diff --git a/AiMedTracker/backend/__pycache__/ai_funcs.cpython-312.pyc b/AiMedTracker/backend/__pycache__/ai_funcs.cpython-312.pyc new file mode 100644 index 000000000..aaf8c4308 Binary files /dev/null and b/AiMedTracker/backend/__pycache__/ai_funcs.cpython-312.pyc differ diff --git a/AiMedTracker/backend/__pycache__/user_funcs.cpython-312.pyc b/AiMedTracker/backend/__pycache__/user_funcs.cpython-312.pyc new file mode 100644 index 000000000..1f9d20306 Binary files /dev/null and b/AiMedTracker/backend/__pycache__/user_funcs.cpython-312.pyc differ diff --git a/AiMedTracker/backend/ai_funcs.py b/AiMedTracker/backend/ai_funcs.py new file mode 100644 index 000000000..ddcc8a115 --- /dev/null +++ b/AiMedTracker/backend/ai_funcs.py @@ -0,0 +1,136 @@ +# ai code - openrouter + +import requests +import json +import os +import traceback +from dotenv import load_dotenv + +# Load environment variables from .env file +load_dotenv() + +# Get API key from environment variable +OPENROUTER_API_KEY = os.getenv("OPENROUTER_API_KEY") +OPENROUTER_API_URL = "https://openrouter.ai/api/v1/chat/completions" + +def generate_llm_response(prompt, model="openai/gpt-3.5-turbo"): + """ + Generate a response using the OpenRouter API. + + Args: + prompt (str): The input prompt for the LLM + model (str): The model to use (default: openai/gpt-3.5-turbo) + + Returns: + str: The generated response + """ + if not OPENROUTER_API_KEY: + print("Error: OPENROUTER_API_KEY environment variable not set") + return "Error: API key not configured. Please contact support." + + headers = { + "Authorization": f"Bearer {OPENROUTER_API_KEY}", + "HTTP-Referer": "https://github.com/your-username/AiInteractionApp", + "X-Title": "AI Drug Interaction App", + "Content-Type": "application/json" + } + + data = { + "model": model, + "messages": [ + {"role": "system", "content": "You are a helpful AI assistant that provides information about drug interactions and medications."}, + {"role": "user", "content": prompt} + ], + "temperature": 0.7, + "max_tokens": 1000, + "timeout": 120 + } + + try: + print(f"Sending prompt to OpenRouter API: {prompt[:200]}...") + print(f"Using model: {model}") + + response = requests.post( + OPENROUTER_API_URL, + headers=headers, + json=data, + timeout=120 + ) + + if response.status_code != 200: + error_msg = f"API Error: {response.status_code} - {response.text}" + print(error_msg) + return f"Error analyzing interaction: {error_msg}" + + response_json = response.json() + + if "choices" not in response_json or not response_json["choices"]: + print("No choices in response") + return "Error: No response from AI model. Please try again." + + result = response_json["choices"][0]["message"]["content"] + print(f"Received response from OpenRouter API: {result[:200]}...") + return result + + except requests.exceptions.Timeout: + print("Request timed out after 120 seconds") + return "Error: The AI model is taking longer than expected to respond. Please try again in a few moments." + except requests.exceptions.RequestException as e: + print(f"Request error: {str(e)}") + return f"Error: Could not connect to AI service. Please try again." + except Exception as e: + print(f"Unexpected error: {str(e)}") + print(f"Full traceback: {traceback.format_exc()}") + return "Error: An unexpected error occurred. Please try again." + +def analyze_interaction(med1, med2): + """ + Use LLM to analyze potential interactions between two medications. + + Args: + med1 (str): First medication name + med2 (str): Second medication name + + Returns: + str: Analysis of potential interactions + """ + prompt = f"""Analyze the potential interactions between {med1} and {med2}. + + Consider: + 1. Common side effects when taken together + 2. Potential drug interactions and their severity + 3. Contraindications or warnings + 4. Recommendations for patients taking both medications + + Provide a concise, patient-friendly summary that explains: + - The main interaction concern + - Key warnings or precautions + - What patients should do if they're taking both medications + + Format the response in a clear, easy-to-read manner with bullet points where appropriate. + Keep the response brief but informative.""" + + return generate_llm_response(prompt) + +def get_medication_info(medication): + """ + Use LLM to get detailed information about a medication. + + Args: + medication (str): Medication name + + Returns: + str: Detailed information about the medication + """ + prompt = f"""Provide detailed information about {medication}. + Include: + 1. Common uses + 2. Typical dosage + 3. Common side effects + 4. Important warnings + 5. Drug interactions + + Format the response in a clear, easy-to-read manner.""" + + return generate_llm_response(prompt) + diff --git a/AiMedTracker/backend/data/users.json b/AiMedTracker/backend/data/users.json new file mode 100644 index 000000000..fcea2e5dc --- /dev/null +++ b/AiMedTracker/backend/data/users.json @@ -0,0 +1,11 @@ +{ + "users": { + "u1": { + "email": "pat@example.com", + "password": "pass123", + "type": "patient", + "name": "Thomas Yang", + "medications": [] + } + } +} \ No newline at end of file diff --git a/AiMedTracker/backend/main.py b/AiMedTracker/backend/main.py new file mode 100644 index 000000000..847e7021d --- /dev/null +++ b/AiMedTracker/backend/main.py @@ -0,0 +1,207 @@ +from flask import Flask, request, jsonify +from flask_cors import CORS +import json +import os +import requests +from user_funcs import create_user, verify_user, get_user, update_user, delete_user +from ai_funcs import analyze_interaction, get_medication_info + +app = Flask(__name__) +CORS(app) # This allows your React frontend to make requests to this backend + + +def normalize_name(name): + return name.strip().lower() + +def check_name(medication): + """ + Check if a medication exists in the FDA database and return information. + """ + medication = medication.strip().lower() + print(f"Checking medication: {medication}") + + # Search for both generic and brand names + url = f"https://api.fda.gov/drug/label.json?search=openfda.generic_name:{medication}+OR+openfda.brand_name:{medication}&limit=1" + try: + response = requests.get(url) + response.raise_for_status() + data = response.json() + + if "results" not in data or len(data["results"]) == 0: + print(f"Medication not found: {medication}") + return medication.capitalize() + " not found." + + result = data["results"][0] + openfda = result.get("openfda", {}) + + # Get medication names + generic_names = openfda.get("generic_name", []) + brand_names = openfda.get("brand_name", []) + + generic_name = generic_names[0] if generic_names else medication + brand_name = brand_names[0] if brand_names else "" + + # Build response message + info = f"{generic_name.capitalize()} found." + if brand_name and brand_name.lower() != generic_name.lower(): + info += f" Brand name: {brand_name}." + + print(f"Medication found: {info}") + return info + + except Exception as e: + print(f"Error checking FDA database: {str(e)}") + return medication.capitalize() + " not found (Error)." + +def check_if_medication_exists(medication): + """Simple helper function to check if a medication exists in the FDA database""" + medication = medication.strip().lower() + url = f"https://api.fda.gov/drug/label.json?search=openfda.generic_name:{medication}+OR+openfda.brand_name:{medication}&limit=1" + try: + response = requests.get(url) + if response.status_code != 200: + print(f"FDA API error: {response.status_code}") + return False + + data = response.json() + if "results" not in data: + print("No results field in FDA API response") + return False + + exists = len(data["results"]) > 0 + print(f"Medication {medication} {'exists' if exists else 'does not exist'} in FDA database") + return exists + except Exception as e: + print(f"Error checking FDA database: {str(e)}") + return False + + +@app.route('/api/check-interaction', methods=['POST']) +def check_interaction(): + data = request.get_json() + med1 = data.get('medication1', '').strip() + med2 = data.get('medication2', '').strip() + + if not med1 or not med2: + return jsonify({'success': False, 'message': 'Both medications are required'}) + + # First check if medications exist in FDA database + med1_exists = check_if_medication_exists(med1) + med2_exists = check_if_medication_exists(med2) + + if not med1_exists or not med2_exists: + return jsonify({ + 'success': False, + 'message': 'One or both medications not found in FDA database' + }) + + # Use LLM to analyze the interaction + analysis = analyze_interaction(med1, med2) + print(f"AI Analysis result: {analysis}") + + # Check if the analysis starts with "Error:" to indicate an error message + if analysis and analysis.startswith("Error:"): + return jsonify({ + 'success': False, + 'message': analysis + }) + + if not analysis: + return jsonify({ + 'success': False, + 'message': 'Error analyzing medication interaction' + }) + + # Return the analysis with success status + response = { + 'success': True, + 'message': 'Interaction analysis completed', + 'analysis': analysis + } + print(f"Sending response: {response}") + return jsonify(response) + + +@app.route('/api/check-medication', methods=['POST']) +def check_medication(): + data = request.json + medication = data.get('medicationName') + + if not medication: + return jsonify({ + "success": False, + "error": "Medication name is required" + }), 400 + + print(f"Received medication check request for: {medication}") + result = check_name(medication) + + # Check if the result contains "not found" to determine if the medication exists + exists = "not found" not in result.lower() + + response = { + "success": True, + "exists": exists, + "message": result + } + + print(f"Sending response: {response}") + return jsonify(response) + +@app.route('/api/signup', methods=['POST']) +def signup(): + try: + data = request.get_json() + user = create_user(data) + return jsonify({"success": True, "user": user}), 201 + except ValueError as e: + return jsonify({"success": False, "error": str(e)}), 400 + except Exception as e: + return jsonify({"success": False, "error": "An error occurred during signup"}), 500 + +@app.route('/api/login', methods=['POST']) +def login(): + try: + data = request.get_json() + user = verify_user(data['email'], data['password']) + if user: + return jsonify({"success": True, "user": user}), 200 + return jsonify({"success": False, "error": "Invalid credentials"}), 401 + except Exception as e: + return jsonify({"success": False, "error": "An error occurred during login"}), 500 + +@app.route('/api/user/', methods=['GET']) +def get_user_profile(email): + try: + user = get_user(email) + if user: + # Remove password from response + user_copy = user.copy() + user_copy.pop('password', None) + return jsonify({"success": True, "user": user_copy}), 200 + return jsonify({"success": False, "error": "User not found"}), 404 + except Exception as e: + return jsonify({"success": False, "error": "An error occurred"}), 500 + +@app.route('/api/user/', methods=['PUT']) +def update_user_profile(email): + try: + data = request.get_json() + user = update_user(email, data) + return jsonify({"success": True, "user": user}), 200 + except ValueError as e: + return jsonify({"success": False, "error": str(e)}), 400 + except Exception as e: + return jsonify({"success": False, "error": "An error occurred"}), 500 + +@app.route('/api/user/', methods=['DELETE']) +def delete_user_profile(email): + try: + if delete_user(email): + return jsonify({"success": True}), 200 + return jsonify({"success": False, "error": "User not found"}), 404 + except Exception as e: + return jsonify({"success": False, "error": "An error occurred"}), 500 + +if __name__ == '__main__': + app.run(debug=True, port=5001) \ No newline at end of file diff --git a/AiMedTracker/backend/requirements.txt b/AiMedTracker/backend/requirements.txt new file mode 100644 index 000000000..71ef40104 --- /dev/null +++ b/AiMedTracker/backend/requirements.txt @@ -0,0 +1,4 @@ +flask==3.0.2 +flask-cors==4.0.0 +requests==2.31.0 +python-dotenv==1.0.0 \ No newline at end of file diff --git a/AiMedTracker/backend/text.txt b/AiMedTracker/backend/text.txt new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/AiMedTracker/backend/text.txt @@ -0,0 +1 @@ + diff --git a/AiMedTracker/backend/user_funcs.py b/AiMedTracker/backend/user_funcs.py new file mode 100644 index 000000000..8f65c6e96 --- /dev/null +++ b/AiMedTracker/backend/user_funcs.py @@ -0,0 +1,118 @@ +### This file is for all the user-related functions. didn't want everything in a single file + +import json +import os +import hashlib +from typing import Dict, List, Optional, Union + +# Path to the users.json file +USERS_FILE = 'data/users.json' + +def load_users() -> Dict: + """Load users from the JSON file.""" + if not os.path.exists(USERS_FILE): + return {"users": {}} + + try: + with open(USERS_FILE, 'r') as f: + data = json.load(f) + return data if "users" in data else {"users": data} + except (json.JSONDecodeError, FileNotFoundError): + return {"users": {}} + +def save_users(users: Dict) -> None: + """Save users to the JSON file.""" + with open(USERS_FILE, 'w') as f: + json.dump(users, f, indent=2) + +def hash_password(password: str) -> str: + """Hash a password using SHA-256.""" + return hashlib.sha256(password.encode()).hexdigest() + +def get_user(email: str) -> Optional[Dict]: + """Get a user by email.""" + users = load_users() + return users["users"].get(email) + +def get_all_users() -> List[Dict]: + """Get all users.""" + users = load_users() + return list(users["users"].values()) + +def create_user(user_data: Dict) -> Dict: + """Create a new user.""" + users = load_users() + + # Check if user already exists + if user_data['email'] in users["users"]: + raise ValueError("User with this email already exists") + + # Hash the password + user_data['password'] = hash_password(user_data['password']) + + # Add user to the dictionary + users["users"][user_data['email']] = user_data + + # Save to file + save_users(users) + + # Return user without password + user_copy = user_data.copy() + user_copy.pop('password', None) + return user_copy + +def update_user(email: str, user_data: Dict) -> Dict: + """Update an existing user.""" + users = load_users() + + # Check if user exists + if email not in users["users"]: + raise ValueError("User not found") + + # Update user data + for key, value in user_data.items(): + if key == 'password' and value: + # Hash new password if provided + users["users"][email][key] = hash_password(value) + elif key != 'email': # Don't allow email changes + users["users"][email][key] = value + + # Save to file + save_users(users) + + # Return updated user without password + user_copy = users["users"][email].copy() + user_copy.pop('password', None) + return user_copy + +def delete_user(email: str) -> bool: + """Delete a user.""" + users = load_users() + + # Check if user exists + if email not in users["users"]: + return False + + # Remove user + del users["users"][email] + + # Save to file + save_users(users) + return True + +def verify_user(email: str, password: str) -> Optional[Dict]: + """Verify user credentials.""" + users = load_users() + + # Check if user exists + if email not in users["users"]: + return None + + # Verify password + if users["users"][email]['password'] != hash_password(password): + return None + + # Return user without password + user_copy = users["users"][email].copy() + user_copy.pop('password', None) + return user_copy diff --git a/AiMedTracker/frontend/eslint.config.js b/AiMedTracker/frontend/eslint.config.js new file mode 100644 index 000000000..ec2b712d3 --- /dev/null +++ b/AiMedTracker/frontend/eslint.config.js @@ -0,0 +1,33 @@ +import js from '@eslint/js' +import globals from 'globals' +import reactHooks from 'eslint-plugin-react-hooks' +import reactRefresh from 'eslint-plugin-react-refresh' + +export default [ + { ignores: ['dist'] }, + { + files: ['**/*.{js,jsx}'], + languageOptions: { + ecmaVersion: 2020, + globals: globals.browser, + parserOptions: { + ecmaVersion: 'latest', + ecmaFeatures: { jsx: true }, + sourceType: 'module', + }, + }, + plugins: { + 'react-hooks': reactHooks, + 'react-refresh': reactRefresh, + }, + rules: { + ...js.configs.recommended.rules, + ...reactHooks.configs.recommended.rules, + 'no-unused-vars': ['error', { varsIgnorePattern: '^[A-Z_]' }], + 'react-refresh/only-export-components': [ + 'warn', + { allowConstantExport: true }, + ], + }, + }, +] diff --git a/AiMedTracker/frontend/index.html b/AiMedTracker/frontend/index.html new file mode 100644 index 000000000..550a5210b --- /dev/null +++ b/AiMedTracker/frontend/index.html @@ -0,0 +1,13 @@ + + + + + + + PharmaSense AI + + +
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"^7.5.0", + "react-toastify": "^11.0.5", + "yup": "^1.6.1" + }, + "devDependencies": { + "@eslint/js": "^9.22.0", + "@types/react": "^19.0.10", + "@types/react-dom": "^19.0.4", + "@vitejs/plugin-react": "^4.3.4", + "eslint": "^9.22.0", + "eslint-plugin-react-hooks": "^5.2.0", + "eslint-plugin-react-refresh": "^0.4.19", + "globals": "^16.0.0", + "vite": "^6.3.0" + } +} diff --git a/AiMedTracker/frontend/public/vite.svg b/AiMedTracker/frontend/public/vite.svg new file mode 100644 index 000000000..e7b8dfb1b --- /dev/null +++ b/AiMedTracker/frontend/public/vite.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/AiMedTracker/frontend/src/App.css b/AiMedTracker/frontend/src/App.css new file mode 100644 index 000000000..b9d355df2 --- /dev/null +++ b/AiMedTracker/frontend/src/App.css @@ -0,0 +1,42 @@ +#root { + max-width: 1280px; + margin: 0 auto; + padding: 2rem; + text-align: center; +} + +.logo { + height: 6em; + padding: 1.5em; + will-change: filter; + transition: filter 300ms; +} +.logo:hover { + filter: drop-shadow(0 0 2em #646cffaa); +} +.logo.react:hover { + filter: drop-shadow(0 0 2em #61dafbaa); +} + +@keyframes logo-spin { + from { + transform: rotate(0deg); + } + to { + transform: rotate(360deg); + } +} + +@media (prefers-reduced-motion: no-preference) { + a:nth-of-type(2) .logo { + animation: logo-spin infinite 20s linear; + } +} + +.card { + padding: 2em; +} + +.read-the-docs { + color: #888; +} diff --git a/AiMedTracker/frontend/src/App.js b/AiMedTracker/frontend/src/App.js new file mode 100644 index 000000000..290eb3e23 --- /dev/null +++ b/AiMedTracker/frontend/src/App.js @@ -0,0 +1,37 @@ +import React from 'react'; +import { BrowserRouter as Router, Routes, Route } from 'react-router-dom'; +import Login from './components/Login'; +import Signup from './components/Signup'; +import MedicationLog from './components/medication/MedicationLog'; +import InteractionAnalysis from './components/medication/InteractionAnalysis'; +import Layout from './components/layout/Layout'; + +function App() { + return ( + + + } /> + } /> + + + } /> + } /> + + + } /> + + + } /> + } /> + + + } /> + } /> + + + ); +} + +export default App; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/App.jsx b/AiMedTracker/frontend/src/App.jsx new file mode 100644 index 000000000..013b5b1d8 --- /dev/null +++ b/AiMedTracker/frontend/src/App.jsx @@ -0,0 +1,102 @@ +import React from 'react'; +import { BrowserRouter as Router, Routes, Route, Navigate } from 'react-router-dom'; +import { ThemeProvider, createTheme } from '@mui/material'; +import { ToastContainer } from 'react-toastify'; +import 'react-toastify/dist/ReactToastify.css'; + +// Components +import Layout from './components/layout/Layout.jsx'; +import Login from './components/auth/Login.jsx'; +import SignUp from './components/auth/SignUp.jsx'; +import Profile from './components/auth/Profile.jsx'; +import MedicationLog from './components/medication/MedicationLog.jsx'; +import InteractionAlerts from './components/medication/InteractionAlerts.jsx'; +import { AuthProvider, useAuth } from './context/AuthContext.jsx'; + +// Create a theme instance +const theme = createTheme({ + palette: { + primary: { + main: '#1976d2', + }, + secondary: { + main: '#dc004e', + }, + }, +}); + +const PrivateRoute = ({ children }) => { + const { isAuthenticated } = useAuth(); + return isAuthenticated ? children : ; +}; + +function App() { + return ( + + + + + + {/* Public Routes */} + } /> + } /> + + {/* Protected Routes */} + + + + + + } + /> + + + + + + } + /> + + + + + + } + /> + + + + + + } + /> + + + + + + } + /> + + + + + ); +} + +export default App; diff --git a/AiMedTracker/frontend/src/api.js b/AiMedTracker/frontend/src/api.js new file mode 100644 index 000000000..11ff38717 --- /dev/null +++ b/AiMedTracker/frontend/src/api.js @@ -0,0 +1,116 @@ +const API_BASE_URL = 'http://127.0.0.1:5001/api'; + +export const login = async (email, password) => { + const response = await fetch(`${API_BASE_URL}/login`, { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify({ email, password }), + }); + const data = await response.json(); + if (!data.success) { + throw new Error(data.error); + } + return data.user; +}; + +export const signup = async (userData) => { + const response = await fetch(`${API_BASE_URL}/signup`, { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify(userData), + }); + const data = await response.json(); + if (!data.success) { + throw new Error(data.error); + } + return data.user; +}; + +export const getUserProfile = async (email) => { + const response = await fetch(`${API_BASE_URL}/user/${email}`); + const data = await response.json(); + if (!data.success) { + throw new Error(data.error); + } + return data.user; +}; + +export const updateUserProfile = async (email, userData) => { + const response = await fetch(`${API_BASE_URL}/user/${email}`, { + method: 'PUT', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify(userData), + }); + const data = await response.json(); + if (!data.success) { + throw new Error(data.error); + } + return data.user; +}; + +export const deleteUserProfile = async (email) => { + const response = await fetch(`${API_BASE_URL}/user/${email}`, { + method: 'DELETE', + }); + const data = await response.json(); + if (!data.success) { + throw new Error(data.error); + } + return true; +}; + +export const checkInteraction = async (medication1, medication2) => { + try { + console.log('Checking interaction between:', medication1, 'and', medication2); + const response = await fetch(`${API_BASE_URL}/check-interaction`, { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify({ medication1, medication2 }), + }); + + if (!response.ok) { + console.error('API response not OK:', response.status, response.statusText); + throw new Error(`API error: ${response.status} ${response.statusText}`); + } + + const data = await response.json(); + console.log('Interaction check response:', data); + return data; + } catch (error) { + console.error('Error in checkInteraction:', error); + throw error; + } +}; + +export const checkMedication = async (medicationName) => { + try { + console.log('Checking medication:', medicationName); + const response = await fetch(`${API_BASE_URL}/check-medication`, { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify({ medicationName }), + }); + + if (!response.ok) { + console.error('API response not OK:', response.status, response.statusText); + throw new Error(`API error: ${response.status} ${response.statusText}`); + } + + const data = await response.json(); + console.log('API response:', data); + return data; + } catch (error) { + console.error('Error in checkMedication:', error); + throw error; + } +}; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/assets/react.svg b/AiMedTracker/frontend/src/assets/react.svg new file mode 100644 index 000000000..6c87de9bb --- /dev/null +++ b/AiMedTracker/frontend/src/assets/react.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/AiMedTracker/frontend/src/components/Login.js b/AiMedTracker/frontend/src/components/Login.js new file mode 100644 index 000000000..e5fcca6fe --- /dev/null +++ b/AiMedTracker/frontend/src/components/Login.js @@ -0,0 +1,93 @@ +import React, { useState } from 'react'; +import { useNavigate } from 'react-router-dom'; +import { login } from '../api'; +import { toast } from 'react-toastify'; + +const Login = () => { + const [email, setEmail] = useState(''); + const [password, setPassword] = useState(''); + const [loading, setLoading] = useState(false); + const navigate = useNavigate(); + + const handleSubmit = async (e) => { + e.preventDefault(); + setLoading(true); + + try { + const user = await login(email, password); + toast.success('Login successful!'); + + // Store user data in localStorage + localStorage.setItem('user', JSON.stringify(user)); + + // Navigate based on user type + if (user.userType === 'patient') { + navigate('/patient/dashboard'); + } else if (user.userType === 'physician') { + navigate('/physician/dashboard'); + } + } catch (error) { + toast.error(error.message || 'Login failed. Please try again.'); + } finally { + setLoading(false); + } + }; + + return ( +
+
+
+

