders in a variety<br>of settings with diverse parties in situations that are often complex, technical,<br>controversial, multi-jurisdictional, and involve varying numbers of people, from<br>small groups to large public meetings.</td>\n",
       "      <td id=\"T_3ea62_row7_col1\" class=\"data row7 col1\" >155.173</td>\n",
       "      <td id=\"T_3ea62_row7_col2\" class=\"data row7 col2\" >172.757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row8\" class=\"row_heading level0 row8\" >21</th>\n",
       "      <td id=\"T_3ea62_row8_col0\" class=\"data row8 col0\" >For this analysis, you learn how companies can engage stakeholders in ways that turn<br>us-versus-them dynamics into all-of-us alliances.</td>\n",
       "      <td id=\"T_3ea62_row8_col1\" class=\"data row8 col1\" >173.797</td>\n",
       "      <td id=\"T_3ea62_row8_col2\" class=\"data row8 col2\" >186.862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_3ea62_level0_row9\" class=\"row_heading level0 row9\" >22</th>\n",
       "      <td id=\"T_3ea62_row9_col0\" class=\"data row9 col0\" >Upon successful completion of this experience, you will be able to identify ESG<br>aspects, impacts, and target audiences, identify emerging issues and stakeholder<br>concerns associated with the effectiveness of sustainability and ESG reports, select<br>appropriate sustainability key performance indicators, and communicate how<br>sustainability builds competitive advantage, drives innovation, and creates value.</td>\n",
       "      <td id=\"T_3ea62_row9_col1\" class=\"data row9 col1\" >197.481</td>\n",
       "      <td id=\"T_3ea62_row9_col2\" class=\"data row9 col2\" >224.237</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_styled_df(df_test_short, row_range=(13, 23), max_width=85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "```json\n",
       "{\n",
       "    \"Environmental Sustainability\": \"The text discusses the concept of sustainability, its environmental, social, and governance factors, and how companies develop and implement sustainability as a business strategy.\",\n",
       "    \"Business Strategy\": \"The text highlights how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations and how sustainability can build competitive advantage, drive innovation, and create value.\",\n",
       "    \"Stakeholder Management\": \"The text explores how companies identify, map, and engage stakeholders in various settings, and how to turn 'us-versus-them' dynamics into 'all-of-us' alliances.\",\n",
       "    \"Data Analytics\": \"The text mentions the use of data analytics tools to disclose non-financial risks and opportunities, and to select appropriate sustainability key performance indicators.\",\n",
       "    \"Corporate Social Responsibility\": \"The text discusses the importance of corporate social responsibility, including the development of a culture of sustainability, and the need for companies to engage with stakeholders and address their concerns.\",\n",
       "    \"Other\": \"Any sentence that is incomplete or otherwise seems like something said on the film set where the text was originally recorded that is not a part of the actual topic(s) presentented in the text.\"\n",
       "}\n",
       "```"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "json_labels_path = \"generated_labels.json\"\n",
    "with open(json_labels_path, \"r\") as f:\n",
    "    labels_dict = json.load(f)\n",
    "# Add the 'Other' label to the labels_dict\n",
    "labels_dict['Other'] = \"Any sentence that is incomplete or otherwise seems like something said on the film set where the text was originally recorded that is not a part of the actual topic(s) presentented in the text.\"\n",
    "\n",
    "labels = json.dumps(labels_dict, indent=4)\n",
    "display(Markdown(f\"```json\\n{labels}\\n```\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_1d12c_row0_col0, #T_1d12c_row0_col1, #T_1d12c_row0_col2, #T_1d12c_row0_col3, #T_1d12c_row1_col0, #T_1d12c_row1_col1, #T_1d12c_row1_col2, #T_1d12c_row1_col3, #T_1d12c_row2_col0, #T_1d12c_row2_col1, #T_1d12c_row2_col2, #T_1d12c_row2_col3, #T_1d12c_row3_col0, #T_1d12c_row3_col1, #T_1d12c_row3_col2, #T_1d12c_row3_col3, #T_1d12c_row4_col0, #T_1d12c_row4_col1, #T_1d12c_row4_col2, #T_1d12c_row4_col3, #T_1d12c_row5_col0, #T_1d12c_row5_col1, #T_1d12c_row5_col2, #T_1d12c_row5_col3, #T_1d12c_row6_col0, #T_1d12c_row6_col1, #T_1d12c_row6_col2, #T_1d12c_row6_col3, #T_1d12c_row7_col0, #T_1d12c_row7_col1, #T_1d12c_row7_col2, #T_1d12c_row7_col3, #T_1d12c_row8_col0, #T_1d12c_row8_col1, #T_1d12c_row8_col2, #T_1d12c_row8_col3, #T_1d12c_row9_col0, #T_1d12c_row9_col1, #T_1d12c_row9_col2, #T_1d12c_row9_col3, #T_1d12c_row10_col0, #T_1d12c_row10_col1, #T_1d12c_row10_col2, #T_1d12c_row10_col3, #T_1d12c_row11_col0, #T_1d12c_row11_col1, #T_1d12c_row11_col2, #T_1d12c_row11_col3, #T_1d12c_row12_col0, #T_1d12c_row12_col1, #T_1d12c_row12_col2, #T_1d12c_row12_col3, #T_1d12c_row13_col0, #T_1d12c_row13_col1, #T_1d12c_row13_col2, #T_1d12c_row13_col3, #T_1d12c_row14_col0, #T_1d12c_row14_col1, #T_1d12c_row14_col2, #T_1d12c_row14_col3, #T_1d12c_row15_col0, #T_1d12c_row15_col1, #T_1d12c_row15_col2, #T_1d12c_row15_col3, #T_1d12c_row16_col0, #T_1d12c_row16_col1, #T_1d12c_row16_col2, #T_1d12c_row16_col3, #T_1d12c_row17_col0, #T_1d12c_row17_col1, #T_1d12c_row17_col2, #T_1d12c_row17_col3, #T_1d12c_row18_col0, #T_1d12c_row18_col1, #T_1d12c_row18_col2, #T_1d12c_row18_col3, #T_1d12c_row19_col0, #T_1d12c_row19_col1, #T_1d12c_row19_col2, #T_1d12c_row19_col3, #T_1d12c_row20_col0, #T_1d12c_row20_col1, #T_1d12c_row20_col2, #T_1d12c_row20_col3, #T_1d12c_row21_col0, #T_1d12c_row21_col1, #T_1d12c_row21_col2, #T_1d12c_row21_col3, #T_1d12c_row22_col0, #T_1d12c_row22_col1, #T_1d12c_row22_col2, #T_1d12c_row22_col3, #T_1d12c_row23_col0, #T_1d12c_row23_col1, #T_1d12c_row23_col2, #T_1d12c_row23_col3, #T_1d12c_row24_col0, #T_1d12c_row24_col1, #T_1d12c_row24_col2, #T_1d12c_row24_col3 {\n",
       "  text-align: left;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_1d12c\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_1d12c_level0_col0\" class=\"col_heading level0 col0\" >Sentence</th>\n",
       "      <th id=\"T_1d12c_level0_col1\" class=\"col_heading level0 col1\" >Start Time</th>\n",
       "      <th id=\"T_1d12c_level0_col2\" class=\"col_heading level0 col2\" >End Time</th>\n",
       "      <th id=\"T_1d12c_level0_col3\" class=\"col_heading level0 col3\" >Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_1d12c_row0_col0\" class=\"data row0 col0\" >This introductory experience will help you comprehend and implement Yeah, it was<br>hard.</td>\n",
       "      <td id=\"T_1d12c_row0_col1\" class=\"data row0 col1\" >4.135</td>\n",
       "      <td id=\"T_1d12c_row0_col2\" class=\"data row0 col2\" >31.713</td>\n",
       "      <td id=\"T_1d12c_row0_col3\" class=\"data row0 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_1d12c_row1_col0\" class=\"data row1 col0\" >Can you start this one with the first line?</td>\n",
       "      <td id=\"T_1d12c_row1_col1\" class=\"data row1 col1\" >31.953</td>\n",
       "      <td id=\"T_1d12c_row1_col2\" class=\"data row1 col2\" >35.115</td>\n",
       "      <td id=\"T_1d12c_row1_col3\" class=\"data row1 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_1d12c_row2_col0\" class=\"data row2 col0\" >Yeah, bring it up to the word, yeah, that would be good.</td>\n",
       "      <td id=\"T_1d12c_row2_col1\" class=\"data row2 col1\" >35.135</td>\n",
       "      <td id=\"T_1d12c_row2_col2\" class=\"data row2 col2\" >38.098</td>\n",
       "      <td id=\"T_1d12c_row2_col3\" class=\"data row2 col3\" >Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_1d12c_row3_col0\" class=\"data row3 col0\" >Because I wasn't sure where I was going.</td>\n",
       "      <td id=\"T_1d12c_row3_col1\" class=\"data row3 col1\" >38.919</td>\n",
       "      <td id=\"T_1d12c_row3_col2\" class=\"data row3 col2\" >40.680</td>\n",
       "      <td id=\"T_1d12c_row3_col3\" class=\"data row3 col3\" >Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_1d12c_row4_col0\" class=\"data row4 col0\" >That's where I noticed the stumble.</td>\n",
       "      <td id=\"T_1d12c_row4_col1\" class=\"data row4 col1\" >42.201</td>\n",
       "      <td id=\"T_1d12c_row4_col2\" class=\"data row4 col2\" >43.222</td>\n",
       "      <td id=\"T_1d12c_row4_col3\" class=\"data row4 col3\" >Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_1d12c_row5_col0\" class=\"data row5 col0\" >Perfect, thank you.</td>\n",
       "      <td id=\"T_1d12c_row5_col1\" class=\"data row5 col1\" >43.983</td>\n",
       "      <td id=\"T_1d12c_row5_col2\" class=\"data row5 col2\" >44.683</td>\n",
       "      <td id=\"T_1d12c_row5_col3\" class=\"data row5 col3\" >\"Other\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_1d12c_row6_col0\" class=\"data row6 col0\" >This introductory experience will help you comprehend and implement the concept of<br>sustainability.</td>\n",
       "      <td id=\"T_1d12c_row6_col1\" class=\"data row6 col1\" >48.046</td>\n",
       "      <td id=\"T_1d12c_row6_col2\" class=\"data row6 col2\" >53.271</td>\n",
       "      <td id=\"T_1d12c_row6_col3\" class=\"data row6 col3\" >Environmental Sustainability</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_1d12c_row7_col0\" class=\"data row7 col0\" >It examines how companies develop and implement sustainability as business strategy.</td>\n",
       "      <td id=\"T_1d12c_row7_col1\" class=\"data row7 col1\" >54.071</td>\n",
       "      <td id=\"T_1d12c_row7_col2\" class=\"data row7 col2\" >59.236</td>\n",
       "      <td id=\"T_1d12c_row7_col3\" class=\"data row7 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_1d12c_row8_col0\" class=\"data row8 col0\" >You will investigate sustainability's environmental, social, and governance factors,<br>and learn how to apply tools of data analytics and communication to disclose non-<br>financial risks and opportunities.</td>\n",
       "      <td id=\"T_1d12c_row8_col1\" class=\"data row8 col1\" >60.114</td>\n",
       "      <td id=\"T_1d12c_row8_col2\" class=\"data row8 col2\" >72.465</td>\n",
       "      <td id=\"T_1d12c_row8_col3\" class=\"data row8 col3\" >Data Analytics</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_1d12c_row9_col0\" class=\"data row9 col0\" >You will learn how businesses use governance, culture, and leadership to integrate<br>sustainable practices into their organizations.</td>\n",
       "      <td id=\"T_1d12c_row9_col1\" class=\"data row9 col1\" >73.926</td>\n",
       "      <td id=\"T_1d12c_row9_col2\" class=\"data row9 col2\" >81.572</td>\n",
       "      <td id=\"T_1d12c_row9_col3\" class=\"data row9 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_1d12c_row10_col0\" class=\"data row10 col0\" >Yes.</td>\n",
       "      <td id=\"T_1d12c_row10_col1\" class=\"data row10 col1\" >86.296</td>\n",
       "      <td id=\"T_1d12c_row10_col2\" class=\"data row10 col2\" >86.437</td>\n",
       "      <td id=\"T_1d12c_row10_col3\" class=\"data row10 col3\" >\"Other\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_1d12c_row11_col0\" class=\"data row11 col0\" >as a business strategy versus as a business strategy.</td>\n",
       "      <td id=\"T_1d12c_row11_col1\" class=\"data row11 col1\" >92.270</td>\n",
       "      <td id=\"T_1d12c_row11_col2\" class=\"data row11 col2\" >95.144</td>\n",
       "      <td id=\"T_1d12c_row11_col3\" class=\"data row11 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_1d12c_row12_col0\" class=\"data row12 col0\" >You will learn how businesses use governance, culture, and leadership to integrate<br>sustainable practices into their organizations.</td>\n",
       "      <td id=\"T_1d12c_row12_col1\" class=\"data row12 col1\" >118.404</td>\n",
       "      <td id=\"T_1d12c_row12_col2\" class=\"data row12 col2\" >125.930</td>\n",
       "      <td id=\"T_1d12c_row12_col3\" class=\"data row12 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_1d12c_row13_col0\" class=\"data row13 col0\" >We'll examine what it means to develop a culture of sustainability.</td>\n",
       "      <td id=\"T_1d12c_row13_col1\" class=\"data row13 col1\" >126.731</td>\n",
       "      <td id=\"T_1d12c_row13_col2\" class=\"data row13 col2\" >130.173</td>\n",
       "      <td id=\"T_1d12c_row13_col3\" class=\"data row13 col3\" >Environmental Sustainability</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_1d12c_row14_col0\" class=\"data row14 col0\" >We'll also explore.</td>\n",
       "      <td id=\"T_1d12c_row14_col1\" class=\"data row14 col1\" >130.714</td>\n",
       "      <td id=\"T_1d12c_row14_col2\" class=\"data row14 col2\" >131.674</td>\n",
       "      <td id=\"T_1d12c_row14_col3\" class=\"data row14 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_1d12c_row15_col0\" class=\"data row15 col0\" >Yeah, let's do that again.</td>\n",
       "      <td id=\"T_1d12c_row15_col1\" class=\"data row15 col1\" >131.694</td>\n",
       "      <td id=\"T_1d12c_row15_col2\" class=\"data row15 col2\" >139.080</td>\n",
       "      <td id=\"T_1d12c_row15_col3\" class=\"data row15 col3\" >Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_1d12c_row16_col0\" class=\"data row16 col0\" >Where are we starting from?</td>\n",
       "      <td id=\"T_1d12c_row16_col1\" class=\"data row16 col1\" >139.100</td>\n",
       "      <td id=\"T_1d12c_row16_col2\" class=\"data row16 col2\" >140.902</td>\n",
       "      <td id=\"T_1d12c_row16_col3\" class=\"data row16 col3\" >Other</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_1d12c_row17_col0\" class=\"data row17 col0\" >You will learn.</td>\n",
       "      <td id=\"T_1d12c_row17_col1\" class=\"data row17 col1\" >140.922</td>\n",
       "      <td id=\"T_1d12c_row17_col2\" class=\"data row17 col2\" >141.302</td>\n",
       "      <td id=\"T_1d12c_row17_col3\" class=\"data row17 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_1d12c_row18_col0\" class=\"data row18 col0\" >You will learn how businesses use governance, culture, and leadership to integrate<br>sustainable practices into their organizations.</td>\n",
       "      <td id=\"T_1d12c_row18_col1\" class=\"data row18 col1\" >143.490</td>\n",
       "      <td id=\"T_1d12c_row18_col2\" class=\"data row18 col2\" >150.092</td>\n",
       "      <td id=\"T_1d12c_row18_col3\" class=\"data row18 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_1d12c_row19_col0\" class=\"data row19 col0\" >We'll examine what it means to develop a culture of sustainability.</td>\n",
       "      <td id=\"T_1d12c_row19_col1\" class=\"data row19 col1\" >151.112</td>\n",
       "      <td id=\"T_1d12c_row19_col2\" class=\"data row19 col2\" >154.413</td>\n",
       "      <td id=\"T_1d12c_row19_col3\" class=\"data row19 col3\" >Environmental Sustainability</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "      <td id=\"T_1d12c_row20_col0\" class=\"data row20 col0\" >We'll also explore how companies identify, map, and engage stakeholders in a variety<br>of settings with diverse parties in situations that are often complex, technical,<br>controversial, multi-jurisdictional, and involve varying numbers of people, from<br>small groups to large public meetings.</td>\n",
       "      <td id=\"T_1d12c_row20_col1\" class=\"data row20 col1\" >155.173</td>\n",
       "      <td id=\"T_1d12c_row20_col2\" class=\"data row20 col2\" >172.757</td>\n",
       "      <td id=\"T_1d12c_row20_col3\" class=\"data row20 col3\" >Stakeholder Management</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "      <td id=\"T_1d12c_row21_col0\" class=\"data row21 col0\" >For this analysis, you learn how companies can engage stakeholders in ways that turn<br>us-versus-them dynamics into all-of-us alliances.</td>\n",
       "      <td id=\"T_1d12c_row21_col1\" class=\"data row21 col1\" >173.797</td>\n",
       "      <td id=\"T_1d12c_row21_col2\" class=\"data row21 col2\" >186.862</td>\n",
       "      <td id=\"T_1d12c_row21_col3\" class=\"data row21 col3\" >Stakeholder Management</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "      <td id=\"T_1d12c_row22_col0\" class=\"data row22 col0\" >Upon successful completion of this experience, you will be able to identify ESG<br>aspects, impacts, and target audiences, identify emerging issues and stakeholder<br>concerns associated with the effectiveness of sustainability and ESG reports, select<br>appropriate sustainability key performance indicators, and communicate how<br>sustainability builds competitive advantage, drives innovation, and creates value.</td>\n",
       "      <td id=\"T_1d12c_row22_col1\" class=\"data row22 col1\" >197.481</td>\n",
       "      <td id=\"T_1d12c_row22_col2\" class=\"data row22 col2\" >224.237</td>\n",
       "      <td id=\"T_1d12c_row22_col3\" class=\"data row22 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "      <td id=\"T_1d12c_row23_col0\" class=\"data row23 col0\" >So let's get started.</td>\n",
       "      <td id=\"T_1d12c_row23_col1\" class=\"data row23 col1\" >224.957</td>\n",
       "      <td id=\"T_1d12c_row23_col2\" class=\"data row23 col2\" >225.938</td>\n",
       "      <td id=\"T_1d12c_row23_col3\" class=\"data row23 col3\" >Business Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d12c_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "      <td id=\"T_1d12c_row24_col0\" class=\"data row24 col0\" >All right, thank you.</td>\n",
       "      <td id=\"T_1d12c_row24_col1\" class=\"data row24 col1\" >230.173</td>\n",
       "      <td id=\"T_1d12c_row24_col2\" class=\"data row24 col2\" >231.798</td>\n",
       "      <td id=\"T_1d12c_row24_col3\" class=\"data row24 col3\" >Other</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a function to classify sentences using prompt_llama()\n",
    "def classify_sentence(sentence, labels_dict):\n",
    "    system_prompt = \"You are an expert at classifying text into predefined categories. Given a sentence, classify it into the most appropriate category from the provided labels.\"\n",
    "    \n",
    "    user_prompt = f\"\"\"Classify the following sentence into one of the given categories. Return only the category name.\n",
    "\n",
    "Sentence: \"{sentence}\"\n",
    "\n",
    "Categories and their descriptions:\n",
    "{json.dumps(labels_dict, indent=2)}\n",
    "\n",
    "Classification:\"\"\"\n",
    "\n",
    "    response = prompt_llama(model, tokenizer, system_prompt, user_prompt)\n",
    "    return response.strip()\n",
    "\n",
    "# Add a new column 'Label' to the dataframe\n",
    "df_test_short['Label'] = ''\n",
    "\n",
    "# Loop through the dataframe and classify each sentence\n",
    "for index, row in df_test_short.iterrows():\n",
    "    sentence = row['Sentence']\n",
    "    label = classify_sentence(sentence, labels_dict)\n",
    "    df_test_short.at[index, 'Label'] = label\n",
    "\n",
    "# Display the updated dataframe\n",
    "display_styled_df(df_test_short, max_width=85)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Label Gen (v2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "save:\n",
