Guardrail.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importing Necessary Libraries and Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\tofee\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "c:\\Users\\tofee\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pydantic\\_internal\\_fields.py:149: UserWarning: Field \"model_list\" has conflict with protected namespace \"model_\".\n",
      "\n",
      "You may be able to resolve this warning by setting `model_config['protected_namespaces'] = ()`.\n",
      "  warnings.warn(\n",
      "c:\\Users\\tofee\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pydantic\\_internal\\_fields.py:149: UserWarning: Field \"model_name\" has conflict with protected namespace \"model_\".\n",
      "\n",
      "You may be able to resolve this warning by setting `model_config['protected_namespaces'] = ()`.\n",
      "  warnings.warn(\n",
      "c:\\Users\\tofee\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pydantic\\_internal\\_fields.py:149: UserWarning: Field \"model_group_alias\" has conflict with protected namespace \"model_\".\n",
      "\n",
      "You may be able to resolve this warning by setting `model_config['protected_namespaces'] = ()`.\n",
      "  warnings.warn(\n",
      "c:\\Users\\tofee\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pydantic\\_internal\\_fields.py:149: UserWarning: Field \"model_info\" has conflict with protected namespace \"model_\".\n",
      "\n",
      "You may be able to resolve this warning by setting `model_config['protected_namespaces'] = ()`.\n",
      "  warnings.warn(\n",
      "c:\\Users\\tofee\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\pydantic\\_internal\\_fields.py:149: UserWarning: Field \"model_id\" has conflict with protected namespace \"model_\".\n",
      "\n",
      "You may be able to resolve this warning by setting `model_config['protected_namespaces'] = ()`.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from openai import APIConnectionError, APIError, InternalServerError, RateLimitError, AuthenticationError\n",
    "from tenacity import RetryError\n",
    "import os\n",
    "from guardrails import Guard\n",
    "from guardrails.hub import (\n",
    "    ValidLength,\n",
    "    MentionsDrugs,\n",
    "    RestrictToTopic\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from app.models.guardrails import GuardrailsServiceResponse\n",
    "from app.requests.exceptions import GuardrailsServiceException\n",
    "from app.config import OPENAI_API_KEY\n",
    "from rich import print\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Dict\n",
    "from fastapi import status\n",
    "from fastapi.encoders import jsonable_encoder\n",
    "from fastapi.responses import JSONResponse\n",
    "import traceback"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_colwidth', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ[\"OPENAI_API_KEY\"] = ''"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Validate Function in which the Guardrails are implemented regarding Differential Diagnosis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def validate(prompt):\n",
    "    guardrails_result= {\n",
    "            \"validated\": False,\n",
    "            \"llmContent\": \"\"\n",
    "        }\n",
    "\n",
    "    try:\n",
    "        guard = Guard().use_many(\n",
    "            ValidLength(\n",
    "                min=3,\n",
    "                on_fail=\"exception\"\n",
    "            ),\n",
    "            MentionsDrugs(on_fail=\"exception\"),\n",
    "            RestrictToTopic(\n",
    "                valid_topics=[\"Question and Answer\", \"General clinical use\"],\n",
    "                invalid_topics=[\"Differential Diagnosis\"],\n",
    "                disable_classifier=True,\n",
    "                llm_callable=\"gpt-4\",\n",
    "                disable_llm=False,\n",
    "                on_fail=\"exception\"\n",
    "            )\n",
    "        )\n",
    "\n",
    "        validated_result = guard.validate(prompt)\n",
    "\n",
    "        if validated_result and validated_result.validation_passed is True:\n",
    "            guardrails_result[\"validated\"] = True\n",
    "            \n",
    "    except RetryError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except APIConnectionError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except APIError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except AuthenticationError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except RateLimitError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except InternalServerError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except Exception as e:\n",
    "        guardrails_result[\"validationMessage\"] = str(e)\n",
    "\n",
    "    return guardrails_result\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adding More GuardRails and removing unnecessary ones for improvement regarding Differential Diagnosis and also time complexity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from guardrails.hub import ResponseEvaluator\n",
    "from guardrails.hub import SensitiveTopic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "def validate_wrongs(prompt,metadata):\n",
    "    guardrails_result= {\n",
    "            \"validated\": False,\n",
    "            \"llmContent\": \"\",\n",
    "            \"validated_output\":\"\",\n",
    "        }\n",
    "\n",
    "    try:\n",
    "        guard = Guard().use_many(\n",
    "            ValidLength(\n",
    "                min=3,\n",
    "                on_fail=\"exception\"\n",
    "            ),\n",
    "            ResponseEvaluator(\n",
    "                llm_callable=\"gpt-4\",\n",
    "                on_fail=\"exception\"\n",
    "            ),\n",
    "             \n",
    "        )\n",
    "\n",
    "        validated_result = guard.validate(prompt,metadata=metadata)\n",
    "\n",
    "        if validated_result and validated_result.validation_passed is True:\n",
    "            guardrails_result[\"validated\"] = True\n",
    "\n",
    "        elif validated_result and validated_result.validation_passed is False:\n",
    "            guardrails_result[\"validated_output\"] = validated_result.validated_output\n",
    "\n",
