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Okay, now let's dive into some core concepts that are super important for understanding how Spark works. Think of these as the building blocks of Spark applications. First up, we have the **Resilient Distributed Dataset (RDD)**. An RDD is the fundamental data structure in Spark. It's an immutable, distributed collection of data. Immutable means that once an RDD is created, you can't change it directly; you can only create new RDDs by transforming existing ones. Distributed means that the data in an RDD is spread across multiple machines in a cluster, enabling parallel processing. The concept of resilience means that if a partition of an RDD is lost due to a machine failure, Spark can automatically recreate it from the original data or by recomputing it from the operations performed on the source data. RDDs support two types of operations: transformations and actions. Transformations create a new RDD from an existing one, like filtering data or mapping a function to each element. Actions, on the other hand, compute a result based on an RDD, such as counting the number of elements or writing data to a file.
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