    "Include a label for 'Set Voices' for any sentence that doesn't fall into a valuable category or that is otherwise obviously words related to filming the audio file on set (such as 'cut' or 'action' or 'go back up to there yeah').\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated labels:\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "**Environmental_Sustainability**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "The text discusses the concept of sustainability, its environmental, social, and governance factors, and how companies develop and implement sustainability as a business strategy.\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Business_Strategy**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "The text highlights how businesses use governance, culture, and leadership to integrate sustainable practices into their organizations and how sustainability can build competitive advantage, drive innovation, and create value.\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Stakeholder_Management**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "The text explores how companies identify, map, and engage stakeholders in various settings, and how to turn 'us-versus-them' dynamics into 'all-of-us' alliances.\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Data_Analytics**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "The text mentions the use of data analytics tools to disclose non-financial risks and opportunities, and to select appropriate sustainability key performance indicators.\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Corporate_Social_Responsibility**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "The text discusses the importance of corporate social responsibility, including the development of a culture of sustainability, and the need for companies to engage with stakeholders and address their concerns.\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import re\n",
    "from IPython.display import Markdown, display\n",
    "\n",
    "# Define the role of the chatbot for classification\n",
    "system_prompt = \"You are an expert at categorizing text into relevant labels. Given a piece of text, you will generate appropriate categorical labels that best describe the content.\"\n",
    "\n",
    "# Sample text to categorize (truncate if too long)\n",
    "max_chars = 100000  # Adjust as needed\n",
    "text = text_wayne[:max_chars] if len(text_wayne) > max_chars else text_wayne\n",
    "\n",
    "# Number of labels to generate (excluding 'Set Voices')\n",
    "num_labels = 5\n",
    "\n",
    "# Define the user prompt for classification\n",
    "user_prompt = f\"\"\"Please generate {num_labels} categorical labels that best describe the following transcription of a raw video recording of a text about environmental social governance. This is for online learners, so keep your response focused on the main points of the text. Don't provide labels describing the intended use of the text of that it is a video recording, etc.\n",
    "\n",
    "{text}\n",
    "\n",
    "Provide the labels as keys of a JSON object whose values are your reasoning for why the label is relevant for the main points of the given text.\"\"\"\n",
    "\n",
    "# Set up the chat scenario with roles\n",
    "messages = [\n",
    "    {\"role\": \"system\", \"content\": system_prompt},\n",
    "    {\"role\": \"user\", \"content\": user_prompt}\n",
    "]\n",
    "\n",
    "# Apply the chat template to format the input for the model\n",
    "input_ids = tokenizer.apply_chat_template(messages, add_generation_prompt=True)\n",
    "\n",
    "# Decode the tokenized input back to text format to be used as a prompt for the model\n",
    "prompt = tokenizer.decode(input_ids)\n",
    "\n",
    "try:\n",
    "    # Generate a response using the model\n",
    "    response = generate(model, tokenizer, max_tokens=100000, prompt=prompt)\n",
    "    \n",
    "    # Extract JSON object from the response\n",
    "    json_match = re.search(r'\\{.*\\}', response, re.DOTALL)\n",
    "    if json_match:\n",
    "        json_str = json_match.group()\n",
    "        labels = json.loads(json_str)\n",
    "        print(\"Generated labels:\")\n",
    "        for label, reason in labels.items():\n",
    "            display(Markdown(f\"**{label}**\"))\n",
    "            display(Markdown(f\"{reason}\\n\"))\n",
    "    else:\n",
    "        print(\"Could not find a JSON object in the response.\")\n",
    "        display(Markdown(response))\n",
    "except Exception as e:\n",
    "    print(f\"An error occurred: {str(e)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write labels json\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Labels have been written to generated_labels.json\n"
     ]
    }
   ],
   "source": [
    "# Write labels dictionary to JSON file\n",
    "import json\n",
    "\n",
    "# Ensure labels is a dictionary\n",
    "if isinstance(labels, dict):\n",
    "    # Define the output file name\n",
    "    output_file = 'generated_labels.json'\n",
    "\n",
    "    # Write the labels dictionary to a JSON file\n",
    "    with open(output_file, 'w') as f:\n",
    "        json.dump(labels, f, indent=4)\n",
    "\n",
    "    print(f\"Labels have been written to {output_file}\")\n",
    "else:\n",
    "    print(\"Error: 'labels' is not a dictionary. Unable to write to JSON.\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Label Gen and Sentence Sort (v1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated labels: \n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Here are 3 categorical labels that best describe the text:\n",
       "\n",
       "```\n",
       "{\n",
       "    \"History\": [\n",
       "        \"The Industrial Revolution, which took place from the 18th to 19th centuries, was a period during which predominantly agrarian, rural societies in Europe and America became industrial and urban.\",\n",
       "        \"Prior to the Industrial Revolution, which began in Britain in the late 1700s, manufacturing was often done in people's homes, using hand tools or basic machines.\",\n",
       "        \"Industrialization marked a shift to powered, special-purpose machinery, factories and mass production.\"\n",
       "    ],\n",
       "    \"Economy\": [\n",
       "        \"Industrialization marked a shift to powered, special-purpose machinery, factories and mass production.\",\n",
       "        \"The iron and textile industries, along with the development of the steam engine, played central roles in the Industrial Revolution, which also saw improved systems of transportation, communication and banking.\",\n",
       "        \"While industrialization brought about an increased volume and variety of manufactured goods and an improved standard of living for some, it also resulted in often grim employment and living conditions for the poor and working classes.\"\n",
       "    ],\n",
       "    \"Society\": [\n",
       "        \"While industrialization brought about an increased volume and variety of manufactured goods and an improved standard of living for some, it also resulted in often grim employment and living conditions for the poor and working classes.\"\n",
       "    ]\n",
       "}\n",
       "```\n",
       "\n",
       "These labels capture the main themes of the text, which are the historical context of the Industrial Revolution, its economic impact, and its social consequences."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define the role of the chatbot for classification\n",
    "system_prompt = \"You are an expert at categorizing text into relevant labels. Given a piece of text, you will generate appropriate categorical labels that best describe the content.\"\n",
    "\n",
    "\n",
    "# Sample text to categorize\n",
    "text = \"\"\"\n",
    "The Industrial Revolution, which took place from the 18th to 19th centuries, was a period during which predominantly agrarian, rural societies in Europe and America became industrial and urban. Prior to the Industrial Revolution, which began in Britain in the late 1700s, manufacturing was often done in people's homes, using hand tools or basic machines. Industrialization marked a shift to powered, special-purpose machinery, factories and mass production. The iron and textile industries, along with the development of the steam engine, played central roles in the Industrial Revolution, which also saw improved systems of transportation, communication and banking. While industrialization brought about an increased volume and variety of manufactured goods and an improved standard of living for some, it also resulted in often grim employment and living conditions for the poor and working classes.\n",
    "\"\"\"\n",
    "\n",
    "# Define the user prompt for classification\n",
    "user_prompt = f\"Please generate 2-3 categorical labels that best describe the following text: {text}. Provide the labels as keys to a dictionary where the values are a list of the sentences in the {text} that relate to the label.\"\n",
    "\n",
    "# Set up the chat scenario with roles\n",
    "messages = [\n",
    "    {\"role\": \"system\", \"content\": system_prompt},\n",
    "    {\"role\": \"user\", \"content\": user_prompt}\n",
    "]\n",
    "\n",
    "# Apply the chat template to format the input for the model\n",
    "input_ids = tokenizer.apply_chat_template(messages, add_generation_prompt=True)\n",
    "\n",
    "# Decode the tokenized input back to text format to be used as a prompt for the model\n",
    "prompt = tokenizer.decode(input_ids)\n",
    "\n",
    "# Generate a response using the model\n",
    "response = generate(model, tokenizer, max_tokens=100000, prompt=prompt)\n",
    "\n",
    "print(\"Generated labels: \")\n",
    "Markdown(response)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "### Saved\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Inference wth Conversation History\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize an empty conversation history\n",
    "conversation_history = []\n",
    "\n",
    "# First interaction\n",
    "system_prompt = \"You are a helpful assistant.\"\n",
    "user_prompt = \"What is the capital of France?\"\n",
    "\n",
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=system_prompt,\n",
    "    user_prompt=user_prompt,\n",
    "    max_tokens=100\n",
    ")\n",
    "\n",
    "print(\"Assistant:\", response)\n",
    "\n",
    "# Add the user's message and the assistant's response to the conversation history\n",
    "conversation_history.extend([\n",
    "    {\"role\": \"user\", \"content\": user_prompt},\n",
    "    {\"role\": \"assistant\", \"content\": response}\n",
    "])\n",
    "\n",
    "# Second interaction\n",
    "user_prompt = \"What's another famous city in that country?\"\n",
    "\n",
    "response = prompt_llama(\n",
    "    model,\n",
    "    tokenizer,\n",
    "    system_prompt=system_prompt,\n",
    "    user_prompt=user_prompt,\n",
    "    max_tokens=100,\n",
    "    additional_messages=conversation_history\n",
    ")\n",
    "\n",
    "print(\"Assistant:\", response)\n",
    "\n",
    "# Add the new interaction to the conversation history\n",
    "conversation_history.extend([\n",
    "    {\"role\": \"user\", \"content\": user_prompt},\n",
    "    {\"role\": \"assistant\", \"content\": response}\n",
    "])\n",
    "\n",
    "# You can continue this pattern for more interactions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example:\n",
    "We initialize an empty conversation_history list.\n",
    "For the first interaction, we use the prompt_llama function as before.\n",
    "After getting the response, we add both the user's message and the assistant's response to the conversation_history.\n",
    "For the second interaction, we use the prompt_llama function again, but this time we pass the conversation_history as the additional_messages parameter.\n",
    "We then add the new interaction to the conversation_history.\n",
    "You can continue this pattern for as many interactions as you want. The model will have context from all previous interactions in the conversation history.\n",
    "Remember that there's a limit to how many tokens the model can process at once, so for very long conversations, you might need to truncate the history or use a sliding window approach.\n",
    "Also, note that this approach doesn't maintain state between separate runs of your notebook cells. If you want to maintain state across cell executions, you'd need to store the conversation history in a variable that persists between cell executions, or save it to and load it from a file.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ingest Transcription JSONs\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "jsonfile = \"/Users/tristangardner/Documents/Programming/01_Apps/Llama/CB_AP10_24.json\"\n",
    "# load jsonfile as a dictionary\n",
    "with open(jsonfile, \"r\") as f:\n",
    "    asr = json.load(f)\n",
    "\n",
    "asr = asr[0]\n",
    "asr = asr['Transcription']\n",
    "\n",
    "#  make a csv out of this list of dictionaries \n",
    "import csv\n",
    "\n",
    "# Define the CSV file path\n",
    "csv_file_path = 'asr.csv'\n",
    "\n",
    "# Write the list of dictionaries to a CSV file\n",
    "with open(csv_file_path, 'w', newline='') as csvfile:\n",
    "    fieldnames = ['Sentence', 'Start Time', 'End Time']\n",
    "    writer = csv.DictWriter(csvfile, fieldnames=fieldnames)\n",
    "    \n",
    "    # Write the header\n",
    "    writer.writeheader()\n",
    "    \n",
    "    # Write each dictionary in the list as a row\n",
    "    for item in asr:\n",
    "        writer.writerow(item)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Testing Intuitive Diarization on CB AP10 24\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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#T_205dc_row196_col0, #T_205dc_row196_col1, #T_205dc_row196_col2, #T_205dc_row196_col3, #T_205dc_row197_col0, #T_205dc_row197_col1, #T_205dc_row197_col2, #T_205dc_row197_col3, #T_205dc_row198_col0, #T_205dc_row198_col1, #T_205dc_row198_col2, #T_205dc_row198_col3, #T_205dc_row199_col0, #T_205dc_row199_col1, #T_205dc_row199_col2, #T_205dc_row199_col3, #T_205dc_row200_col0, #T_205dc_row200_col1, #T_205dc_row200_col2, #T_205dc_row200_col3, #T_205dc_row201_col0, #T_205dc_row201_col1, #T_205dc_row201_col2, #T_205dc_row201_col3, #T_205dc_row202_col0, #T_205dc_row202_col1, #T_205dc_row202_col2, #T_205dc_row202_col3, #T_205dc_row203_col0, #T_205dc_row203_col1, #T_205dc_row203_col2, #T_205dc_row203_col3, #T_205dc_row204_col0, #T_205dc_row204_col1, #T_205dc_row204_col2, #T_205dc_row204_col3, #T_205dc_row205_col0, #T_205dc_row205_col1, #T_205dc_row205_col2, #T_205dc_row205_col3, #T_205dc_row206_col0, #T_205dc_row206_col1, #T_205dc_row206_col2, #T_205dc_row206_col3, #T_205dc_row207_col0, #T_205dc_row207_col1, #T_205dc_row207_col2, #T_205dc_row207_col3, #T_205dc_row208_col0, #T_205dc_row208_col1, #T_205dc_row208_col2, #T_205dc_row208_col3, #T_205dc_row209_col0, #T_205dc_row209_col1, #T_205dc_row209_col2, #T_205dc_row209_col3, #T_205dc_row210_col0, #T_205dc_row210_col1, #T_205dc_row210_col2, #T_205dc_row210_col3, #T_205dc_row211_col0, #T_205dc_row211_col1, #T_205dc_row211_col2, #T_205dc_row211_col3, #T_205dc_row212_col0, #T_205dc_row212_col1, #T_205dc_row212_col2, #T_205dc_row212_col3, #T_205dc_row213_col0, #T_205dc_row213_col1, #T_205dc_row213_col2, #T_205dc_row213_col3, #T_205dc_row214_col0, #T_205dc_row214_col1, #T_205dc_row214_col2, #T_205dc_row214_col3, #T_205dc_row215_col0, #T_205dc_row215_col1, #T_205dc_row215_col2, #T_205dc_row215_col3, #T_205dc_row216_col0, #T_205dc_row216_col1, #T_205dc_row216_col2, #T_205dc_row216_col3, #T_205dc_row217_col0, #T_205dc_row217_col1, #T_205dc_row217_col2, #T_205dc_row217_col3, #T_205dc_row218_col0, #T_205dc_row218_col1, 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#T_205dc_row241_col0, #T_205dc_row241_col1, #T_205dc_row241_col2, #T_205dc_row241_col3 {\n",
       "  text-align: left;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_205dc\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_205dc_level0_col0\" class=\"col_heading level0 col0\" >Sentence</th>\n",
       "      <th id=\"T_205dc_level0_col1\" class=\"col_heading level0 col1\" >Start Time</th>\n",
       "      <th id=\"T_205dc_level0_col2\" class=\"col_heading level0 col2\" >End Time</th>\n",
       "      <th id=\"T_205dc_level0_col3\" class=\"col_heading level0 col3\" >Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_205dc_row0_col0\" class=\"data row0 col0\" >Our best-selling Sky Blue is now available in 12 packs.</td>\n",
       "      <td id=\"T_205dc_row0_col1\" class=\"data row0 col1\" >6.007</td>\n",
       "      <td id=\"T_205dc_row0_col2\" class=\"data row0 col2\" >8.830</td>\n",
       "      <td id=\"T_205dc_row0_col3\" class=\"data row0 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_205dc_row1_col0\" class=\"data row1 col0\" >That's why I'm excited to introduce our new Stargazer IPA as our latest seasonal<br>offering.</td>\n",
       "      <td id=\"T_205dc_row1_col1\" class=\"data row1 col1\" >11.692</td>\n",
       "      <td id=\"T_205dc_row1_col2\" class=\"data row1 col2\" >15.856</td>\n",
       "      <td id=\"T_205dc_row1_col3\" class=\"data row1 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_205dc_row2_col0\" class=\"data row2 col0\" >We used Alani hops to bring tropical aromas to this clear golden brew made with the<br>best reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row2_col1\" class=\"data row2 col1\" >16.276</td>\n",
       "      <td id=\"T_205dc_row2_col2\" class=\"data row2 col2\" >22.382</td>\n",
       "      <td id=\"T_205dc_row2_col3\" class=\"data row2 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_205dc_row3_col0\" class=\"data row3 col0\" >That was perfect.</td>\n",
       "      <td id=\"T_205dc_row3_col1\" class=\"data row3 col1\" >24.941</td>\n",
       "      <td id=\"T_205dc_row3_col2\" class=\"data row3 col2\" >25.842</td>\n",
       "      <td id=\"T_205dc_row3_col3\" class=\"data row3 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_205dc_row4_col0\" class=\"data row4 col0\" >The reverse made with the best reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row4_col1\" class=\"data row4 col1\" >26.062</td>\n",
       "      <td id=\"T_205dc_row4_col2\" class=\"data row4 col2\" >29.665</td>\n",
       "      <td id=\"T_205dc_row4_col3\" class=\"data row4 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_205dc_row5_col0\" class=\"data row5 col0\" >It's the best reverse osmosis water process, right?</td>\n",
       "      <td id=\"T_205dc_row5_col1\" class=\"data row5 col1\" >30.785</td>\n",
       "      <td id=\"T_205dc_row5_col2\" class=\"data row5 col2\" >33.727</td>\n",
