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graylan0/notairbnb-adversarial-safety-report-system.ipynb

Created January 19, 2024 08:00
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NotAirBNB.Adversarial.Safety.Report.System.ipynb
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notairbnb-adversarial-safety-report-system.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyMpEZKqW4rXpetrxNvnstVj",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/graylan0/3a3493d01af07ff911d28056e9c0d117/notairbnb-adversarial-safety-report-system.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jIXGSsfIBZ6i",
"outputId": "df075d60-0bc9-4252-dd0b-179b2ae59656"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: httpx in /usr/local/lib/python3.10/dist-packages (0.26.0)\n",
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"Collecting aiosqlite\n",
" Downloading aiosqlite-0.19.0-py3-none-any.whl (15 kB)\n",
"Installing collected packages: aiosqlite\n",
"Successfully installed aiosqlite-0.19.0\n"
]
}
],
"source": [
"!pip install httpx\n",
"!pip install numpy\n",
"!pip install pennylane\n",
"!pip install textblob\n",
"!pip install aiosqlite\n"
]
},
{
"cell_type": "code",
"source": [
"!wget https://raw.githubusercontent.com/graylan0/notairbnb-ideas-freedom-stop-homelessness/main/synthetic_conversations.json"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4o_XUR7zCxoJ",
"outputId": "4befed40-9aa0-42f4-e223-95490009cd2b"
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2024-01-19 05:30:29-- https://raw.githubusercontent.com/graylan0/notairbnb-ideas-freedom-stop-homelessness/main/synthetic_conversations.json\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 5789 (5.7K) [text/plain]\n",
"Saving to: ‘synthetic_conversations.json’\n",
"\n",
"\r synthetic 0%[ ] 0 --.-KB/s \rsynthetic_conversat 100%[===================>] 5.65K --.-KB/s in 0s \n",
"\n",
"2024-01-19 05:30:29 (44.5 MB/s) - ‘synthetic_conversations.json’ saved [5789/5789]\n",
"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import asyncio\n",
"import logging\n",
"import httpx\n",
"import numpy as np\n",
"import pennylane as qml\n",
"import re\n",
"import json\n",
"from textblob import TextBlob\n",
"import aiosqlite\n",
"from concurrent.futures import ThreadPoolExecutor\n",
"from google.colab import userdata\n",
"import nest_asyncio\n",
"nest_asyncio.apply()\n",
"\n",
"OPENAI_API_KEY = userdata.get('openai_api_key')\n",
"executor = ThreadPoolExecutor()\n",
"\n",
"GPT_MODEL = \"gpt-3.5-turbo\"\n",
"MAX_TOKENS = 1000\n",
"TEMPERATURE = 0.7\n",
"\n",
"async def init_db():\n",
" async with aiosqlite.connect('colobits.db') as db:\n",
" async with db.cursor() as cursor:\n",
" await cursor.execute(\n",
" '''\n",
" CREATE TABLE IF NOT EXISTS analysis_table (\n",
" id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
" color_code TEXT,\n",
" quantum_state TEXT,\n",
" reply TEXT,\n",
" report TEXT\n",
" )\n",
" '''\n",
" )\n",
" await db.commit()\n",
"\n",
"async def save_to_database(color_code, quantum_state, reply, report):\n",
" async with aiosqlite.connect('colobits.db') as db:\n",
" async with db.cursor() as cursor:\n",
" await cursor.execute(\n",
" \"INSERT INTO analysis_table (color_code, quantum_state, reply, report) VALUES (?, ?, ?, ?)\",\n",
" (color_code, quantum_state, reply, report)\n",
" )\n",
" await db.commit()\n",
"\n",
"@qml.qnode(qml.device(\"default.qubit\", wires=4))\n",
"def quantum_circuit(color_code, amplitude):\n",
" logging.debug(f\"Running quantum circuit with color_code: {color_code}, amplitude: {amplitude}\")\n",
" r, g, b = (int(color_code[i:i+2], 16) for i in (0, 2, 4))\n",
" r, g, b = r / 255.0, g / 255.0, b / 255.0\n",
" qml.RY(r * np.pi, wires=0)\n",
" qml.RY(g * np.pi, wires=1)\n",
" qml.RY(b * np.pi, wires=2)\n",
" qml.RY(amplitude * np.pi, wires=3)\n",
" qml.CNOT(wires=[0, 1])\n",
" qml.CNOT(wires=[1, 2])\n",
" qml.CNOT(wires=[2, 3])\n",
" return qml.probs(wires=[0, 1, 2, 3])\n",
"\n",
"async def sentiment_to_amplitude(text):\n",
" analysis = TextBlob(text)\n",
" return (analysis.sentiment.polarity + 1) / 2\n",
"\n",
"def extract_color_code(response_text):\n",
" pattern = r'#([0-9a-fA-F]{3,6})'\n",
