As we discussed earlier, that RDD is immutable so, we can not change anything to it. So we can create different RDD from the existing RDDs. This process of creating another dataset from the existing ones means transformation. As a result, transformation always produces new RDD. As they are immutable, no changes take place in it if once created. This property maintains the consistency over the cluster.
val rdd = sc.parallelize(List("animal", "human", "bird", "rat"))
val rdd1= rdd.map(x =>(x,x.size))
rdd1.collect.foreach(println)
![](data:image/png;base64,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)
val rdd = sc.parallelize(List("animal", "human", "bird", "rat"))
val rdd1= rdd.map(x =>(x,x.length))
rdd1.collect.foreach(println)
val lines = sc.textFile("data.txt")
val lineLengths = lines.map(s => s.length)
val totalLength = lineLengths.reduce((a, b) => a + b)
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)
From Existing RDD
val rdd1= rdd.map(x =>(x,x.size))
rdd1.collect.foreach(println)
val rdd = sc.parallelize(List("animal", "human", "bird", "rat"))
val rdd1= rdd.map(x =>(x,x.length))
rdd1.collect.foreach(println)
val lines = sc.textFile("data.txt")
val lineLengths = lines.map(s => s.length)
val totalLength = lineLengths.reduce((a, b) => a + b)
From Existing RDD
val rdd3 = rdd.map(row=>{(row._1,row._2+100)})
From existing DataFrames and DataSet
To convert DataSet or DataFrame to RDD just use rdd method on any of these data type.
val myRdd2 = spark.range(20).toDF().rdd
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