       "      <td id=\"T_205dc_row5_col3\" class=\"data row5 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_205dc_row6_col0\" class=\"data row6 col0\" >Or something not like...</td>\n",
       "      <td id=\"T_205dc_row6_col1\" class=\"data row6 col1\" >33.767</td>\n",
       "      <td id=\"T_205dc_row6_col2\" class=\"data row6 col2\" >34.608</td>\n",
       "      <td id=\"T_205dc_row6_col3\" class=\"data row6 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_205dc_row7_col0\" class=\"data row7 col0\" >Well, no, the water is...</td>\n",
       "      <td id=\"T_205dc_row7_col1\" class=\"data row7 col1\" >34.968</td>\n",
       "      <td id=\"T_205dc_row7_col2\" class=\"data row7 col2\" >36.730</td>\n",
       "      <td id=\"T_205dc_row7_col3\" class=\"data row7 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_205dc_row8_col0\" class=\"data row8 col0\" >It's RO water.</td>\n",
       "      <td id=\"T_205dc_row8_col1\" class=\"data row8 col1\" >36.910</td>\n",
       "      <td id=\"T_205dc_row8_col2\" class=\"data row8 col2\" >38.531</td>\n",
       "      <td id=\"T_205dc_row8_col3\" class=\"data row8 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "      <td id=\"T_205dc_row9_col0\" class=\"data row9 col0\" >Okay, cool.</td>\n",
       "      <td id=\"T_205dc_row9_col1\" class=\"data row9 col1\" >38.551</td>\n",
       "      <td id=\"T_205dc_row9_col2\" class=\"data row9 col2\" >39.331</td>\n",
       "      <td id=\"T_205dc_row9_col3\" class=\"data row9 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "      <td id=\"T_205dc_row10_col0\" class=\"data row10 col0\" >Great.</td>\n",
       "      <td id=\"T_205dc_row10_col1\" class=\"data row10 col1\" >39.352</td>\n",
       "      <td id=\"T_205dc_row10_col2\" class=\"data row10 col2\" >39.492</td>\n",
       "      <td id=\"T_205dc_row10_col3\" class=\"data row10 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "      <td id=\"T_205dc_row11_col0\" class=\"data row11 col0\" >All right, cool.</td>\n",
       "      <td id=\"T_205dc_row11_col1\" class=\"data row11 col1\" >39.572</td>\n",
       "      <td id=\"T_205dc_row11_col2\" class=\"data row11 col2\" >40.773</td>\n",
       "      <td id=\"T_205dc_row11_col3\" class=\"data row11 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "      <td id=\"T_205dc_row12_col0\" class=\"data row12 col0\" >Reverse osmosis is the process.</td>\n",
       "      <td id=\"T_205dc_row12_col1\" class=\"data row12 col1\" >41.093</td>\n",
       "      <td id=\"T_205dc_row12_col2\" class=\"data row12 col2\" >42.754</td>\n",
       "      <td id=\"T_205dc_row12_col3\" class=\"data row12 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "      <td id=\"T_205dc_row13_col0\" class=\"data row13 col0\" >Reverse hyphen osmosis water.</td>\n",
       "      <td id=\"T_205dc_row13_col1\" class=\"data row13 col1\" >42.894</td>\n",
       "      <td id=\"T_205dc_row13_col2\" class=\"data row13 col2\" >44.435</td>\n",
       "      <td id=\"T_205dc_row13_col3\" class=\"data row13 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "      <td id=\"T_205dc_row14_col0\" class=\"data row14 col0\" >Okay, so it is like describing the water.</td>\n",
       "      <td id=\"T_205dc_row14_col1\" class=\"data row14 col1\" >44.455</td>\n",
       "      <td id=\"T_205dc_row14_col2\" class=\"data row14 col2\" >46.216</td>\n",
       "      <td id=\"T_205dc_row14_col3\" class=\"data row14 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "      <td id=\"T_205dc_row15_col0\" class=\"data row15 col0\" >Makes sense.</td>\n",
       "      <td id=\"T_205dc_row15_col1\" class=\"data row15 col1\" >46.236</td>\n",
       "      <td id=\"T_205dc_row15_col2\" class=\"data row15 col2\" >46.657</td>\n",
       "      <td id=\"T_205dc_row15_col3\" class=\"data row15 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "      <td id=\"T_205dc_row16_col0\" class=\"data row16 col0\" >Well, in that case, you already nailed that line.</td>\n",
       "      <td id=\"T_205dc_row16_col1\" class=\"data row16 col1\" >47.523</td>\n",
       "      <td id=\"T_205dc_row16_col2\" class=\"data row16 col2\" >50.645</td>\n",
       "      <td id=\"T_205dc_row16_col3\" class=\"data row16 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "      <td id=\"T_205dc_row17_col0\" class=\"data row17 col0\" >Obviously, we're going to do it multiple times.</td>\n",
       "      <td id=\"T_205dc_row17_col1\" class=\"data row17 col1\" >51.105</td>\n",
       "      <td id=\"T_205dc_row17_col2\" class=\"data row17 col2\" >52.426</td>\n",
       "      <td id=\"T_205dc_row17_col3\" class=\"data row17 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "      <td id=\"T_205dc_row18_col0\" class=\"data row18 col0\" >Keep going with your notes, and then we're going to go back through.</td>\n",
       "      <td id=\"T_205dc_row18_col1\" class=\"data row18 col1\" >53.647</td>\n",
       "      <td id=\"T_205dc_row18_col2\" class=\"data row18 col2\" >55.548</td>\n",
       "      <td id=\"T_205dc_row18_col3\" class=\"data row18 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "      <td id=\"T_205dc_row19_col0\" class=\"data row19 col0\" >I'll direct you.</td>\n",
       "      <td id=\"T_205dc_row19_col1\" class=\"data row19 col1\" >55.568</td>\n",
       "      <td id=\"T_205dc_row19_col2\" class=\"data row19 col2\" >56.329</td>\n",
       "      <td id=\"T_205dc_row19_col3\" class=\"data row19 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
       "      <td id=\"T_205dc_row20_col0\" class=\"data row20 col0\" >OK.</td>\n",
       "      <td id=\"T_205dc_row20_col1\" class=\"data row20 col1\" >56.669</td>\n",
       "      <td id=\"T_205dc_row20_col2\" class=\"data row20 col2\" >56.909</td>\n",
       "      <td id=\"T_205dc_row20_col3\" class=\"data row20 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
       "      <td id=\"T_205dc_row21_col0\" class=\"data row21 col0\" >Our best-selling Sky Blue is now available in 12 packs.</td>\n",
       "      <td id=\"T_205dc_row21_col1\" class=\"data row21 col1\" >58.010</td>\n",
       "      <td id=\"T_205dc_row21_col2\" class=\"data row21 col2\" >60.752</td>\n",
       "      <td id=\"T_205dc_row21_col3\" class=\"data row21 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
       "      <td id=\"T_205dc_row22_col0\" class=\"data row22 col0\" >That's why I'm excited to introduce our new Stargazer IPA as our latest seasonal<br>offering.</td>\n",
       "      <td id=\"T_205dc_row22_col1\" class=\"data row22 col1\" >61.793</td>\n",
       "      <td id=\"T_205dc_row22_col2\" class=\"data row22 col2\" >66.656</td>\n",
       "      <td id=\"T_205dc_row22_col3\" class=\"data row22 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
       "      <td id=\"T_205dc_row23_col0\" class=\"data row23 col0\" >We used Alani hops to bring tropical aromas to this clear golden brew, made with the<br>best reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row23_col1\" class=\"data row23 col1\" >67.363</td>\n",
       "      <td id=\"T_205dc_row23_col2\" class=\"data row23 col2\" >73.507</td>\n",
       "      <td id=\"T_205dc_row23_col3\" class=\"data row23 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
       "      <td id=\"T_205dc_row24_col0\" class=\"data row24 col0\" >It's a run on to me a bit.</td>\n",
       "      <td id=\"T_205dc_row24_col1\" class=\"data row24 col1\" >74.608</td>\n",
       "      <td id=\"T_205dc_row24_col2\" class=\"data row24 col2\" >75.628</td>\n",
       "      <td id=\"T_205dc_row24_col3\" class=\"data row24 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
       "      <td id=\"T_205dc_row25_col0\" class=\"data row25 col0\" >I would try to do a take with switch out seasonal offering and somehow integrate<br>newest addition to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row25_col1\" class=\"data row25 col1\" >80.331</td>\n",
       "      <td id=\"T_205dc_row25_col2\" class=\"data row25 col2\" >90.138</td>\n",
       "      <td id=\"T_205dc_row25_col3\" class=\"data row25 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
       "      <td id=\"T_205dc_row26_col0\" class=\"data row26 col0\" >Excited to introduce our new stargazer.</td>\n",
       "      <td id=\"T_205dc_row26_col1\" class=\"data row26 col1\" >92.057</td>\n",
       "      <td id=\"T_205dc_row26_col2\" class=\"data row26 col2\" >93.978</td>\n",
       "      <td id=\"T_205dc_row26_col3\" class=\"data row26 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
       "      <td id=\"T_205dc_row27_col0\" class=\"data row27 col0\" >IPA is our latest seasonal offering or Or to introduce stargazer IPA to our seasonal<br>lineup, yep Yeah, I want to relate the, and I'm just having a good time, to the<br>excited word.</td>\n",
       "      <td id=\"T_205dc_row27_col1\" class=\"data row27 col1\" >94.098</td>\n",
       "      <td id=\"T_205dc_row27_col2\" class=\"data row27 col2\" >118.904</td>\n",
       "      <td id=\"T_205dc_row27_col3\" class=\"data row27 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
       "      <td id=\"T_205dc_row28_col0\" class=\"data row28 col0\" >Because when I'm by the campfire, I'm relaxed, just having a good time.</td>\n",
       "      <td id=\"T_205dc_row28_col1\" class=\"data row28 col1\" >119.424</td>\n",
       "      <td id=\"T_205dc_row28_col2\" class=\"data row28 col2\" >122.605</td>\n",
       "      <td id=\"T_205dc_row28_col3\" class=\"data row28 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
       "      <td id=\"T_205dc_row29_col0\" class=\"data row29 col0\" >That's why I'm excited to introduce our new Stargazer IP.</td>\n",
       "      <td id=\"T_205dc_row29_col1\" class=\"data row29 col1\" >124.165</td>\n",
       "      <td id=\"T_205dc_row29_col2\" class=\"data row29 col2\" >127.005</td>\n",
       "      <td id=\"T_205dc_row29_col3\" class=\"data row29 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
       "      <td id=\"T_205dc_row30_col0\" class=\"data row30 col0\" >Yeah, because we want them to think, it's like, by the campfire, Stargazer.</td>\n",
       "      <td id=\"T_205dc_row30_col1\" class=\"data row30 col1\" >127.045</td>\n",
       "      <td id=\"T_205dc_row30_col2\" class=\"data row30 col2\" >130.506</td>\n",
       "      <td id=\"T_205dc_row30_col3\" class=\"data row30 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
       "      <td id=\"T_205dc_row31_col0\" class=\"data row31 col0\" >It makes so much sense for it to go there.</td>\n",
       "      <td id=\"T_205dc_row31_col1\" class=\"data row31 col1\" >130.686</td>\n",
       "      <td id=\"T_205dc_row31_col2\" class=\"data row31 col2\" >132.206</td>\n",
       "      <td id=\"T_205dc_row31_col3\" class=\"data row31 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
       "      <td id=\"T_205dc_row32_col0\" class=\"data row32 col0\" >It's the same word.</td>\n",
       "      <td id=\"T_205dc_row32_col1\" class=\"data row32 col1\" >132.226</td>\n",
       "      <td id=\"T_205dc_row32_col2\" class=\"data row32 col2\" >138.227</td>\n",
       "      <td id=\"T_205dc_row32_col3\" class=\"data row32 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
       "      <td id=\"T_205dc_row33_col0\" class=\"data row33 col0\" >It's just a better version of, that's why I'm excited.</td>\n",
       "      <td id=\"T_205dc_row33_col1\" class=\"data row33 col1\" >138.247</td>\n",
       "      <td id=\"T_205dc_row33_col2\" class=\"data row33 col2\" >141.048</td>\n",
       "      <td id=\"T_205dc_row33_col3\" class=\"data row33 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
       "      <td id=\"T_205dc_row34_col0\" class=\"data row34 col0\" >So I'm just having a good time.</td>\n",
       "      <td id=\"T_205dc_row34_col1\" class=\"data row34 col1\" >141.068</td>\n",
       "      <td id=\"T_205dc_row34_col2\" class=\"data row34 col2\" >142.408</td>\n",
       "      <td id=\"T_205dc_row34_col3\" class=\"data row34 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
       "      <td id=\"T_205dc_row35_col0\" class=\"data row35 col0\" >and our, and the newest, yeah.</td>\n",
       "      <td id=\"T_205dc_row35_col1\" class=\"data row35 col1\" >145.652</td>\n",
       "      <td id=\"T_205dc_row35_col2\" class=\"data row35 col2\" >147.793</td>\n",
       "      <td id=\"T_205dc_row35_col3\" class=\"data row35 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
       "      <td id=\"T_205dc_row36_col0\" class=\"data row36 col0\" >I'm just having a good time.</td>\n",
       "      <td id=\"T_205dc_row36_col1\" class=\"data row36 col1\" >148.554</td>\n",
       "      <td id=\"T_205dc_row36_col2\" class=\"data row36 col2\" >149.755</td>\n",
       "      <td id=\"T_205dc_row36_col3\" class=\"data row36 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
       "      <td id=\"T_205dc_row37_col0\" class=\"data row37 col0\" >That's why I'm excited, it sounds natural.</td>\n",
       "      <td id=\"T_205dc_row37_col1\" class=\"data row37 col1\" >150.155</td>\n",
       "      <td id=\"T_205dc_row37_col2\" class=\"data row37 col2\" >151.756</td>\n",
       "      <td id=\"T_205dc_row37_col3\" class=\"data row37 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
       "      <td id=\"T_205dc_row38_col0\" class=\"data row38 col0\" >Oh, are you saying so that we don't have to cut out the sky blue, I mean, the sky<br>blue 12-packs?</td>\n",
       "      <td id=\"T_205dc_row38_col1\" class=\"data row38 col1\" >153.337</td>\n",
       "      <td id=\"T_205dc_row38_col2\" class=\"data row38 col2\" >156.719</td>\n",
       "      <td id=\"T_205dc_row38_col3\" class=\"data row38 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
       "      <td id=\"T_205dc_row39_col0\" class=\"data row39 col0\" >Yeah, exactly, yeah, yeah, yeah.</td>\n",
       "      <td id=\"T_205dc_row39_col1\" class=\"data row39 col1\" >156.759</td>\n",
       "      <td id=\"T_205dc_row39_col2\" class=\"data row39 col2\" >158.020</td>\n",
       "      <td id=\"T_205dc_row39_col3\" class=\"data row39 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
       "      <td id=\"T_205dc_row40_col0\" class=\"data row40 col0\" >You can't use it twice, the excited word.</td>\n",
       "      <td id=\"T_205dc_row40_col1\" class=\"data row40 col1\" >158.040</td>\n",
       "      <td id=\"T_205dc_row40_col2\" class=\"data row40 col2\" >160.282</td>\n",
       "      <td id=\"T_205dc_row40_col3\" class=\"data row40 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
       "      <td id=\"T_205dc_row41_col0\" class=\"data row41 col0\" >Excited for sad blue, excited for, sorry, what other verb are we using?</td>\n",
       "      <td id=\"T_205dc_row41_col1\" class=\"data row41 col1\" >161.102</td>\n",
       "      <td id=\"T_205dc_row41_col2\" class=\"data row41 col2\" >164.765</td>\n",
       "      <td id=\"T_205dc_row41_col3\" class=\"data row41 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
       "      <td id=\"T_205dc_row42_col0\" class=\"data row42 col0\" >And we are excited to introduce?</td>\n",
       "      <td id=\"T_205dc_row42_col1\" class=\"data row42 col1\" >164.945</td>\n",
       "      <td id=\"T_205dc_row42_col2\" class=\"data row42 col2\" >166.886</td>\n",
       "      <td id=\"T_205dc_row42_col3\" class=\"data row42 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
       "      <td id=\"T_205dc_row43_col0\" class=\"data row43 col0\" >No, we're trying to cut excited from that one.</td>\n",
       "      <td id=\"T_205dc_row43_col1\" class=\"data row43 col1\" >167.446</td>\n",
       "      <td id=\"T_205dc_row43_col2\" class=\"data row43 col2\" >169.348</td>\n",
       "      <td id=\"T_205dc_row43_col3\" class=\"data row43 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
       "      <td id=\"T_205dc_row44_col0\" class=\"data row44 col0\" >Sky blue's now available in 12-packs.</td>\n",
       "      <td id=\"T_205dc_row44_col1\" class=\"data row44 col1\" >170.148</td>\n",
       "      <td id=\"T_205dc_row44_col2\" class=\"data row44 col2\" >174.231</td>\n",
       "      <td id=\"T_205dc_row44_col3\" class=\"data row44 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
       "      <td id=\"T_205dc_row45_col0\" class=\"data row45 col0\" >Our new stargazer IPA is our latest seasonal offering Or is that transition well<br>enough?</td>\n",
       "      <td id=\"T_205dc_row45_col1\" class=\"data row45 col1\" >175.770</td>\n",
       "      <td id=\"T_205dc_row45_col2\" class=\"data row45 col2\" >182.433</td>\n",
       "      <td id=\"T_205dc_row45_col3\" class=\"data row45 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
       "      <td id=\"T_205dc_row46_col0\" class=\"data row46 col0\" >No, it doesn't the one that I don't care if it transitions.</td>\n",
       "      <td id=\"T_205dc_row46_col1\" class=\"data row46 col1\" >182.693</td>\n",
       "      <td id=\"T_205dc_row46_col2\" class=\"data row46 col2\" >185.974</td>\n",
       "      <td id=\"T_205dc_row46_col3\" class=\"data row46 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
       "      <td id=\"T_205dc_row47_col0\" class=\"data row47 col0\" >Well, they're not as the sky blue one So that's the one where like we don't need to<br>worry about it So all we're trying to do is just give a different intro for the sky<br>blue.</td>\n",
       "      <td id=\"T_205dc_row47_col1\" class=\"data row47 col1\" >186.294</td>\n",
       "      <td id=\"T_205dc_row47_col2\" class=\"data row47 col2\" >194.017</td>\n",
       "      <td id=\"T_205dc_row47_col3\" class=\"data row47 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
       "      <td id=\"T_205dc_row48_col0\" class=\"data row48 col0\" >That's not that's why I'm excited.</td>\n",
       "      <td id=\"T_205dc_row48_col1\" class=\"data row48 col1\" >194.057</td>\n",
       "      <td id=\"T_205dc_row48_col2\" class=\"data row48 col2\" >196.018</td>\n",
       "      <td id=\"T_205dc_row48_col3\" class=\"data row48 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
       "      <td id=\"T_205dc_row49_col0\" class=\"data row49 col0\" >I'm excited, too So we open the video this time of year.</td>\n",
       "      <td id=\"T_205dc_row49_col1\" class=\"data row49 col1\" >196.258</td>\n",
       "      <td id=\"T_205dc_row49_col2\" class=\"data row49 col2\" >200.019</td>\n",
       "      <td id=\"T_205dc_row49_col3\" class=\"data row49 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
       "      <td id=\"T_205dc_row50_col0\" class=\"data row50 col0\" >There's nothing better than being in the Canada doors.</td>\n",
       "      <td id=\"T_205dc_row50_col1\" class=\"data row50 col1\" >200.039</td>\n",
       "      <td id=\"T_205dc_row50_col2\" class=\"data row50 col2\" >201.960</td>\n",
       "      <td id=\"T_205dc_row50_col3\" class=\"data row50 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
       "      <td id=\"T_205dc_row51_col0\" class=\"data row51 col0\" >I That's why you gotta get our best-selling Sky Blue in all new 12 packs.</td>\n",
       "      <td id=\"T_205dc_row51_col1\" class=\"data row51 col1\" >202.000</td>\n",