" match = re.search(pattern, response_text)\n",
" if match:\n",
" color_code = match.group(1)\n",
" if len(color_code) == 3:\n",
" color_code = ''.join([char*2 for char in color_code])\n",
" return color_code\n",
" return None\n",
"\n",
"async def generate_html_color_codes(sentence, attempt=0):\n",
" max_retries = 4\n",
" retry_delay = 1\n",
"\n",
" prompts = [\n",
" f\"Please generate an HTML color code that best represents the emotion: '{sentence}'\",\n",
" f\"Can you suggest a color code reflecting the mood of this sentence: '{sentence}'?\",\n",
" f\"I need a color that matches the sentiment of the following sentence: '{sentence}'.\",\n",
" f\"What color best captures the feeling of this statement: '{sentence}'?\"\n",
" ]\n",
"\n",
" while attempt < max_retries:\n",
" prompt = prompts[attempt]\n",
"\n",
" response = await call_openai_api(prompt)\n",
" if response.status_code == 429:\n",
" logging.warning(\"Rate limit reached, will retry after delay.\")\n",
" await asyncio.sleep(retry_delay)\n",
" retry_delay *= 2\n",
" continue\n",
"\n",
" if response.status_code != 200:\n",
" logging.error(f\"OpenAI API error with status code {response.status_code}: {response.text}\")\n",
" return None\n",
"\n",
" response_text = response.json()['choices'][0]['message']['content'].strip()\n",
" color_code = extract_color_code(response_text)\n",
" if color_code:\n",
" logging.info(f\"Color code extracted: {color_code}\")\n",
" return color_code\n",
" else:\n",
" logging.warning(f\"No valid color code found in response. Retrying with a different prompt.\")\n",
" attempt += 1\n",
" await asyncio.sleep(retry_delay)\n",
"\n",
" return None\n",
"\n",
"async def call_openai_api(prompt, max_retries=3, retry_delay=15):\n",
" attempt = 0\n",
" while attempt < max_retries:\n",
" logging.debug(f\"OpenAI API call attempt {attempt + 1} with prompt: {prompt}\")\n",
" try:\n",
" async with httpx.AsyncClient(timeout=30.0) as client: # Increased timeout\n",
" data = {\n",
" \"model\": GPT_MODEL,\n",
" \"messages\": [\n",
" {\"role\": \"system\", \"content\": \"You are a helpful assistant.\"},\n",
" {\"role\": \"user\", \"content\": prompt},\n",
" ],\n",
" \"temperature\": TEMPERATURE,\n",
" \"max_tokens\": MAX_TOKENS\n",
" }\n",
" headers = {\"Authorization\": f\"Bearer {OPENAI_API_KEY}\"}\n",
" response = await client.post(\"https://api.openai.com/v1/chat/completions\", json=data, headers=headers)\n",
" response.raise_for_status() # Raises an exception for 4XX/5XX responses\n",
" return response\n",
" except (httpx.ReadTimeout, httpx.SSLWantReadError):\n",
" logging.warning(f\"Request attempt {attempt + 1} failed. Retrying after {retry_delay} seconds...\")\n",
" await asyncio.sleep(retry_delay)\n",
" attempt += 1\n",
" except Exception as e:\n",
" logging.error(f\"An unexpected error occurred: {e}\")\n",
" break # Exit the loop if an unexpected error occurs\n",
" logging.debug(\"All attempts failed or an unexpected error occurred\")\n",
" return None\n",
"\n",
"async def process_user_input(user_input):\n",
" sentiment_amplitude = await sentiment_to_amplitude(user_input)\n",
" color_code = await generate_html_color_codes(user_input)\n",
" if not color_code:\n",
" color_code = \"Error\"\n",
"\n",
" amplitude = await sentiment_to_amplitude(user_input)\n",
" quantum_state = quantum_circuit(color_code, amplitude) if color_code != \"Error\" else \"Error\"\n",
" advanced_interaction = await advanced_gpt4_interaction(user_input, quantum_state, color_code)\n",
"\n",
" markdown_output = f\"## User Input\\n\\n- **Input**: {user_input}\\n\\n\"\n",
" markdown_output += f\"## Sentiment Amplitude\\n\\n- **Amplitude**: {sentiment_amplitude}\\n\\n\"\n",
" markdown_output += f\"## HTML Color Code\\n\\n- **Color Code**: {color_code}\\n\\n\"\n",
" markdown_output += f\"## Quantum State: {quantum_state}\\n\"\n",
" markdown_output += f\"## Advanced GPT-4 Interaction\\n\\n{advanced_interaction}\\n\\n\"\n",
"\n",
" return markdown_output\n",
"\n",
"def generate_rejection_report(conversation_text, quantum_state, color_code):\n",
" return f\"Rejection Report:\\nBased on the analysis, the following reasons were identified for rejection:\\n{conversation_text}\"\n",
"\n",
