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Large Scale Geo-Spatial Data Analysis using SparkSQL

CSE 512 - Distributed and Parallel Database Systems

Project description

The project was aimed to setup a spark cluster with HDFS and run SparkSQL queries (geo-spatial) on the it.

  • Native spark cluster was used as cluster manager.
  • Hadoop Distributed File System (HDFS) was used as distributed storage system.
  • The setup was done using Amazon EC2 virtual machines as nodes.
  • Spatial queries such as range query, range join query, distance query, distance join query, hot zone analysis and hot cell analysis were executed.
    • Spatial queries were executed by implementing user defined functions such as ST_contains and ST_within in Scala.
    • ST_contains takes a point and a rectangle and returns a boolean indicating whether the point is inside the rectangle.
    • ST_within takes two points and a distance and returns a boolean indication whether the distance between the points is not more than the distance provided.

Technology used: Apache Spark, Hadoop Distributed File System (HDFS), Scala, sbt build tool, Amazon EC2

Team members

  1. Bhavani Balasubramanyam
  2. Jagdeesh Basavaraju
  3. Sahan Vishwas
  4. Suraj Somachand Kattige

geo-spatial-data-analysis-using-sparksql's People

Contributors

iamjagdeesh avatar

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