       "      <td id=\"T_205dc_row51_col2\" class=\"data row51 col2\" >206.998</td>\n",
       "      <td id=\"T_205dc_row51_col3\" class=\"data row51 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
       "      <td id=\"T_205dc_row52_col0\" class=\"data row52 col0\" >You know, something like, there's nothing better than being in the Carolina Outdoors,<br>and when you're in the Carolina Outdoors, you're drinking Carolina Sky Blue beer.</td>\n",
       "      <td id=\"T_205dc_row52_col1\" class=\"data row52 col1\" >207.238</td>\n",
       "      <td id=\"T_205dc_row52_col2\" class=\"data row52 col2\" >213.260</td>\n",
       "      <td id=\"T_205dc_row52_col3\" class=\"data row52 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
       "      <td id=\"T_205dc_row53_col0\" class=\"data row53 col0\" >So that, I think, is enough of a connection there.</td>\n",
       "      <td id=\"T_205dc_row53_col1\" class=\"data row53 col1\" >213.820</td>\n",
       "      <td id=\"T_205dc_row53_col2\" class=\"data row53 col2\" >217.201</td>\n",
       "      <td id=\"T_205dc_row53_col3\" class=\"data row53 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
       "      <td id=\"T_205dc_row54_col0\" class=\"data row54 col0\" >So, if you're cool with that, then it's gonna be along the lines of nothing better<br>than being in the Carolina Outdoors.</td>\n",
       "      <td id=\"T_205dc_row54_col1\" class=\"data row54 col1\" >217.701</td>\n",
       "      <td id=\"T_205dc_row54_col2\" class=\"data row54 col2\" >223.542</td>\n",
       "      <td id=\"T_205dc_row54_col3\" class=\"data row54 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
       "      <td id=\"T_205dc_row55_col0\" class=\"data row55 col0\" >That's why you've gotta get our best-selling Sky Blue in the new 12 packs.</td>\n",
       "      <td id=\"T_205dc_row55_col1\" class=\"data row55 col1\" >225.023</td>\n",
       "      <td id=\"T_205dc_row55_col2\" class=\"data row55 col2\" >228.844</td>\n",
       "      <td id=\"T_205dc_row55_col3\" class=\"data row55 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
       "      <td id=\"T_205dc_row56_col0\" class=\"data row56 col0\" >So it's like, there's nothing better this time of year.</td>\n",
       "      <td id=\"T_205dc_row56_col1\" class=\"data row56 col1\" >230.632</td>\n",
       "      <td id=\"T_205dc_row56_col2\" class=\"data row56 col2\" >232.833</td>\n",
       "      <td id=\"T_205dc_row56_col3\" class=\"data row56 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
       "      <td id=\"T_205dc_row57_col0\" class=\"data row57 col0\" >We've got to be able to get out of doors.</td>\n",
       "      <td id=\"T_205dc_row57_col1\" class=\"data row57 col1\" >232.853</td>\n",
       "      <td id=\"T_205dc_row57_col2\" class=\"data row57 col2\" >234.153</td>\n",
       "      <td id=\"T_205dc_row57_col3\" class=\"data row57 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
       "      <td id=\"T_205dc_row58_col0\" class=\"data row58 col0\" >And because of that, you've got to have a sky blue, like for sure.</td>\n",
       "      <td id=\"T_205dc_row58_col1\" class=\"data row58 col1\" >235.033</td>\n",
       "      <td id=\"T_205dc_row58_col2\" class=\"data row58 col2\" >237.614</td>\n",
       "      <td id=\"T_205dc_row58_col3\" class=\"data row58 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
       "      <td id=\"T_205dc_row59_col0\" class=\"data row59 col0\" >Also, add a stargazer onto that.</td>\n",
       "      <td id=\"T_205dc_row59_col1\" class=\"data row59 col1\" >237.854</td>\n",
       "      <td id=\"T_205dc_row59_col2\" class=\"data row59 col2\" >239.974</td>\n",
       "      <td id=\"T_205dc_row59_col3\" class=\"data row59 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row60\" class=\"row_heading level0 row60\" >60</th>\n",
       "      <td id=\"T_205dc_row60_col0\" class=\"data row60 col0\" >That's the kind of idea, right?</td>\n",
       "      <td id=\"T_205dc_row60_col1\" class=\"data row60 col1\" >240.054</td>\n",
       "      <td id=\"T_205dc_row60_col2\" class=\"data row60 col2\" >241.995</td>\n",
       "      <td id=\"T_205dc_row60_col3\" class=\"data row60 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row61\" class=\"row_heading level0 row61\" >61</th>\n",
       "      <td id=\"T_205dc_row61_col0\" class=\"data row61 col0\" >Can you say anything like, maybe not for sky blue because it's obviously not new for<br>the fall, but could you say something like new for the fall or seasonal IPA?</td>\n",
       "      <td id=\"T_205dc_row61_col1\" class=\"data row61 col1\" >242.655</td>\n",
       "      <td id=\"T_205dc_row61_col2\" class=\"data row61 col2\" >252.297</td>\n",
       "      <td id=\"T_205dc_row61_col3\" class=\"data row61 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row62\" class=\"row_heading level0 row62\" >62</th>\n",
       "      <td id=\"T_205dc_row62_col0\" class=\"data row62 col0\" >Definitely.</td>\n",
       "      <td id=\"T_205dc_row62_col1\" class=\"data row62 col1\" >252.317</td>\n",
       "      <td id=\"T_205dc_row62_col2\" class=\"data row62 col2\" >254.538</td>\n",
       "      <td id=\"T_205dc_row62_col3\" class=\"data row62 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row63\" class=\"row_heading level0 row63\" >63</th>\n",
       "      <td id=\"T_205dc_row63_col0\" class=\"data row63 col0\" >To take out the excited, just as kind of a new start.</td>\n",
       "      <td id=\"T_205dc_row63_col1\" class=\"data row63 col1\" >254.558</td>\n",
       "      <td id=\"T_205dc_row63_col2\" class=\"data row63 col2\" >258.739</td>\n",
       "      <td id=\"T_205dc_row63_col3\" class=\"data row63 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row64\" class=\"row_heading level0 row64\" >64</th>\n",
       "      <td id=\"T_205dc_row64_col0\" class=\"data row64 col0\" >We could even say that's why we love our new fall seasonal, well I know you like the<br>lineup, I do too, but when I'm by the camper with my friends, I'm relaxed, I'm just<br>having a good time, that's why we love the new Stargazer.</td>\n",
       "      <td id=\"T_205dc_row64_col1\" class=\"data row64 col1\" >262.861</td>\n",
       "      <td id=\"T_205dc_row64_col2\" class=\"data row64 col2\" >277.867</td>\n",
       "      <td id=\"T_205dc_row64_col3\" class=\"data row64 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row65\" class=\"row_heading level0 row65\" >65</th>\n",
       "      <td id=\"T_205dc_row65_col0\" class=\"data row65 col0\" >What's your priority level of being in the video?</td>\n",
       "      <td id=\"T_205dc_row65_col1\" class=\"data row65 col1\" >283.269</td>\n",
       "      <td id=\"T_205dc_row65_col2\" class=\"data row65 col2\" >285.609</td>\n",
       "      <td id=\"T_205dc_row65_col3\" class=\"data row65 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row66\" class=\"row_heading level0 row66\" >66</th>\n",
       "      <td id=\"T_205dc_row66_col0\" class=\"data row66 col0\" >Sky blue 12 packs?</td>\n",
       "      <td id=\"T_205dc_row66_col1\" class=\"data row66 col1\" >286.050</td>\n",
       "      <td id=\"T_205dc_row66_col2\" class=\"data row66 col2\" >286.950</td>\n",
       "      <td id=\"T_205dc_row66_col3\" class=\"data row66 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row67\" class=\"row_heading level0 row67\" >67</th>\n",
       "      <td id=\"T_205dc_row67_col0\" class=\"data row67 col0\" >I think it's a fair amount of Stargazer.</td>\n",
       "      <td id=\"T_205dc_row67_col1\" class=\"data row67 col1\" >288.317</td>\n",
       "      <td id=\"T_205dc_row67_col2\" class=\"data row67 col2\" >290.699</td>\n",
       "      <td id=\"T_205dc_row67_col3\" class=\"data row67 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row68\" class=\"row_heading level0 row68\" >68</th>\n",
       "      <td id=\"T_205dc_row68_col0\" class=\"data row68 col0\" >People have no idea what the hell it is.</td>\n",
       "      <td id=\"T_205dc_row68_col1\" class=\"data row68 col1\" >290.880</td>\n",
       "      <td id=\"T_205dc_row68_col2\" class=\"data row68 col2\" >292.401</td>\n",
       "      <td id=\"T_205dc_row68_col3\" class=\"data row68 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row69\" class=\"row_heading level0 row69\" >69</th>\n",
       "      <td id=\"T_205dc_row69_col0\" class=\"data row69 col0\" >I mean, you're going to see Sky Blue and Twelve back.</td>\n",
       "      <td id=\"T_205dc_row69_col1\" class=\"data row69 col1\" >292.421</td>\n",
       "      <td id=\"T_205dc_row69_col2\" class=\"data row69 col2\" >294.523</td>\n",
       "      <td id=\"T_205dc_row69_col3\" class=\"data row69 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row70\" class=\"row_heading level0 row70\" >70</th>\n",
       "      <td id=\"T_205dc_row70_col0\" class=\"data row70 col0\" >Whoop-de-shit, I see that everywhere.</td>\n",
       "      <td id=\"T_205dc_row70_col1\" class=\"data row70 col1\" >294.543</td>\n",
       "      <td id=\"T_205dc_row70_col2\" class=\"data row70 col2\" >295.824</td>\n",
       "      <td id=\"T_205dc_row70_col3\" class=\"data row70 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row71\" class=\"row_heading level0 row71\" >71</th>\n",
       "      <td id=\"T_205dc_row71_col0\" class=\"data row71 col0\" >It needs to have more focus on Stargazer.</td>\n",
       "      <td id=\"T_205dc_row71_col1\" class=\"data row71 col1\" >297.246</td>\n",
       "      <td id=\"T_205dc_row71_col2\" class=\"data row71 col2\" >300.409</td>\n",
       "      <td id=\"T_205dc_row71_col3\" class=\"data row71 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row72\" class=\"row_heading level0 row72\" >72</th>\n",
       "      <td id=\"T_205dc_row72_col0\" class=\"data row72 col0\" >Read me the line beforehand before we're getting stargazer.</td>\n",
       "      <td id=\"T_205dc_row72_col1\" class=\"data row72 col1\" >300.842</td>\n",
       "      <td id=\"T_205dc_row72_col2\" class=\"data row72 col2\" >303.764</td>\n",
       "      <td id=\"T_205dc_row72_col3\" class=\"data row72 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row73\" class=\"row_heading level0 row73\" >73</th>\n",
       "      <td id=\"T_205dc_row73_col0\" class=\"data row73 col0\" >I The first one or the one we were originally going to introduce Stargate support.</td>\n",
       "      <td id=\"T_205dc_row73_col1\" class=\"data row73 col1\" >303.784</td>\n",
       "      <td id=\"T_205dc_row73_col2\" class=\"data row73 col2\" >332.828</td>\n",
       "      <td id=\"T_205dc_row73_col3\" class=\"data row73 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row74\" class=\"row_heading level0 row74\" >74</th>\n",
       "      <td id=\"T_205dc_row74_col0\" class=\"data row74 col0\" >The first line of the vid is this time of year there's nothing better than being in<br>the corridors.</td>\n",
       "      <td id=\"T_205dc_row74_col1\" class=\"data row74 col1\" >333.089</td>\n",
       "      <td id=\"T_205dc_row74_col2\" class=\"data row74 col2\" >336.694</td>\n",
       "      <td id=\"T_205dc_row74_col3\" class=\"data row74 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row75\" class=\"row_heading level0 row75\" >75</th>\n",
       "      <td id=\"T_205dc_row75_col0\" class=\"data row75 col0\" >But the line we were talking about was when I'm by the campfire with my friends, I'm<br>relaxed, and I'm just having a good time.</td>\n",
       "      <td id=\"T_205dc_row75_col1\" class=\"data row75 col1\" >336.855</td>\n",
       "      <td id=\"T_205dc_row75_col2\" class=\"data row75 col2\" >342.183</td>\n",
       "      <td id=\"T_205dc_row75_col3\" class=\"data row75 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row76\" class=\"row_heading level0 row76\" >76</th>\n",
       "      <td id=\"T_205dc_row76_col0\" class=\"data row76 col0\" >And then Stargazer.</td>\n",
       "      <td id=\"T_205dc_row76_col1\" class=\"data row76 col1\" >345.188</td>\n",
       "      <td id=\"T_205dc_row76_col2\" class=\"data row76 col2\" >346.069</td>\n",
       "      <td id=\"T_205dc_row76_col3\" class=\"data row76 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row77\" class=\"row_heading level0 row77\" >77</th>\n",
       "      <td id=\"T_205dc_row77_col0\" class=\"data row77 col0\" >And you could say you're, I'm excited to announce.</td>\n",
       "      <td id=\"T_205dc_row77_col1\" class=\"data row77 col1\" >346.949</td>\n",
       "      <td id=\"T_205dc_row77_col2\" class=\"data row77 col2\" >349.572</td>\n",
       "      <td id=\"T_205dc_row77_col3\" class=\"data row77 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row78\" class=\"row_heading level0 row78\" >78</th>\n",
       "      <td id=\"T_205dc_row78_col0\" class=\"data row78 col0\" >Yeah, I think so.</td>\n",
       "      <td id=\"T_205dc_row78_col1\" class=\"data row78 col1\" >349.912</td>\n",
       "      <td id=\"T_205dc_row78_col2\" class=\"data row78 col2\" >350.973</td>\n",
       "      <td id=\"T_205dc_row78_col3\" class=\"data row78 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row79\" class=\"row_heading level0 row79\" >79</th>\n",
       "      <td id=\"T_205dc_row79_col0\" class=\"data row79 col0\" >We are excited to announce.</td>\n",
       "      <td id=\"T_205dc_row79_col1\" class=\"data row79 col1\" >351.113</td>\n",
       "      <td id=\"T_205dc_row79_col2\" class=\"data row79 col2\" >352.374</td>\n",
       "      <td id=\"T_205dc_row79_col3\" class=\"data row79 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row80\" class=\"row_heading level0 row80\" >80</th>\n",
       "      <td id=\"T_205dc_row80_col0\" class=\"data row80 col0\" >Like that line could be the second line.</td>\n",
       "      <td id=\"T_205dc_row80_col1\" class=\"data row80 col1\" >352.414</td>\n",
       "      <td id=\"T_205dc_row80_col2\" class=\"data row80 col2\" >354.495</td>\n",
       "      <td id=\"T_205dc_row80_col3\" class=\"data row80 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row81\" class=\"row_heading level0 row81\" >81</th>\n",
       "      <td id=\"T_205dc_row81_col0\" class=\"data row81 col0\" >Is that what you're thinking?</td>\n",
       "      <td id=\"T_205dc_row81_col1\" class=\"data row81 col1\" >354.636</td>\n",
       "      <td id=\"T_205dc_row81_col2\" class=\"data row81 col2\" >355.556</td>\n",
       "      <td id=\"T_205dc_row81_col3\" class=\"data row81 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row82\" class=\"row_heading level0 row82\" >82</th>\n",
       "      <td id=\"T_205dc_row82_col0\" class=\"data row82 col0\" >Since we're not going to have the sky blue 12 o'clock line.</td>\n",
       "      <td id=\"T_205dc_row82_col1\" class=\"data row82 col1\" >355.636</td>\n",
       "      <td id=\"T_205dc_row82_col2\" class=\"data row82 col2\" >357.938</td>\n",
       "      <td id=\"T_205dc_row82_col3\" class=\"data row82 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row83\" class=\"row_heading level0 row83\" >83</th>\n",
       "      <td id=\"T_205dc_row83_col0\" class=\"data row83 col0\" >Right.</td>\n",
       "      <td id=\"T_205dc_row83_col1\" class=\"data row83 col1\" >358.399</td>\n",
       "      <td id=\"T_205dc_row83_col2\" class=\"data row83 col2\" >358.899</td>\n",
       "      <td id=\"T_205dc_row83_col3\" class=\"data row83 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row84\" class=\"row_heading level0 row84\" >84</th>\n",
       "      <td id=\"T_205dc_row84_col0\" class=\"data row84 col0\" >We just move that middle line up to red African outdoors and we get the rest, the<br>rest of what, three more sentences max.</td>\n",
       "      <td id=\"T_205dc_row84_col1\" class=\"data row84 col1\" >359.019</td>\n",
       "      <td id=\"T_205dc_row84_col2\" class=\"data row84 col2\" >365.945</td>\n",
       "      <td id=\"T_205dc_row84_col3\" class=\"data row84 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row85\" class=\"row_heading level0 row85\" >85</th>\n",
       "      <td id=\"T_205dc_row85_col0\" class=\"data row85 col0\" >And so we go, we're the perfect companion.</td>\n",
       "      <td id=\"T_205dc_row85_col1\" class=\"data row85 col1\" >366.345</td>\n",
       "      <td id=\"T_205dc_row85_col2\" class=\"data row85 col2\" >367.706</td>\n",
       "      <td id=\"T_205dc_row85_col3\" class=\"data row85 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row86\" class=\"row_heading level0 row86\" >86</th>\n",
       "      <td id=\"T_205dc_row86_col0\" class=\"data row86 col0\" >That also might give us a little more flexibility.</td>\n",
       "      <td id=\"T_205dc_row86_col1\" class=\"data row86 col1\" >368.367</td>\n",
       "      <td id=\"T_205dc_row86_col2\" class=\"data row86 col2\" >370.668</td>\n",
       "      <td id=\"T_205dc_row86_col3\" class=\"data row86 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row87\" class=\"row_heading level0 row87\" >87</th>\n",
       "      <td id=\"T_205dc_row87_col0\" class=\"data row87 col0\" >So we are excited to introduce our new Stargazer IPA.</td>\n",
       "      <td id=\"T_205dc_row87_col1\" class=\"data row87 col1\" >370.909</td>\n",
       "      <td id=\"T_205dc_row87_col2\" class=\"data row87 col2\" >373.711</td>\n",
       "      <td id=\"T_205dc_row87_col3\" class=\"data row87 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row88\" class=\"row_heading level0 row88\" >88</th>\n",
       "      <td id=\"T_205dc_row88_col0\" class=\"data row88 col0\" >Yeah, yeah, no We're excited to announce our new stargazer IPA to our seasonal lineup<br>that yep To introduce or announce We're excited to bring you let's do bring you we're<br>excited to bring you our new stargazer IPA as our latest seasonal offering Not season<br>offering Yeah Cause seasonal offering, yes, like we're putting a beer out.</td>\n",
       "      <td id=\"T_205dc_row88_col1\" class=\"data row88 col1\" >376.643</td>\n",
       "      <td id=\"T_205dc_row88_col2\" class=\"data row88 col2\" >408.506</td>\n",
       "      <td id=\"T_205dc_row88_col3\" class=\"data row88 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row89\" class=\"row_heading level0 row89\" >89</th>\n",
       "      <td id=\"T_205dc_row89_col0\" class=\"data row89 col0\" >That's super cool.</td>\n",
       "      <td id=\"T_205dc_row89_col1\" class=\"data row89 col1\" >408.547</td>\n",
       "      <td id=\"T_205dc_row89_col2\" class=\"data row89 col2\" >409.407</td>\n",
       "      <td id=\"T_205dc_row89_col3\" class=\"data row89 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row90\" class=\"row_heading level0 row90\" >90</th>\n",
       "      <td id=\"T_205dc_row90_col0\" class=\"data row90 col0\" >But seasonal lineup alludes to the fact that we're going to have an entire lineup of<br>new beers.</td>\n",
       "      <td id=\"T_205dc_row90_col1\" class=\"data row90 col1\" >409.847</td>\n",
       "      <td id=\"T_205dc_row90_col2\" class=\"data row90 col2\" >414.810</td>\n",