+ Sign in to your account +

+
+
+
+
+ + setEmail(e.target.value)} + /> +
+
+ + setPassword(e.target.value)} + /> +
+
+ +
+ +
+
+
+
+ ); +}; + +export default Login; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/components/auth/Login.jsx b/AiMedTracker/frontend/src/components/auth/Login.jsx new file mode 100644 index 000000000..5770951ad --- /dev/null +++ b/AiMedTracker/frontend/src/components/auth/Login.jsx @@ -0,0 +1,117 @@ +// src/components/auth/Login.jsx + +import React, { useState } from 'react'; +import { + Box, Container, TextField, Button, Typography, Paper, + ToggleButton, ToggleButtonGroup +} from '@mui/material'; +import { useFormik } from 'formik'; +import * as yup from 'yup'; +import { toast } from 'react-toastify'; +import { useNavigate } from 'react-router-dom'; +import { useAuth } from '../../context/AuthContext'; +import { getStoredUsers } from '../../utils/auth'; + +const validationSchema = yup.object({ + email: yup.string().email('Enter a valid email').required('Email is required'), + password: yup.string().min(4, 'Password must be at least 4 characters').required('Password is required'), +}); + +export default function Login() { + const [userType, setUserType] = useState('patient'); + const navigate = useNavigate(); + const { login } = useAuth(); + + const formik = useFormik({ + initialValues: { email: '', password: '' }, + validationSchema, + onSubmit: ({ email, password }) => { + try { + const users = getStoredUsers(); + const user = users[email]; + + if (!user) { + toast.error('User not found'); + return; + } + + if (user.password !== password) { + toast.error('Invalid password'); + return; + } + + if (user.type !== userType) { + toast.error(`Invalid user type. Please select ${user.type}`); + return; + } + + login({ ...user, email }); + toast.success('Login successful!'); + navigate('/dashboard'); + } catch (error) { + console.error('Login error:', error); + toast.error('An error occurred during login'); + } + }, + }); + + return ( + + + + Sign In + + + v && setUserType(v)} + > + Patient + Physician + + +
+ + + + + +
+ + ); +} diff --git a/AiMedTracker/frontend/src/components/auth/Profile.jsx b/AiMedTracker/frontend/src/components/auth/Profile.jsx new file mode 100644 index 000000000..bcc20189a --- /dev/null +++ b/AiMedTracker/frontend/src/components/auth/Profile.jsx @@ -0,0 +1,57 @@ +// src/components/auth/Profile.jsx + +import React from 'react'; +import { Box, Typography, List, ListItem, ListItemText, Paper } from '@mui/material'; +import { useAuth } from '../../context/AuthContext'; +import { getStoredUsers } from '../../utils/auth'; + +export default function Profile() { + const { user } = useAuth(); + const allUsers = getStoredUsers(); + + // If you’re a physician, show everyone with type==='patient' + const patients = Object.entries(allUsers) + .filter(([email, data]) => data.type === 'patient') + .map(([email, data]) => ({ + email, + fullName: data.fullName || '(no name provided)', + })); + + return ( + + + {user.type === 'physician' ? 'Patient Directory' : 'My Profile'} + + + {user.type === 'physician' ? ( + + Registered Patients + + {patients.map(({ email, fullName }) => ( + + + + ))} + {patients.length === 0 && ( + + No patients registered yet. + + )} + + + ) : ( + + + Name: {allUsers[user.email]?.fullName || '—'} + + + Email: {user.email} + + + )} + + ); +} diff --git a/AiMedTracker/frontend/src/components/auth/SignUp.jsx b/AiMedTracker/frontend/src/components/auth/SignUp.jsx new file mode 100644 index 000000000..df957b725 --- /dev/null +++ b/AiMedTracker/frontend/src/components/auth/SignUp.jsx @@ -0,0 +1,128 @@ +// src/components/auth/SignUp.jsx + +import React, { useState } from 'react'; +import { + Box, Container, TextField, Button, Typography, Paper, + ToggleButton, ToggleButtonGroup +} from '@mui/material'; +import { useFormik } from 'formik'; +import * as yup from 'yup'; +import { toast } from 'react-toastify'; +import { useNavigate } from 'react-router-dom'; +import { getStoredUsers, storeUser } from '../../utils/auth'; + +const validationSchema = yup.object({ + fullName: yup.string().required('Full name is required'), + email: yup.string().email('Enter a valid email').required('Email is required'), + password: yup.string().min(4, 'Min. 4 characters').required('Password is required'), +}); + +export default function SignUp() { + const [userType, setUserType] = useState('patient'); + const navigate = useNavigate(); + + const formik = useFormik({ + initialValues: { fullName: '', email: '', password: '' }, + validationSchema, + onSubmit: ({ fullName, email, password }) => { + try { + const users = getStoredUsers(); + if (users[email]) { + toast.error('Email already registered'); + return; + } + + // Create new user + const newUser = { + email, + password, + type: userType, + firstName: fullName.split(' ')[0], + lastName: fullName.split(' ').slice(1).join(' ') || '', + medications: [] + }; + + storeUser(newUser); + toast.success('Account created!'); + navigate('/login'); + } catch (error) { + console.error('Signup error:', error); + toast.error('An error occurred during signup'); + } + }, + }); + + return ( + + + + Sign Up + + + + v && setUserType(v)} + > + Patient + Physician + + + +
+ + + + + + + +
+ + ); +} diff --git a/AiMedTracker/frontend/src/components/layout/Layout.jsx b/AiMedTracker/frontend/src/components/layout/Layout.jsx new file mode 100644 index 000000000..f6a343abe --- /dev/null +++ b/AiMedTracker/frontend/src/components/layout/Layout.jsx @@ -0,0 +1,165 @@ +import React, { useState } from 'react'; +import { + AppBar, + Box, + CssBaseline, + Drawer, + IconButton, + List, + ListItem, + ListItemIcon, + ListItemText, + Toolbar, + Typography, + Button, + Divider, + Container, +} from '@mui/material'; +import { + Menu as MenuIcon, + Dashboard as DashboardIcon, + Medication as MedicationIcon, + Warning as WarningIcon, + Person as PersonIcon, + ExitToApp as LogoutIcon, +} from '@mui/icons-material'; +import { useNavigate, useLocation, Link } from 'react-router-dom'; +import { useAuth } from '../../context/AuthContext'; + +const drawerWidth = 240; + +const Layout = ({ children }) => { + const [mobileOpen, setMobileOpen] = useState(false); + const navigate = useNavigate(); + const location = useLocation(); + const { logout } = useAuth(); + + const handleDrawerToggle = () => { + setMobileOpen(!mobileOpen); + }; + + const handleLogout = () => { + logout(); + navigate('/login'); + }; + + const menuItems = [ + { text: 'Dashboard', icon: , path: '/dashboard' }, + { text: 'Medications', icon: , path: '/medications' }, + { text: 'Interactions', icon: , path: '/interactions' }, + { text: 'Profile', icon: , path: '/profile' }, + ]; + + const drawer = ( +
+ + + PharmaSenseAI + + + + + {menuItems.map((item) => ( + navigate(item.path)} + selected={location.pathname === item.path} + > + {item.icon} + + + ))} + + + + + + + + + + +
+ ); + + return ( + + + + + + + + + {menuItems.find((item) => item.path === location.pathname)?.text || 'MedTracker'} + + + + + + + {drawer} + + + {drawer} + + + + {children} + + + ); +}; + +export default Layout; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/components/medication/InteractionAlerts.jsx b/AiMedTracker/frontend/src/components/medication/InteractionAlerts.jsx new file mode 100644 index 000000000..7d4a9390b --- /dev/null +++ b/AiMedTracker/frontend/src/components/medication/InteractionAlerts.jsx @@ -0,0 +1,175 @@ +import React, { useState, useEffect } from 'react'; +import { + Box, + Container, + Typography, + Paper, + List, + ListItem, + ListItemIcon, + ListItemText, + Chip, + Alert, + CircularProgress, +} from '@mui/material'; +import WarningIcon from '@mui/icons-material/Warning'; +import InfoIcon from '@mui/icons-material/Info'; +import { checkInteraction } from '../../api'; +import ReactMarkdown from 'react-markdown'; + +const InteractionAlerts = () => { + const [interactions, setInteractions] = useState([]); + const [loading, setLoading] = useState(false); + const [error, setError] = useState(null); + + useEffect(() => { + const analyzeInteractions = async () => { + const savedMedications = localStorage.getItem('medications'); + if (!savedMedications) { + setError('No medications found. Please add medications first.'); + return; + } + + const medications = JSON.parse(savedMedications); + if (medications.length < 2) { + setError('Please add at least two medications to analyze interactions.'); + return; + } + + setLoading(true); + setError(null); + const newInteractions = []; + + // Analyze each pair of medications + for (let i = 0; i < medications.length; i++) { + for (let j = i + 1; j < medications.length; j++) { + try { + const response = await checkInteraction( + medications[i].medicationName, + medications[j].medicationName + ); + + if (response.success && response.analysis) { + newInteractions.push({ + id: `${i}-${j}`, + severity: 'high', + medications: [medications[i].medicationName, medications[j].medicationName], + description: response.analysis, + }); + } + } catch (err) { + console.error('Error checking interaction:', err); + } + } + } + + setInteractions(newInteractions); + setLoading(false); + }; + + analyzeInteractions(); + }, []); + + const getSeverityColor = (severity) => { + switch (severity) { + case 'high': + return 'error'; + case 'medium': + return 'warning'; + case 'low': + return 'info'; + default: + return 'default'; + } + }; + + if (loading) { + return ( + + + + + + ); + } + + return ( + + + + Medication Interactions + + + {error && ( + + {error} + + )} + + {interactions.length === 0 && !error ? ( + + No medication interactions detected. + + ) : ( + + {interactions.map((interaction) => ( + + + + {interaction.severity === 'high' ? ( + + ) : ( + + )} + + + + Interaction Detected + + + + } + secondary={ + <> + + Medications involved: {interaction.medications.join(' + ')} + + +
+ {interaction.description} +
+ + + } + /> + + + ))} + + )} + + + ); +}; + +export default InteractionAlerts; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/components/medication/InteractionAnalysis.jsx b/AiMedTracker/frontend/src/components/medication/InteractionAnalysis.jsx new file mode 100644 index 000000000..240a00f3d --- /dev/null +++ b/AiMedTracker/frontend/src/components/medication/InteractionAnalysis.jsx @@ -0,0 +1,202 @@ +import React, { useState, useEffect } from 'react'; +import { + Box, + Container, + Typography, + Paper, + TextField, + Button, + CircularProgress, + Alert, + List, + ListItem, + ListItemText, + Divider, +} from '@mui/material'; +import { checkInteraction } from '../../api'; +import ReactMarkdown from 'react-markdown'; + +const InteractionAnalysis = () => { + const [medication1, setMedication1] = useState(''); + const [medication2, setMedication2] = useState(''); + const [loading, setLoading] = useState(false); + const [error, setError] = useState(null); + const [interactionResult, setInteractionResult] = useState(null); + const [loadingTime, setLoadingTime] = useState(0); + + useEffect(() => { + let timer; + if (loading) { + timer = setInterval(() => { + setLoadingTime(prev => prev + 1); + }, 1000); + } else { + setLoadingTime(0); + } + return () => clearInterval(timer); + }, [loading]); + + useEffect(() => { + if (interactionResult) { + console.log('Interaction result updated:', interactionResult); + console.log('Analysis content:', interactionResult.analysis); + } + }, [interactionResult]); + + const handleSubmit = async (e) => { + e.preventDefault(); + console.log('Submitting medications:', medication1, medication2); + setLoading(true); + setError(null); + setInteractionResult(null); + setLoadingTime(0); + + try { + console.log('Calling checkInteraction API...'); + const result = await checkInteraction(medication1, medication2); + console.log('Received interaction result:', result); + + if (!result) { + console.error('No result received from API'); + setError('No response received from the server. Please try again.'); + return; + } + + if (!result.success) { + console.error('API returned success: false', result.message); + setError(result.message || 'Failed to analyze medication interaction. Please try again.'); + return; + } + + if (!result.analysis) { + console.error('No analysis in response', result); + setError('No analysis was returned. Please try again.'); + return; + } + + console.log('Setting interaction result with analysis:', result.analysis.substring(0, 100) + '...'); + setInteractionResult(result); + } catch (err) { + console.error('Error in handleSubmit:', err); + setError('Failed to check medication interaction. Please try again. Error: ' + (err.message || 'Unknown error')); + } finally { + setLoading(false); + } + }; + + const getLoadingMessage = () => { + if (loadingTime < 30) { + return 'Analyzing medication interaction...'; + } else if (loadingTime < 60) { + return 'Still analyzing... This may take a moment.'; + } else { + return 'Taking longer than usual... Please be patient.'; + } + }; + + return ( + + + + Medication Interaction Analysis + + + +
+ + setMedication1(e.target.value)} + required + /> + setMedication2(e.target.value)} + required + /> + + +
+ + + {error && ( + + {error} + + )} + + {interactionResult && !interactionResult.success && ( + + {interactionResult.message} + + )} + + {interactionResult && interactionResult.success && ( + + + Interaction Analysis Results + + + + {interactionResult.analysis ? ( +
+ {interactionResult.analysis} +
+ ) : ( + + No analysis was returned. Please try again. + + )} + + + {interactionResult.raw_data && ( + <> + + + Additional Information from FDA Database: + + + {interactionResult.raw_data.map((detail, index) => ( + + + + ))} + + + )} + + )} + + + ); +}; + +export default InteractionAnalysis; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/components/medication/MedicationLog.jsx b/AiMedTracker/frontend/src/components/medication/MedicationLog.jsx new file mode 100644 index 000000000..cdc6b0954 --- /dev/null +++ b/AiMedTracker/frontend/src/components/medication/MedicationLog.jsx @@ -0,0 +1,219 @@ +import React, { useState, useEffect } from 'react'; +import { + Box, + Container, + TextField, + Button, + Typography, + Paper, + Grid, + List, + ListItem, + ListItemText, + ListItemSecondaryAction, + IconButton, + Dialog, + DialogTitle, + DialogContent, + DialogActions, + CircularProgress, +} from '@mui/material'; +import { Delete as DeleteIcon, Edit as EditIcon } from '@mui/icons-material'; +import { useFormik } from 'formik'; +import * as yup from 'yup'; +import { toast } from 'react-toastify'; +import { checkMedication } from '../../api'; + +const STORAGE_KEY = 'medications'; + +const validationSchema = yup.object({ + medicationName: yup.string().required('Medication name is required'), +}); + +const MedicationLog = () => { + const [medications, setMedications] = useState(() => { + // Initialize from localStorage + const savedMedications = localStorage.getItem(STORAGE_KEY); + return savedMedications ? JSON.parse(savedMedications) : []; + }); + const [openDialog, setOpenDialog] = useState(false); + const [editingMedication, setEditingMedication] = useState(null); + const [isChecking, setIsChecking] = useState(false); + + // Save to localStorage whenever medications change + useEffect(() => { + localStorage.setItem(STORAGE_KEY, JSON.stringify(medications)); + }, [medications]); + + const formik = useFormik({ + initialValues: { + medicationName: '', + }, + validationSchema: validationSchema, + onSubmit: async (values, { resetForm }) => { + if (editingMedication !== null) { + // Update existing medication + const updatedMedications = medications.map((med) => + med.id === editingMedication.id ? { ...values, id: med.id } : med + ); + setMedications(updatedMedications); + toast.success('Medication updated successfully!'); + handleCloseDialog(); + resetForm(); + } else { + // Check for duplicate medication + const isDuplicate = medications.some( + med => med.medicationName.toLowerCase() === values.medicationName.toLowerCase() + ); + + if (isDuplicate) { + toast.error('This medication is already in your list'); + return; + } + + // Check if medication exists in FDA database + setIsChecking(true); + try { + console.log('Submitting medication:', values.medicationName); + const response = await checkMedication(values.medicationName); + console.log('Received response:', response); + + if (response.success) { + if (response.exists) { + // Add new medication + const newMedication = { + ...values, + id: Date.now(), + }; + setMedications([...medications, newMedication]); + toast.success('Medication added successfully!'); + handleCloseDialog(); + resetForm(); + } else { + toast.error(response.message || 'Medication not found in FDA database'); + } + } else { + toast.error(response.error || 'Failed to check medication'); + } + } catch (err) { + console.error('Error in form submission:', err); + toast.error(err.message || 'An error occurred while checking the medication'); + } finally { + setIsChecking(false); + } + } + }, + }); + + const handleOpenDialog = (medication = null) => { + if (medication) { + setEditingMedication(medication); + formik.setValues(medication); + } else { + setEditingMedication(null); + formik.resetForm(); + } + setOpenDialog(true); + }; + + const handleCloseDialog = () => { + setOpenDialog(false); + setEditingMedication(null); + formik.resetForm(); + }; + + const handleDeleteMedication = (id) => { + setMedications(medications.filter((med) => med.id !== id)); + + }; + + return ( + + + + Medication Log + + + + + + + {medications.map((medication) => ( + + + + handleOpenDialog(medication)} + sx={{ mr: 1 }} + > + + + handleDeleteMedication(medication.id)} + > + + + + + ))} + + + + + + {editingMedication ? 'Edit Medication' : 'Add New Medication'} + +
+ + + + + + + + + + + +
