"""
Long text processor stub for testing.
"""

class LongTextProcessor:
    """Stub class for testing."""
    def __init__(self):
        pass

def segment_long_text(text):
    """Stub function for testing."""
    return [text]

def extract_pii_rich_segments(text):
    """Stub function for testing."""
    return [text]

def analyze_claim_notes(text):
    """Stub function for testing."""
    return {"text": text}