       "      <td id=\"T_205dc_row90_col3\" class=\"data row90 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row91\" class=\"row_heading level0 row91\" >91</th>\n",
       "      <td id=\"T_205dc_row91_col0\" class=\"data row91 col0\" >So like look for the next new thing, right?</td>\n",
       "      <td id=\"T_205dc_row91_col1\" class=\"data row91 col1\" >414.850</td>\n",
       "      <td id=\"T_205dc_row91_col2\" class=\"data row91 col2\" >416.751</td>\n",
       "      <td id=\"T_205dc_row91_col3\" class=\"data row91 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row92\" class=\"row_heading level0 row92\" >92</th>\n",
       "      <td id=\"T_205dc_row92_col0\" class=\"data row92 col0\" >Not just like, Hey, here's this new beer.</td>\n",
       "      <td id=\"T_205dc_row92_col1\" class=\"data row92 col1\" >416.991</td>\n",
       "      <td id=\"T_205dc_row92_col2\" class=\"data row92 col2\" >418.912</td>\n",
       "      <td id=\"T_205dc_row92_col3\" class=\"data row92 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row93\" class=\"row_heading level0 row93\" >93</th>\n",
       "      <td id=\"T_205dc_row93_col0\" class=\"data row93 col0\" >You never know when we're going to have another new beer.</td>\n",
       "      <td id=\"T_205dc_row93_col1\" class=\"data row93 col1\" >419.312</td>\n",
       "      <td id=\"T_205dc_row93_col2\" class=\"data row93 col2\" >421.113</td>\n",
       "      <td id=\"T_205dc_row93_col3\" class=\"data row93 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row94\" class=\"row_heading level0 row94\" >94</th>\n",
       "      <td id=\"T_205dc_row94_col0\" class=\"data row94 col0\" >So we are excited to introduce our new Stargazer IPA to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row94_col1\" class=\"data row94 col1\" >421.133</td>\n",
       "      <td id=\"T_205dc_row94_col2\" class=\"data row94 col2\" >432.379</td>\n",
       "      <td id=\"T_205dc_row94_col3\" class=\"data row94 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row95\" class=\"row_heading level0 row95\" >95</th>\n",
       "      <td id=\"T_205dc_row95_col0\" class=\"data row95 col0\" >Yep.</td>\n",
       "      <td id=\"T_205dc_row95_col1\" class=\"data row95 col1\" >432.900</td>\n",
       "      <td id=\"T_205dc_row95_col2\" class=\"data row95 col2\" >433.060</td>\n",
       "      <td id=\"T_205dc_row95_col3\" class=\"data row95 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row96\" class=\"row_heading level0 row96\" >96</th>\n",
       "      <td id=\"T_205dc_row96_col0\" class=\"data row96 col0\" >Makes sense.</td>\n",
       "      <td id=\"T_205dc_row96_col1\" class=\"data row96 col1\" >433.080</td>\n",
       "      <td id=\"T_205dc_row96_col2\" class=\"data row96 col2\" >433.420</td>\n",
       "      <td id=\"T_205dc_row96_col3\" class=\"data row96 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row97\" class=\"row_heading level0 row97\" >97</th>\n",
       "      <td id=\"T_205dc_row97_col0\" class=\"data row97 col0\" >So then they'll be like, OK, well, what's coming after Stargazer?</td>\n",
       "      <td id=\"T_205dc_row97_col1\" class=\"data row97 col1\" >435.461</td>\n",
       "      <td id=\"T_205dc_row97_col2\" class=\"data row97 col2\" >437.202</td>\n",
       "      <td id=\"T_205dc_row97_col3\" class=\"data row97 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row98\" class=\"row_heading level0 row98\" >98</th>\n",
       "      <td id=\"T_205dc_row98_col0\" class=\"data row98 col0\" >Or theoretically, what came before it?</td>\n",
       "      <td id=\"T_205dc_row98_col1\" class=\"data row98 col1\" >437.222</td>\n",
       "      <td id=\"T_205dc_row98_col2\" class=\"data row98 col2\" >440.405</td>\n",
       "      <td id=\"T_205dc_row98_col3\" class=\"data row98 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row99\" class=\"row_heading level0 row99\" >99</th>\n",
       "      <td id=\"T_205dc_row99_col0\" class=\"data row99 col0\" >Well, I see Carolyn Bruce says, I remember the peach.</td>\n",
       "      <td id=\"T_205dc_row99_col1\" class=\"data row99 col1\" >440.465</td>\n",
       "      <td id=\"T_205dc_row99_col2\" class=\"data row99 col2\" >442.226</td>\n",
       "      <td id=\"T_205dc_row99_col3\" class=\"data row99 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row100\" class=\"row_heading level0 row100\" >100</th>\n",
       "      <td id=\"T_205dc_row100_col0\" class=\"data row100 col0\" >I saw the peach, and now this is after the peach, and this makes sense.</td>\n",
       "      <td id=\"T_205dc_row100_col1\" class=\"data row100 col1\" >442.286</td>\n",
       "      <td id=\"T_205dc_row100_col2\" class=\"data row100 col2\" >445.549</td>\n",
       "      <td id=\"T_205dc_row100_col3\" class=\"data row100 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row101\" class=\"row_heading level0 row101\" >101</th>\n",
       "      <td id=\"T_205dc_row101_col0\" class=\"data row101 col0\" >And what's next?</td>\n",
       "      <td id=\"T_205dc_row101_col1\" class=\"data row101 col1\" >445.589</td>\n",
       "      <td id=\"T_205dc_row101_col2\" class=\"data row101 col2\" >446.089</td>\n",
       "      <td id=\"T_205dc_row101_col3\" class=\"data row101 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row102\" class=\"row_heading level0 row102\" >102</th>\n",
       "      <td id=\"T_205dc_row102_col0\" class=\"data row102 col0\" >I remember paddle days, and got it.</td>\n",
       "      <td id=\"T_205dc_row102_col1\" class=\"data row102 col1\" >446.189</td>\n",
       "      <td id=\"T_205dc_row102_col2\" class=\"data row102 col2\" >448.130</td>\n",
       "      <td id=\"T_205dc_row102_col3\" class=\"data row102 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row103\" class=\"row_heading level0 row103\" >103</th>\n",
       "      <td id=\"T_205dc_row103_col0\" class=\"data row103 col0\" >Totally.</td>\n",
       "      <td id=\"T_205dc_row103_col1\" class=\"data row103 col1\" >448.150</td>\n",
       "      <td id=\"T_205dc_row103_col2\" class=\"data row103 col2\" >448.611</td>\n",
       "      <td id=\"T_205dc_row103_col3\" class=\"data row103 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row104\" class=\"row_heading level0 row104\" >104</th>\n",
       "      <td id=\"T_205dc_row104_col0\" class=\"data row104 col0\" >Let's just nail that line, and we'll keep going after that one.</td>\n",
       "      <td id=\"T_205dc_row104_col1\" class=\"data row104 col1\" >448.671</td>\n",
       "      <td id=\"T_205dc_row104_col2\" class=\"data row104 col2\" >452.774</td>\n",
       "      <td id=\"T_205dc_row104_col3\" class=\"data row104 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row105\" class=\"row_heading level0 row105\" >105</th>\n",
       "      <td id=\"T_205dc_row105_col0\" class=\"data row105 col0\" >You ready?</td>\n",
       "      <td id=\"T_205dc_row105_col1\" class=\"data row105 col1\" >452.794</td>\n",
       "      <td id=\"T_205dc_row105_col2\" class=\"data row105 col2\" >453.034</td>\n",
       "      <td id=\"T_205dc_row105_col3\" class=\"data row105 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row106\" class=\"row_heading level0 row106\" >106</th>\n",
       "      <td id=\"T_205dc_row106_col0\" class=\"data row106 col0\" >Yep.</td>\n",
       "      <td id=\"T_205dc_row106_col1\" class=\"data row106 col1\" >453.274</td>\n",
       "      <td id=\"T_205dc_row106_col2\" class=\"data row106 col2\" >453.394</td>\n",
       "      <td id=\"T_205dc_row106_col3\" class=\"data row106 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row107\" class=\"row_heading level0 row107\" >107</th>\n",
       "      <td id=\"T_205dc_row107_col0\" class=\"data row107 col0\" >We are excited to introduce our new Stargazer IPA to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row107_col1\" class=\"data row107 col1\" >453.955</td>\n",
       "      <td id=\"T_205dc_row107_col2\" class=\"data row107 col2\" >458.078</td>\n",
       "      <td id=\"T_205dc_row107_col3\" class=\"data row107 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row108\" class=\"row_heading level0 row108\" >108</th>\n",
       "      <td id=\"T_205dc_row108_col0\" class=\"data row108 col0\" >We used Alani hops to bring tropical aromas to this clear golden brew made with the<br>best reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row108_col1\" class=\"data row108 col1\" >458.798</td>\n",
       "      <td id=\"T_205dc_row108_col2\" class=\"data row108 col2\" >464.843</td>\n",
       "      <td id=\"T_205dc_row108_col3\" class=\"data row108 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row109\" class=\"row_heading level0 row109\" >109</th>\n",
       "      <td id=\"T_205dc_row109_col0\" class=\"data row109 col0\" >Yeah, that does sound really good.</td>\n",
       "      <td id=\"T_205dc_row109_col1\" class=\"data row109 col1\" >466.007</td>\n",
       "      <td id=\"T_205dc_row109_col2\" class=\"data row109 col2\" >467.047</td>\n",
       "      <td id=\"T_205dc_row109_col3\" class=\"data row109 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row110\" class=\"row_heading level0 row110\" >110</th>\n",
       "      <td id=\"T_205dc_row110_col0\" class=\"data row110 col0\" >Can you also just start with that line, when I'm by the campfire with my friends, I'm<br>just having a good time.</td>\n",
       "      <td id=\"T_205dc_row110_col1\" class=\"data row110 col1\" >467.488</td>\n",
       "      <td id=\"T_205dc_row110_col2\" class=\"data row110 col2\" >472.470</td>\n",
       "      <td id=\"T_205dc_row110_col3\" class=\"data row110 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row111\" class=\"row_heading level0 row111\" >111</th>\n",
       "      <td id=\"T_205dc_row111_col0\" class=\"data row111 col0\" >You don't have to say it word for word, just say it like that.</td>\n",
       "      <td id=\"T_205dc_row111_col1\" class=\"data row111 col1\" >472.570</td>\n",
       "      <td id=\"T_205dc_row111_col2\" class=\"data row111 col2\" >474.671</td>\n",
       "      <td id=\"T_205dc_row111_col3\" class=\"data row111 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row112\" class=\"row_heading level0 row112\" >112</th>\n",
       "      <td id=\"T_205dc_row112_col0\" class=\"data row112 col0\" >And then go into it.</td>\n",
       "      <td id=\"T_205dc_row112_col1\" class=\"data row112 col1\" >474.771</td>\n",
       "      <td id=\"T_205dc_row112_col2\" class=\"data row112 col2\" >476.291</td>\n",
       "      <td id=\"T_205dc_row112_col3\" class=\"data row112 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row113\" class=\"row_heading level0 row113\" >113</th>\n",
       "      <td id=\"T_205dc_row113_col0\" class=\"data row113 col0\" >When I'm with the campfire with my friends, I'm relaxed and having a good time.</td>\n",
       "      <td id=\"T_205dc_row113_col1\" class=\"data row113 col1\" >476.631</td>\n",
       "      <td id=\"T_205dc_row113_col2\" class=\"data row113 col2\" >480.813</td>\n",
       "      <td id=\"T_205dc_row113_col3\" class=\"data row113 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row114\" class=\"row_heading level0 row114\" >114</th>\n",
       "      <td id=\"T_205dc_row114_col0\" class=\"data row114 col0\" >And we are excited to introduce our new Stargazer IPA to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row114_col1\" class=\"data row114 col1\" >481.373</td>\n",
       "      <td id=\"T_205dc_row114_col2\" class=\"data row114 col2\" >485.355</td>\n",
       "      <td id=\"T_205dc_row114_col3\" class=\"data row114 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row115\" class=\"row_heading level0 row115\" >115</th>\n",
       "      <td id=\"T_205dc_row115_col0\" class=\"data row115 col0\" >We used Alani hops to bring tropical aromas to this clear golden brew made with the<br>best reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row115_col1\" class=\"data row115 col1\" >486.235</td>\n",
       "      <td id=\"T_205dc_row115_col2\" class=\"data row115 col2\" >492.618</td>\n",
       "      <td id=\"T_205dc_row115_col3\" class=\"data row115 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row116\" class=\"row_heading level0 row116\" >116</th>\n",
       "      <td id=\"T_205dc_row116_col0\" class=\"data row116 col0\" >It sounds good.</td>\n",
       "      <td id=\"T_205dc_row116_col1\" class=\"data row116 col1\" >494.795</td>\n",
       "      <td id=\"T_205dc_row116_col2\" class=\"data row116 col2\" >495.315</td>\n",
       "      <td id=\"T_205dc_row116_col3\" class=\"data row116 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row117\" class=\"row_heading level0 row117\" >117</th>\n",
       "      <td id=\"T_205dc_row117_col0\" class=\"data row117 col0\" >You kind of do the same, the same way.</td>\n",
       "      <td id=\"T_205dc_row117_col1\" class=\"data row117 col1\" >495.355</td>\n",
       "      <td id=\"T_205dc_row117_col2\" class=\"data row117 col2\" >496.756</td>\n",
       "      <td id=\"T_205dc_row117_col3\" class=\"data row117 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row118\" class=\"row_heading level0 row118\" >118</th>\n",
       "      <td id=\"T_205dc_row118_col0\" class=\"data row118 col0\" >Kind of just do like first line like that and you like raise it up a lot.</td>\n",
       "      <td id=\"T_205dc_row118_col1\" class=\"data row118 col1\" >496.776</td>\n",
       "      <td id=\"T_205dc_row118_col2\" class=\"data row118 col2\" >499.657</td>\n",
       "      <td id=\"T_205dc_row118_col3\" class=\"data row118 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row119\" class=\"row_heading level0 row119\" >119</th>\n",
       "      <td id=\"T_205dc_row119_col0\" class=\"data row119 col0\" >But I wonder too, because it's, it might be because it's not, there's no, there's no<br>real like one or two word transition there.</td>\n",
       "      <td id=\"T_205dc_row119_col1\" class=\"data row119 col1\" >500.137</td>\n",
       "      <td id=\"T_205dc_row119_col2\" class=\"data row119 col2\" >507.799</td>\n",
       "      <td id=\"T_205dc_row119_col3\" class=\"data row119 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row120\" class=\"row_heading level0 row120\" >120</th>\n",
       "      <td id=\"T_205dc_row120_col0\" class=\"data row120 col0\" >And I think we, we do need that now that we cut out sky blue.</td>\n",
       "      <td id=\"T_205dc_row120_col1\" class=\"data row120 col1\" >507.819</td>\n",
       "      <td id=\"T_205dc_row120_col2\" class=\"data row120 col2\" >510.160</td>\n",
       "      <td id=\"T_205dc_row120_col3\" class=\"data row120 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row121\" class=\"row_heading level0 row121\" >121</th>\n",
       "      <td id=\"T_205dc_row121_col0\" class=\"data row121 col0\" >Like we have room to make the transition.</td>\n",
       "      <td id=\"T_205dc_row121_col1\" class=\"data row121 col1\" >510.260</td>\n",
       "      <td id=\"T_205dc_row121_col2\" class=\"data row121 col2\" >511.761</td>\n",
       "      <td id=\"T_205dc_row121_col3\" class=\"data row121 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row122\" class=\"row_heading level0 row122\" >122</th>\n",
       "      <td id=\"T_205dc_row122_col0\" class=\"data row122 col0\" >So we're having a good time.</td>\n",
       "      <td id=\"T_205dc_row122_col1\" class=\"data row122 col1\" >512.341</td>\n",
       "      <td id=\"T_205dc_row122_col2\" class=\"data row122 col2\" >513.301</td>\n",
       "      <td id=\"T_205dc_row122_col3\" class=\"data row122 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row123\" class=\"row_heading level0 row123\" >123</th>\n",
       "      <td id=\"T_205dc_row123_col0\" class=\"data row123 col0\" >When I'm by, when I'm by the campfire, I'm relaxed.</td>\n",
       "      <td id=\"T_205dc_row123_col1\" class=\"data row123 col1\" >513.321</td>\n",
       "      <td id=\"T_205dc_row123_col2\" class=\"data row123 col2\" >518.423</td>\n",
       "      <td id=\"T_205dc_row123_col3\" class=\"data row123 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row124\" class=\"row_heading level0 row124\" >124</th>\n",
       "      <td id=\"T_205dc_row124_col0\" class=\"data row124 col0\" >It's not perfectly sensical, but I think it makes enough sense.</td>\n",
       "      <td id=\"T_205dc_row124_col1\" class=\"data row124 col1\" >518.463</td>\n",
       "      <td id=\"T_205dc_row124_col2\" class=\"data row124 col2\" >521.204</td>\n",
       "      <td id=\"T_205dc_row124_col3\" class=\"data row124 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row125\" class=\"row_heading level0 row125\" >125</th>\n",
       "      <td id=\"T_205dc_row125_col0\" class=\"data row125 col0\" >Like we're having a good time.</td>\n",
       "      <td id=\"T_205dc_row125_col1\" class=\"data row125 col1\" >521.324</td>\n",
       "      <td id=\"T_205dc_row125_col2\" class=\"data row125 col2\" >522.284</td>\n",
       "      <td id=\"T_205dc_row125_col3\" class=\"data row125 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row126\" class=\"row_heading level0 row126\" >126</th>\n",
       "      <td id=\"T_205dc_row126_col0\" class=\"data row126 col0\" >That's why I'm excited to announce.</td>\n",
       "      <td id=\"T_205dc_row126_col1\" class=\"data row126 col1\" >522.484</td>\n",
       "      <td id=\"T_205dc_row126_col2\" class=\"data row126 col2\" >524.105</td>\n",
       "      <td id=\"T_205dc_row126_col3\" class=\"data row126 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row127\" class=\"row_heading level0 row127\" >127</th>\n",
       "      <td id=\"T_205dc_row127_col0\" class=\"data row127 col0\" >It's like, if you really dig into it that much, it doesn't make perfect sense, but I<br>think it will sound good.</td>\n",
       "      <td id=\"T_205dc_row127_col1\" class=\"data row127 col1\" >525.317</td>\n",
       "      <td id=\"T_205dc_row127_col2\" class=\"data row127 col2\" >531.962</td>\n",
       "      <td id=\"T_205dc_row127_col3\" class=\"data row127 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row128\" class=\"row_heading level0 row128\" >128</th>\n",
       "      <td id=\"T_205dc_row128_col0\" class=\"data row128 col0\" >And feel free to push back on that.</td>\n",
       "      <td id=\"T_205dc_row128_col1\" class=\"data row128 col1\" >532.663</td>\n",
       "      <td id=\"T_205dc_row128_col2\" class=\"data row128 col2\" >534.525</td>\n",
       "      <td id=\"T_205dc_row128_col3\" class=\"data row128 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row129\" class=\"row_heading level0 row129\" >129</th>\n",
       "      <td id=\"T_205dc_row129_col0\" class=\"data row129 col0\" >So that's why we're excited to introduce our new Stargazer.</td>\n",
       "      <td id=\"T_205dc_row129_col1\" class=\"data row129 col1\" >534.745</td>\n",
       "      <td id=\"T_205dc_row129_col2\" class=\"data row129 col2\" >537.207</td>\n",
