Delete functions.py
Browse files- functions.py +0 -489
functions.py
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from datetime import timedelta
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from datetime import datetime
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import os.path
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from google.auth.transport.requests import Request
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from google.oauth2.credentials import Credentials
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from google_auth_oauthlib.flow import InstalledAppFlow
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from googleapiclient.discovery import build
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from googleapiclient.errors import HttpError
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import smtplib
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from email.mime.multipart import MIMEMultipart
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from email.mime.text import MIMEText
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import pandas as pd
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from langchain.prompts import PromptTemplate
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from langchain.chains import LLMChain
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from langchain_groq import ChatGroq
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from langchain.agents import tool
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from schemas import symptoms,bookSlot,deleteSlot,reschedule_event,listevent,checkevent
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API_KEY="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"
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llm = ChatGroq(
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model="llama3-8b-8192",
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temperature=0,
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max_tokens=None,
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timeout=None,
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max_retries=2,
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api_key=API_KEY
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)
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SCOPES = ["https://www.googleapis.com/auth/calendar"]
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doctor_df = pd.read_csv('doctor_specialization_dummy_data.csv')
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EMAIL_SENDER = "[email protected]"
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EMAIL_PASSWORD = "wlxf poqr wgsh qvqs"
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def get_service():
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"""Create and return the Google Calendar API service."""
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print('this function is called.')
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creds = None
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if os.path.exists("token.json"):
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creds = Credentials.from_authorized_user_file("token.json", SCOPES)
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if not creds or not creds.valid:
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if creds and creds.expired and creds.refresh_token:
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creds.refresh(Request())
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else:
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flow = InstalledAppFlow.from_client_secrets_file("credentials.json", SCOPES)
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creds = flow.run_local_server(port=0)
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with open("token.json", "w") as token:
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token.write(creds.to_json())
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return build("calendar", "v3", credentials=creds)
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def send_email(to_email, subject, body):
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"""Send an email notification to the participants."""
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try:
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msg = MIMEMultipart()
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msg['From'] = EMAIL_SENDER
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msg['To'] = to_email
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msg['Subject'] = subject
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msg.attach(MIMEText(body, 'plain'))
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server = smtplib.SMTP('smtp.gmail.com', 587)
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server.starttls()
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server.login(EMAIL_SENDER, EMAIL_PASSWORD)
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text = msg.as_string()
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server.sendmail(EMAIL_SENDER, to_email, text)
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server.quit()
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print(f"Email sent to {to_email}")
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except Exception as e:
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print(f"Failed to send email: {e}")
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def is_valid_booking_time(start_time):
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# Convert string to datetime object
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start_time_dt = datetime.strptime(start_time, "%Y-%m-%dT%H:%M:%S%z")
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# Ensure the booking is within the next 7 days
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today = datetime.now(start_time_dt.tzinfo)
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if start_time_dt < today or start_time_dt > (today + timedelta(days=7)):
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return False, "You can only book appointments within the next 7 days."
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# Ensure the booking is on a weekday and within 10 AM to 7 PM
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if start_time_dt.weekday() >= 5: # 0 = Monday, 6 = Sunday
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return False, "Appointments can only be booked Monday to Friday."
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if not (10 <= start_time_dt.hour < 19): # Ensure the time is between 10 AM to 7 PM
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return False, "Appointments can only be scheduled between 10 AM and 7 PM."
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return True, None
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import pytz
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@tool("check-event", args_schema=checkevent, return_direct=True)
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def check_slots(date):
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"""
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This function is to check available slot for a given date, excluding times when events are booked.
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It only returns valid slots that fall on weekdays (Mon-Fri) between 10 AM to 7 PM.
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Args:
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date (str): The date for which to check availability (e.g., '2024-09-17').
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Returns:
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str: Formatted string of available 1-hour slots or a message if no slots are available.
