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Irannas/Masked_Email_Classification

sourceHugging Faceupdated 1y agoView on Hugging Face
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core.py29 linesDownload Raw Back to root
1"""Core logic for email classification and PII masking pipeline."""
2
3from utils import mask_pii
4from models import predict_category
5
6
7def classify_email_pipeline(original_email: str):
8    """Process the input email by masking PII and classifying the email category.
9
10    Args:
11        original_email (str): The raw email text provided by the user.
12
13    Returns:
14        dict: A dictionary containing:
15            - input_email_body (str): The original email content.
16            - list_of_masked_entities (list): List of detected and masked PII entities.
17            - masked_email (str): The email content with PII masked.
18            - category_of_the_email (str): The predicted category of the email.
19    """
20    masked_email, entities = mask_pii(original_email)
21    category = predict_category(masked_email)
22
23    return {
24        "input_email_body": original_email,
25        "list_of_masked_entities": entities,
26        "masked_email": masked_email,
27        "category_of_the_email": category,
28    }
29