       "      <td id=\"T_205dc_row129_col3\" class=\"data row129 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row130\" class=\"row_heading level0 row130\" >130</th>\n",
       "      <td id=\"T_205dc_row130_col0\" class=\"data row130 col0\" >Yeah, I just want to relate good time to Stargazer, and obviously the camping scene<br>visually will, but with the script.</td>\n",
       "      <td id=\"T_205dc_row130_col1\" class=\"data row130 col1\" >538.568</td>\n",
       "      <td id=\"T_205dc_row130_col2\" class=\"data row130 col2\" >545.815</td>\n",
       "      <td id=\"T_205dc_row130_col3\" class=\"data row130 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row131\" class=\"row_heading level0 row131\" >131</th>\n",
       "      <td id=\"T_205dc_row131_col0\" class=\"data row131 col0\" >I don't want that line to just be like, I love being by the campfire with good<br>friends, having a good time.</td>\n",
       "      <td id=\"T_205dc_row131_col1\" class=\"data row131 col1\" >546.883</td>\n",
       "      <td id=\"T_205dc_row131_col2\" class=\"data row131 col2\" >551.286</td>\n",
       "      <td id=\"T_205dc_row131_col3\" class=\"data row131 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row132\" class=\"row_heading level0 row132\" >132</th>\n",
       "      <td id=\"T_205dc_row132_col0\" class=\"data row132 col0\" >We're excited to announce our new beer, you know?</td>\n",
       "      <td id=\"T_205dc_row132_col1\" class=\"data row132 col1\" >551.306</td>\n",
       "      <td id=\"T_205dc_row132_col2\" class=\"data row132 col2\" >553.768</td>\n",
       "      <td id=\"T_205dc_row132_col3\" class=\"data row132 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row133\" class=\"row_heading level0 row133\" >133</th>\n",
       "      <td id=\"T_205dc_row133_col0\" class=\"data row133 col0\" >That's why it might be enough.</td>\n",
       "      <td id=\"T_205dc_row133_col1\" class=\"data row133 col1\" >554.289</td>\n",
       "      <td id=\"T_205dc_row133_col2\" class=\"data row133 col2\" >555.370</td>\n",
       "      <td id=\"T_205dc_row133_col3\" class=\"data row133 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row134\" class=\"row_heading level0 row134\" >134</th>\n",
       "      <td id=\"T_205dc_row134_col0\" class=\"data row134 col0\" >We don't have a lot of time to say much more than that.</td>\n",
       "      <td id=\"T_205dc_row134_col1\" class=\"data row134 col1\" >555.870</td>\n",
       "      <td id=\"T_205dc_row134_col2\" class=\"data row134 col2\" >558.152</td>\n",
       "      <td id=\"T_205dc_row134_col3\" class=\"data row134 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row135\" class=\"row_heading level0 row135\" >135</th>\n",
       "      <td id=\"T_205dc_row135_col0\" class=\"data row135 col0\" >I mean, I guess you could kind of throw in like a, we're excited to announce the<br>perfect beer for the season.</td>\n",
       "      <td id=\"T_205dc_row135_col1\" class=\"data row135 col1\" >558.172</td>\n",
       "      <td id=\"T_205dc_row135_col2\" class=\"data row135 col2\" >563.376</td>\n",
       "      <td id=\"T_205dc_row135_col3\" class=\"data row135 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row136\" class=\"row_heading level0 row136\" >136</th>\n",
       "      <td id=\"T_205dc_row136_col0\" class=\"data row136 col0\" >Our new Stargazer IPA.</td>\n",
       "      <td id=\"T_205dc_row136_col1\" class=\"data row136 col1\" >564.356</td>\n",
       "      <td id=\"T_205dc_row136_col2\" class=\"data row136 col2\" >565.637</td>\n",
       "      <td id=\"T_205dc_row136_col3\" class=\"data row136 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row137\" class=\"row_heading level0 row137\" >137</th>\n",
       "      <td id=\"T_205dc_row137_col0\" class=\"data row137 col0\" >And that's why we're excited to announce the perfect beer for the season.</td>\n",
       "      <td id=\"T_205dc_row137_col1\" class=\"data row137 col1\" >568.519</td>\n",
       "      <td id=\"T_205dc_row137_col2\" class=\"data row137 col2\" >570.720</td>\n",
       "      <td id=\"T_205dc_row137_col3\" class=\"data row137 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row138\" class=\"row_heading level0 row138\" >138</th>\n",
       "      <td id=\"T_205dc_row138_col0\" class=\"data row138 col0\" >Our new Stargazer RPA.</td>\n",
       "      <td id=\"T_205dc_row138_col1\" class=\"data row138 col1\" >570.860</td>\n",
       "      <td id=\"T_205dc_row138_col2\" class=\"data row138 col2\" >571.960</td>\n",
       "      <td id=\"T_205dc_row138_col3\" class=\"data row138 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row139\" class=\"row_heading level0 row139\" >139</th>\n",
       "      <td id=\"T_205dc_row139_col0\" class=\"data row139 col0\" >Hop notes.</td>\n",
       "      <td id=\"T_205dc_row139_col1\" class=\"data row139 col1\" >572.801</td>\n",
       "      <td id=\"T_205dc_row139_col2\" class=\"data row139 col2\" >573.301</td>\n",
       "      <td id=\"T_205dc_row139_col3\" class=\"data row139 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row140\" class=\"row_heading level0 row140\" >140</th>\n",
       "      <td id=\"T_205dc_row140_col0\" class=\"data row140 col0\" >We're the perfect community for the outdoor adventure.</td>\n",
       "      <td id=\"T_205dc_row140_col1\" class=\"data row140 col1\" >573.941</td>\n",
       "      <td id=\"T_205dc_row140_col2\" class=\"data row140 col2\" >575.281</td>\n",
       "      <td id=\"T_205dc_row140_col3\" class=\"data row140 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row141\" class=\"row_heading level0 row141\" >141</th>\n",
       "      <td id=\"T_205dc_row141_col0\" class=\"data row141 col0\" >That makes a lot of sense.</td>\n",
       "      <td id=\"T_205dc_row141_col1\" class=\"data row141 col1\" >575.341</td>\n",
       "      <td id=\"T_205dc_row141_col2\" class=\"data row141 col2\" >576.182</td>\n",
       "      <td id=\"T_205dc_row141_col3\" class=\"data row141 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row142\" class=\"row_heading level0 row142\" >142</th>\n",
       "      <td id=\"T_205dc_row142_col0\" class=\"data row142 col0\" >Nice.</td>\n",
       "      <td id=\"T_205dc_row142_col1\" class=\"data row142 col1\" >576.662</td>\n",
       "      <td id=\"T_205dc_row142_col2\" class=\"data row142 col2\" >576.902</td>\n",
       "      <td id=\"T_205dc_row142_col3\" class=\"data row142 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row143\" class=\"row_heading level0 row143\" >143</th>\n",
       "      <td id=\"T_205dc_row143_col0\" class=\"data row143 col0\" >So that's that's one.</td>\n",
       "      <td id=\"T_205dc_row143_col1\" class=\"data row143 col1\" >578.002</td>\n",
       "      <td id=\"T_205dc_row143_col2\" class=\"data row143 col2\" >579.263</td>\n",
       "      <td id=\"T_205dc_row143_col3\" class=\"data row143 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row144\" class=\"row_heading level0 row144\" >144</th>\n",
       "      <td id=\"T_205dc_row144_col0\" class=\"data row144 col0\" >All right.</td>\n",
       "      <td id=\"T_205dc_row144_col1\" class=\"data row144 col1\" >579.723</td>\n",
       "      <td id=\"T_205dc_row144_col2\" class=\"data row144 col2\" >581.063</td>\n",
       "      <td id=\"T_205dc_row144_col3\" class=\"data row144 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row145\" class=\"row_heading level0 row145\" >145</th>\n",
       "      <td id=\"T_205dc_row145_col0\" class=\"data row145 col0\" >That's why we're excited to bring you the perfect beer for the season.</td>\n",
       "      <td id=\"T_205dc_row145_col1\" class=\"data row145 col1\" >581.123</td>\n",
       "      <td id=\"T_205dc_row145_col2\" class=\"data row145 col2\" >587.366</td>\n",
       "      <td id=\"T_205dc_row145_col3\" class=\"data row145 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row146\" class=\"row_heading level0 row146\" >146</th>\n",
       "      <td id=\"T_205dc_row146_col0\" class=\"data row146 col0\" >And then you could say we're adding Stargazer IPA to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row146_col1\" class=\"data row146 col1\" >595.668</td>\n",
       "      <td id=\"T_205dc_row146_col2\" class=\"data row146 col2\" >601.977</td>\n",
       "      <td id=\"T_205dc_row146_col3\" class=\"data row146 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row147\" class=\"row_heading level0 row147\" >147</th>\n",
       "      <td id=\"T_205dc_row147_col0\" class=\"data row147 col0\" >Alani, brewed with Alani hops to create a tropical aroma, brewed with the best<br>reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row147_col1\" class=\"data row147 col1\" >603.317</td>\n",
       "      <td id=\"T_205dc_row147_col2\" class=\"data row147 col2\" >611.280</td>\n",
       "      <td id=\"T_205dc_row147_col3\" class=\"data row147 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row148\" class=\"row_heading level0 row148\" >148</th>\n",
       "      <td id=\"T_205dc_row148_col0\" class=\"data row148 col0\" >Yeah, let's actually do, that's why we're bringing you.</td>\n",
       "      <td id=\"T_205dc_row148_col1\" class=\"data row148 col1\" >611.480</td>\n",
       "      <td id=\"T_205dc_row148_col2\" class=\"data row148 col2\" >614.641</td>\n",
       "      <td id=\"T_205dc_row148_col3\" class=\"data row148 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row149\" class=\"row_heading level0 row149\" >149</th>\n",
       "      <td id=\"T_205dc_row149_col0\" class=\"data row149 col0\" >Like, you like having a good time with your friends, and because of that, in the fall<br>season, that's why you're bringing the Stargazer IPA.</td>\n",
       "      <td id=\"T_205dc_row149_col1\" class=\"data row149 col1\" >614.961</td>\n",
       "      <td id=\"T_205dc_row149_col2\" class=\"data row149 col2\" >620.543</td>\n",
       "      <td id=\"T_205dc_row149_col3\" class=\"data row149 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row150\" class=\"row_heading level0 row150\" >150</th>\n",
       "      <td id=\"T_205dc_row150_col0\" class=\"data row150 col0\" >Because then the kind of story is, like, I was sitting around the campfire, grabbing<br>a beer, and I was like, I want a nice IPA.</td>\n",
       "      <td id=\"T_205dc_row150_col1\" class=\"data row150 col1\" >620.563</td>\n",
       "      <td id=\"T_205dc_row150_col2\" class=\"data row150 col2\" >625.525</td>\n",
       "      <td id=\"T_205dc_row150_col3\" class=\"data row150 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row151\" class=\"row_heading level0 row151\" >151</th>\n",
       "      <td id=\"T_205dc_row151_col0\" class=\"data row151 col0\" >Like, let's brew one.</td>\n",
       "      <td id=\"T_205dc_row151_col1\" class=\"data row151 col1\" >625.545</td>\n",
       "      <td id=\"T_205dc_row151_col2\" class=\"data row151 col2\" >626.225</td>\n",
       "      <td id=\"T_205dc_row151_col3\" class=\"data row151 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row152\" class=\"row_heading level0 row152\" >152</th>\n",
       "      <td id=\"T_205dc_row152_col0\" class=\"data row152 col0\" >That's why we're bringing you a beer perfect for the season.</td>\n",
       "      <td id=\"T_205dc_row152_col1\" class=\"data row152 col1\" >628.905</td>\n",
       "      <td id=\"T_205dc_row152_col2\" class=\"data row152 col2\" >632.487</td>\n",
       "      <td id=\"T_205dc_row152_col3\" class=\"data row152 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row153\" class=\"row_heading level0 row153\" >153</th>\n",
       "      <td id=\"T_205dc_row153_col0\" class=\"data row153 col0\" >Our new Stargazer IPA.</td>\n",
       "      <td id=\"T_205dc_row153_col1\" class=\"data row153 col1\" >632.707</td>\n",
       "      <td id=\"T_205dc_row153_col2\" class=\"data row153 col2\" >633.587</td>\n",
       "      <td id=\"T_205dc_row153_col3\" class=\"data row153 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row154\" class=\"row_heading level0 row154\" >154</th>\n",
       "      <td id=\"T_205dc_row154_col0\" class=\"data row154 col0\" >All right, get rid of excited.</td>\n",
       "      <td id=\"T_205dc_row154_col1\" class=\"data row154 col1\" >633.687</td>\n",
       "      <td id=\"T_205dc_row154_col2\" class=\"data row154 col2\" >635.508</td>\n",
       "      <td id=\"T_205dc_row154_col3\" class=\"data row154 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row155\" class=\"row_heading level0 row155\" >155</th>\n",
       "      <td id=\"T_205dc_row155_col0\" class=\"data row155 col0\" >Yep.</td>\n",
       "      <td id=\"T_205dc_row155_col1\" class=\"data row155 col1\" >635.528</td>\n",
       "      <td id=\"T_205dc_row155_col2\" class=\"data row155 col2\" >635.588</td>\n",
       "      <td id=\"T_205dc_row155_col3\" class=\"data row155 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row156\" class=\"row_heading level0 row156\" >156</th>\n",
       "      <td id=\"T_205dc_row156_col0\" class=\"data row156 col0\" >That's why we are bringing you the perfect beer for the season.</td>\n",
       "      <td id=\"T_205dc_row156_col1\" class=\"data row156 col1\" >637.369</td>\n",
       "      <td id=\"T_205dc_row156_col2\" class=\"data row156 col2\" >647.855</td>\n",
       "      <td id=\"T_205dc_row156_col3\" class=\"data row156 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row157\" class=\"row_heading level0 row157\" >157</th>\n",
       "      <td id=\"T_205dc_row157_col0\" class=\"data row157 col0\" >Yep.</td>\n",
       "      <td id=\"T_205dc_row157_col1\" class=\"data row157 col1\" >648.035</td>\n",
       "      <td id=\"T_205dc_row157_col2\" class=\"data row157 col2\" >648.235</td>\n",
       "      <td id=\"T_205dc_row157_col3\" class=\"data row157 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row158\" class=\"row_heading level0 row158\" >158</th>\n",
       "      <td id=\"T_205dc_row158_col0\" class=\"data row158 col0\" >Comma, our new Stargazer IPA.</td>\n",
       "      <td id=\"T_205dc_row158_col1\" class=\"data row158 col1\" >649.616</td>\n",
       "      <td id=\"T_205dc_row158_col2\" class=\"data row158 col2\" >651.357</td>\n",
       "      <td id=\"T_205dc_row158_col3\" class=\"data row158 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row159\" class=\"row_heading level0 row159\" >159</th>\n",
       "      <td id=\"T_205dc_row159_col0\" class=\"data row159 col0\" >Saying excited at this point is a little bit You know, it's like, they can glean<br>that.</td>\n",
       "      <td id=\"T_205dc_row159_col1\" class=\"data row159 col1\" >653.878</td>\n",
       "      <td id=\"T_205dc_row159_col2\" class=\"data row159 col2\" >662.328</td>\n",
       "      <td id=\"T_205dc_row159_col3\" class=\"data row159 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row160\" class=\"row_heading level0 row160\" >160</th>\n",
       "      <td id=\"T_205dc_row160_col0\" class=\"data row160 col0\" >And then you can say, um...</td>\n",
       "      <td id=\"T_205dc_row160_col1\" class=\"data row160 col1\" >664.229</td>\n",
       "      <td id=\"T_205dc_row160_col2\" class=\"data row160 col2\" >665.509</td>\n",
       "      <td id=\"T_205dc_row160_col3\" class=\"data row160 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row161\" class=\"row_heading level0 row161\" >161</th>\n",
       "      <td id=\"T_205dc_row161_col0\" class=\"data row161 col0\" >We used Alani hops, blah, blah, blah.</td>\n",
       "      <td id=\"T_205dc_row161_col1\" class=\"data row161 col1\" >667.130</td>\n",
       "      <td id=\"T_205dc_row161_col2\" class=\"data row161 col2\" >669.211</td>\n",
       "      <td id=\"T_205dc_row161_col3\" class=\"data row161 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row162\" class=\"row_heading level0 row162\" >162</th>\n",
       "      <td id=\"T_205dc_row162_col0\" class=\"data row162 col0\" >Just say, in this newest addition to our seasonal lineup, if you still want to keep<br>that in there.</td>\n",
       "      <td id=\"T_205dc_row162_col1\" class=\"data row162 col1\" >669.271</td>\n",
       "      <td id=\"T_205dc_row162_col2\" class=\"data row162 col2\" >674.973</td>\n",
       "      <td id=\"T_205dc_row162_col3\" class=\"data row162 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row163\" class=\"row_heading level0 row163\" >163</th>\n",
       "      <td id=\"T_205dc_row163_col0\" class=\"data row163 col0\" >Oh, I do want, I do like that still.</td>\n",
       "      <td id=\"T_205dc_row163_col1\" class=\"data row163 col1\" >675.013</td>\n",
       "      <td id=\"T_205dc_row163_col2\" class=\"data row163 col2\" >676.354</td>\n",
       "      <td id=\"T_205dc_row163_col3\" class=\"data row163 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row164\" class=\"row_heading level0 row164\" >164</th>\n",
       "      <td id=\"T_205dc_row164_col0\" class=\"data row164 col0\" >We used Alani hops to create a tropical aroma R.O.</td>\n",
       "      <td id=\"T_205dc_row164_col1\" class=\"data row164 col1\" >676.374</td>\n",
       "      <td id=\"T_205dc_row164_col2\" class=\"data row164 col2\" >680.335</td>\n",
       "      <td id=\"T_205dc_row164_col3\" class=\"data row164 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row165\" class=\"row_heading level0 row165\" >165</th>\n",
       "      <td id=\"T_205dc_row165_col0\" class=\"data row165 col0\" >system.</td>\n",
       "      <td id=\"T_205dc_row165_col1\" class=\"data row165 col1\" >680.816</td>\n",
       "      <td id=\"T_205dc_row165_col2\" class=\"data row165 col2\" >681.136</td>\n",
       "      <td id=\"T_205dc_row165_col3\" class=\"data row165 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row166\" class=\"row_heading level0 row166\" >166</th>\n",
       "      <td id=\"T_205dc_row166_col0\" class=\"data row166 col0\" >That's why we are bringing you the perfect beer for this season, our new Stargazer<br>IPA, the latest addition to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row166_col1\" class=\"data row166 col1\" >683.871</td>\n",
       "      <td id=\"T_205dc_row166_col2\" class=\"data row166 col2\" >690.216</td>\n",
       "      <td id=\"T_205dc_row166_col3\" class=\"data row166 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row167\" class=\"row_heading level0 row167\" >167</th>\n",
       "      <td id=\"T_205dc_row167_col0\" class=\"data row167 col0\" >Oh, yeah.</td>\n",
       "      <td id=\"T_205dc_row167_col1\" class=\"data row167 col1\" >690.336</td>\n",
       "      <td id=\"T_205dc_row167_col2\" class=\"data row167 col2\" >690.916</td>\n",
       "      <td id=\"T_205dc_row167_col3\" class=\"data row167 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row168\" class=\"row_heading level0 row168\" >168</th>\n",
       "      <td id=\"T_205dc_row168_col0\" class=\"data row168 col0\" >That sounds good on a couple of different notes.</td>\n",
       "      <td id=\"T_205dc_row168_col1\" class=\"data row168 col1\" >690.936</td>\n",
       "      <td id=\"T_205dc_row168_col2\" class=\"data row168 col2\" >693.959</td>\n",
