Hadoop-based Services for Windows Azure includes several samples you can use for learning and testing. In this video, Developer Brad Sarsfield demonstrates two different ways to upload data to Hadoop-Based Services for Windows Azure. After he uploads the data, he uses the WordCount sample (included) to run a MapReduce program on the uploaded data.
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