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Time to get to the good stuff—diving into some practical **Apache Spark** examples and seeing how they're used in the real world. Let’s look at a basic word count example, a classic in the world of big data. This example demonstrates how to read a text file, count the occurrences of each word, and display the results. First, you'll need a text file. Let's assume you have a file named `sample.txt`. Now, here's how you'd do it using Spark (in Scala, but the principles apply to Python and other supported languages as well):
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