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"""
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# Define the start and end time for the day
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start_time = f"{date}T10:00:00+05:30" # Start at 10 AM
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end_time = f"{date}T19:00:00+05:30" # End at 7 PM
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service = get_service()
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# Check if the date is valid (weekday, and within 10 AM to 7 PM)
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valid, message = is_valid_booking_time(start_time)
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if not valid:
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return message
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# Query for events between start and end time
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events_result = service.events().list(
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calendarId='primary',
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timeMin=start_time,
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timeMax=end_time,
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singleEvents=True,
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orderBy='startTime'
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).execute()
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events = events_result.get('items', [])
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# Define the working hours (10 AM to 7 PM)
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work_start = datetime.fromisoformat(f"{date}T10:00:00+05:30")
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work_end = datetime.fromisoformat(f"{date}T19:00:00+05:30")
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available_slots = []
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# Add all the slots starting from work_start until work_end
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current_time = work_start
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for event in events:
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event_start = datetime.fromisoformat(event['start']['dateTime'])
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event_end = datetime.fromisoformat(event['end']['dateTime'])
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# Find all available 1-hour slots between current_time and the event start
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while current_time + timedelta(hours=1) <= event_start:
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slot_start = current_time
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slot_end = current_time + timedelta(hours=1)
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# Ensure the slot is a valid booking time
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valid, message = is_valid_booking_time(slot_start.isoformat())
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if valid:
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available_slots.append((slot_start, slot_end))
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current_time += timedelta(hours=1)
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# Move current_time to the end of the event
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current_time = max(current_time, event_end)
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# Add slots from the last event to the end of the working day
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while current_time + timedelta(hours=1) <= work_end:
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slot_start = current_time
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slot_end = current_time + timedelta(hours=1)
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# Ensure the slot is a valid booking time
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valid, message = is_valid_booking_time(slot_start.isoformat())
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if valid:
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available_slots.append((slot_start, slot_end))
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current_time += timedelta(hours=1)
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# Return available slots in a properly formatted string
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if available_slots:
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formatted_output = f"📅 **Available Slots for {date}:\n**\n\n"
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for slot in available_slots:
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start_time = slot[0].strftime('%I:%M %p')
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end_time = slot[1].strftime('%I:%M %p')
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formatted_output += f"\n🕒 {start_time} - {end_time}\n"
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formatted_output += "\n✨ Each slot is for a 1-hour appointment."
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formatted_output += "\n\n💡 To book an appointment, please specify your preferred time slot."
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return formatted_output
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else:
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return "😔 I'm sorry, but there are no available slots for the requested date. Would you like to check another date?"
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def check_slot_availability(start_time, end_time):
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# Define the Asia/Kolkata timezone
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kolkata_tz = pytz.timezone('Asia/Kolkata')
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# Parse and localize the start_time and end_time into Asia/Kolkata timezone
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start_time_dt = datetime.strptime(start_time, "%Y-%m-%dT%H:%M:%S%z")
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end_time_dt = datetime.strptime(end_time, "%Y-%m-%dT%H:%M:%S%z")
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# Ensure the times are correctly converted to ISO format without adding "Z"
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time_min = start_time_dt.isoformat() # Already includes the timezone info
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time_max = end_time_dt.isoformat() # Already includes the timezone info
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service=get_service()
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# Fetch events within the given time range in Asia/Kolkata timezone
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events_result = service.events().list(
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calendarId="primary",
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timeMin=time_min,
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timeMax=time_max,
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singleEvents=True,
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orderBy="startTime"
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).execute()
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events = events_result.get("items", [])
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return len(events) == 0 # Returns True if the slot is free
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def find_event_by_time(start_time):
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"""
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Finds an event by its start time in the user's Google Calendar.
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Args:
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start_time (str): The start time of the event in ISO format (e.g., '2024-09-17T14:30:00+05:30').
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Returns:
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dict or None: The event details if found, otherwise None.