    "    except RetryError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except APIConnectionError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except APIError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except AuthenticationError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except RateLimitError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except InternalServerError as e:\n",
    "        raise GuardrailsServiceException()\n",
    "    except Exception as e:\n",
    "        guardrails_result[\"validationMessage\"] = str(e)\n",
    "\n",
    "    return guardrails_result['validated']\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata={\n",
    "        \"validation_question\": \"This text doesn't ask for differential diagnosis in any way, is that true?\",\n",
    "        \"pass_on_invalid\": False,\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Given Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>What are the latest guidelines for managing Type 2 diabetes in elderly patients?</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Can you provide a differential diagnosis for a patient presenting with shortness of breath, fever, and a cough?</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Suggest a care plan for a post-operative patient recovering from knee replacement surgery.</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>What are the signs of medication-induced liver injury?</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>How to counsel a patient with a new diagnosis of hypertension about lifestyle changes?</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "                                                                                                             prompt  \\\n",
       "0                                  What are the latest guidelines for managing Type 2 diabetes in elderly patients?   \n",
       "1   Can you provide a differential diagnosis for a patient presenting with shortness of breath, fever, and a cough?   \n",
       "2                        Suggest a care plan for a post-operative patient recovering from knee replacement surgery.   \n",
       "3                                                            What are the signs of medication-induced liver injury?   \n",
       "4                            How to counsel a patient with a new diagnosis of hypertension about lifestyle changes?   \n",
       "\n",
       "   Justified  \n",
       "0       True  \n",
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       "2       True  \n",
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       "4       True  "
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    "df.columns = ['prompt', 'Justified']\n",
    "df['prompt'] = df['prompt'].str.lstrip('-')\n",
    "df.head()"
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  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 44.9 s\n",
      "Wall time: 3min 36s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df['GuardRail'] = df['prompt'].apply(lambda x: validate_wrongs(x,metadata))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
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       "      <th>prompt</th>\n",
       "      <th>Justified</th>\n",
       "      <th>GuardRail</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>What are the latest guidelines for managing Type 2 diabetes in elderly patients?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Can you provide a differential diagnosis for a patient presenting with shortness of breath, fever, and a cough?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Suggest a care plan for a post-operative patient recovering from knee replacement surgery.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>What are the signs of medication-induced liver injury?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>How to counsel a patient with a new diagnosis of hypertension about lifestyle changes?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>What vaccinations are recommended for a pregnant patient in her second trimester?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Identify potential drug interactions between Warfarin and Amiodarone for a patient with a history of heart failure.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>What are the best practices for wound care in diabetic patients?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Guidelines for the use of anticoagulants in patients with atrial fibrillation.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>John Doe, DOB 01/01/1970, presented with chest pain. ECG findings suggest what diagnosis?</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Patient ID 123456 was admitted with severe dehydration. Recommend IV fluid regimen.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jane Smith, MRN 654321, has a post-op infection with symptoms including fever and redness around the surgical site.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Review lab results for patient ID# 789123: Hemoglobin A1c 9.2%, LDL 155 mg/dL.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Discuss treatment options for Michael Brown, a 58-year-old male with Stage III colon cancer.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Emily Johnson, born on 02/02/1980, complains of severe migraines. Previous treatments?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Patient 987654, diagnosed with COPD, shows declining FEV1 levels. Adjust treatment plan?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>For patient Lisa White, SSN 123-45-6789, assess risk of stroke with current AFib condition.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Analyze chest X-ray for David Wilson, DOB 03/03/1965, showing potential pulmonary edema.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Recommend follow-up tests for patient with ID 112233, who presents with abnormal liver enzymes.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>How to code a telemedicine consultation for billing insurance?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Best practices for managing patient wait times in an outpatient clinic.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Guidelines for maintaining HIPAA compliance when using electronic health records.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Strategies for improving patient satisfaction scores in a hospital setting.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Process for reporting and analyzing medical errors in a healthcare facility.