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learningnote_spark's Introduction

LearningNote Spark

Learning Apache Spark and Streaming Analysis recently.

Spark

Reference: https://github.com/mahmoudparsian/pyspark-tutorial
Introduction: https://github.com/mahmoudparsian/pyspark-tutorial/blob/master/tutorial/combine-by-key/distributed_computing_with_spark_by_Javier_Santos_Paniego.pdf

  • Dna Sequence: DNA base counting
  • Word Count: classic word count
  • Bigrams: find frequency of bigrams
  • Join: join of two relations R(K, V1), S(K, V2)
  • Map: basic mapping of RDD elements
  • Sum: how to add all RDD elements together
  • Multiply: how to multiply all RDD elements together
  • Sort: Find average by using combineByKey()
  • Filter: how to filter RDD elements
  • Average: how to find average
  • Cartesian Product: rdd1.cartesian(rdd2)
  • Sort By Key: sort by key ascending/ descending
  • Add Indices: how to add indices
  • Map Partitions: mapPartitions() by examples

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