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"""
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try:
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print(f"Searching for event starting at {start_time}")
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service=get_service()
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# Calculate the end time (assuming 1-hour event window)
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start_time_dt = datetime.fromisoformat(start_time)
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end_time_dt = start_time_dt + timedelta(hours=1)
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end_time = end_time_dt.isoformat()
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# Query Google Calendar API for events in this time window
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events_result = service.events().list(
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calendarId="primary",
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timeMin=start_time,
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timeMax=end_time,
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singleEvents=True,
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orderBy="startTime",
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).execute()
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events = events_result.get("items", [])
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print(f"Events found: {events}")
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# Return the first event that matches the time exactly
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for event in events:
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event_start = event['start'].get('dateTime')
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if event_start == start_time:
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print(f"Matching event found: {event['summary']} at {event_start}")
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return event
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print(f"No event found starting at {start_time}")
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return None
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except HttpError as error:
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print(f"An error occurred: {error}")
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return None
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except Exception as e:
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print(f"Unexpected error: {e}")
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return None
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@tool("list_event", args_schema=listevent, return_direct=True)
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def list_upcoming_events(target_date):
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"""
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Lists the upcoming events on the user's calendar for a specific date.
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Args:
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target_date (str): The date to filter events on, in 'YYYY-MM-DD' format.
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Returns:
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string: Summary of the events
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"""
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service=get_service()
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# Parse the target date to create timeMin and timeMax bounds
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# Convert the target date string to a datetime object
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target_date_obj = datetime.strptime(target_date, "%Y-%m-%d")
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# Set timeMin to the beginning of the day and timeMax to the end of the day
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time_min = target_date_obj.isoformat() + "Z" # Beginning of the day in UTC
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time_max = (target_date_obj + timedelta(days=1)).isoformat() + "Z" # End of the day in UTC
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print(f"Getting events for {target_date}")
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try:
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events_result = (
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service.events()
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.list(
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calendarId="primary",
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timeMin=time_min,
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timeMax=time_max,
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singleEvents=True,
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orderBy="startTime",
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)
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.execute()
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)
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events = events_result.get("items", [])
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if not events:
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print(f"No events found for {target_date}.")
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else:
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for event in events:
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start = event["start"].get("dateTime", event["start"].get("date"))
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result=start, event["summary"]
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return result
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except HttpError as error:
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print(f"An error occurred: {error}")
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@tool("book-slot-tool", args_schema=bookSlot, return_direct=True)
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def book_slot(start_time, end_time, summary):
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"""
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This functions is to boos a appointment/slot for user by creating an event on the calendar.
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Args:
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start_time (str): The start time of the slot (e.g., '2024-09-16T14:00:00+05:30').
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end_time (str): The end time of the slot (e.g., '2024-09-16T15:00:00+05:30').
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summary (str): Summary or title of the event.
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Returns:
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str: Confirmation message if the event is created or an error message if booking fails.
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"""
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service = get_service()
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is_valid, error_message = is_valid_booking_time(start_time)
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if not is_valid:
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# Return the error message with proper formatting
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formatted_output = "❌ **Invalid Booking Time**\n\n"
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formatted_output += f"{error_message}\n"
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formatted_output += "\nAppointments can only be scheduled:\n"
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formatted_output += "📅 Monday to Friday\n"
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formatted_output += "🕒 Between 10 AM and 7 PM\n"
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formatted_output += "📆 Within the next 7 days\n"
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return formatted_output
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if not check_slot_availability(start_time, end_time):
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formatted_output = "❌ **Slot Unavailable**\n\n"
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formatted_output += "\nThe requested slot is not available.\n"
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formatted_output += "\nPlease choose another time."
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return formatted_output
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# Create the event object
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event = {
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'summary': summary,
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'start': {
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'dateTime': start_time, # ISO 8601 format
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'timeZone': 'Asia/Kolkata', # Use appropriate timezone
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},
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'end': {
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'dateTime': end_time,
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'timeZone': 'Asia/Kolkata',
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},
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}
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try:
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# Insert the event into the primary calendar
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event_result = service.events().insert(calendarId='primary', body=event).execute()
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formatted_output = "✅ **Event Created Successfully!**\n\n"
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formatted_output += f"\n📌 **Summary:** {summary}\n"
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formatted_output += f"\n🕒 **Start Time:** {start_time}\n"
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formatted_output += f"\n🕒 **End Time:** {end_time}\n\n"
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formatted_output += "\n📅 The event has been added to your primary calendar."
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return formatted_output
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except HttpError as error:
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return f"❌ **An error occurred:** {error}\n\nPlease try again or contact support if the issue persists."
