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Discuss the advantages of using Pandas API on Spark for data processing in a scenario where you have a mixed environment of small and large datasets. Provide a detailed example and explain the benefits.
A
Pandas API on Spark allows for seamless integration with both small and large datasets, providing a consistent API for data processing.
B
Pandas API on Spark is only suitable for small datasets and does not provide any benefits for large datasets.
C
Pandas API on Spark is only suitable for large datasets and does not provide any benefits for small datasets.
D
Pandas API on Spark requires separate APIs for processing small and large datasets, leading to increased complexity.
