import fsspec import boto3 import os import re fs = fsspec.filesystem( 's3', key=os.getenv("AWS_ACCESS_KEY"), secret=os.getenv("AWS_SECRET_KEY") ) s3_client = boto3.client( 's3', aws_access_key_id=os.getenv("AWS_ACCESS_KEY"), aws_secret_access_key=os.getenv("AWS_SECRET_KEY") ) def validate_email(email): pattern = r'^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}$' return re.match(pattern, email) is not None