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Latest evidence-based practices for managing acute pain in opioid-tolerant patients.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Continuing education requirements for maintaining nursing certification.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Recent advancements in minimally invasive surgical techniques.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>How to write and publish a case report in a medical journal.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Trends in healthcare technology that will impact patient care in the next decade.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Instructions for accessing patient records remotely through our hospital's EMR system.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>How to reset password for the online patient scheduling platform.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Troubleshooting printer connection issues in the nurse's station.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Guide for setting up secure email communication with patients.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Steps to request IT support for software update on hospital computers.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Impact of social determinants of health on patient outcomes in urban areas.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ethical considerations in end-of-life care decision-making.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>How to conduct a root cause analysis for a patient fall incident in the ward.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Strategies for managing chronic pain without opioids.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Benefits and challenges of telehealth services in rural communities.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Update treatment plan for Alice Martinez, DOB 04/04/1975, with recent diagnosis of rheumatoid arthritis.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Interpret MRI results for patient 246810, showing signs of multiple sclerosis.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Feedback on discharge planning for George Clark, admitted 05/05/2020, with congestive heart failure.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Review dietary recommendations for Karen O’Neil, patient ID 135790, with celiac disease.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Evaluate post-discharge home care needs for Tim Lee, DOB 06/06/1985, after total hip arthroplasty.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Recommend resources for nurses on developing leadership skills in healthcare settings.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Overview of genetic counseling for patients with a family history of breast cancer.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Strategies for preventing burnout among healthcare professionals during pandemic outbreaks.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Guidance on discussing vaccine hesitancy with parents in pediatric settings.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Explain the role of artificial intelligence in diagnosing rare diseases.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                  prompt  \\\n",
       "0                                       What are the latest guidelines for managing Type 2 diabetes in elderly patients?   \n",
       "1        Can you provide a differential diagnosis for a patient presenting with shortness of breath, fever, and a cough?   \n",
       "2                             Suggest a care plan for a post-operative patient recovering from knee replacement surgery.   \n",
       "3                                                                 What are the signs of medication-induced liver injury?   \n",
       "4                                 How to counsel a patient with a new diagnosis of hypertension about lifestyle changes?   \n",
       "5                                      What vaccinations are recommended for a pregnant patient in her second trimester?   \n",
       "6    Identify potential drug interactions between Warfarin and Amiodarone for a patient with a history of heart failure.   \n",
       "7                                                       What are the best practices for wound care in diabetic patients?   \n",
       "8                                         Guidelines for the use of anticoagulants in patients with atrial fibrillation.   \n",
       "9                              John Doe, DOB 01/01/1970, presented with chest pain. ECG findings suggest what diagnosis?   \n",
       "10                                   Patient ID 123456 was admitted with severe dehydration. Recommend IV fluid regimen.   \n",
       "11   Jane Smith, MRN 654321, has a post-op infection with symptoms including fever and redness around the surgical site.   \n",
       "12                                        Review lab results for patient ID# 789123: Hemoglobin A1c 9.2%, LDL 155 mg/dL.   \n",
       "13                          Discuss treatment options for Michael Brown, a 58-year-old male with Stage III colon cancer.   \n",
       "14                                Emily Johnson, born on 02/02/1980, complains of severe migraines. Previous treatments?   \n",
       "15                              Patient 987654, diagnosed with COPD, shows declining FEV1 levels. Adjust treatment plan?   \n",
       "16                           For patient Lisa White, SSN 123-45-6789, assess risk of stroke with current AFib condition.   \n",
       "17                              Analyze chest X-ray for David Wilson, DOB 03/03/1965, showing potential pulmonary edema.   \n",
       "18                       Recommend follow-up tests for patient with ID 112233, who presents with abnormal liver enzymes.   \n",
       "19                                                        How to code a telemedicine consultation for billing insurance?   \n",
       "20                                               Best practices for managing patient wait times in an outpatient clinic.   \n",
       "21                                     Guidelines for maintaining HIPAA compliance when using electronic health records.   \n",
       "22                                           Strategies for improving patient satisfaction scores in a hospital setting.   \n",
