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What is the best way to perform geospatial analysis using Spark?

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I am working with a lot of geospatial data and big data sets that need analysis and interpretation. Can you point me to best practices on doing this.

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@David Kaiser notice that hive UDF/UDAF/UDTF are compatible with Spark SQL API, so hive ESRI library would be great with Spark SQL as well.