       "      <td id=\"T_205dc_row168_col3\" class=\"data row168 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row169\" class=\"row_heading level0 row169\" >169</th>\n",
       "      <td id=\"T_205dc_row169_col0\" class=\"data row169 col0\" >That has good cadence.</td>\n",
       "      <td id=\"T_205dc_row169_col1\" class=\"data row169 col1\" >693.979</td>\n",
       "      <td id=\"T_205dc_row169_col2\" class=\"data row169 col2\" >695.980</td>\n",
       "      <td id=\"T_205dc_row169_col3\" class=\"data row169 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row170\" class=\"row_heading level0 row170\" >170</th>\n",
       "      <td id=\"T_205dc_row170_col0\" class=\"data row170 col0\" >It makes sense for the story.</td>\n",
       "      <td id=\"T_205dc_row170_col1\" class=\"data row170 col1\" >696.060</td>\n",
       "      <td id=\"T_205dc_row170_col2\" class=\"data row170 col2\" >698.242</td>\n",
       "      <td id=\"T_205dc_row170_col3\" class=\"data row170 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row171\" class=\"row_heading level0 row171\" >171</th>\n",
       "      <td id=\"T_205dc_row171_col0\" class=\"data row171 col0\" >You're emphasizing the right parts.</td>\n",
       "      <td id=\"T_205dc_row171_col1\" class=\"data row171 col1\" >698.322</td>\n",
       "      <td id=\"T_205dc_row171_col2\" class=\"data row171 col2\" >699.803</td>\n",
       "      <td id=\"T_205dc_row171_col3\" class=\"data row171 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row172\" class=\"row_heading level0 row172\" >172</th>\n",
       "      <td id=\"T_205dc_row172_col0\" class=\"data row172 col0\" >Mm-hmm.</td>\n",
       "      <td id=\"T_205dc_row172_col1\" class=\"data row172 col1\" >700.123</td>\n",
       "      <td id=\"T_205dc_row172_col2\" class=\"data row172 col2\" >700.464</td>\n",
       "      <td id=\"T_205dc_row172_col3\" class=\"data row172 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row173\" class=\"row_heading level0 row173\" >173</th>\n",
       "      <td id=\"T_205dc_row173_col0\" class=\"data row173 col0\" >And then you can just kind of start the sentence with, brewed with Ilani hops.</td>\n",
       "      <td id=\"T_205dc_row173_col1\" class=\"data row173 col1\" >702.545</td>\n",
       "      <td id=\"T_205dc_row173_col2\" class=\"data row173 col2\" >705.768</td>\n",
       "      <td id=\"T_205dc_row173_col3\" class=\"data row173 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row174\" class=\"row_heading level0 row174\" >174</th>\n",
       "      <td id=\"T_205dc_row174_col0\" class=\"data row174 col0\" >Yep.</td>\n",
       "      <td id=\"T_205dc_row174_col1\" class=\"data row174 col1\" >705.888</td>\n",
       "      <td id=\"T_205dc_row174_col2\" class=\"data row174 col2\" >705.948</td>\n",
       "      <td id=\"T_205dc_row174_col3\" class=\"data row174 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row175\" class=\"row_heading level0 row175\" >175</th>\n",
       "      <td id=\"T_205dc_row175_col0\" class=\"data row175 col0\" >Yep.</td>\n",
       "      <td id=\"T_205dc_row175_col1\" class=\"data row175 col1\" >705.968</td>\n",
       "      <td id=\"T_205dc_row175_col2\" class=\"data row175 col2\" >706.028</td>\n",
       "      <td id=\"T_205dc_row175_col3\" class=\"data row175 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row176\" class=\"row_heading level0 row176\" >176</th>\n",
       "      <td id=\"T_205dc_row176_col0\" class=\"data row176 col0\" >Which sounds more natural.</td>\n",
       "      <td id=\"T_205dc_row176_col1\" class=\"data row176 col1\" >706.088</td>\n",
       "      <td id=\"T_205dc_row176_col2\" class=\"data row176 col2\" >709.951</td>\n",
       "      <td id=\"T_205dc_row176_col3\" class=\"data row176 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row177\" class=\"row_heading level0 row177\" >177</th>\n",
       "      <td id=\"T_205dc_row177_col0\" class=\"data row177 col0\" >Anyways, and is it going to be or not?</td>\n",
       "      <td id=\"T_205dc_row177_col1\" class=\"data row177 col1\" >710.031</td>\n",
       "      <td id=\"T_205dc_row177_col2\" class=\"data row177 col2\" >712.353</td>\n",
       "      <td id=\"T_205dc_row177_col3\" class=\"data row177 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row178\" class=\"row_heading level0 row178\" >178</th>\n",
       "      <td id=\"T_205dc_row178_col0\" class=\"data row178 col0\" >Brewed with Ilani hops.</td>\n",
       "      <td id=\"T_205dc_row178_col1\" class=\"data row178 col1\" >712.533</td>\n",
       "      <td id=\"T_205dc_row178_col2\" class=\"data row178 col2\" >713.554</td>\n",
       "      <td id=\"T_205dc_row178_col3\" class=\"data row178 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row179\" class=\"row_heading level0 row179\" >179</th>\n",
       "      <td id=\"T_205dc_row179_col0\" class=\"data row179 col0\" >to bring tropical aromas to this clear golden brew and made with the best reverse<br>osmosis water.</td>\n",
       "      <td id=\"T_205dc_row179_col1\" class=\"data row179 col1\" >715.307</td>\n",
       "      <td id=\"T_205dc_row179_col2\" class=\"data row179 col2\" >723.773</td>\n",
       "      <td id=\"T_205dc_row179_col3\" class=\"data row179 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row180\" class=\"row_heading level0 row180\" >180</th>\n",
       "      <td id=\"T_205dc_row180_col0\" class=\"data row180 col0\" >I just would say made with, not and made with.</td>\n",
       "      <td id=\"T_205dc_row180_col1\" class=\"data row180 col1\" >724.113</td>\n",
       "      <td id=\"T_205dc_row180_col2\" class=\"data row180 col2\" >726.755</td>\n",
       "      <td id=\"T_205dc_row180_col3\" class=\"data row180 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row181\" class=\"row_heading level0 row181\" >181</th>\n",
       "      <td id=\"T_205dc_row181_col0\" class=\"data row181 col0\" >Because that whole sentence is kind of going to be like nods to what makes this the<br>perfect beer for the season.</td>\n",
       "      <td id=\"T_205dc_row181_col1\" class=\"data row181 col1\" >729.957</td>\n",
       "      <td id=\"T_205dc_row181_col2\" class=\"data row181 col2\" >735.941</td>\n",
       "      <td id=\"T_205dc_row181_col3\" class=\"data row181 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row182\" class=\"row_heading level0 row182\" >182</th>\n",
       "      <td id=\"T_205dc_row182_col0\" class=\"data row182 col0\" >Right.</td>\n",
       "      <td id=\"T_205dc_row182_col1\" class=\"data row182 col1\" >736.021</td>\n",
       "      <td id=\"T_205dc_row182_col2\" class=\"data row182 col2\" >736.222</td>\n",
       "      <td id=\"T_205dc_row182_col3\" class=\"data row182 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row183\" class=\"row_heading level0 row183\" >183</th>\n",
       "      <td id=\"T_205dc_row183_col0\" class=\"data row183 col0\" >Lime hops, tropical aroma.</td>\n",
       "      <td id=\"T_205dc_row183_col1\" class=\"data row183 col1\" >736.242</td>\n",
       "      <td id=\"T_205dc_row183_col2\" class=\"data row183 col2\" >738.003</td>\n",
       "      <td id=\"T_205dc_row183_col3\" class=\"data row183 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row184\" class=\"row_heading level0 row184\" >184</th>\n",
       "      <td id=\"T_205dc_row184_col0\" class=\"data row184 col0\" >And I would be okay with just keeping it as like a bigger sentence with commas, but<br>since we do have like a little tiny bit more room without this cover line, you can<br>just say it's.</td>\n",
       "      <td id=\"T_205dc_row184_col1\" class=\"data row184 col1\" >740.049</td>\n",
       "      <td id=\"T_205dc_row184_col2\" class=\"data row184 col2\" >747.916</td>\n",
       "      <td id=\"T_205dc_row184_col3\" class=\"data row184 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row185\" class=\"row_heading level0 row185\" >185</th>\n",
       "      <td id=\"T_205dc_row185_col0\" class=\"data row185 col0\" >Like you can just start with it's.</td>\n",
       "      <td id=\"T_205dc_row185_col1\" class=\"data row185 col1\" >748.076</td>\n",
       "      <td id=\"T_205dc_row185_col2\" class=\"data row185 col2\" >749.097</td>\n",
       "      <td id=\"T_205dc_row185_col3\" class=\"data row185 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row186\" class=\"row_heading level0 row186\" >186</th>\n",
       "      <td id=\"T_205dc_row186_col0\" class=\"data row186 col0\" >So what about this?</td>\n",
       "      <td id=\"T_205dc_row186_col1\" class=\"data row186 col1\" >749.157</td>\n",
       "      <td id=\"T_205dc_row186_col2\" class=\"data row186 col2\" >749.798</td>\n",
       "      <td id=\"T_205dc_row186_col3\" class=\"data row186 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row187\" class=\"row_heading level0 row187\" >187</th>\n",
       "      <td id=\"T_205dc_row187_col0\" class=\"data row187 col0\" >What about we nail the first part down in a couple takes rather than doing run-on,<br>run-on, run-on, and just break it to two?</td>\n",
       "      <td id=\"T_205dc_row187_col1\" class=\"data row187 col1\" >749.878</td>\n",
       "      <td id=\"T_205dc_row187_col2\" class=\"data row187 col2\" >755.623</td>\n",
       "      <td id=\"T_205dc_row187_col3\" class=\"data row187 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row188\" class=\"row_heading level0 row188\" >188</th>\n",
       "      <td id=\"T_205dc_row188_col0\" class=\"data row188 col0\" >Yeah, usually we would want to put them all together, but I think we're doing this to<br>do it's.</td>\n",
       "      <td id=\"T_205dc_row188_col1\" class=\"data row188 col1\" >755.683</td>\n",
       "      <td id=\"T_205dc_row188_col2\" class=\"data row188 col2\" >759.427</td>\n",
       "      <td id=\"T_205dc_row188_col3\" class=\"data row188 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row189\" class=\"row_heading level0 row189\" >189</th>\n",
       "      <td id=\"T_205dc_row189_col0\" class=\"data row189 col0\" >So that's why we're bringing you the perfect beer for the season, our new Stargazer<br>IPA, the latest addition to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row189_col1\" class=\"data row189 col1\" >760.086</td>\n",
       "      <td id=\"T_205dc_row189_col2\" class=\"data row189 col2\" >766.032</td>\n",
       "      <td id=\"T_205dc_row189_col3\" class=\"data row189 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row190\" class=\"row_heading level0 row190\" >190</th>\n",
       "      <td id=\"T_205dc_row190_col0\" class=\"data row190 col0\" >Stop.</td>\n",
       "      <td id=\"T_205dc_row190_col1\" class=\"data row190 col1\" >766.052</td>\n",
       "      <td id=\"T_205dc_row190_col2\" class=\"data row190 col2\" >766.533</td>\n",
       "      <td id=\"T_205dc_row190_col3\" class=\"data row190 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row191\" class=\"row_heading level0 row191\" >191</th>\n",
       "      <td id=\"T_205dc_row191_col0\" class=\"data row191 col0\" >Brewed with Alani hops to bring tropical aromas to this clear golden brew made with<br>the best reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row191_col1\" class=\"data row191 col1\" >769.892</td>\n",
       "      <td id=\"T_205dc_row191_col2\" class=\"data row191 col2\" >775.835</td>\n",
       "      <td id=\"T_205dc_row191_col3\" class=\"data row191 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row192\" class=\"row_heading level0 row192\" >192</th>\n",
       "      <td id=\"T_205dc_row192_col0\" class=\"data row192 col0\" >Let's not say it's.</td>\n",
       "      <td id=\"T_205dc_row192_col1\" class=\"data row192 col1\" >776.095</td>\n",
       "      <td id=\"T_205dc_row192_col2\" class=\"data row192 col2\" >777.296</td>\n",
       "      <td id=\"T_205dc_row192_col3\" class=\"data row192 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row193\" class=\"row_heading level0 row193\" >193</th>\n",
       "      <td id=\"T_205dc_row193_col0\" class=\"data row193 col0\" >Let's just say we brew, or we designed, or we, you know.</td>\n",
       "      <td id=\"T_205dc_row193_col1\" class=\"data row193 col1\" >777.376</td>\n",
       "      <td id=\"T_205dc_row193_col2\" class=\"data row193 col2\" >784.299</td>\n",
       "      <td id=\"T_205dc_row193_col3\" class=\"data row193 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row194\" class=\"row_heading level0 row194\" >194</th>\n",
       "      <td id=\"T_205dc_row194_col0\" class=\"data row194 col0\" >We created.</td>\n",
       "      <td id=\"T_205dc_row194_col1\" class=\"data row194 col1\" >784.840</td>\n",
       "      <td id=\"T_205dc_row194_col2\" class=\"data row194 col2\" >786.200</td>\n",
       "      <td id=\"T_205dc_row194_col3\" class=\"data row194 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row195\" class=\"row_heading level0 row195\" >195</th>\n",
       "      <td id=\"T_205dc_row195_col0\" class=\"data row195 col0\" >Do a good verb that's innovative-y.</td>\n",
       "      <td id=\"T_205dc_row195_col1\" class=\"data row195 col1\" >786.340</td>\n",
       "      <td id=\"T_205dc_row195_col2\" class=\"data row195 col2\" >789.142</td>\n",
       "      <td id=\"T_205dc_row195_col3\" class=\"data row195 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row196\" class=\"row_heading level0 row196\" >196</th>\n",
       "      <td id=\"T_205dc_row196_col0\" class=\"data row196 col0\" >What about used?</td>\n",
       "      <td id=\"T_205dc_row196_col1\" class=\"data row196 col1\" >789.442</td>\n",
       "      <td id=\"T_205dc_row196_col2\" class=\"data row196 col2\" >790.162</td>\n",
       "      <td id=\"T_205dc_row196_col3\" class=\"data row196 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row197\" class=\"row_heading level0 row197\" >197</th>\n",
       "      <td id=\"T_205dc_row197_col0\" class=\"data row197 col0\" >Used is kind of crafty.</td>\n",
       "      <td id=\"T_205dc_row197_col1\" class=\"data row197 col1\" >790.182</td>\n",
       "      <td id=\"T_205dc_row197_col2\" class=\"data row197 col2\" >791.523</td>\n",
       "      <td id=\"T_205dc_row197_col3\" class=\"data row197 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row198\" class=\"row_heading level0 row198\" >198</th>\n",
       "      <td id=\"T_205dc_row198_col0\" class=\"data row198 col0\" >No.</td>\n",
       "      <td id=\"T_205dc_row198_col1\" class=\"data row198 col1\" >791.543</td>\n",
       "      <td id=\"T_205dc_row198_col2\" class=\"data row198 col2\" >792.263</td>\n",
       "      <td id=\"T_205dc_row198_col3\" class=\"data row198 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row199\" class=\"row_heading level0 row199\" >199</th>\n",
       "      <td id=\"T_205dc_row199_col0\" class=\"data row199 col0\" >We chose Alani hops.</td>\n",
       "      <td id=\"T_205dc_row199_col1\" class=\"data row199 col1\" >792.343</td>\n",
       "      <td id=\"T_205dc_row199_col2\" class=\"data row199 col2\" >795.165</td>\n",
       "      <td id=\"T_205dc_row199_col3\" class=\"data row199 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row200\" class=\"row_heading level0 row200\" >200</th>\n",
       "      <td id=\"T_205dc_row200_col0\" class=\"data row200 col0\" >We chose that idea.</td>\n",
       "      <td id=\"T_205dc_row200_col1\" class=\"data row200 col1\" >795.265</td>\n",
       "      <td id=\"T_205dc_row200_col2\" class=\"data row200 col2\" >796.085</td>\n",
       "      <td id=\"T_205dc_row200_col3\" class=\"data row200 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row201\" class=\"row_heading level0 row201\" >201</th>\n",
       "      <td id=\"T_205dc_row201_col0\" class=\"data row201 col0\" >more more action anymore like we went out and discovered on you know like something<br>not crazy just a little bit better than choose or use or brew well the best source in<br>the world How do we look?</td>\n",
       "      <td id=\"T_205dc_row201_col1\" class=\"data row201 col1\" >803.906</td>\n",
       "      <td id=\"T_205dc_row201_col2\" class=\"data row201 col2\" >848.238</td>\n",
       "      <td id=\"T_205dc_row201_col3\" class=\"data row201 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row202\" class=\"row_heading level0 row202\" >202</th>\n",
       "      <td id=\"T_205dc_row202_col0\" class=\"data row202 col0\" >The peach is also good because it's super low alcohol.</td>\n",
       "      <td id=\"T_205dc_row202_col1\" class=\"data row202 col1\" >850.640</td>\n",
       "      <td id=\"T_205dc_row202_col2\" class=\"data row202 col2\" >859.007</td>\n",
       "      <td id=\"T_205dc_row202_col3\" class=\"data row202 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row203\" class=\"row_heading level0 row203\" >203</th>\n",
       "      <td id=\"T_205dc_row203_col0\" class=\"data row203 col0\" >Okay, sourced, harnessed, probably sourced, infused, Says a little bit more.</td>\n",
       "      <td id=\"T_205dc_row203_col1\" class=\"data row203 col1\" >859.347</td>\n",
       "      <td id=\"T_205dc_row203_col2\" class=\"data row203 col2\" >876.760</td>\n",
       "      <td id=\"T_205dc_row203_col3\" class=\"data row203 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row204\" class=\"row_heading level0 row204\" >204</th>\n",
       "      <td id=\"T_205dc_row204_col0\" class=\"data row204 col0\" >He's like sourcing it from the tropics, right?</td>\n",
       "      <td id=\"T_205dc_row204_col1\" class=\"data row204 col1\" >876.780</td>\n",
       "      <td id=\"T_205dc_row204_col2\" class=\"data row204 col2\" >878.721</td>\n",
       "      <td id=\"T_205dc_row204_col3\" class=\"data row204 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row205\" class=\"row_heading level0 row205\" >205</th>\n",
       "      <td id=\"T_205dc_row205_col0\" class=\"data row205 col0\" >It's like you're sourcing the coffee beans straight from Cuba like we were able to<br>get it kind of this is a special thing We sourced we smoked like smuggled it We<br>sourced a Lonnie hops to bring tropical aromas to bring Tropical aromas to this clear<br>golden brew?</td>\n",
       "      <td id=\"T_205dc_row205_col1\" class=\"data row205 col1\" >878.741</td>\n",
       "      <td id=\"T_205dc_row205_col2\" class=\"data row205 col2\" >910.874</td>\n",
       "      <td id=\"T_205dc_row205_col3\" class=\"data row205 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row206\" class=\"row_heading level0 row206\" >206</th>\n",
       "      <td id=\"T_205dc_row206_col0\" class=\"data row206 col0\" >Yep.</td>\n",
       "      <td id=\"T_205dc_row206_col1\" class=\"data row206 col1\" >911.194</td>\n",
       "      <td id=\"T_205dc_row206_col2\" class=\"data row206 col2\" >911.354</td>\n",
       "      <td id=\"T_205dc_row206_col3\" class=\"data row206 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row207\" class=\"row_heading level0 row207\" >207</th>\n",
       "      <td id=\"T_205dc_row207_col0\" class=\"data row207 col0\" >Golden brew.</td>\n",