+ + + + ); +}; + +export default MedicationLog; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/components/profile/Profile.jsx b/AiMedTracker/frontend/src/components/profile/Profile.jsx new file mode 100644 index 000000000..ee5c99536 --- /dev/null +++ b/AiMedTracker/frontend/src/components/profile/Profile.jsx @@ -0,0 +1,42 @@ +import React from 'react'; +import { Typography, List, ListItem, ListItemText, Box } from '@mui/material'; +import { useAuth } from '../../context/AuthContext'; +import { getStoredUsers } from '../../utils/auth'; + +export default function Profile() { + const { user } = useAuth(); + const allUsers = getStoredUsers(); + const patients = Object.entries(allUsers) + .filter(([email, data]) => data.type === 'patient') + .map(([email]) => email); + + return ( + + + Profile + + + Signed in as: {user.email} ({user.type}) + + + {user.type === 'physician' && ( + + + Registered Patients + + {patients.length > 0 ? ( + + {patients.map((email) => ( + + + + ))} + + ) : ( + No patients registered. + )} + + )} + + ); +} \ No newline at end of file diff --git a/AiMedTracker/frontend/src/context/AuthContext.jsx b/AiMedTracker/frontend/src/context/AuthContext.jsx new file mode 100644 index 000000000..7bd080c6e --- /dev/null +++ b/AiMedTracker/frontend/src/context/AuthContext.jsx @@ -0,0 +1,67 @@ +import React, { createContext, useState, useContext, useEffect } from 'react'; + +const AuthContext = createContext(null); + +export const AuthProvider = ({ children }) => { + // Initialize state from localStorage if available + const [isAuthenticated, setIsAuthenticated] = useState(() => { + const saved = localStorage.getItem('isAuthenticated'); + return saved === 'true'; + }); + + const [user, setUser] = useState(() => { + const saved = localStorage.getItem('user'); + return saved ? JSON.parse(saved) : null; + }); + + // Update localStorage when auth state changes + useEffect(() => { + localStorage.setItem('isAuthenticated', isAuthenticated); + }, [isAuthenticated]); + + useEffect(() => { + if (user) { + localStorage.setItem('user', JSON.stringify(user)); + } else { + localStorage.removeItem('user'); + } + }, [user]); + + const login = (userData) => { + setIsAuthenticated(true); + setUser(userData); + }; + + const logout = () => { + setIsAuthenticated(false); + setUser(null); + localStorage.removeItem('isAuthenticated'); + localStorage.removeItem('user'); + }; + + const updateUser = (updates) => { + setUser(prev => ({ ...prev, ...updates })); + }; + + return ( + + {children} + + ); +}; + +export const useAuth = () => { + const context = useContext(AuthContext); + if (!context) { + throw new Error('useAuth must be used within an AuthProvider'); + } + return context; +}; \ No newline at end of file diff --git a/AiMedTracker/frontend/src/index.css b/AiMedTracker/frontend/src/index.css new file mode 100644 index 000000000..74f006ad5 --- /dev/null +++ b/AiMedTracker/frontend/src/index.css @@ -0,0 +1,196 @@ +:root { + font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif; + line-height: 1.5; + font-weight: 400; + + color-scheme: light dark; + color: rgba(255, 255, 255, 0.87); + background-color: #242424; + + font-synthesis: none; + text-rendering: optimizeLegibility; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; +} + +* { + margin: 0; + padding: 0; + box-sizing: border-box; +} + +body { + margin: 0; + min-width: 320px; + min-height: 100vh; +} + +/* Custom scrollbar styles */ +::-webkit-scrollbar { + width: 8px; + height: 8px; +} + +::-webkit-scrollbar-track { + background: #f1f1f1; +} + +::-webkit-scrollbar-thumb { + background: #888; + border-radius: 4px; +} + +::-webkit-scrollbar-thumb:hover { + background: #555; +} + +/* Toast notification customization */ +.Toastify__toast { + border-radius: 8px; + font-family: inherit; +} + +.Toastify__toast--success { + background: #4caf50; +} + +.Toastify__toast--error { + background: #f44336; +} + +.Toastify__toast--warning { + background: #ff9800; +} + +.Toastify__toast--info { + background: #2196f3; +} + +/* Material-UI overrides */ +.MuiDrawer-paper { + background-color: #ffffff !important; + color: #333333 !important; +} + +.MuiListItem-root.Mui-selected { + background-color: rgba(25, 118, 210, 0.08) !important; +} + +.MuiListItem-root.Mui-selected:hover { + background-color: rgba(25, 118, 210, 0.12) !important; +} + +a { + font-weight: 500; + color: #646cff; + text-decoration: inherit; +} +a:hover { + color: #535bf2; +} + +h1 { + font-size: 3.2em; + line-height: 1.1; +} + +button { + border-radius: 8px; + border: 1px solid transparent; + padding: 0.6em 1.2em; + font-size: 1em; + font-weight: 500; + font-family: inherit; + background-color: #1a1a1a; + cursor: pointer; + transition: border-color 0.25s; +} +button:hover { + border-color: #646cff; +} +button:focus, +button:focus-visible { + outline: 4px auto -webkit-focus-ring-color; +} + +@media (prefers-color-scheme: light) { + :root { + color: #213547; + background-color: #ffffff; + } + a:hover { + color: #747bff; + } + button { + background-color: #f9f9f9; + } +} + +.markdown-content { + font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif; + line-height: 1.6; + color: #333; +} + +.markdown-content h1, +.markdown-content h2, +.markdown-content h3, +.markdown-content h4, +.markdown-content h5, +.markdown-content h6 { + margin-top: 1.5em; + margin-bottom: 0.5em; + font-weight: 600; + line-height: 1.25; +} + +.markdown-content p { + margin-bottom: 1em; +} + +.markdown-content ul, +.markdown-content ol { + margin-bottom: 1em; + padding-left: 2em; +} + +.markdown-content li { + margin-bottom: 0.5em; +} + +.markdown-content strong { + font-weight: 600; + color: #1976d2; +} + +.markdown-content em { + font-style: italic; +} + +.markdown-content blockquote { + margin: 1em 0; + padding: 0.5em 1em; + border-left: 4px solid #1976d2; + background-color: #f5f5f5; +} + +.markdown-content code { + font-family: 'SFMono-Regular', Consolas, 'Liberation Mono', Menlo, monospace; + font-size: 0.9em; + padding: 0.2em 0.4em; + background-color: #f5f5f5; + border-radius: 3px; +} + +.markdown-content pre { + margin: 1em 0; + padding: 1em; + background-color: #f5f5f5; + border-radius: 3px; + overflow-x: auto; +} + +.markdown-content pre code { + padding: 0; + background-color: transparent; +} diff --git a/AiMedTracker/frontend/src/main.jsx b/AiMedTracker/frontend/src/main.jsx new file mode 100644 index 000000000..d46f92375 --- /dev/null +++ b/AiMedTracker/frontend/src/main.jsx @@ -0,0 +1,39 @@ +import { StrictMode } from 'react' +import { createRoot } from 'react-dom/client' +import './index.css' +import App from './App.jsx' +import { storeUser } from './utils/auth' + +// Initialize test users if none exist +const initializeTestUsers = () => { + const testUsers = { + 'patient@test.com': { + email: 'patient@test.com', + password: 'password123', + type: 'patient', + firstName: 'Test', + lastName: 'Patient' + }, + 'doctor@test.com': { + email: 'doctor@test.com', + password: 'password123', + type: 'physician', + firstName: 'Test', + lastName: 'Doctor' + } + }; + + // Only initialize if no users exist + if (!localStorage.getItem('users')) { + Object.values(testUsers).forEach(user => storeUser(user)); + } +}; + +// Initialize test users +initializeTestUsers(); + +createRoot(document.getElementById('root')).render( + + + , +) diff --git a/AiMedTracker/frontend/src/utils/auth.js b/AiMedTracker/frontend/src/utils/auth.js new file mode 100644 index 000000000..f2a17e9be --- /dev/null +++ b/AiMedTracker/frontend/src/utils/auth.js @@ -0,0 +1,27 @@ +// Function to get all stored users from localStorage +export const getStoredUsers = () => { + const users = localStorage.getItem('users'); + return users ? JSON.parse(users) : {}; +}; + +// Function to store a new user +export const storeUser = (userData) => { + const users = getStoredUsers(); + users[userData.email] = userData; + localStorage.setItem('users', JSON.stringify(users)); +}; + +// Function to update user data +export const updateStoredUser = (email, updates) => { + const users = getStoredUsers(); + if (users[email]) { + users[email] = { ...users[email], ...updates }; + localStorage.setItem('users', JSON.stringify(users)); + } +}; + +// Function to get a specific user +export const getStoredUser = (email) => { + const users = getStoredUsers(); + return users[email] || null; +}; \ No newline at end of file diff --git a/AiMedTracker/frontend/test.txt b/AiMedTracker/frontend/test.txt new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/AiMedTracker/frontend/test.txt @@ -0,0 +1 @@ + diff --git a/AiMedTracker/frontend/vite.config.js b/AiMedTracker/frontend/vite.config.js new file mode 100644 index 000000000..8b0f57b91 --- /dev/null +++ b/AiMedTracker/frontend/vite.config.js @@ -0,0 +1,7 @@ +import { defineConfig } from 'vite' +import react from '@vitejs/plugin-react' + +// https://vite.dev/config/ +export default defineConfig({ + plugins: [react()], +}) diff --git a/CMSC_355_Deliverable_3_test_code.ipynb b/CMSC_355_Deliverable_3_test_code.ipynb new file mode 100644 index 000000000..b63f0ac10 --- /dev/null +++ b/CMSC_355_Deliverable_3_test_code.ipynb @@ -0,0 +1,200 @@ +import gradio as gr +import json +import os +import requests + +USERS_FILE = "users.json" + +# Load/Save Users +def load_users(): + if os.path.exists(USERS_FILE): + with open(USERS_FILE, "r") as f: + return json.load(f) + return {} + +def save_users(users): + with open(USERS_FILE, "w") as f: + json.dump(users, f) + +# Init users if not exist +if not os.path.exists(USERS_FILE): + users = { + "physician1": {"password": "pass123", "type": "physician"}, + "patient1": {"password": "pass123", "type": "patient"} + } + save_users(users) + + +def normalize_name(name): + return name.strip().lower() + + +def check_name(medication): + url = "https://api.fda.gov/drug/label.json?search=openfda.generic_name:" + medication + "&limit=1" + try: + response = requests.get(url) + response.raise_for_status() + data = response.json() + if "results" in data and len(data["results"]) > 0: + return medication.capitalize() + " found." + else: + return medication.capitalize() + " not found." + except: + return medication.capitalize() + " not found." + + +def analyze_interaction(med1, med2): + med1 = normalize_name(med1) + med2 = normalize_name(med2) + + if not med1 or not med2: + return "Please enter both medications." + if len(med1) > 40 or len(med2) > 40: + return "Input too long." + if med1 == med2: + return "Both medications are the same." + + return check_name(med1) + "\n" + check_name(med2) + + +def login(username, password): + users = load_users() + if username in users and users[username]['password'] == password: + user_type = users[username]['type'] + if user_type == "physician": + return gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False), username + else: # patient + return gr.update(visible=False), gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), username + else: + return gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=False), None + + +def signup(username, password, user_type): + users = load_users() + if username in users: + return "Username already exists!" + if user_type not in ["physician", "patient"]: + return "Invalid user type." + + users[username] = {"password": password, "type": user_type} + save_users(users) + return "Signup successful! Please return to Login tab." + + +def logout(): + return gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=False), None + + +def show_signup(): + return gr.update(visible=False), gr.update(visible=False), gr.update(visible=False), gr.update(visible=True) + + +def back_to_login(): + return gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=False) + + +with gr.Blocks() as demo: + current_user = gr.State(value=None) + + # Create all UI elements for all screens + with gr.Group(visible=False) as physician_dash: + gr.Markdown("# Physician Dashboard") + physician_greeting = gr.Markdown(value="Welcome, Physician") + med1 = gr.Textbox(label="Medication 1") + med2 = gr.Textbox(label="Medication 2") + result = gr.Textbox(label="Result") + check_button = gr.Button("Check Medication Interaction") + physician_logout = gr.Button("Logout") + + with gr.Group(visible=False) as patient_dash: + gr.Markdown("# Patient Dashboard") + patient_greeting = gr.Markdown(value="Welcome, Patient") + med1p = gr.Textbox(label="Medication 1") + med2p = gr.Textbox(label="Medication 2") + resultp = gr.Textbox(label="Result") + check_button_p = gr.Button("Check Medication Interaction") + patient_logout = gr.Button("Logout") + + with gr.Group(visible=True) as login_box: + gr.Markdown("# Medication Interaction Checker") + gr.Markdown("## Login") + username = gr.Textbox(label="Username") + password = gr.Textbox(label="Password", type="password") + login_error = gr.Markdown(visible=False, value="❌ Invalid username or password") + login_button = gr.Button("Login") + gr.Markdown("Don't have an account?") + signup_btn = gr.Button("Go to Signup") + + with gr.Group(visible=False) as signup_box: + gr.Markdown("# Medication Interaction Checker") + gr.Markdown("## Signup") + new_username = gr.Textbox(label="New Username") + new_password = gr.Textbox(label="New Password", type="password") + role = gr.Radio(["patient", "physician"], label="Select Role") + signup_status = gr.Textbox(label="Status", interactive=False) + signup_button = gr.Button("Create Account") + back_to_login_btn = gr.Button("Back to Login") + + # Login functionality + login_button.click( + fn=login, + inputs=[username, password], + outputs=[physician_dash, patient_dash, login_box, signup_box, current_user] + ).then( + fn=lambda user: f"Welcome, {user}", + inputs=[current_user], + outputs=[physician_greeting] + ).then( + fn=lambda user: f"Welcome, {user}", + inputs=[current_user], + outputs=[patient_greeting] + ) + + # Signup navigation + signup_btn.click( + fn=show_signup, + inputs=None, + outputs=[physician_dash, patient_dash, login_box, signup_box] + ) + + # Back to login from signup + back_to_login_btn.click( + fn=back_to_login, + inputs=None, + outputs=[physician_dash, patient_dash, login_box, signup_box] + ) + + # Signup functionality + signup_button.click( + fn=signup, + inputs=[new_username, new_password, role], + outputs=[signup_status] + ) + + # Logout functionality + physician_logout.click( + fn=logout, + inputs=None, + outputs=[physician_dash, patient_dash, login_box, signup_box, current_user] + ) + + patient_logout.click( + fn=logout, + inputs=None, + outputs=[physician_dash, patient_dash, login_box, signup_box, current_user] + ) + + # Check medication interactions + check_button.click( + fn=analyze_interaction, + inputs=[med1, med2], + outputs=[result] + ) + + check_button_p.click( + fn=analyze_interaction, + inputs=[med1p, med2p], + outputs=[resultp] + ) + +demo.launch() diff --git a/README.md b/README.md index b2588bc51..1c7d6f7ab 100644 --- a/README.md +++ b/README.md @@ -1,8 +1,76 @@ -My groupmembers are: -- XXXX -- XXXX -- XXXX -- XXXX +![](images/drugs.jpg) +# Welcome to PharmaSense AI! ------------------- Fill in some information about your project under this ------------------ +- [Welcome to PharmaSense AI!](#welcome-to-pharmasense-ai) + - [Overview](#overview) + - [Presentation Slides](#presentation-slides) + - [Set-up Instructions](#set-up-instructions) + - [Group Members](#group-members) + + +## Overview + +"Admissions due to DRPs have been reported as growing over the past decades. In United States, estimates suggested that Drug-related problems (DRPs) accounted for 17 million emergency department visits and 8.7 million hospital admissions annually." -NIH + +Pharmasense AI aims to use AI to detect potential drug interactions, alerting both the patient and healthcare providers about any potential complications with any combination of medications or supplements. + +This is for the purpose of reducing risk of adverse drug events, enhancing patient safety, supporting accurate and informed prescribing, improving efficiency in clinical decision-making, and strengthening provider-patient communication. + +## Presentation Slides + +Here are our presentation slides: + +## Set-up Instructions + +Ensure you have your own openrouter api key: + +For mac users: + +Run from the terminal +- cd AssignmentRepoDemo (from YashSonar20's GitHub) +- install nodejs npm +- cd AiMedTracker +- cd backend +- pip3 install -r requirements.txt +- ADD YOUR API KEY: touch .env, nano.env, "OPENROUTER_API_KEY=(YOUR API KEY)" +- cd .. +- npm install +- npm run start +- ctrl + click the link in the terminal + + +For windows OS users: + +1. Navigate to the project directory: +Open the terminal in VSCode. +Run the following command to clone or navigate to the repository: cd AssignmentRepoDemo +1. Install Node.js and npm: +You can install Node.js and npm via the official Node.js website: https://nodejs.org/ +Download and install the LTS version (Long Term Support). This will automatically install both Node.js and npm. +1. Navigate to the AiMedTracker/backend folder: +In the terminal, run: cd AiMedTracker cd backend +1. Install Python dependencies: +Ensure you have Python installed (check by running python --version in the terminal). +Run the following command to install the dependencies: pip install -r requirements.txt +1. Set up your API key: +Create a .env file by running: type nul > .env +Open the .env file in a text editor (you can use VSCode or Notepad) and add your API key like so: OPENROUTER_API_KEY=(YOUR API KEY) +1. Navigate to the frontend folder: +Run the following command to go to the frontend directory: cd .. cd frontend +1. Install the frontend dependencies using npm: +Run the following commands to install the necessary npm packages: npm install +1. Run the frontend app: +Once the dependencies are installed, run the development server: npm run dev +1. Access the application: +The terminal will provide a link to open the app in your browser. You can either click the link directly in the terminal or copy and paste it into your browser to access the running app. + + + +## Group Members + +- Thomas Yang +- Yash Sonar +- Ayush Purankar +- Leiliani Clark +- Trinitey Tran diff --git a/Reports/report.html b/Reports/report.html new file mode 100644 index 000000000..6f692d8f2 --- /dev/null +++ b/Reports/report.html @@ -0,0 +1,633 @@ + + + + + + + + + + + + + + + +AI Applied to Requirements Definition + + + + + + + + + + + + + + + + + + + +
+
+
+