"def generate_approval_report(conversation_text, quantum_state, color_code):\n",
" return f\"Approval Report:\\nBased on the analysis, the interaction meets the criteria for approval:\\n{conversation_text}\"\n",
"\n",
"async def advanced_gpt4_interaction(conversation_text, quantum_state, color_code):\n",
" max_retries = 3\n",
" retry_delay = 1\n",
" pause_between_requests = 3\n",
"\n",
" for attempt in range(max_retries):\n",
" try:\n",
" async with httpx.AsyncClient() as client:\n",
" prompt = (\n",
" \"This is a conversation between a host and a guest from an Airbnb-like app. \"\n",
" \"Analyze the conversation for risk factors and compassion aspects, considering the quantum states and HTML color codes.\\n\\n\"\n",
" f\"Conversation:\\n{conversation_text}\\n\\n\"\n",
" f\"Quantum State: {quantum_state}\\n\"\n",
" f\"HTML Color Code: {color_code}\\n\\n\"\n",
" \"Agent 1 (Risk Assessment AI): [Analyzes the conversation for risk factors]\\n\"\n",
" \"Agent 2 (Compassionate Decision-Making AI): [Considers the compassion aspects of the interaction]\\n\\n\"\n",
" \"The analysis should follow these guidelines: 1. Objective analysis, 2. Ethical considerations, 3. Emotional intelligence, 4. Practical advice.\\n\\n\"\n",
" \"Begin the analysis: [Reply] [decision] either accept or deny the guest's safety stay consideration with the report, making sure to include either accept or deny in the report. [/Reply] [/decision]\"\n",
" )\n",
"\n",
" data = {\n",
" \"model\": \"gpt-3.5-turbo\",\n",
" \"messages\": [\n",
" {\"role\": \"system\", \"content\": \"You are two advanced AI systems.\"},\n",
" {\"role\": \"user\", \"content\": prompt}\n",
" ],\n",
" \"temperature\": 0.7,\n",
" \"max_tokens\": 300,\n",
" }\n",
" headers = {\"Authorization\": f\"Bearer {userdata.get('openai_api_key')}\"}\n",
" response = await client.post(\"https://api.openai.com/v1/chat/completions\", json=data, headers=headers)\n",
"\n",
" if response.status_code == 429:\n",
" logging.warning(\"Rate limit reached, will retry after delay.\")\n",
" await asyncio.sleep(retry_delay)\n",
" retry_delay *= 2\n",
" continue\n",
"\n",
" if response.status_code != 200:\n",
" logging.error(f\"OpenAI API error with status code {response.status_code}: {response.text}\")\n",
" return f\"Error in OpenAI API call: Status code {response.status_code}\"\n",
"\n",
" response_text = response.json()['choices'][0]['message']['content'].strip()\n",
"\n",
" if re.search(r\"\\b(reject|deny|decline)\\b\", response_text, re.IGNORECASE):\n",
" report = generate_rejection_report(conversation_text, quantum_state, color_code)\n",
" await save_to_database(color_code, quantum_state, \"deny\", report)\n",
" return report\n",
" elif re.search(r\"\\b(approve|accept|confirm)\\b\", response_text, re.IGNORECASE):\n",
" report = generate_approval_report(conversation_text, quantum_state, color_code)\n",
" await save_to_database(color_code, quantum_state, \"accept\", report)\n",
" return report\n",
" else:\n",
" return \"Decision could not be determined from the analysis.\"\n",
"\n",
" except httpx.RequestError as req_err:\n",
" logging.error(f\"Request error occurred: {req_err}\")\n",
" if attempt < max_retries - 1:\n",
" logging.info(\"Retrying...\")\n",
" await asyncio.sleep(retry_delay)\n",
" retry_delay *= 2\n",
" else:\n",
" return \"Error: Request error in OpenAI API call.\"\n",
"\n",
"async def process_conversations(conversations):\n",
" results = []\n",
" for conversation in conversations:\n",
" result = await process_user_input(conversation)\n",
" results.append(result)\n",
" return results\n",
"\n",
"async def main():\n",
" await init_db()\n",
" markdown_content = \"# Analysis Report\\n\\n\"\n",
"\n",
" with open('synthetic_conversations.json', 'r') as file:\n",
" data = json.load(file)\n",
"\n",
" for category, conversations in data.items():\n",
" markdown_content += f\"## {category.title()}\\n\\n\"\n",
" results = await process_conversations(conversations)\n",
" for result in results:\n",
" markdown_content += result\n",
"\n",
" print(markdown_content)\n",
"\n",
"if __name__ == \"__main__\":\n",
" asyncio.run(main())\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Qfiak-dWJkpF",
"outputId": "5d936de7-a959-4ba8-ccb0-5a848aa07caa"