       "      <td id=\"T_205dc_row207_col1\" class=\"data row207 col1\" >912.734</td>\n",
       "      <td id=\"T_205dc_row207_col2\" class=\"data row207 col2\" >914.735</td>\n",
       "      <td id=\"T_205dc_row207_col3\" class=\"data row207 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row208\" class=\"row_heading level0 row208\" >208</th>\n",
       "      <td id=\"T_205dc_row208_col0\" class=\"data row208 col0\" >You like the made with the best reverse osmosis water?</td>\n",
       "      <td id=\"T_205dc_row208_col1\" class=\"data row208 col1\" >919.656</td>\n",
       "      <td id=\"T_205dc_row208_col2\" class=\"data row208 col2\" >922.417</td>\n",
       "      <td id=\"T_205dc_row208_col3\" class=\"data row208 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row209\" class=\"row_heading level0 row209\" >209</th>\n",
       "      <td id=\"T_205dc_row209_col0\" class=\"data row209 col0\" >I do.</td>\n",
       "      <td id=\"T_205dc_row209_col1\" class=\"data row209 col1\" >924.157</td>\n",
       "      <td id=\"T_205dc_row209_col2\" class=\"data row209 col2\" >924.457</td>\n",
       "      <td id=\"T_205dc_row209_col3\" class=\"data row209 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row210\" class=\"row_heading level0 row210\" >210</th>\n",
       "      <td id=\"T_205dc_row210_col0\" class=\"data row210 col0\" >And as long as you say it in that grammatical structure, if we don't have time, we<br>can actually still cut that off.</td>\n",
       "      <td id=\"T_205dc_row210_col1\" class=\"data row210 col1\" >924.477</td>\n",
       "      <td id=\"T_205dc_row210_col2\" class=\"data row210 col2\" >929.259</td>\n",
       "      <td id=\"T_205dc_row210_col3\" class=\"data row210 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row211\" class=\"row_heading level0 row211\" >211</th>\n",
       "      <td id=\"T_205dc_row211_col0\" class=\"data row211 col0\" >And it seems like the same sentence All right, so the two segments I have Version one<br>that's why we are bringing you the perfect beer for this season our new stargazer IPA<br>the latest addition to our seasonal lineup We sourced Alani hops to bring tropical<br>aromas to this clear golden brew made with the best reverse osmosis water And that<br>kind of runs together pretty well.</td>\n",
       "      <td id=\"T_205dc_row211_col1\" class=\"data row211 col1\" >929.339</td>\n",
       "      <td id=\"T_205dc_row211_col2\" class=\"data row211 col2\" >960.389</td>\n",
       "      <td id=\"T_205dc_row211_col3\" class=\"data row211 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row212\" class=\"row_heading level0 row212\" >212</th>\n",
       "      <td id=\"T_205dc_row212_col0\" class=\"data row212 col0\" >Yeah, I think it sounds really good.</td>\n",
       "      <td id=\"T_205dc_row212_col1\" class=\"data row212 col1\" >960.729</td>\n",
       "      <td id=\"T_205dc_row212_col2\" class=\"data row212 col2\" >962.030</td>\n",
       "      <td id=\"T_205dc_row212_col3\" class=\"data row212 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row213\" class=\"row_heading level0 row213\" >213</th>\n",
       "      <td id=\"T_205dc_row213_col0\" class=\"data row213 col0\" >Yeah.</td>\n",
       "      <td id=\"T_205dc_row213_col1\" class=\"data row213 col1\" >962.270</td>\n",
       "      <td id=\"T_205dc_row213_col2\" class=\"data row213 col2\" >962.490</td>\n",
       "      <td id=\"T_205dc_row213_col3\" class=\"data row213 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row214\" class=\"row_heading level0 row214\" >214</th>\n",
       "      <td id=\"T_205dc_row214_col0\" class=\"data row214 col0\" >When you're allowing yourself to put the proper emphasis on the proper things.</td>\n",
       "      <td id=\"T_205dc_row214_col1\" class=\"data row214 col1\" >962.550</td>\n",
       "      <td id=\"T_205dc_row214_col2\" class=\"data row214 col2\" >966.092</td>\n",
       "      <td id=\"T_205dc_row214_col3\" class=\"data row214 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row215\" class=\"row_heading level0 row215\" >215</th>\n",
       "      <td id=\"T_205dc_row215_col0\" class=\"data row215 col0\" >Right.</td>\n",
       "      <td id=\"T_205dc_row215_col1\" class=\"data row215 col1\" >966.352</td>\n",
       "      <td id=\"T_205dc_row215_col2\" class=\"data row215 col2\" >966.553</td>\n",
       "      <td id=\"T_205dc_row215_col3\" class=\"data row215 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row216\" class=\"row_heading level0 row216\" >216</th>\n",
       "      <td id=\"T_205dc_row216_col0\" class=\"data row216 col0\" >And can you do another take?</td>\n",
       "      <td id=\"T_205dc_row216_col1\" class=\"data row216 col1\" >966.573</td>\n",
       "      <td id=\"T_205dc_row216_col2\" class=\"data row216 col2\" >968.454</td>\n",
       "      <td id=\"T_205dc_row216_col3\" class=\"data row216 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row217\" class=\"row_heading level0 row217\" >217</th>\n",
       "      <td id=\"T_205dc_row217_col0\" class=\"data row217 col0\" >And we're pretty much done.</td>\n",
       "      <td id=\"T_205dc_row217_col1\" class=\"data row217 col1\" >976.263</td>\n",
       "      <td id=\"T_205dc_row217_col2\" class=\"data row217 col2\" >977.224</td>\n",
       "      <td id=\"T_205dc_row217_col3\" class=\"data row217 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row218\" class=\"row_heading level0 row218\" >218</th>\n",
       "      <td id=\"T_205dc_row218_col0\" class=\"data row218 col0\" >I wanted to do another version of the very last line that we had previously.</td>\n",
       "      <td id=\"T_205dc_row218_col1\" class=\"data row218 col1\" >977.284</td>\n",
       "      <td id=\"T_205dc_row218_col2\" class=\"data row218 col2\" >980.727</td>\n",
       "      <td id=\"T_205dc_row218_col3\" class=\"data row218 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row219\" class=\"row_heading level0 row219\" >219</th>\n",
       "      <td id=\"T_205dc_row219_col0\" class=\"data row219 col0\" >But after that, we're good.</td>\n",
       "      <td id=\"T_205dc_row219_col1\" class=\"data row219 col1\" >980.767</td>\n",
       "      <td id=\"T_205dc_row219_col2\" class=\"data row219 col2\" >982.569</td>\n",
       "      <td id=\"T_205dc_row219_col3\" class=\"data row219 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row220\" class=\"row_heading level0 row220\" >220</th>\n",
       "      <td id=\"T_205dc_row220_col0\" class=\"data row220 col0\" >So to start with, when I'm by the campfire with my friends, I'm just having a good<br>time.</td>\n",
       "      <td id=\"T_205dc_row220_col1\" class=\"data row220 col1\" >983.269</td>\n",
       "      <td id=\"T_205dc_row220_col2\" class=\"data row220 col2\" >986.332</td>\n",
       "      <td id=\"T_205dc_row220_col3\" class=\"data row220 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row221\" class=\"row_heading level0 row221\" >221</th>\n",
       "      <td id=\"T_205dc_row221_col0\" class=\"data row221 col0\" >Just something there.</td>\n",
       "      <td id=\"T_205dc_row221_col1\" class=\"data row221 col1\" >986.793</td>\n",
       "      <td id=\"T_205dc_row221_col2\" class=\"data row221 col2\" >987.714</td>\n",
       "      <td id=\"T_205dc_row221_col3\" class=\"data row221 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row222\" class=\"row_heading level0 row222\" >222</th>\n",
       "      <td id=\"T_205dc_row222_col0\" class=\"data row222 col0\" >Yeah.</td>\n",
       "      <td id=\"T_205dc_row222_col1\" class=\"data row222 col1\" >987.754</td>\n",
       "      <td id=\"T_205dc_row222_col2\" class=\"data row222 col2\" >987.834</td>\n",
       "      <td id=\"T_205dc_row222_col3\" class=\"data row222 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row223\" class=\"row_heading level0 row223\" >223</th>\n",
       "      <td id=\"T_205dc_row223_col0\" class=\"data row223 col0\" >All right.</td>\n",
       "      <td id=\"T_205dc_row223_col1\" class=\"data row223 col1\" >988.114</td>\n",
       "      <td id=\"T_205dc_row223_col2\" class=\"data row223 col2\" >988.534</td>\n",
       "      <td id=\"T_205dc_row223_col3\" class=\"data row223 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row224\" class=\"row_heading level0 row224\" >224</th>\n",
       "      <td id=\"T_205dc_row224_col0\" class=\"data row224 col0\" >When I'm by the campfire with my friends, I'm just having a good time.</td>\n",
       "      <td id=\"T_205dc_row224_col1\" class=\"data row224 col1\" >988.614</td>\n",
       "      <td id=\"T_205dc_row224_col2\" class=\"data row224 col2\" >992.618</td>\n",
       "      <td id=\"T_205dc_row224_col3\" class=\"data row224 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row225\" class=\"row_heading level0 row225\" >225</th>\n",
       "      <td id=\"T_205dc_row225_col0\" class=\"data row225 col0\" >That's why we are bringing you the perfect beer for the season, our new Stargazer<br>IPA, the latest addition to our seasonal lineup.</td>\n",
       "      <td id=\"T_205dc_row225_col1\" class=\"data row225 col1\" >993.038</td>\n",
       "      <td id=\"T_205dc_row225_col2\" class=\"data row225 col2\" >999.604</td>\n",
       "      <td id=\"T_205dc_row225_col3\" class=\"data row225 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row226\" class=\"row_heading level0 row226\" >226</th>\n",
       "      <td id=\"T_205dc_row226_col0\" class=\"data row226 col0\" >We sourced Alani hops to bring tropical aromas to this clear golden brew made with<br>the best reverse osmosis water.</td>\n",
       "      <td id=\"T_205dc_row226_col1\" class=\"data row226 col1\" >1000.445</td>\n",
       "      <td id=\"T_205dc_row226_col2\" class=\"data row226 col2\" >1007.049</td>\n",
       "      <td id=\"T_205dc_row226_col3\" class=\"data row226 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row227\" class=\"row_heading level0 row227\" >227</th>\n",
       "      <td id=\"T_205dc_row227_col0\" class=\"data row227 col0\" >That flows pretty well.</td>\n",
       "      <td id=\"T_205dc_row227_col1\" class=\"data row227 col1\" >1008.870</td>\n",
       "      <td id=\"T_205dc_row227_col2\" class=\"data row227 col2\" >1009.551</td>\n",
       "      <td id=\"T_205dc_row227_col3\" class=\"data row227 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row228\" class=\"row_heading level0 row228\" >228</th>\n",
       "      <td id=\"T_205dc_row228_col0\" class=\"data row228 col0\" >Yeah, and what do you think about sargassers in 12 packs, yeah?</td>\n",
       "      <td id=\"T_205dc_row228_col1\" class=\"data row228 col1\" >1009.871</td>\n",
       "      <td id=\"T_205dc_row228_col2\" class=\"data row228 col2\" >1014.174</td>\n",
       "      <td id=\"T_205dc_row228_col3\" class=\"data row228 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row229\" class=\"row_heading level0 row229\" >229</th>\n",
       "      <td id=\"T_205dc_row229_col0\" class=\"data row229 col0\" >No.</td>\n",
       "      <td id=\"T_205dc_row229_col1\" class=\"data row229 col1\" >1015.314</td>\n",
       "      <td id=\"T_205dc_row229_col2\" class=\"data row229 col2\" >1015.595</td>\n",
       "      <td id=\"T_205dc_row229_col3\" class=\"data row229 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row230\" class=\"row_heading level0 row230\" >230</th>\n",
       "      <td id=\"T_205dc_row230_col0\" class=\"data row230 col0\" >Okay, so you don't need to say it.</td>\n",
       "      <td id=\"T_205dc_row230_col1\" class=\"data row230 col1\" >1016.235</td>\n",
       "      <td id=\"T_205dc_row230_col2\" class=\"data row230 col2\" >1017.456</td>\n",
       "      <td id=\"T_205dc_row230_col3\" class=\"data row230 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row231\" class=\"row_heading level0 row231\" >231</th>\n",
       "      <td id=\"T_205dc_row231_col0\" class=\"data row231 col0\" >I guess not damn, I guess that's just easier.</td>\n",
       "      <td id=\"T_205dc_row231_col1\" class=\"data row231 col1\" >1017.816</td>\n",
       "      <td id=\"T_205dc_row231_col2\" class=\"data row231 col2\" >1019.297</td>\n",
       "      <td id=\"T_205dc_row231_col3\" class=\"data row231 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row232\" class=\"row_heading level0 row232\" >232</th>\n",
       "      <td id=\"T_205dc_row232_col0\" class=\"data row232 col0\" >I was gonna say like that's why our 12 packs are the perfect companion for your<br>adventure, but we don't need to do that.</td>\n",
       "      <td id=\"T_205dc_row232_col1\" class=\"data row232 col1\" >1019.637</td>\n",
       "      <td id=\"T_205dc_row232_col2\" class=\"data row232 col2\" >1025.201</td>\n",
       "      <td id=\"T_205dc_row232_col3\" class=\"data row232 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row233\" class=\"row_heading level0 row233\" >233</th>\n",
       "      <td id=\"T_205dc_row233_col0\" class=\"data row233 col0\" >Everybody's seen sky blue and they see now see it in 12 packs.</td>\n",
       "      <td id=\"T_205dc_row233_col1\" class=\"data row233 col1\" >1026.462</td>\n",
       "      <td id=\"T_205dc_row233_col2\" class=\"data row233 col2\" >1033.349</td>\n",
       "      <td id=\"T_205dc_row233_col3\" class=\"data row233 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row234\" class=\"row_heading level0 row234\" >234</th>\n",
       "      <td id=\"T_205dc_row234_col0\" class=\"data row234 col0\" >I mean, I was one just one little customer But like when I think of buying beer now,<br>I I personally don't think about six packs.</td>\n",
       "      <td id=\"T_205dc_row234_col1\" class=\"data row234 col1\" >1033.569</td>\n",
       "      <td id=\"T_205dc_row234_col2\" class=\"data row234 col2\" >1040.937</td>\n",
       "      <td id=\"T_205dc_row234_col3\" class=\"data row234 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row235\" class=\"row_heading level0 row235\" >235</th>\n",
       "      <td id=\"T_205dc_row235_col0\" class=\"data row235 col0\" >I I actually don't at all.</td>\n",
       "      <td id=\"T_205dc_row235_col1\" class=\"data row235 col1\" >1040.957</td>\n",
       "      <td id=\"T_205dc_row235_col2\" class=\"data row235 col2\" >1044.148</td>\n",
       "      <td id=\"T_205dc_row235_col3\" class=\"data row235 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row236\" class=\"row_heading level0 row236\" >236</th>\n",
       "      <td id=\"T_205dc_row236_col0\" class=\"data row236 col0\" >I picture a rectangular package that has cool graphics.</td>\n",
       "      <td id=\"T_205dc_row236_col1\" class=\"data row236 col1\" >1044.829</td>\n",
       "      <td id=\"T_205dc_row236_col2\" class=\"data row236 col2\" >1048.092</td>\n",
       "      <td id=\"T_205dc_row236_col3\" class=\"data row236 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row237\" class=\"row_heading level0 row237\" >237</th>\n",
       "      <td id=\"T_205dc_row237_col0\" class=\"data row237 col0\" >Say that again so Mike hears that.</td>\n",
       "      <td id=\"T_205dc_row237_col1\" class=\"data row237 col1\" >1048.212</td>\n",
       "      <td id=\"T_205dc_row237_col2\" class=\"data row237 col2\" >1049.673</td>\n",
       "      <td id=\"T_205dc_row237_col3\" class=\"data row237 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row238\" class=\"row_heading level0 row238\" >238</th>\n",
       "      <td id=\"T_205dc_row238_col0\" class=\"data row238 col0\" >When I'm buying gear, I don't think about a six pack at all.</td>\n",
       "      <td id=\"T_205dc_row238_col1\" class=\"data row238 col1\" >1049.813</td>\n",
       "      <td id=\"T_205dc_row238_col2\" class=\"data row238 col2\" >1054.397</td>\n",
       "      <td id=\"T_205dc_row238_col3\" class=\"data row238 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row239\" class=\"row_heading level0 row239\" >239</th>\n",
       "      <td id=\"T_205dc_row239_col0\" class=\"data row239 col0\" >If I'm buying a six pack, it might be because I've done that little thing at wherever<br>grocery store you can put six different ones.</td>\n",
       "      <td id=\"T_205dc_row239_col1\" class=\"data row239 col1\" >1054.497</td>\n",
       "      <td id=\"T_205dc_row239_col2\" class=\"data row239 col2\" >1061.123</td>\n",
       "      <td id=\"T_205dc_row239_col3\" class=\"data row239 col3\" >Review</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row240\" class=\"row_heading level0 row240\" >240</th>\n",
       "      <td id=\"T_205dc_row240_col0\" class=\"data row240 col0\" >I don't even think about that.</td>\n",
       "      <td id=\"T_205dc_row240_col1\" class=\"data row240 col1\" >1061.143</td>\n",
       "      <td id=\"T_205dc_row240_col2\" class=\"data row240 col2\" >1062.704</td>\n",
       "      <td id=\"T_205dc_row240_col3\" class=\"data row240 col3\" >Ignore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_205dc_level0_row241\" class=\"row_heading level0 row241\" >241</th>\n",
       "      <td id=\"T_205dc_row241_col0\" class=\"data row241 col0\" >I think about a little rectangular box with cool graphics that everybody has.</td>\n",
       "      <td id=\"T_205dc_row241_col1\" class=\"data row241 col1\" >1062.724</td>\n",
       "      <td id=\"T_205dc_row241_col2\" class=\"data row241 col2\" >1066.127</td>\n",
       "      <td id=\"T_205dc_row241_col3\" class=\"data row241 col3\" >Review</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ingest the csv\n",
    "cb_df = pd.read_csv('/Users/tristangardner/Documents/Programming/01_Apps/Llama/CB_AP10_24.csv')\n",
    "\n",
    "# Add a new column 'Status' to the dataframe\n",
    "cb_df['Status'] = ''\n",
    "\n",
    "system_prompt = \"You are an expert at identifying professional voice-over content for a 30 second commercial versus casual speech or directions from the recording engineer and director.\"\n",
    "\n",
    "def classify_sentence_diar(sentence):\n",
    "    user_prompt = f\"\"\"Analyze the following sentence and classify it as either \"Review\" if it's likely a take of a commercial videoscript by a voice-over artist, or \"Ignore\" if it's likely a direction to the artist, an incomplete sentence, or casual speech. Return only \"Review\" or \"Ignore\".\n",
    "\n",
    "Sentence: \"{sentence}\"\n",
    "\n",
    "Classification:\"\"\"\n",
    "\n",
    "    response = prompt_llama(model, tokenizer, system_prompt, user_prompt, max_tokens=10)\n",
    "    print(response)\n",
    "    return response.strip()\n",
    "\n",
    "# Loop through the dataframe and classify each sentence\n",
    "for index, row in cb_df.iterrows():\n",
    "    sentence = row['Sentence']\n",
    "    status = classify_sentence_diar(sentence)\n",
    "    cb_df.at[index, 'Status'] = status\n",
    "\n",
    "# Display the updated dataframe\n",
    "display_styled_df(cb_df, max_width=85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "cb_df.to_csv('cb_df_diar.csv', index=False)"
   ]
  }
 ],
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