AI Applied to Requirements Definition

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An exploration of how AI can be used to define requirements within the software development process.

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Authors
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Yash Sonar

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Leiliani Clark

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Trinitey Tran

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Thomas Yang

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Ayush Purankar

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+ +
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Published
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March 1, 2025

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Table of Contents

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  1. Introduction
    2. +
  2. State-of-the-Art Research AI Tools in Requirements Definition
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  3. Comparing AI Tools: Strengths & Weaknesses
    4. +
  4. Case Study: Using AI for Requirements Analysis
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  5. Emerging Tools
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+

Introduction

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In software engineering, a requirement is a condition or capability that a system must meet to satisfy a user’s need or business objective. Requirements are the foundation of a successful software project because they ensure that the right product is built from the beginning and improve communication and collaboration among team members.

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The use of Artificial Intelligence (AI) in the software development process is transforming how requirements are defined, analyzed, and managed. Traditionally, defining requirements has been a labor-intensive and error-prone task requiring continuous stakeholder engagement, documentation review, and validation. AI technologies, such as Natural Language Processing (NLP), Machine Learning (ML), and Predictive Analytics, can automate and enhance these processes, ensuring greater accuracy, efficiency, and adaptability.

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By leveraging AI, organizations can improve the quality of requirements, reduce ambiguities, and ensure alignment with evolving business needs. Furthermore, AI-driven tools enable automated traceability, predictive requirement prioritization, and the ability to manage changing requirements dynamically.

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This report will explore the latest AI tools used in requirement definition, compare three prominent tools, and discuss emerging AI technologies that promise to further revolutionize the requirement definition process.

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Reference: https://doi.org/10.1186/s42467-020-00005-4 (& lecture notes)

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State-of-the-Art Research AI Tools in Requirements Definition

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Several state-of-the-art AI tools and technologies have been developed to assist in defining and managing software requirements. These tools focus on various aspects of the requirement lifecycle, from gathering and classifying requirements to ensuring consistency and traceability. Here are some of the leading AI tools utilized in requirements definition:

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aqua

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Aqua (Application Quality Analyzer) is an advanced tool designed to support software development by enhancing requirement management and quality assurance. It uses AI to analyze requirements for completeness, consistency, and ambiguity. Aqua assists in tracking changes, maintaining version control, and providing automated reports. It’s particularly useful in highly regulated industries where precision and compliance are critical.

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Aqua Website: https://aqua-cloud.io/ai-in-aqua/

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Visure Solutions

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Visure Solutions offers a comprehensive requirements management platform designed for industries requiring high compliance, such as healthcare. Its AI capabilities help automate requirements traceability, identify inconsistencies, and ensure alignment with industry standards. The platform integrates with other development tools, allowing seamless collaboration across the software lifecycle.

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Visure Website: https://visuresolutions.com/

+
+
+

IBM Engineering Requirements Quality Assistant (RQA)

+

IBM Engineering RQA leverages AI and natural language processing (NLP) to assess the quality of software requirements. It identifies potential issues like ambiguities, inconsistencies, and missing information. RQA also provides real-time suggestions for improving requirement clarity and completeness. It integrates with IBM’s broader engineering suite, supporting large-scale, mission-critical systems.

+

IBM Webstie: https://www.ibm.com/docs/en/erqa?topic=engineering-requirements-quality-assistant

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+
+

Notion

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Notion is a versatile, AI-powered workspace that combines note-taking, document management, project tracking, and knowledge sharing. It is widely used for capturing and organizing software requirements through collaborative documentation. Notion’s AI features can summarize requirements, generate task lists, and ensure traceability. Its flexible database structure helps manage complex requirement lifecycles efficiently.

+

Notion Website: https://www.notion.com/

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+
+
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Comparing AI Tools: Strengths & Weaknesses

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+

aqua

+
    +
  • Strengths: +
      +
    • AI-Powered Requirement Analysis: Uses artificial intelligence to analyze requirements for ambiguity, completeness, duplications, and consistency. +
        +
      • Can even create requirements using speech to text!
        • +
      • +
    • Change Management: Tracks changes to requirements and ensures proper version control.
      • +
    • Automated Quality Checks: Provides testing features on requirement quality, reducing human error.
      • +
    • Compliance Support: Helps maintain compliance with industry standards by ensuring high-quality, well-documented requirements.
      • +
    • +
  • Weaknesses: +
      +
    • Complex Implementation: Requires time and effort to configure and adapt to specific workflows.
      • +
    • Limited Native Integrations: Aqua primarily focuses on large-scale test automation and lacks native integrations with popular issue management tools.
      • +
    • +
+
+
+

Visure Solutions

+
    +
  • Strengths: +
      +
    • Comprehensive Traceability: Offers end-to-end traceability across the entire requirement lifecycle, ensuring compliance with industry standards.
      • +
    • Custom Workflows: Supports complex workflows with customization options tailored to different industries.
      • +
    • AI-Powered Consistency Checks: Automates the detection of inconsistencies and missing information.
      • +
    • Regulatory Compliance: Ideal for industries requiring strict regulatory adherence (aerospace, automotive, medical devices).
      • +
    • +
  • Weaknesses: +
      +
    • Complex Setup: Requires a significant learning curve and time investment to implement and configure.
      • +
    • Cost: Higher pricing makes it less accessible for smaller teams or projects.
      • +
    • Limited Collaboration Tools: While powerful for requirement tracking, it lacks advanced real-time collaboration features found in general-purpose platforms like Notion.
      • +
    • +
+
+
+

IBM Engineering Requirements Quality Assistant (RQA)

+
    +
  • Strengths: +
      +
    • Advanced AI Analysis: Uses natural language processing (NLP) to evaluate the quality of requirements for clarity, ambiguity, and completeness.
      • +
    • Integration with IBM Ecosystem: Seamlessly connects with IBM’s broader engineering tools, making it ideal for large-scale systems.
      • +
    • Automated Quality Checks: Provides real-time feedback to improve requirement quality and ensure consistency.
      • +
    • Scalability: Designed to handle complex and large-scale projects across multiple teams and industries.
      • +
    • +
  • Weaknesses: +
      +
    • Steep Learning Curve: Requires specialized training to effectively utilize advanced AI capabilities.
      • +
    • High Cost: Premium pricing model makes it suitable primarily for large enterprises rather than small organizations.
      • +
    • +
+
+
+
+

Case Study: Enhancing Requirements Analysis in Software Development with Generative AI

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A study examining the use of generative AI in Agile development focused on three different user stories. The results demonstrated significant improvements in the requirements analysis process:

+
    +
  • Increased Efficiency: AI assistance reduced analysis time by approximately 20%, allowing teams to work more quickly and effectively.
    • +
  • Improved Team Collaboration: The AI streamlined workflows, enhancing team coordination and improving overall project flow.
    • +
  • Higher-Quality Acceptance Criteria: Once the AI was provided with well-defined context, it generated superior acceptance criteria and scenarios—outperforming the quality assurance team responsible for supervising the AI.
    • +
  • Fewer Bugs: The AI’s ability to identify and account for edge cases led to a 10% reduction in bugs, improving software quality and reducing post-release issues.
    • +
+

This case study highlights how generative AI can enhance both the speed and accuracy of the requirements analysis process, leading to more efficient development cycles and higher-quality software.

+

Case Study: https://www.thoughtworks.com/en-us/insights/blog/generative-ai/using-ai-requirements-analysis-case-study

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+
+

Emerging Tools

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Tools such as Self healing software are used to minimize reactive fixes in the workplace due to being able to modify requirements based on “real-time system performance” and anomalies that are detected in the system. Tools such as Self healing software are used to minimize reactive fixes in the workplace due to being able to modify requirements based on “real-time system performance” and anomalies that are detected in the system.

+

Another example of an AI tool that would be beneficial in the workplace is NLP(Natural language processing). The tool is designed to increase efficiency in the workplace by emphasizing and refining requirements from unstructured text such as emails, user feedback or meeting notes. Ideally, it would identify ambiguities, redundancies, and missing elements in requirement documents.

+

IBM’s “Engineering Requirements Management DOORS (Dynamic Object-Oriented Requirements System)” is another AI-powered tool that can significantly enhance the requirements management process. DOORS uses AI to “improve the quality of engineering requirements as they are written, while also optimizing communication and collaboration among teams and stakeholders (https://www.ibm.com/products/requirements-management).”

+

There are a number of general tools, such as GPT-4, conversational AI tools that systems can integrate for a user to interact with on a home page, self-healing frameworks as mentioned before, and AI-Augmented testing for requirement validation. GPT-4 can reduce the time and effort required to draft and review requirements, conversational AI tools can let users interact with AI systems through integrated home page systems, creating a better environment for users to interact with a system, and AI-augmented testing tools can use MLA(Machine Learning Algorithms) to simulate different developmental scenarios to test requirement checks before coding begins, which could cut down development time by removing human checks for a step of a process. (https://openai.com/index/gpt-4/)

