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Detección de anomalías financieras

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Identificar y marcar transacciones que se desvían de las bases históricas en informes mensuales.

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Please analyze the provided corporate monthly financial dataset, focusing on reviewing transaction records from the past twelve months to identify and flag any transactions where the amount, frequency, or payee significantly deviates from historical seasonal baselines, while excluding known seasonal fluctuations, and finally output a detailed list containing transaction IDs, deviation magnitudes, and potential risk levels for subsequent internal audit review.

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Por favor, analice el conjunto de datos financieros mensuales de la empresa proporcionado, centrándose en revisar los registros de transacciones de los últimos doce meses para identificar y marcar cualquier transacción cuyo monto, frecuencia o beneficiario se desvíe significativamente de las bases estacionales históricas, excluyendo las fluctuaciones estacionales conocidas, y finalmente genere una lista detallada que contenga los ID de transacción, la magnitud de las desviaciones y los niveles de riesgo potenciales para una verificación posterior por parte del equipo de auditoría interna.

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