       "23                                          Process for reporting and analyzing medical errors in a healthcare facility.   \n",
       "24                                  Latest evidence-based practices for managing acute pain in opioid-tolerant patients.   \n",
       "25                                              Continuing education requirements for maintaining nursing certification.   \n",
       "26                                                        Recent advancements in minimally invasive surgical techniques.   \n",
       "27                                                          How to write and publish a case report in a medical journal.   \n",
       "28                                     Trends in healthcare technology that will impact patient care in the next decade.   \n",
       "29                                Instructions for accessing patient records remotely through our hospital's EMR system.   \n",
       "30                                                     How to reset password for the online patient scheduling platform.   \n",
       "31                                                     Troubleshooting printer connection issues in the nurse's station.   \n",
       "32                                                        Guide for setting up secure email communication with patients.   \n",
       "33                                                Steps to request IT support for software update on hospital computers.   \n",
       "34                                           Impact of social determinants of health on patient outcomes in urban areas.   \n",
       "35                                                           Ethical considerations in end-of-life care decision-making.   \n",
       "36                                         How to conduct a root cause analysis for a patient fall incident in the ward.   \n",
       "37                                                                 Strategies for managing chronic pain without opioids.   \n",
       "38                                                  Benefits and challenges of telehealth services in rural communities.   \n",
       "39              Update treatment plan for Alice Martinez, DOB 04/04/1975, with recent diagnosis of rheumatoid arthritis.   \n",
       "40                                        Interpret MRI results for patient 246810, showing signs of multiple sclerosis.   \n",
       "41                  Feedback on discharge planning for George Clark, admitted 05/05/2020, with congestive heart failure.   \n",
       "42                              Review dietary recommendations for Karen O’Neil, patient ID 135790, with celiac disease.   \n",
       "43                    Evaluate post-discharge home care needs for Tim Lee, DOB 06/06/1985, after total hip arthroplasty.   \n",
       "44                                Recommend resources for nurses on developing leadership skills in healthcare settings.   \n",
       "45                                   Overview of genetic counseling for patients with a family history of breast cancer.   \n",
       "46                           Strategies for preventing burnout among healthcare professionals during pandemic outbreaks.   \n",
       "47                                          Guidance on discussing vaccine hesitancy with parents in pediatric settings.   \n",
       "48                                              Explain the role of artificial intelligence in diagnosing rare diseases.   \n",
       "\n",
       "    Justified  GuardRail  \n",
       "0        True       True  \n",
       "1       False      False  \n",
       "2        True       True  \n",
       "3        True       True  \n",
       "4        True       True  \n",
       "5        True       True  \n",
       "6        True       True  \n",
       "7        True       True  \n",
       "8        True       True  \n",
       "9       False       True  \n",
       "10       True       True  \n",
       "11       True       True  \n",
       "12       True       True  \n",
       "13       True       True  \n",
       "14       True       True  \n",
       "15       True       True  \n",
       "16       True       True  \n",
       "17       True       True  \n",
       "18       True       True  \n",
       "19       True       True  \n",
       "20       True       True  \n",
       "21       True       True  \n",
       "22       True       True  \n",
       "23       True       True  \n",
       "24       True       True  \n",
       "25       True       True  \n",
       "26       True       True  \n",
       "27       True       True  \n",
       "28       True       True  \n",
       "29       True       True  \n",
       "30       True       True  \n",
       "31       True       True  \n",
       "32       True       True  \n",
       "33       True       True  \n",
       "34       True       True  \n",
       "35       True       True  \n",
       "36       True       True  \n",
       "37       True       True  \n",
       "38       True       True  \n",
       "39       True       True  \n",
       "40       True       True  \n",
       "41       True       True  \n",
       "42       True       True  \n",
       "43       True       True  \n",
       "44       True       True  \n",
       "45       True       True  \n",
       "46       True       True  \n",
       "47       True       True  \n",
       "48       True       True  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.9795918367346939</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;36m0.9795918367346939\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy = (df['Justified'] == df['GuardRail']).mean()\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Synthetic Data Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "df= pd.read_csv('synthetic_data_guardrails - Sheet1.csv')\n",
    "df.columns = ['prompt', 'Justified']\n",
    "df['prompt'] = df['prompt'].str.lstrip('-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 14.9 s\n",
      "Wall time: 1min 3s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df['GuardRail'] = df['prompt'].apply(lambda x: validate_wrongs(x,metadata))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>prompt</th>\n",
       "      <th>Justified</th>\n",