},
"execution_count": 35,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"ERROR:root:Request error occurred: \n",
"ERROR:root:Request error occurred: \n",
"ERROR:root:Request error occurred: \n",
"ERROR:root:Request error occurred: \n",
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"ERROR:root:Request error occurred: \n",
"ERROR:root:Request error occurred: \n"
]
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"# Analysis Report\n",
"\n",
"## Adversarial\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 1: Customer: 'I'm interested in booking your place for a couple of months, but I might need to extend my stay. What's your policy on long-term stays and late check-outs?' Host: 'Normally, I require a month's notice for long-term stays. Late check-outs depend on the booking schedule. Can I ask the reason for the extension?' Customer: 'I'm not sure yet, just exploring my options. Also, can we deal with the payment outside the platform to avoid extra fees?'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.46785714285714286\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: FF9900\n",
"\n",
"## Quantum State: [7.12985599e-34 5.82400054e-34 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 1.10331450e-33 1.35069931e-33\n",
" 3.60244173e-01 2.94264325e-01 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 1.55331557e-01 1.90159946e-01]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 2: Customer: 'I saw your listing and I love it! However, I'm on a tight budget. Can we strike a deal off this platform? I can pay cash.' Host: 'I'm sorry, but all transactions need to go through the platform for both our safety and insurance purposes.' Customer: 'Oh come on, we can both benefit from avoiding service fees. Think about it and let me know.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.49107142857142855\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: FFD700\n",
"\n",
"## Quantum State: [1.14661292e-34 1.08405115e-34 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 1.71371630e-33 1.81261675e-33\n",
" 4.83441886e-01 4.57064211e-01 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 2.89126608e-02 3.05812421e-02]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 3: Customer: 'I'm thinking of hosting a small event at your place. It won't be anything big, just a few friends. Is that okay?' Host: 'I'm sorry, but my policy strictly prohibits hosting events or parties of any size to ensure the peace and safety of the neighborhood.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.455\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: FF0000\n",
"\n",
"## Quantum State: [2.13884723e-33 1.61055223e-33 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 4.29549384e-01 5.70450616e-01]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Rejection Report:\n",
"Based on the analysis, the following reasons were identified for rejection:\n",
"Conversation 3: Customer: 'I'm thinking of hosting a small event at your place. It won't be anything big, just a few friends. Is that okay?' Host: 'I'm sorry, but my policy strictly prohibits hosting events or parties of any size to ensure the peace and safety of the neighborhood.'\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 4: Customer: 'Your place looks great, but the price is a bit high. Can I pay you half through the platform and half in cash to get a discount?' Host: 'Unfortunately, I can't offer discounts outside the platform's payment system. All payments must be made in full through the platform for security reasons.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.5340476190476191\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: FF0000\n",
"\n",
"## Quantum State: [1.67455697e-33 2.07484248e-33 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 5.53379950e-01 4.46620050e-01]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Rejection Report:\n",
"Based on the analysis, the following reasons were identified for rejection:\n",
"Conversation 4: Customer: 'Your place looks great, but the price is a bit high. Can I pay you half through the platform and half in cash to get a discount?' Host: 'Unfortunately, I can't offer discounts outside the platform's payment system. All payments must be made in full through the platform for security reasons.'\n",