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+ + + + + \ No newline at end of file diff --git a/Reports/report.pdf b/Reports/report.pdf new file mode 100644 index 000000000..acbe89e42 Binary files /dev/null and b/Reports/report.pdf differ diff --git a/Reports/report.qmd b/Reports/report.qmd new file mode 100644 index 000000000..cf2e88f36 --- /dev/null +++ b/Reports/report.qmd @@ -0,0 +1,116 @@ +--- +title-block-banner: true +title-block-color: #1c1d68 +title: AI Applied to Requirements Definition +subtitle: An exploration of how AI can be used to define requirements within the software development process. +date: last-modified +author: + - name: "Yash Sonar" + email: "sonaryd@vcu.edu" + - name: "Leiliani Clark" + email: "clarkl3@vcu.edu" + - name: "Trinitey Tran" + email: "trant14@vcu.edu" + - name: "Thomas Yang" + email: "yangtj2@vcu.edu" + - name: "Ayush Purankar" + email: "purankaram@vcu.edu" +format: pdf +--- +# Table of Contents +1. Introduction +2. State-of-the-Art Research AI Tools in Requirements Definition +3. Comparing AI Tools: Strengths & Weaknesses +4. Case Study: Using AI for Requirements Analysis +5. Emerging Tools + +## Introduction +In software engineering, a requirement is a condition or capability that a system must meet to satisfy a user's need or business objective. Requirements are the foundation of a successful software project because they ensure that the right product is built from the beginning and improve communication and collaboration among team members. + +The use of Artificial Intelligence (AI) in the software development process is transforming how requirements are defined, analyzed, and managed. Traditionally, defining requirements has been a labor-intensive and error-prone task requiring continuous stakeholder engagement, documentation review, and validation. AI technologies, such as Natural Language Processing (NLP), Machine Learning (ML), and Predictive Analytics, can automate and enhance these processes, ensuring greater accuracy, efficiency, and adaptability. + +By leveraging AI, organizations can improve the quality of requirements, reduce ambiguities, and ensure alignment with evolving business needs. Furthermore, AI-driven tools enable automated traceability, predictive requirement prioritization, and the ability to manage changing requirements dynamically. + +This report will explore the latest AI tools used in requirement definition, compare three prominent tools, and discuss emerging AI technologies that promise to further revolutionize the requirement definition process. + +Reference: (& lecture notes) + +## State-of-the-Art Research AI Tools in Requirements Definition +Several state-of-the-art AI tools and technologies have been developed to assist in defining and managing software requirements. These tools focus on various aspects of the requirement lifecycle, from gathering and classifying requirements to ensuring consistency and traceability. +Here are some of the leading AI tools utilized in requirements definition: + +### aqua + Aqua (Application Quality Analyzer) is an advanced tool designed to support software development by enhancing requirement management and quality assurance. It uses AI to analyze requirements for completeness, consistency, and ambiguity. Aqua assists in tracking changes, maintaining version control, and providing automated reports. It’s particularly useful in highly regulated industries where precision and compliance are critical. + +Aqua Website: + +### Visure Solutions + Visure Solutions offers a comprehensive requirements management platform designed for industries requiring high compliance, such as healthcare. Its AI capabilities help automate requirements traceability, identify inconsistencies, and ensure alignment with industry standards. The platform integrates with other development tools, allowing seamless collaboration across the software lifecycle. + +Visure Website: + +### IBM Engineering Requirements Quality Assistant (RQA) + IBM Engineering RQA leverages AI and natural language processing (NLP) to assess the quality of software requirements. It identifies potential issues like ambiguities, inconsistencies, and missing information. RQA also provides real-time suggestions for improving requirement clarity and completeness. It integrates with IBM’s broader engineering suite, supporting large-scale, mission-critical systems. + +IBM Webstie: + +### Notion + Notion is a versatile, AI-powered workspace that combines note-taking, document management, project tracking, and knowledge sharing. It is widely used for capturing and organizing software requirements through collaborative documentation. Notion’s AI features can summarize requirements, generate task lists, and ensure traceability. Its flexible database structure helps manage complex requirement lifecycles efficiently. + +Notion Website: + +## Comparing AI Tools: Strengths & Weaknesses +### aqua +- Strengths: + - AI-Powered Requirement Analysis: Uses artificial intelligence to analyze requirements for ambiguity, completeness, duplications, and consistency. + - Can even create requirements using speech to text! + - Change Management: Tracks changes to requirements and ensures proper version control. + - Automated Quality Checks: Provides testing features on requirement quality, reducing human error. + - Compliance Support: Helps maintain compliance with industry standards by ensuring high-quality, well-documented requirements. + +- Weaknesses: + - Complex Implementation: Requires time and effort to configure and adapt to specific workflows. + - Limited Native Integrations: Aqua primarily focuses on large-scale test automation and lacks native integrations with popular issue management tools. + +### Visure Solutions +- Strengths: + - Comprehensive Traceability: Offers end-to-end traceability across the entire requirement lifecycle, ensuring compliance with industry standards. + - AI-Powered Consistency Checks: Automates the detection of inconsistencies and missing information. + - Regulatory Compliance: Ideal for industries requiring strict regulatory adherence (aerospace, automotive, medical devices). + +- Weaknesses: + - Complex Setup: Requires a significant learning curve and time investment to implement and configure. + - Cost: Higher pricing makes it less accessible for smaller teams or projects. + - Limited Collaboration Tools: While powerful for requirement tracking, it lacks advanced real-time collaboration features found in general-purpose platforms like Notion. + +### IBM Engineering Requirements Quality Assistant (RQA) +- Strengths: + - Advanced AI Analysis: Uses natural language processing (NLP) to evaluate the quality of requirements for clarity, ambiguity, and completeness. + - Integration with IBM Ecosystem: Seamlessly connects with IBM’s broader engineering tools, making it ideal for large-scale systems. + - Automated Quality Checks: Provides real-time feedback to improve requirement quality and ensure consistency. + - Scalability: Designed to handle complex and large-scale projects across multiple teams and industries. + +- Weaknesses: + - Steep Learning Curve: Requires specialized training to effectively utilize advanced AI capabilities. + - High Cost: Premium pricing model makes it suitable primarily for large enterprises rather than small organizations. + +## Case Study: Enhancing Requirements Analysis in Software Development with Generative AI +A study examining the use of generative AI in Agile development focused on three different user stories. The results demonstrated significant improvements in the requirements analysis process: + +- Increased Efficiency: AI assistance reduced analysis time by approximately 20%, allowing teams to work more quickly and effectively. +- Improved Team Collaboration: The AI streamlined workflows, enhancing team coordination and improving overall project flow. +- Higher-Quality Acceptance Criteria: Once the AI was provided with well-defined context, it generated superior acceptance criteria and scenarios—outperforming the quality assurance team responsible for supervising the AI. +- Fewer Bugs: The AI’s ability to identify and account for edge cases led to a 10% reduction in bugs, improving software quality and reducing post-release issues. + +This case study highlights how generative AI can enhance both the speed and accuracy of the requirements analysis process, leading to more efficient development cycles and higher-quality software. + +Case Study: + +## Emerging Tools +Tools such as Self healing software are used to minimize reactive fixes in the workplace due to being able to modify requirements based on "real-time system performance" and anomalies that are detected in the system. Tools such as Self healing software are used to minimize reactive fixes in the workplace due to being able to modify requirements based on "real-time system performance" and anomalies that are detected in the system. + +Another example of an AI tool that would be beneficial in the workplace is NLP(Natural language processing). The tool is designed to increase efficiency in the workplace by emphasizing and refining requirements from unstructured text such as emails, user feedback or meeting notes. Ideally, it would identify ambiguities, redundancies, and missing elements in requirement documents. + +IBM's "Engineering Requirements Management DOORS (Dynamic Object-Oriented Requirements System)" is another AI-powered tool that can significantly enhance the requirements management process. DOORS uses AI to "improve the quality of engineering requirements as they are written, while also optimizing communication and collaboration among teams and stakeholders ()." + +There are a number of general tools, such as GPT-4, conversational AI tools that systems can integrate for a user to interact with on a home page, self-healing frameworks as mentioned before, and AI-Augmented testing for requirement validation. GPT-4 can reduce the time and effort required to draft and review requirements, conversational AI tools can let users interact with AI systems through integrated home page systems, creating a better environment for users to interact with a system, and AI-augmented testing tools can use MLA(Machine Learning Algorithms) to simulate different developmental scenarios to test requirement checks before coding begins, which could cut down development time by removing human checks for a step of a process. () diff --git a/images/drugs.jpg b/images/drugs.jpg new file mode 100644 index 000000000..19f145aa7 Binary files /dev/null and b/images/drugs.jpg differ diff --git a/package.json b/package.json new file mode 100644 index 000000000..271c7e671 --- /dev/null +++ b/package.json @@ -0,0 +1,42 @@ +{ + "name": "ai-med-tracker", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "dev": "vite", + "build": "vite build", + "lint": "eslint .", + "preview": "vite preview", + "start": "concurrently \"npm run start:frontend\" \"npm run start:backend\"", + "start:frontend": "cd AiMedTracker/frontend && npm run dev", + "start:backend": "cd AiMedTracker/backend && python3 main.py" + }, + "dependencies": { + "@emotion/react": "^11.14.0", + "@emotion/styled": "^11.14.0", + "@mui/icons-material": "^7.0.2", + "@mui/material": "^7.0.2", + "axios": "^1.8.4", + "concurrently": "^9.1.0", + "formik": "^2.4.6", + "react": "^19.0.0", + "react-dom": "^19.0.0", + "react-markdown": 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.offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;display:-webkit-flex;flex-grow:0;-webkit-flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;display:-webkit-flex 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var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 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var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #0d6efd;--bs-pagination-bg: #ffffff;--bs-pagination-border-width: 1px;--bs-pagination-border-color: white;--bs-pagination-border-radius: 0.375rem;--bs-pagination-hover-color: #0a58ca;--bs-pagination-hover-bg: #f8f9fa;--bs-pagination-hover-border-color: white;--bs-pagination-focus-color: #0a58ca;--bs-pagination-focus-bg: #e9ecef;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #ffffff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: rgba(33, 37, 41, 0.75);--bs-pagination-disabled-bg: #e9ecef;--bs-pagination-disabled-border-color: white;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(1px*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.25rem}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #ffffff;--bs-badge-border-radius: 0.375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.375rem;--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: var(--bs-default-text-emphasis);--bs-alert-bg: var(--bs-default-bg-subtle);--bs-alert-border-color: var(--bs-default-border-subtle);--bs-alert-link-color: var(--bs-default-text-emphasis)}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #e9ecef;--bs-progress-border-radius: 0.375rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #ffffff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: #212529;--bs-list-group-bg: #ffffff;--bs-list-group-border-color: white;--bs-list-group-border-width: 1px;--bs-list-group-border-radius: 0.375rem;--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: rgba(33, 37, 41, 0.75);--bs-list-group-action-hover-color: #000;--bs-list-group-action-hover-bg: #f8f9fa;--bs-list-group-action-active-color: #212529;--bs-list-group-action-active-bg: #e9ecef;--bs-list-group-disabled-color: rgba(33, 37, 41, 0.75);--bs-list-group-disabled-bg: #ffffff;--bs-list-group-active-color: #ffffff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{--bs-list-group-color: var(--bs-default-text-emphasis);--bs-list-group-bg: var(--bs-default-bg-subtle);--bs-list-group-border-color: var(--bs-default-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-default-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-default-border-subtle);--bs-list-group-active-color: var(--bs-default-bg-subtle);--bs-list-group-active-bg: var(--bs-default-text-emphasis);--bs-list-group-active-border-color: var(--bs-default-text-emphasis)}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto 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1px}.bslib-value-box{border-width:var(--bslib-value-box-border-width-auto-no, var(--bslib-value-box-border-width-baseline));container-name:bslib-value-box;container-type:inline-size}.bslib-value-box.card{box-shadow:var(--bslib-value-box-shadow)}.bslib-value-box.border-auto{border-width:var(--bslib-value-box-border-width-auto-yes, var(--bslib-value-box-border-width-baseline))}.bslib-value-box.default{--bslib-value-box-bg-default: var(--bs-card-bg, #ffffff);--bslib-value-box-border-color-default: var(--bs-card-border-color, rgba(0, 0, 0, 0.175));color:var(--bslib-value-box-color);background-color:var(--bslib-value-box-bg, var(--bslib-value-box-bg-default));border-color:var(--bslib-value-box-border-color, var(--bslib-value-box-border-color-default))}.bslib-value-box .value-box-grid{display:grid;grid-template-areas:"left right";align-items:center;overflow:hidden}.bslib-value-box .value-box-showcase{height:100%;max-height:var(---bslib-value-box-showcase-max-h, 100%)}.bslib-value-box 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.value-box-title:empty::after{content:" "}.bslib-value-box .value-box-value{font-size:calc(1.29rem + 0.48vw);margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2}@media(min-width: 1200px){.bslib-value-box .value-box-value{font-size:1.65rem}}.bslib-value-box .value-box-value:empty::after{content:" "}.bslib-value-box .value-box-showcase{align-items:center;justify-content:center;margin-top:auto;margin-bottom:auto;padding:1rem}.bslib-value-box .value-box-showcase .bi,.bslib-value-box .value-box-showcase .fa,.bslib-value-box .value-box-showcase .fab,.bslib-value-box .value-box-showcase .fas,.bslib-value-box .value-box-showcase .far{opacity:.85;min-width:50px;max-width:125%}.bslib-value-box .value-box-showcase .bi,.bslib-value-box .value-box-showcase .fa,.bslib-value-box .value-box-showcase .fab,.bslib-value-box .value-box-showcase .fas,.bslib-value-box .value-box-showcase .far{font-size:4rem}.bslib-value-box.showcase-top-right .value-box-grid{grid-template-columns:1fr var(---bslib-value-box-showcase-w, 50%)}.bslib-value-box.showcase-top-right .value-box-grid .value-box-showcase{grid-area:right;margin-left:auto;align-self:start;align-items:end;padding-left:0;padding-bottom:0}.bslib-value-box.showcase-top-right .value-box-grid .value-box-area{grid-area:left;align-self:end}.bslib-value-box.showcase-top-right[data-full-screen=true] .value-box-grid{grid-template-columns:auto var(---bslib-value-box-showcase-w-fs, 1fr)}.bslib-value-box.showcase-top-right[data-full-screen=true] .value-box-grid>div{align-self:center}.bslib-value-box.showcase-top-right:not([data-full-screen=true]) .value-box-showcase{margin-top:0}@container bslib-value-box (max-width: 300px){.bslib-value-box.showcase-top-right:not([data-full-screen=true]) .value-box-grid .value-box-showcase{padding-left:1rem}}.bslib-value-box.showcase-left-center .value-box-grid{grid-template-columns:var(---bslib-value-box-showcase-w, 30%) auto}.bslib-value-box.showcase-left-center[data-full-screen=true] .value-box-grid{grid-template-columns:var(---bslib-value-box-showcase-w-fs, 1fr) auto}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-showcase{grid-area:left}.bslib-value-box.showcase-left-center:not([data-fill-screen=true]) .value-box-grid .value-box-area{grid-area:right}.bslib-value-box.showcase-bottom .value-box-grid{grid-template-columns:1fr;grid-template-rows:1fr var(---bslib-value-box-showcase-h, auto);grid-template-areas:"top" "bottom";overflow:hidden}.bslib-value-box.showcase-bottom .value-box-grid .value-box-showcase{grid-area:bottom;padding:0;margin:0}.bslib-value-box.showcase-bottom .value-box-grid .value-box-area{grid-area:top}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid{grid-template-rows:1fr var(---bslib-value-box-showcase-h-fs, 2fr)}.bslib-value-box.showcase-bottom[data-full-screen=true] .value-box-grid .value-box-showcase{padding:1rem}[data-bs-theme=dark] .bslib-value-box{--bslib-value-box-shadow: 0 0.5rem 1rem rgb(0 0 0 / 50%)}@media(min-width: 576px){.nav:not(.nav-hidden){display:flex !important;display:-webkit-flex !