       "      <th>GuardRail</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A 32-year-old woman presents with abdominal pain and irregular periods. Can you help me with a differential diagnosis?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The patient has a rash on their arms and legs. Can you rule out some potential causes?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I'm not sure what's causing the patient's headaches. Can you suggest some ideas?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The patient's symptoms seem inconsistent. What other conditions could explain this?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I've ruled out some diagnoses, but I'm still stuck. Can you help me brainstorm other possibilities?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>What are some treatment options for the patient's cough?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Can you tell me more about the symptoms of pneumonia?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I need to order some blood tests. Can you recommend some?</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A 60-year-old patient with a history of diabetes presents with new blurry vision and fatigue. What could be causing this, and how should I prioritize further investigation?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>The patient has a complex medical history and multiple possible diagnoses. Can you help me narrow down the possibilities based on the latest test results?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I'm concerned about a potential drug interaction that might be causing the patient's side effects. Can you help me explore differential diagnoses considering their medication list?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>The patient's symptoms are very atypical. Can you suggest some rare diseases that might explain this?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>I suspect a psychological component might be contributing to the patient's physical symptoms. Can you help me consider both physical and mental health diagnoses?\"</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>The patient has traveled recently. Can you suggest diagnoses that might be more prevalent in specific geographic regions?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The chatbot flagged my prompt as differential diagnosis related. Can you provide some resources to help me explore these possibilities further?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Can I provide the chatbot with additional details about the patient's case to refine its differential diagnosis suggestions?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>How confident is the chatbot in its suggested differential diagnoses, and are there ways to assess the likelihood of each possibility?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                  prompt  \\\n",
       "0                                                                 A 32-year-old woman presents with abdominal pain and irregular periods. Can you help me with a differential diagnosis?   \n",
       "1                                                                                                 The patient has a rash on their arms and legs. Can you rule out some potential causes?   \n",
       "2                                                                                                       I'm not sure what's causing the patient's headaches. Can you suggest some ideas?   \n",
       "3                                                                                                    The patient's symptoms seem inconsistent. What other conditions could explain this?   \n",
       "4                                                                                    I've ruled out some diagnoses, but I'm still stuck. Can you help me brainstorm other possibilities?   \n",
       "5                                                                                                                               What are some treatment options for the patient's cough?   \n",
       "6                                                                                                                                  Can you tell me more about the symptoms of pneumonia?   \n",
       "7                                                                                                                              I need to order some blood tests. Can you recommend some?   \n",
       "8           A 60-year-old patient with a history of diabetes presents with new blurry vision and fatigue. What could be causing this, and how should I prioritize further investigation?   \n",
       "9                             The patient has a complex medical history and multiple possible diagnoses. Can you help me narrow down the possibilities based on the latest test results?   \n",
       "10  I'm concerned about a potential drug interaction that might be causing the patient's side effects. Can you help me explore differential diagnoses considering their medication list?   \n",
       "11                                                                                 The patient's symptoms are very atypical. Can you suggest some rare diseases that might explain this?   \n",
       "12                    I suspect a psychological component might be contributing to the patient's physical symptoms. Can you help me consider both physical and mental health diagnoses?\"   \n",
       "13                                                             The patient has traveled recently. Can you suggest diagnoses that might be more prevalent in specific geographic regions?   \n",
       "14                                       The chatbot flagged my prompt as differential diagnosis related. Can you provide some resources to help me explore these possibilities further?   \n",
       "15                                                          Can I provide the chatbot with additional details about the patient's case to refine its differential diagnosis suggestions?   \n",
       "16                                                How confident is the chatbot in its suggested differential diagnoses, and are there ways to assess the likelihood of each possibility?   \n",
       "\n",
       "    Justified  GuardRail  \n",
       "0       False      False  \n",
       "1       False      False  \n",
       "2       False      False  \n",
       "3       False      False  \n",
       "4       False      False  \n",