"\n",
"## Non_Adversarial\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 1: Customer: 'Hello! Your place looks perfect for my family trip next month. Are there any parks or kid-friendly activities nearby?' Host: 'Hi! Yes, there are several family-friendly parks and a zoo within a 10-minute drive. There's also an indoor play area in the neighborhood.' Customer: 'That sounds wonderful, thank you! We're really looking forward to our stay.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.72\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: 00FF00\n",
"\n",
"## Quantum State: [6.79721148e-34 3.06967831e-33 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 8.18711995e-01 1.81288005e-01\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Approval Report:\n",
"Based on the analysis, the interaction meets the criteria for approval:\n",
"Conversation 1: Customer: 'Hello! Your place looks perfect for my family trip next month. Are there any parks or kid-friendly activities nearby?' Host: 'Hi! Yes, there are several family-friendly parks and a zoo within a 10-minute drive. There's also an indoor play area in the neighborhood.' Customer: 'That sounds wonderful, thank you! We're really looking forward to our stay.'\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 2: Customer: 'Good evening, I'm visiting for a business trip next week. Does your place have a reliable internet connection and a quiet space to work?' Host: 'Good evening! Yes, I have high-speed Wi-Fi and a desk in the bedroom that's perfect for working. It's a quiet area, so you shouldn't have any disturbances.' Customer: 'Great, that's exactly what I need. Booking now!'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.73046875\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: 00FF00\n",
"\n",
"## Quantum State: [6.32869050e-34 3.11653041e-33 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 8.31207889e-01 1.68792111e-01\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Approval Report:\n",
"Based on the analysis, the interaction meets the criteria for approval:\n",
"Conversation 2: Customer: 'Good evening, I'm visiting for a business trip next week. Does your place have a reliable internet connection and a quiet space to work?' Host: 'Good evening! Yes, I have high-speed Wi-Fi and a desk in the bedroom that's perfect for working. It's a quiet area, so you shouldn't have any disturbances.' Customer: 'Great, that's exactly what I need. Booking now!'\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 3: Customer: 'Is your kitchen equipped for baking? I'd love to bake a cake for my son's birthday during our stay.' Host: 'Yes, the kitchen has an oven and all the basic baking equipment you'll need. I'd be happy to provide you with a list of nearby stores for ingredients as well.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.7166666666666667\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: F9F5F3\n",
"\n",
"## Quantum State: [5.23086564e-09 2.29922441e-08 4.19252272e-06 9.53822644e-07\n",
" 2.50731344e-04 1.10208839e-03 6.04397086e-06 1.37503757e-06\n",
" 1.00567357e-03 4.42043322e-03 8.06044275e-01 1.83379634e-01\n",
" 6.97605829e-04 3.06632298e-03 1.68160439e-05 3.82574516e-06]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 4: Customer: 'I'm planning a quiet weekend getaway. Is your neighborhood peaceful, and are there any nature trails nearby?' Host: 'The area is very serene, perfect for a relaxing weekend. There are several nature trails within a 15-minute drive, offering beautiful scenery and tranquility.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.6916666666666667\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: B3E6CC\n",
"\n",
"## Quantum State: [9.91845929e-05 3.58315498e-04 3.39401311e-03 9.39489949e-04\n",
" 3.89895320e-02 1.40854070e-01 1.48703598e-02 4.11623442e-03\n",
" 1.60989221e-02 5.81591669e-02 5.50891536e-01 1.52491179e-01\n",
