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Receive the downloaded information to S3 and make an EMR cluster that contains hive assistance. Build an exterior desk in Hive, accomplish knowledge cleaning and transformation functions, and retail outlet the info in a target desk. Lastly, this details will probably be used to generate KPIs and visualize them making use of Tableau.
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The strategies stated On this use circumstance tend to be the utilization of Kryo serialization and Spark optimization approaches. An External desk will be established on Hive/Presto, and at last for visualizing the info we are going to use AWS Quicksight.
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The actual-time information might be processed employing Spark structured streaming API and analyzed using Spark MLib to obtain the sentiment of each tweet. MongoDB shops the processed and aggregated benefits. These benefits are then visualized in interactive dashboards applying Python's Plotly and Dash libraries.
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