from extraction_preprocessing import preprocess_text
from kpi_extraction import extract_kpis

def process_text_for_kpis(text):
    """
    Realiza o pré-processamento do texto e extrai os KPIs utilizando a função extract_kpis.
    """
    clean_text = preprocess_text(text)
    return extract_kpis(clean_text)

if __name__ == "__main__":
    sample = "A receita da empresa cresceu 10% no último trimestre."
    result = process_text_for_kpis(sample)
    print("KPIs extraídos:", result)