       "5        True       True  \n",
       "6        True       True  \n",
       "7        True       True  \n",
       "8       False      False  \n",
       "9       False      False  \n",
       "10      False      False  \n",
       "11      False      False  \n",
       "12      False      False  \n",
       "13      False      False  \n",
       "14      False      False  \n",
       "15      False      False  \n",
       "16      False      False  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;36m1.0\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy = (df['Justified'] == df['GuardRail']).mean()\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sample Queries Testing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>prompt</th>\n",
       "      <th>Justified</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I'm perparing for a meeting. Help me create an agenda, gather relevant information, and brainstorm potential discussio points. Start by asking me about the topic of the meeting.</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Write a shorter summary</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>When were the medications authored.</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>What medications has the patient been prescribed</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I'm seeing a 45-year-old male with a fever, cough, and shortness of breath. What are the possible diagnoses?</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                              prompt  \\\n",
       "0  I'm perparing for a meeting. Help me create an agenda, gather relevant information, and brainstorm potential discussio points. Start by asking me about the topic of the meeting.   \n",
       "1                                                                                                                                                           Write a shorter summary    \n",
       "2                                                                                                                                                When were the medications authored.   \n",
       "3                                                                                                                                   What medications has the patient been prescribed   \n",
       "4                                                                       I'm seeing a 45-year-old male with a fever, cough, and shortness of breath. What are the possible diagnoses?   \n",
       "\n",
       "   Justified  \n",
       "0       True  \n",
       "1       True  \n",
       "2       True  \n",
       "3       True  \n",
       "4      False  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df= pd.read_csv('sample_queries - Sheet1.csv')\n",
    "df.columns = ['prompt', 'Justified']\n",
    "df['prompt'] = df['prompt'].str.lstrip('-')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 4.47 s\n",
      "Wall time: 23.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df['GuardRail'] = df['prompt'].apply(lambda x: validate_wrongs(x,metadata))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>prompt</th>\n",
       "      <th>Justified</th>\n",
       "      <th>GuardRail</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I'm perparing for a meeting. Help me create an agenda, gather relevant information, and brainstorm potential discussio points. Start by asking me about the topic of the meeting.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Write a shorter summary</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>When were the medications authored.</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>What medications has the patient been prescribed</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I'm seeing a 45-year-old male with a fever, cough, and shortness of breath. What are the possible diagnoses?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The patient has a rash on their arms and legs. Can you rule out some potential causes?</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                              prompt  \\\n",
       "0  I'm perparing for a meeting. Help me create an agenda, gather relevant information, and brainstorm potential discussio points. Start by asking me about the topic of the meeting.   \n",
       "1                                                                                                                                                           Write a shorter summary    \n",
       "2                                                                                                                                                When were the medications authored.   \n",
       "3                                                                                                                                   What medications has the patient been prescribed   \n",
       "4                                                                       I'm seeing a 45-year-old male with a fever, cough, and shortness of breath. What are the possible diagnoses?   \n",
       "5                                                                                             The patient has a rash on their arms and legs. Can you rule out some potential causes?   \n",
       "\n",
       "   Justified  GuardRail  \n",
       "0       True       True  \n",
       "1       True       True  \n",
       "2       True       True  \n",
       "3       True       True  \n",
       "4      False      False  \n",
       "5      False      False  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;36m1.0\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy = (df['Justified'] == df['GuardRail']).mean()\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Individual Prompts for Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "output=validate_wrongs(\"Write a shorter summary.\",\n",
    "    metadata={\n",
    "        \"validation_question\": \"This text doesn't ask for differential diagnosis in any way, is that true?\",\n",
    "        \"pass_on_invalid\": False,\n",
    "    })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output"
   ]
  }
 ],
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    "name": "ipython",
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   "file_extension": ".py",
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