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Scala 输出CSV

Scala 输出CSV

作者: Reflection_ | 来源:发表于2018-03-04 05:01 被阅读0次
  1. spark RDD 去括号+输出为单个CSV
    rating 是 Dataframe,转为RDD
val avgs = rating.rdd
      .map( t=> (t(0),t(1)).toString().replaceAll("\\(","").replaceAll("\\)",""))
      .collect()

输出:

    printToFile(new File("Output/task1.csv")) {
      p => avgs.foreach(p.println) // 但是没有header
    }
  1. 直接对Dataframe 输出,会产生一个文件夹,下面有CSV 和 _SUCCESS
   //Create a folder
   val saveOptions = Map("header" -> "true", "path" -> "Output/Firstname_Li_task1.csv")
   rating.coalesce(1)
     .write.mode(SaveMode.Overwrite).format("csv")
     .options(saveOptions)
     .save()

   rating.write.option("header", "true").csv("Output/Firstname_Li_task1.csv")

    rating.repartition(1)
      .write.mode(SaveMode.Overwrite).format("com.databricks.spark.csv")
      .option("header", "true")
      .save("Output/Firstname_Li_task2.csv")
   rating.toJavaRDD
  .coalesce(1)
  .saveAsTextFile("Firstname_Li_task1.csv") //Create a folder
  1. 输出单个CSV,且有header
import java.io._

    def printToFile(f: java.io.File)(op: java.io.PrintWriter => Unit)
    {
      val p = new java.io.PrintWriter(f);
      p.write("asin,")
      p.write("rating_avg\n")
      try { op(p) }
      finally { p.close() }
    }

    val avgs = rating.rdd
      .map( t=> (t(0),t(1)).toString().replaceAll("\\(","").replaceAll("\\)",""))
      .collect()

    printToFile(new File("Output/Firstname_Li_task1.csv")) {
      p => avgs.foreach(p.println) // avgs.foreach(p.println)
    }

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