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@tool("delete-slot-tool", args_schema=deleteSlot, return_direct=True)
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def delete_event(start_time):
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"""
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Deletes an event by start time on the user's calendar.
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Args:
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start_time (str): The start time of the event (e.g., '2024-09-20T15:30:00+05:30').
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Returns:
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str: Confirmation message if the event is deleted.
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"""
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service = get_service()
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event = find_event_by_time(start_time)
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if event:
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try:
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service.events().delete(calendarId='primary', eventId=event['id']).execute()
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formatted_output = "\n🗑️ **Event Deleted Successfully!**\n\n"
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formatted_output += f"\n📌 **Summary:** {event['summary']}\n"
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formatted_output += f"\n🕒 **Start Time:** {event['start']['dateTime']}\n\n"
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formatted_output += "\nThe event has been removed from your primary calendar."
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return formatted_output
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except HttpError as error:
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return f"❌ **An error occurred:** {error}\n\nPlease try again or contact support if the issue persists."
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else:
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formatted_output = "❓ **No Event Found**\n\n"
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formatted_output += f"🕒 **\nRequested Start Time:** {start_time}\n\n"
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380 |
-
formatted_output += "\nNo event was found for the specified time. Please check the time and try again."
|
381 |
-
return formatted_output
|
382 |
-
|
383 |
-
|
384 |
-
@tool("reschedule-event-tool", args_schema=reschedule_event, return_direct=True)
|
385 |
-
def reschedule_event(start_time, new_start_time, new_end_time):
|
386 |
-
"""
|
387 |
-
Reschedules an existing event by providing new start and end times.
|
388 |
-
|
389 |
-
Args:
|
390 |
-
start_time (str): The start time of the existing event (e.g., '2024-09-18T14:00:00+05:30').
|
391 |
-
new_start_time (str): The new start time of the event (e.g., '2024-09-18T12:00:00+05:30').
|
392 |
-
new_end_time (str): The new end time of the event (e.g., '2024-09-18T14:00:00+05:30').
|
393 |
-
|
394 |
-
Returns:
|
395 |
-
str: Confirmation message if the event is rescheduled or an error message if rescheduling fails.
|
396 |
-
"""
|
397 |
-
service = get_service()
|
398 |
-
if not is_valid_booking_time(start_time):
|
399 |
-
formatted_output = "❌ **Invalid Booking Time**\n\n"
|
400 |
-
formatted_output += "\nAppointments can only be scheduled:\n"
|
401 |
-
formatted_output += "\n📅 Monday to Friday\n"
|
402 |
-
formatted_output += "\n🕒 Between 10 AM and 7 PM\n"
|
403 |
-
formatted_output += "\n📆 Within the next 7 days\n"
|
404 |
-
return formatted_output
|
405 |
-
|
406 |
-
if not check_slot_availability(new_start_time, new_end_time):
|
407 |
-
formatted_output = "❌ **Slot Unavailable**\n\n"
|
408 |
-
formatted_output += "\nThe requested slot is not available.\n"
|
409 |
-
formatted_output += "\nPlease choose another time."
|
410 |
-
return formatted_output
|
411 |
-
|
412 |
-
try:
|
413 |
-
event = find_event_by_time(start_time)
|
414 |
-
|
415 |
-
if not event:
|
416 |
-
formatted_output = "❓ **No Event Found**\n\n"
|
417 |
-
formatted_output += f"\n🕒 **Requested Start Time:** {start_time}\n\n"
|
418 |
-
formatted_output += "\nNo event was found for the specified time. Please check the time and try again."
|
419 |
-
return formatted_output
|
420 |
-
|
421 |
-
event['start']['dateTime'] = new_start_time
|
422 |
-
event['end']['dateTime'] = new_end_time
|
423 |
-
|
424 |
-
updated_event = service.events().update(calendarId='primary', eventId=event['id'], body=event).execute()
|
425 |
-
|
426 |
-
formatted_output = "✅ **Event Rescheduled Successfully!**\n\n"
|
427 |
-
formatted_output += f"\n🔄 **Original Start Time:** {start_time}\n"
|
428 |
-
formatted_output += f"\n🆕 **New Start Time:** {new_start_time}\n"
|
429 |
-
formatted_output += f"\n🆕 **New End Time:** {new_end_time}\n\n"
|
430 |
-
formatted_output += "\nYour appointment has been updated in the calendar."