" 3.67442036e-03 1.32742568e-02 1.40140058e-03 3.87918879e-04]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## Short_Term_Booking\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 1: Customer: 'Hi, is your place available this weekend? Also, how flexible are you with check-in times?' Host: 'Hello! Yes, the place is available. Check-in is usually after 3 PM, but I can make exceptions if needed. What time were you thinking?' Customer: 'We're hoping to arrive by noon, if that's possible.' Host: 'Noon should be fine. I'll make sure everything is ready for you.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.6261904761904762\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: 99FF99\n",
"\n",
"## Quantum State: [1.37365790e-34 3.10178946e-34 5.87611430e-34 2.60229487e-34\n",
" 6.94056449e-02 1.56721479e-01 8.27276340e-02 3.66367445e-02\n",
" 6.94056449e-02 1.56721479e-01 2.96897432e-01 1.31483941e-01\n",
" 4.92985817e-34 1.11318707e-33 5.87611430e-34 2.60229487e-34]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 2: Customer: 'I need to book a place urgently for tonight. Is your apartment free, and can I check in late, around 11 PM?' Host: 'Yes, the apartment is available, and late check-in is fine. I have a lockbox for the keys, so you can check in anytime.' Customer: 'Perfect, I'm booking right now. Thanks for your quick response!'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.6399470899470899\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: 32CD32\n",
"\n",
"## Quantum State: [2.17646295e-02 5.40213175e-02 5.46707512e-03 2.20262796e-03\n",
" 2.17646295e-02 5.40213175e-02 5.33795984e-01 2.15060875e-01\n",
" 2.17646295e-02 5.40213175e-02 5.46707512e-03 2.20262796e-03\n",
" 2.22910752e-04 5.53279923e-04 5.46707512e-03 2.20262796e-03]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Approval Report:\n",
"Based on the analysis, the interaction meets the criteria for approval:\n",
"Conversation 2: Customer: 'I need to book a place urgently for tonight. Is your apartment free, and can I check in late, around 11 PM?' Host: 'Yes, the apartment is available, and late check-in is fine. I have a lockbox for the keys, so you can check in anytime.' Customer: 'Perfect, I'm booking right now. Thanks for your quick response!'\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 3: Customer: 'Do you provide any toiletries or should we bring our own?' Host: 'I provide guests with basic toiletries, including soap, shampoo, and toilet paper, so you don't need to bring these items.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.5944444444444444\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: 99FF99\n",
"\n",
"## Quantum State: [1.58347659e-34 2.89197077e-34 5.47862806e-34 2.99978111e-34\n",
" 8.00069757e-02 1.46120149e-01 7.71315727e-02 4.22328058e-02\n",
" 8.00069757e-02 1.46120149e-01 2.76813983e-01 1.51567390e-01\n",
" 5.68286691e-34 1.03788620e-33 5.47862806e-34 2.99978111e-34]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Approval Report:\n",
"Based on the analysis, the interaction meets the criteria for approval:\n",
"Conversation 3: Customer: 'Do you provide any toiletries or should we bring our own?' Host: 'I provide guests with basic toiletries, including soap, shampoo, and toilet paper, so you don't need to bring these items.'\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 4: Customer: 'We're attending a wedding nearby. Is there an iron and ironing board available in your apartment?' Host: 'Yes, there's an iron and an ironing board in the closet for guests to use. Let me know if you need anything else for your stay.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.7\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: E1FFD9\n",
"\n",
"## Quantum State: [1.40374292e-36 5.40699313e-36 9.50952827e-35 2.46882744e-35\n",
" 6.58459433e-03 2.53628038e-02 1.44209578e-03 3.74391403e-04\n",
" 1.07141252e-02 4.12690960e-02 7.25818631e-01 1.88434263e-01\n",