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column){float:none !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.bslib-nav-spacer{margin-left:auto !important}.nav:not(.nav-hidden):not(.nav-stacked):not(.flex-column)>.form-inline{margin-top:auto;margin-bottom:auto}.nav:not(.nav-hidden).nav-stacked{flex-direction:column;-webkit-flex-direction:column;height:100%}.nav:not(.nav-hidden).nav-stacked>.bslib-nav-spacer{margin-top:auto !important}}.bslib-card{overflow:auto}.bslib-card .card-body+.card-body{padding-top:0}.bslib-card .card-body{overflow:auto}.bslib-card .card-body p{margin-top:0}.bslib-card .card-body p:last-child{margin-bottom:0}.bslib-card .card-body{max-height:var(--bslib-card-body-max-height, none)}.bslib-card[data-full-screen=true]>.card-body{max-height:var(--bslib-card-body-max-height-full-screen, none)}.bslib-card .card-header .form-group{margin-bottom:0}.bslib-card .card-header .selectize-control{margin-bottom:0}.bslib-card .card-header .selectize-control .item{margin-right:1.15rem}.bslib-card .card-footer{margin-top:auto}.bslib-card .bslib-navs-card-title{display:flex;flex-wrap:wrap;justify-content:space-between;align-items:center}.bslib-card .bslib-navs-card-title .nav{margin-left:auto}.bslib-card .bslib-sidebar-layout:not([data-bslib-sidebar-border=true]){border:none}.bslib-card .bslib-sidebar-layout:not([data-bslib-sidebar-border-radius=true]){border-top-left-radius:0;border-top-right-radius:0}[data-full-screen=true]{position:fixed;inset:3.5rem 1rem 1rem;height:auto !important;max-height:none !important;width:auto !important;z-index:1070}.bslib-full-screen-enter{display:none;position:absolute;bottom:var(--bslib-full-screen-enter-bottom, 0.2rem);right:var(--bslib-full-screen-enter-right, 0);top:var(--bslib-full-screen-enter-top);left:var(--bslib-full-screen-enter-left);color:var(--bslib-color-fg, var(--bs-card-color));background-color:var(--bslib-color-bg, var(--bs-card-bg, var(--bs-body-bg)));border:var(--bs-card-border-width) solid var(--bslib-color-fg, var(--bs-card-border-color));box-shadow:0 2px 4px rgba(0,0,0,.15);margin:.2rem .4rem;padding:.55rem !important;font-size:.8rem;cursor:pointer;opacity:.7;z-index:1070}.bslib-full-screen-enter:hover{opacity:1}.card[data-full-screen=false]:hover>*>.bslib-full-screen-enter{display:block}.bslib-has-full-screen .card:hover>*>.bslib-full-screen-enter{display:none}@media(max-width: 575.98px){.bslib-full-screen-enter{display:none !important}}.bslib-full-screen-exit{position:relative;top:1.35rem;font-size:.9rem;cursor:pointer;text-decoration:none;display:flex;float:right;margin-right:2.15rem;align-items:center;color:rgba(var(--bs-body-bg-rgb), 0.8)}.bslib-full-screen-exit:hover{color:rgba(var(--bs-body-bg-rgb), 1)}.bslib-full-screen-exit svg{margin-left:.5rem;font-size:1.5rem}#bslib-full-screen-overlay{position:fixed;inset:0;background-color:rgba(var(--bs-body-color-rgb), 0.6);backdrop-filter:blur(2px);-webkit-backdrop-filter:blur(2px);z-index:1069;animation:bslib-full-screen-overlay-enter 400ms cubic-bezier(0.6, 0.02, 0.65, 1) forwards}@keyframes bslib-full-screen-overlay-enter{0%{opacity:0}100%{opacity:1}}.bslib-grid{display:grid !important;gap:var(--bslib-spacer, 1rem);height:var(--bslib-grid-height)}.bslib-grid.grid{grid-template-columns:repeat(var(--bs-columns, 12), minmax(0, 1fr));grid-template-rows:unset;grid-auto-rows:var(--bslib-grid--row-heights);--bslib-grid--row-heights--xs: unset;--bslib-grid--row-heights--sm: unset;--bslib-grid--row-heights--md: unset;--bslib-grid--row-heights--lg: unset;--bslib-grid--row-heights--xl: unset;--bslib-grid--row-heights--xxl: unset}.bslib-grid.grid.bslib-grid--row-heights--xs{--bslib-grid--row-heights: 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#ffc107;--quarto-scss-export-yellow-600: #cc9a06;--quarto-scss-export-yellow-700: #997404;--quarto-scss-export-yellow-800: #664d03;--quarto-scss-export-yellow-900: #332701;--quarto-scss-export-green-100: #d1e7dd;--quarto-scss-export-green-200: #a3cfbb;--quarto-scss-export-green-300: #75b798;--quarto-scss-export-green-400: #479f76;--quarto-scss-export-green-500: #198754;--quarto-scss-export-green-600: #146c43;--quarto-scss-export-green-700: #0f5132;--quarto-scss-export-green-800: #0a3622;--quarto-scss-export-green-900: #051b11;--quarto-scss-export-teal-100: #d2f4ea;--quarto-scss-export-teal-200: #a6e9d5;--quarto-scss-export-teal-300: #79dfc1;--quarto-scss-export-teal-400: #4dd4ac;--quarto-scss-export-teal-500: #20c997;--quarto-scss-export-teal-600: #1aa179;--quarto-scss-export-teal-700: #13795b;--quarto-scss-export-teal-800: #0d503c;--quarto-scss-export-teal-900: #06281e;--quarto-scss-export-cyan-100: #cff4fc;--quarto-scss-export-cyan-200: #9eeaf9;--quarto-scss-export-cyan-300: #6edff6;--quarto-scss-export-cyan-400: #3dd5f3;--quarto-scss-export-cyan-500: #0dcaf0;--quarto-scss-export-cyan-600: #0aa2c0;--quarto-scss-export-cyan-700: #087990;--quarto-scss-export-cyan-800: #055160;--quarto-scss-export-cyan-900: #032830;--quarto-scss-export-default: #dee2e6;--quarto-scss-export-secondary: #6c757d;--quarto-scss-export-success: #198754;--quarto-scss-export-info: #0dcaf0;--quarto-scss-export-warning: #ffc107;--quarto-scss-export-danger: #dc3545;--quarto-scss-export-light: #f8f9fa;--quarto-scss-export-dark: #212529;--quarto-scss-export-primary-text-emphasis: #052c65;--quarto-scss-export-secondary-text-emphasis: #2b2f32;--quarto-scss-export-success-text-emphasis: #0a3622;--quarto-scss-export-info-text-emphasis: #055160;--quarto-scss-export-warning-text-emphasis: #664d03;--quarto-scss-export-danger-text-emphasis: #58151c;--quarto-scss-export-light-text-emphasis: #495057;--quarto-scss-export-dark-text-emphasis: #495057;--quarto-scss-export-primary-bg-subtle: #cfe2ff;--quarto-scss-export-secondary-bg-subtle: #e2e3e5;--quarto-scss-export-success-bg-subtle: #d1e7dd;--quarto-scss-export-info-bg-subtle: #cff4fc;--quarto-scss-export-warning-bg-subtle: #fff3cd;--quarto-scss-export-danger-bg-subtle: #f8d7da;--quarto-scss-export-light-bg-subtle: #fcfcfd;--quarto-scss-export-dark-bg-subtle: #ced4da;--quarto-scss-export-primary-border-subtle: #9ec5fe;--quarto-scss-export-secondary-border-subtle: #c4c8cb;--quarto-scss-export-success-border-subtle: #a3cfbb;--quarto-scss-export-info-border-subtle: #9eeaf9;--quarto-scss-export-warning-border-subtle: #ffe69c;--quarto-scss-export-danger-border-subtle: #f1aeb5;--quarto-scss-export-light-border-subtle: #e9ecef;--quarto-scss-export-dark-border-subtle: #adb5bd;--quarto-scss-export-body-text-align: ;--quarto-scss-export-body-color: #212529;--quarto-scss-export-body-bg: #ffffff;--quarto-scss-export-body-secondary-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-body-secondary-bg: #e9ecef;--quarto-scss-export-body-tertiary-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-body-tertiary-bg: #f8f9fa;--quarto-scss-export-body-emphasis-color: #000;--quarto-scss-export-link-hover-color: #0a58ca;--quarto-scss-export-link-hover-decoration: ;--quarto-scss-export-border-color-translucent: rgba(0, 0, 0, 0.175);--quarto-scss-export-component-active-bg: #0d6efd;--quarto-scss-export-component-active-color: #ffffff;--quarto-scss-export-focus-ring-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-headings-font-family: ;--quarto-scss-export-headings-font-style: ;--quarto-scss-export-display-font-family: ;--quarto-scss-export-display-font-style: ;--quarto-scss-export-text-muted: rgba(33, 37, 41, 0.75);--quarto-scss-export-blockquote-footer-color: #6c757d;--quarto-scss-export-blockquote-border-color: #e9ecef;--quarto-scss-export-hr-bg-color: ;--quarto-scss-export-hr-height: ;--quarto-scss-export-hr-border-color: ;--quarto-scss-export-legend-font-weight: ;--quarto-scss-export-mark-bg: #fff3cd;--quarto-scss-export-table-color: #212529;--quarto-scss-export-table-bg: #ffffff;--quarto-scss-export-table-accent-bg: transparent;--quarto-scss-export-table-th-font-weight: ;--quarto-scss-export-table-striped-color: #212529;--quarto-scss-export-table-striped-bg: rgba(0, 0, 0, 0.05);--quarto-scss-export-table-active-color: #212529;--quarto-scss-export-table-active-bg: rgba(0, 0, 0, 0.1);--quarto-scss-export-table-hover-color: #212529;--quarto-scss-export-table-hover-bg: rgba(0, 0, 0, 0.075);--quarto-scss-export-table-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-btn-font-family: ;--quarto-scss-export-input-btn-focus-color: rgba(13, 110, 253, 0.25);--quarto-scss-export-btn-color: #212529;--quarto-scss-export-btn-font-family: ;--quarto-scss-export-btn-white-space: ;--quarto-scss-export-btn-link-color: #0d6efd;--quarto-scss-export-btn-link-hover-color: #0a58ca;--quarto-scss-export-btn-link-disabled-color: #6c757d;--quarto-scss-export-form-text-font-style: ;--quarto-scss-export-form-text-font-weight: ;--quarto-scss-export-form-text-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-label-font-size: ;--quarto-scss-export-form-label-font-style: ;--quarto-scss-export-form-label-font-weight: ;--quarto-scss-export-form-label-color: ;--quarto-scss-export-input-font-family: ;--quarto-scss-export-input-disabled-color: ;--quarto-scss-export-input-disabled-bg: #e9ecef;--quarto-scss-export-input-disabled-border-color: ;--quarto-scss-export-input-color: #212529;--quarto-scss-export-input-focus-bg: #ffffff;--quarto-scss-export-input-focus-border-color: #86b7fe;--quarto-scss-export-input-focus-color: #212529;--quarto-scss-export-input-placeholder-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-input-plaintext-color: #212529;--quarto-scss-export-form-check-label-color: ;--quarto-scss-export-form-check-transition: ;--quarto-scss-export-form-check-input-bg: #ffffff;--quarto-scss-export-form-check-input-focus-border: #86b7fe;--quarto-scss-export-form-check-input-checked-color: #ffffff;--quarto-scss-export-form-check-input-checked-bg-color: #0d6efd;--quarto-scss-export-form-check-input-checked-border-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-color: #ffffff;--quarto-scss-export-form-check-input-indeterminate-bg-color: #0d6efd;--quarto-scss-export-form-check-input-indeterminate-border-color: #0d6efd;--quarto-scss-export-form-switch-color: rgba(0, 0, 0, 0.25);--quarto-scss-export-form-switch-focus-color: #86b7fe;--quarto-scss-export-form-switch-checked-color: #ffffff;--quarto-scss-export-input-group-addon-color: #212529;--quarto-scss-export-input-group-addon-bg: #f8f9fa;--quarto-scss-export-input-group-addon-border-color: white;--quarto-scss-export-form-select-font-family: ;--quarto-scss-export-form-select-color: #212529;--quarto-scss-export-form-select-bg: #ffffff;--quarto-scss-export-form-select-disabled-color: ;--quarto-scss-export-form-select-disabled-bg: #e9ecef;--quarto-scss-export-form-select-disabled-border-color: ;--quarto-scss-export-form-select-indicator-color: #343a40;--quarto-scss-export-form-select-border-color: white;--quarto-scss-export-form-select-focus-border-color: #86b7fe;--quarto-scss-export-form-range-track-bg: #f8f9fa;--quarto-scss-export-form-range-thumb-bg: #0d6efd;--quarto-scss-export-form-range-thumb-active-bg: #b6d4fe;--quarto-scss-export-form-range-thumb-disabled-bg: rgba(33, 37, 41, 0.75);--quarto-scss-export-form-file-button-color: #212529;--quarto-scss-export-form-file-button-bg: #f8f9fa;--quarto-scss-export-form-file-button-hover-bg: #e9ecef;--quarto-scss-export-form-floating-label-disabled-color: #6c757d;--quarto-scss-export-form-feedback-font-style: ;--quarto-scss-export-form-feedback-valid-color: #198754;--quarto-scss-export-form-feedback-invalid-color: #dc3545;--quarto-scss-export-form-feedback-icon-valid-color: #198754;--quarto-scss-export-form-feedback-icon-invalid-color: #dc3545;--quarto-scss-export-form-valid-color: #198754;--quarto-scss-export-form-valid-border-color: #198754;--quarto-scss-export-form-invalid-color: #dc3545;--quarto-scss-export-form-invalid-border-color: #dc3545;--quarto-scss-export-nav-link-font-size: ;--quarto-scss-export-nav-link-font-weight: ;--quarto-scss-export-nav-link-color: #0d6efd;--quarto-scss-export-nav-link-hover-color: #0a58ca;--quarto-scss-export-nav-link-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-nav-tabs-border-color: white;--quarto-scss-export-nav-tabs-link-hover-border-color: #e9ecef #e9ecef white;--quarto-scss-export-nav-tabs-link-active-color: #000;--quarto-scss-export-nav-tabs-link-active-bg: #ffffff;--quarto-scss-export-nav-pills-link-active-bg: #0d6efd;--quarto-scss-export-nav-pills-link-active-color: #ffffff;--quarto-scss-export-nav-underline-link-active-color: #000;--quarto-scss-export-navbar-padding-x: ;--quarto-scss-export-navbar-light-contrast: #ffffff;--quarto-scss-export-navbar-dark-contrast: #ffffff;--quarto-scss-export-navbar-light-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-navbar-dark-icon-color: rgba(255, 255, 255, 0.75);--quarto-scss-export-dropdown-color: #212529;--quarto-scss-export-dropdown-bg: #ffffff;--quarto-scss-export-dropdown-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-link-color: #212529;--quarto-scss-export-dropdown-link-hover-color: #212529;--quarto-scss-export-dropdown-link-hover-bg: #f8f9fa;--quarto-scss-export-dropdown-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-link-active-color: #ffffff;--quarto-scss-export-dropdown-link-disabled-color: rgba(33, 37, 41, 0.5);--quarto-scss-export-dropdown-header-color: #6c757d;--quarto-scss-export-dropdown-dark-color: #dee2e6;--quarto-scss-export-dropdown-dark-bg: #343a40;--quarto-scss-export-dropdown-dark-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-divider-bg: rgba(0, 0, 0, 0.175);--quarto-scss-export-dropdown-dark-box-shadow: ;--quarto-scss-export-dropdown-dark-link-color: #dee2e6;--quarto-scss-export-dropdown-dark-link-hover-color: #ffffff;--quarto-scss-export-dropdown-dark-link-hover-bg: rgba(255, 255, 255, 0.15);--quarto-scss-export-dropdown-dark-link-active-color: #ffffff;--quarto-scss-export-dropdown-dark-link-active-bg: #0d6efd;--quarto-scss-export-dropdown-dark-link-disabled-color: #adb5bd;--quarto-scss-export-dropdown-dark-header-color: #adb5bd;--quarto-scss-export-pagination-color: #0d6efd;--quarto-scss-export-pagination-bg: #ffffff;--quarto-scss-export-pagination-border-color: white;--quarto-scss-export-pagination-focus-color: #0a58ca;--quarto-scss-export-pagination-focus-bg: #e9ecef;--quarto-scss-export-pagination-hover-color: #0a58ca;--quarto-scss-export-pagination-hover-bg: #f8f9fa;--quarto-scss-export-pagination-hover-border-color: white;--quarto-scss-export-pagination-active-color: #ffffff;--quarto-scss-export-pagination-active-bg: #0d6efd;--quarto-scss-export-pagination-active-border-color: #0d6efd;--quarto-scss-export-pagination-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-pagination-disabled-bg: #e9ecef;--quarto-scss-export-pagination-disabled-border-color: white;--quarto-scss-export-card-title-color: ;--quarto-scss-export-card-subtitle-color: ;--quarto-scss-export-card-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-card-box-shadow: ;--quarto-scss-export-card-cap-bg: rgba(33, 37, 41, 0.03);--quarto-scss-export-card-cap-color: ;--quarto-scss-export-card-height: ;--quarto-scss-export-card-color: ;--quarto-scss-export-card-bg: #ffffff;--quarto-scss-export-accordion-color: #212529;--quarto-scss-export-accordion-bg: #ffffff;--quarto-scss-export-accordion-border-color: white;--quarto-scss-export-accordion-button-color: #212529;--quarto-scss-export-accordion-button-bg: #ffffff;--quarto-scss-export-accordion-button-active-bg: #cfe2ff;--quarto-scss-export-accordion-button-active-color: #052c65;--quarto-scss-export-accordion-button-focus-border-color: #86b7fe;--quarto-scss-export-accordion-icon-color: #212529;--quarto-scss-export-accordion-icon-active-color: #052c65;--quarto-scss-export-tooltip-color: #ffffff;--quarto-scss-export-tooltip-bg: #000;--quarto-scss-export-tooltip-margin: ;--quarto-scss-export-tooltip-arrow-color: ;--quarto-scss-export-form-feedback-tooltip-line-height: ;--quarto-scss-export-popover-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-popover-header-bg: #e9ecef;--quarto-scss-export-popover-body-color: #212529;--quarto-scss-export-popover-arrow-color: #ffffff;--quarto-scss-export-popover-arrow-outer-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-color: ;--quarto-scss-export-toast-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-toast-header-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-toast-header-background-color: rgba(255, 255, 255, 0.85);--quarto-scss-export-toast-header-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-badge-color: #ffffff;--quarto-scss-export-modal-content-color: ;--quarto-scss-export-modal-content-bg: #ffffff;--quarto-scss-export-modal-content-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-modal-backdrop-bg: #000;--quarto-scss-export-modal-header-border-color: white;--quarto-scss-export-modal-footer-bg: ;--quarto-scss-export-modal-footer-border-color: white;--quarto-scss-export-progress-bg: #e9ecef;--quarto-scss-export-progress-bar-color: #ffffff;--quarto-scss-export-progress-bar-bg: #0d6efd;--quarto-scss-export-list-group-color: #212529;--quarto-scss-export-list-group-bg: #ffffff;--quarto-scss-export-list-group-border-color: white;--quarto-scss-export-list-group-hover-bg: #f8f9fa;--quarto-scss-export-list-group-active-bg: #0d6efd;--quarto-scss-export-list-group-active-color: #ffffff;--quarto-scss-export-list-group-active-border-color: #0d6efd;--quarto-scss-export-list-group-disabled-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-disabled-bg: #ffffff;--quarto-scss-export-list-group-action-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-list-group-action-hover-color: #000;--quarto-scss-export-list-group-action-active-color: #212529;--quarto-scss-export-list-group-action-active-bg: #e9ecef;--quarto-scss-export-thumbnail-bg: #ffffff;--quarto-scss-export-thumbnail-border-color: white;--quarto-scss-export-figure-caption-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-font-size: ;--quarto-scss-export-breadcrumb-bg: ;--quarto-scss-export-breadcrumb-divider-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-active-color: rgba(33, 37, 41, 0.75);--quarto-scss-export-breadcrumb-border-radius: ;--quarto-scss-export-carousel-control-color: #ffffff;--quarto-scss-export-carousel-indicator-active-bg: #ffffff;--quarto-scss-export-carousel-caption-color: #ffffff;--quarto-scss-export-carousel-dark-indicator-active-bg: #000;--quarto-scss-export-carousel-dark-caption-color: #000;--quarto-scss-export-btn-close-color: #000;--quarto-scss-export-offcanvas-border-color: rgba(0, 0, 0, 0.175);--quarto-scss-export-offcanvas-bg-color: #ffffff;--quarto-scss-export-offcanvas-color: #212529;--quarto-scss-export-offcanvas-backdrop-bg: #000;--quarto-scss-export-code-color-dark: white;--quarto-scss-export-kbd-color: #ffffff;--quarto-scss-export-kbd-bg: #212529;--quarto-scss-export-nested-kbd-font-weight: ;--quarto-scss-export-pre-bg: #f8f9fa;--quarto-scss-export-pre-color: #000;--quarto-scss-export-bslib-page-sidebar-title-bg: #517699;--quarto-scss-export-bslib-page-sidebar-title-color: #ffffff;--quarto-scss-export-bslib-sidebar-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.05);--quarto-scss-export-bslib-sidebar-toggle-bg: rgba(var(--bs-emphasis-color-rgb, 0, 0, 0), 0.1);--quarto-scss-export-mermaid-bg-color: #ffffff;--quarto-scss-export-mermaid-edge-color: #6c757d;--quarto-scss-export-mermaid-node-fg-color: #212529;--quarto-scss-export-mermaid-fg-color: #212529;--quarto-scss-export-mermaid-fg-color--lighter: #383f45;--quarto-scss-export-mermaid-fg-color--lightest: #4e5862;--quarto-scss-export-mermaid-label-bg-color: #ffffff;--quarto-scss-export-mermaid-label-fg-color: #0d6efd;--quarto-scss-export-mermaid-node-bg-color: rgba(13, 110, 253, 0.1);--quarto-scss-export-code-block-border-left-color: white;--quarto-scss-export-callout-color-note: #0d6efd;--quarto-scss-export-callout-color-tip: #198754;--quarto-scss-export-callout-color-important: #dc3545;--quarto-scss-export-callout-color-caution: #fd7e14;--quarto-scss-export-callout-color-warning: #ffc107} \ No newline at end of file diff --git a/report_files/libs/bootstrap/bootstrap-icons.css b/report_files/libs/bootstrap/bootstrap-icons.css new file mode 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H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
"},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return bi(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return g(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...g(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)N.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ss?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ss?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");N.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?os:ss]=!0,e._enter()})),N.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?os:ss]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},N.on(this._element.closest(is),ns,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=F.getDataAttributes(this._element);for(const t of Object.keys(e))Zn.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=cs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(cs);const hs={...cs.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},ds={...cs.DefaultType,content:"(null|string|element|function)"};class us extends cs{static get Default(){return hs}static get DefaultType(){return ds}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}m(us);const fs=".bs.scrollspy",ps=`activate${fs}`,ms=`click${fs}`,gs=`load${fs}.data-api`,_s="active",bs="[href]",vs=".nav-link",ys=`${vs}, .nav-item > ${vs}, .list-group-item`,ws={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},As={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class Es extends W{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new Map,this._rootElement="visible"===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return ws}static get DefaultType(){return As}static get NAME(){return"scrollspy"}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=r(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,"string"==typeof t.threshold&&(t.threshold=t.threshold.split(",").map((t=>Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&&(N.off(this._config.target,ms),N.on(this._config.target,ms,bs,(t=>{const 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b/report_files/libs/quarto-html/quarto-syntax-highlighting-549806ee2085284f45b00abea8c6df48.css new file mode 100644 index 000000000..80e34e41a --- /dev/null +++ b/report_files/libs/quarto-html/quarto-syntax-highlighting-549806ee2085284f45b00abea8c6df48.css @@ -0,0 +1,205 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-ot-color: #003B4F; + --quarto-hl-at-color: #657422; + --quarto-hl-ss-color: #20794D; + --quarto-hl-an-color: #5E5E5E; + --quarto-hl-fu-color: #4758AB; + --quarto-hl-st-color: #20794D; + --quarto-hl-cf-color: #003B4F; + --quarto-hl-op-color: #5E5E5E; + --quarto-hl-er-color: #AD0000; + --quarto-hl-bn-color: #AD0000; + --quarto-hl-al-color: #AD0000; + --quarto-hl-va-color: #111111; + --quarto-hl-bu-color: inherit; + --quarto-hl-ex-color: inherit; + --quarto-hl-pp-color: #AD0000; + --quarto-hl-in-color: #5E5E5E; + --quarto-hl-vs-color: #20794D; + --quarto-hl-wa-color: #5E5E5E; + --quarto-hl-do-color: #5E5E5E; + --quarto-hl-im-color: #00769E; + --quarto-hl-ch-color: #20794D; + --quarto-hl-dt-color: #AD0000; + --quarto-hl-fl-color: #AD0000; + --quarto-hl-co-color: #5E5E5E; + --quarto-hl-cv-color: #5E5E5E; + --quarto-hl-cn-color: #8f5902; + --quarto-hl-sc-color: #5E5E5E; + --quarto-hl-dv-color: #AD0000; + --quarto-hl-kw-color: #003B4F; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #003B4F; +} + +code span { + color: #003B4F; +} + +code.sourceCode > span { + color: #003B4F; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #003B4F; +} + +code span.ot { + color: #003B4F; + font-style: inherit; +} + +code span.at { + color: #657422; + font-style: inherit; +} + +code span.ss { + color: #20794D; + font-style: inherit; +} + +code span.an { + color: #5E5E5E; + font-style: inherit; +} + +code span.fu { + color: #4758AB; + font-style: inherit; +} + +code span.st { + color: #20794D; + font-style: inherit; +} + +code span.cf { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +code span.op { + color: #5E5E5E; + font-style: inherit; +} + +code span.er { + color: #AD0000; + font-style: inherit; +} + +code span.bn { + color: #AD0000; + font-style: inherit; +} + +code span.al { + color: #AD0000; + font-style: inherit; +} + +code span.va { + color: #111111; + font-style: inherit; +} + +code span.bu { + font-style: inherit; +} + +code span.ex { + font-style: inherit; +} + +code span.pp { + color: #AD0000; + font-style: inherit; +} + +code span.in { + color: #5E5E5E; + font-style: inherit; +} + +code span.vs { + color: #20794D; + font-style: inherit; +} + +code span.wa { + color: #5E5E5E; + font-style: italic; +} + +code span.do { + color: #5E5E5E; + font-style: italic; +} + +code span.im { + color: #00769E; + font-style: inherit; +} + +code span.ch { + color: #20794D; + font-style: inherit; +} + +code span.dt { + color: #AD0000; + font-style: inherit; +} + +code span.fl { + color: #AD0000; + font-style: inherit; +} + +code span.co { + color: #5E5E5E; + font-style: inherit; +} + +code span.cv { + color: #5E5E5E; + font-style: italic; +} + +code span.cn { + color: #8f5902; + font-style: inherit; +} + +code span.sc { + color: #5E5E5E; + font-style: inherit; +} + +code span.dv { + color: #AD0000; + font-style: inherit; +} + +code span.kw { + color: #003B4F; + font-weight: bold; + font-style: inherit; +} + +.prevent-inlining { + content: " { + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > *, .margin-caption, .aside" + ); + + let lastBottom = 0; + for (const marginChild of marginChildren) { + if (marginChild.offsetParent !== null) { + // clear the top margin so we recompute it + marginChild.style.marginTop = null; + const top = marginChild.getBoundingClientRect().top + window.scrollY; + if (top < lastBottom) { + const marginChildStyle = window.getComputedStyle(marginChild); + const marginBottom = parseFloat(marginChildStyle["marginBottom"]); + const margin = lastBottom - top + marginBottom; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + } +}; + +window.document.addEventListener("DOMContentLoaded", function (_event) { + // Recompute the position of margin elements anytime the body size changes + if (window.ResizeObserver) { + const resizeObserver = new window.ResizeObserver( + throttle(() => { + layoutMarginEls(); + if ( + window.document.body.getBoundingClientRect().width < 990 && + isReaderMode() + ) { + quartoToggleReader(); + } + }, 50) + ); + resizeObserver.observe(window.document.body); + } + + const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]'); + const sidebarEl = window.document.getElementById("quarto-sidebar"); + const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left"); + const marginSidebarEl = window.document.getElementById( + "quarto-margin-sidebar" + ); + // function to determine whether the element has a previous sibling that is active + const prevSiblingIsActiveLink = (el) => { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // fire slideEnter for tabby tab activations (for htmlwidget resize behavior) + document.addEventListener("tabby", fireSlideEnter, false); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id="${anchor}"]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + // This is the no-scroll case where last section should be the active one + sectionIndex = 0; + } else { + // This finds the last section visible on screen that should be made active + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + // Categories search with listing only use path without query + const currentPagePath = offsetAbsoluteUrl( + window.location.origin + window.location.pathname + ); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + let elRect; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + child.style.pointerEvents = "none"; + } + + nexttick(() => { + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append( + titleEl.textContent || titleEl.innerText, + toggleIcon + ); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.pointerEvents = null; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + if (!elRect) { + elRect = el.getBoundingClientRect(); + } + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + positionToggle(); + + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + positionToggle(); + }, 50) + ); + + window.addEventListener("quarto-hrChanged", () => { + elRect = undefined; + }); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }); + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + child.style.pointerEvents = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]'); + for (const tabEl of tabEls) { + const id = tabEl.getAttribute("data-bs-target"); + if (id) { + const columnEl = document.querySelector( + `${id} .column-margin, .tabset-margin-content` + ); + if (columnEl) + tabEl.addEventListener("shown.bs.tab", function (event) { + const el = event.srcElement; + if (el) { + const visibleCls = `${el.id}-margin-content`; + // walk up until we find a parent tabset + let panelTabsetEl = el.parentElement; + while (panelTabsetEl) { + if (panelTabsetEl.classList.contains("panel-tabset")) { + break; + } + panelTabsetEl = panelTabsetEl.parentElement; + } + + if (panelTabsetEl) { + const prevSib = panelTabsetEl.previousElementSibling; + if ( + prevSib && + prevSib.classList.contains("tabset-margin-container") + ) { + const childNodes = prevSib.querySelectorAll( + ".tabset-margin-content" + ); + for (const childEl of childNodes) { + if (childEl.classList.contains(visibleCls)) { + childEl.classList.remove("collapse"); + } else { + childEl.classList.add("collapse"); + } + } + } + } + } + + layoutMarginEls(); + }); + } + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const boundRect = el.getBoundingClientRect(); + const top = + boundRect.top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + let hasObserved = false; + const visibleItemObserver = (els) => { + let visibleElements = [...els]; + const intersectionObserver = new IntersectionObserver( + (entries, _observer) => { + entries.forEach((entry) => { + if (entry.isIntersecting) { + if (visibleElements.indexOf(entry.target) === -1) { + visibleElements.push(entry.target); + } + } else { + visibleElements = visibleElements.filter((visibleEntry) => { + return visibleEntry !== entry; + }); + } + }); + + if (!hasObserved) { + hideOverlappedSidebars(); + } + hasObserved = true; + }, + {} + ); + els.forEach((el) => { + intersectionObserver.observe(el); + }); + + return { + getVisibleEntries: () => { + return visibleElements; + }, + }; + }; + + const rightElementObserver = visibleItemObserver(rightSideConflictEls); + const leftElementObserver = visibleItemObserver(leftSideConflictEls); + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries())); + sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries())); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility( + toRegions(leftElementObserver.getVisibleEntries()) + ); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded"); + const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (tocOpenDepth === -1 && depth > 1) { + // toc-expand: false + el.classList.add("collapse"); + } else if ( + depth <= tocOpenDepth || + hasActiveChild || + prevSiblingIsActiveLink(el) + ) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} + +function nexttick(func) { + return setTimeout(func, 0); +} diff --git a/report_files/libs/quarto-html/tippy.css b/report_files/libs/quarto-html/tippy.css new file mode 100644 index 000000000..e6ae635cb --- /dev/null +++ b/report_files/libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 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