|
431 |
-
return formatted_output
|
432 |
-
|
433 |
-
except HttpError as error:
|
434 |
-
return f"❌ **An error occurred:** {error}\n\nPlease try again or contact support if the issue persists."
|
435 |
-
|
436 |
-
|
437 |
-
@tool("suggest-doctors-tool", return_direct=True)
|
438 |
-
def suggest_specialization(symptoms):
|
439 |
-
"""This function understands user's symptoms and suggests specialization and doctor details.
|
440 |
-
Args:
|
441 |
-
symptoms (string): symptoms of patients/user
|
442 |
-
Returns:
|
443 |
-
string: Formatted string with specialization and doctor details
|
444 |
-
"""
|
445 |
-
prompt_template = """
|
446 |
-
You are a highly knowledgeable Healthcare AI specialized in directing patients to the appropriate medical professionals.
|
447 |
-
Greet the user politely. Based on the symptoms provided below, suggest the most suitable doctor's specialization for the patient to visit.
|
448 |
-
Respond with only the name of the specialization in one word, without any additional explanations.
|
449 |
-
|
450 |
-
Here are a few examples for reference:
|
451 |
-
- Symptoms: skin rash, itching, dryness → Answer: "Dermatologist"
|
452 |
-
- Symptoms: chest pain, shortness of breath → Answer: "Cardiologist"
|
453 |
-
- Symptoms: joint pain, stiffness, swelling → Answer: "Rheumatologist"
|
454 |
-
- Symptoms: persistent cough, fever, sore throat → Answer: "Pulmonologist"
|
455 |
-
- Symptoms: frequent headaches, dizziness, vision problems → Answer: "Neurologist"
|
456 |
-
|
457 |
-
Now, based on the symptoms below, provide the specialization in one word.
|
458 |
-
Symptoms: {symptoms}
|
459 |
-
"""
|
460 |
-
prompt = PromptTemplate(input_variables=["symptoms"], template=prompt_template)
|
461 |
-
chain = LLMChain(llm=llm, prompt=prompt)
|
462 |
-
|
463 |
-
try:
|
464 |
-
result = chain.run(symptoms=symptoms)
|
465 |
-
specialization = result.split('\n')[-1].strip().lower()
|
466 |
-
|
467 |
-
# Check if we have a match for the specialization in our doctor data
|
468 |
-
relevant_doctors = doctor_df[doctor_df['Specialization'].str.contains(specialization, case=False, na=False)]
|
469 |
-
|
470 |
-
if relevant_doctors.empty:
|
471 |
-
# If no match, fallback to suggesting a General Practitioner
|
472 |
-
return ("Based on your symptoms, I recommend consulting a General Practitioner. "
|
473 |
-
"Unfortunately, no specific doctors matching your symptoms were found in our database.")
|
474 |
-
|
475 |
-
# If doctors are found, format the details
|
476 |
-
formatted_output = f"Based on your symptoms, I recommend consulting an {specialization.capitalize()}.\n\n"
|
477 |
-
formatted_output += "Here are the details of a suitable doctor:\n\n"
|
478 |
-
|
479 |
-
doctor = relevant_doctors.iloc[0] # Get the first matching doctor
|
480 |
-
formatted_output += f"👨⚕️ **Doctor**: {doctor['Doctor Name']}\n"
|
481 |
-
formatted_output += f"\n🏥 **Specialization**: {doctor['Specialization']}\n"
|
482 |
-
formatted_output += f"\n📞 **Contact**: {doctor['Contact Number']}\n"
|
483 |
-
formatted_output += f"\n🏢 **Address**: {doctor['Address']}\n"
|
484 |
-
|
485 |
-
return formatted_output
|
486 |
-
|
487 |
-
except Exception as e:
|
488 |
-
# Fallback if an error occurs
|
489 |
-
return "I apologize, but I encountered an issue while processing your request. Please try describing your symptoms again, or consider consulting a General Practitioner for a comprehensive evaluation."
|
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