" 7.06515323e-34 2.72138398e-33 1.54734326e-34 4.01715352e-35]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## Long_Term_Booking\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 1: Customer: 'I'm planning a longer stay, about 2 months, for a project. Is your place available for that duration, and do you offer any discounts for long-term bookings?' Host: 'The place is available, and I do offer a 10% discount for stays longer than a month. Would you like me to send you a special offer through the platform?' Customer: 'Yes, please. That would be great!'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.7696428571428572\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: FFC107\n",
"\n",
"## Quantum State: [6.51452667e-35 4.54703951e-34 8.46491818e-37 1.21276569e-37\n",
" 7.51802296e-37 5.24746450e-36 2.81874295e-33 4.03840258e-34\n",
" 1.07707984e-01 7.51785180e-01 1.39954800e-03 2.00512723e-04\n",
" 3.23455985e-05 2.25767307e-04 1.21273808e-01 1.73748536e-02]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 2: Customer: 'Your listing caught my eye because I'm looking for a place to stay for about 6 weeks. I might need to extend my stay depending on how my work project goes. How do you handle extensions?' Host: 'I'm glad you like the place! For extensions, I usually check my booking calendar. If there's no immediate booking after your initial stay, we can definitely extend it.' Customer: 'Sounds good. I'll make the booking for the first 6 weeks now.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.6104166666666666\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: 00FF00\n",
"\n",
"## Quantum State: [1.23735949e-33 2.51203997e-33 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 6.69984620e-01 3.30015380e-01\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
" 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Error: Request error in OpenAI API call.\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 3: Customer: 'I'm a freelance photographer looking for a scenic place for my next project. Does your location offer good natural light for photography?' Host: 'The apartment has large windows that let in plenty of natural light, especially in the morning. It's been a favorite for photographers in the past.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.6082142857142857\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: F7EBD9\n",
"\n",
"## Quantum State: [6.57035215e-07 1.31442812e-06 2.31174538e-05 1.15555815e-05\n",
" 7.53637080e-04 1.50768444e-03 8.57249611e-05 4.28508166e-05\n",
" 1.76163614e-02 3.52423132e-02 6.19822821e-01 3.09827076e-01\n",
" 4.75060490e-03 9.50379603e-03 5.40373385e-04 2.70113168e-04]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Approval Report:\n",
"Based on the analysis, the interaction meets the criteria for approval:\n",
"Conversation 3: Customer: 'I'm a freelance photographer looking for a scenic place for my next project. Does your location offer good natural light for photography?' Host: 'The apartment has large windows that let in plenty of natural light, especially in the morning. It's been a favorite for photographers in the past.'\n",
"\n",
"## User Input\n",
"\n",
"- **Input**: Conversation 4: Customer: 'I'll be in town for a theatre production and need a quiet place to rehearse lines. Is your space suitable for this, and are there any noise restrictions I should be aware of?' Host: 'The apartment is in a quiet building, ideal for rehearsing. We do ask that guests keep noise levels down after 10 PM to respect other residents.'\n",
"\n",
"## Sentiment Amplitude\n",
"\n",
"- **Amplitude**: 0.6013888888888889\n",
"\n",
"## HTML Color Code\n",
"\n",
"- **Color Code**: 8BA4A8\n",
"\n",
"## Quantum State: [0.01086836 0.02077924 0.0589128 0.03081371 0.07819893 0.14950872\n",
" 0.05273349 0.02758168 0.03665185 0.07007477 0.19867431 0.10391446\n",
" 0.04094672 0.07828613 0.02761244 0.01444239]\n",
"## Advanced GPT-4 Interaction\n",
"\n",
"Approval Report:\n",
"Based on the analysis, the interaction meets the criteria for approval:\n",
"Conversation 4: Customer: 'I'll be in town for a theatre production and need a quiet place to rehearse lines. Is your space suitable for this, and are there any noise restrictions I should be aware of?' Host: 'The apartment is in a quiet building, ideal for rehearsing. We do ask that guests keep noise levels down after 10 PM to respect other residents.'\n",
"\n",
"\n"
]
}
]
}
]
}
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