diff --git a/pom.xml b/pom.xml index d09c808..4fa280b 100644 --- a/pom.xml +++ b/pom.xml @@ -62,7 +62,11 @@ ${spark.version} compile - + + org.apache.spark + spark-mllib_2.11 + 2.3.0 + com.databricks spark-xml_2.11 @@ -73,7 +77,11 @@ spark-avro_2.12 ${spark.version} - + + org.apache.spark + spark-mllib_2.11 + 2.3.0 + diff --git a/src/main/resources/data.csv b/src/main/resources/data.csv new file mode 100644 index 0000000..56ecee7 --- /dev/null +++ b/src/main/resources/data.csv @@ -0,0 +1,47001 @@ +4.4,928 +0.685,935 +1.504,562 +4.322,149 +3.665,777 +3.54,179 +0.524,844 +3.752,328 +2.369,393 +4.134,815 +3.831,774 +1.49,697 +3.538,170 +3.161,233 +4.057,264 +0.806,267 +4.54,264 +4.397,253 +1.061,260 +1.899,851 +4.953,296 +4.089,773 +2.866,798 +0.875,814 +0.894,618 +1.42,671 +3.722,767 +1.236,935 +0.822,846 +4.414,890 +1.403,820 +0.982,273 +0.786,143 +4.695,595 +4.607,638 +1.295,130 +0.993,249 +0.232,177 +3.505,750 +2.954,306 +4.022,197 +3.709,191 +5.019,795 +2.629,449 +4.416,814 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org.apache.spark.{SparkConf, SparkContext} import org.apache.spark.sql.{SQLContext, SparkSession} +import org.apache.spark.sql.Row +import org.apache.spark.sql.functions.{lit, max, min} +import java.io.PrintWriter object SparkContextExample extends App{ val spark = SparkSession.builder() .master("local[1]") - .appName("SparkByExamples.com") + .appName("SparkByExajjmples.com") .getOrCreate(); - spark.sparkContext.setLogLevel("ERROR") - - - val sparkContext:SparkContext = spark.sparkContext - val sqlCon:SQLContext = spark.sqlContext - - val sqlContext = new org.apache.spark.sql.SQLContext(spark.sparkContext) - println("First SparkContext:") - println("APP Name :"+spark.sparkContext.appName); - println("Deploy Mode :"+spark.sparkContext.deployMode); - println("Master :"+spark.sparkContext.master); - - val sparkSession2 = SparkSession.builder() - .master("local[1]") - .appName("SparkByExample-test") - .getOrCreate(); - - println("Second SparkContext:") - println("APP Name :"+sparkSession2.sparkContext.appName); - println("Deploy Mode :"+sparkSession2.sparkContext.deployMode); - println("Master :"+sparkSession2.sparkContext.master); + val dfa = spark.read.csv("src/main/resources/data.csv").toDF("x","y") + dfa.na.drop().show() + val df=dfa.na.drop() + + //FINDING MIN MAX FOR EACH COLUMN SO WE CAN USE IT FOR Min-max normalization + //for x + val min_maxX = df.agg(min("x"), max("x")).head() + val col_minX = min_maxX.getString(0) + val col_maxX = min_maxX.getString(1) + println(col_maxX,col_minX) + //for y + val min_maxY = df.agg(min("y"), max("y")).head() + val col_minY = min_maxY.getString(0) + val col_maxY = min_maxY.getString(1) + println(col_maxY,col_minY) + val newFile= new PrintWriter("src/main/resources/newData.txt") + //Normalization-range 0-1 + for (row <- df.rdd.collect) + { + val x = row.mkString(",").split(",")(0) + val y = row.mkString(",").split(",")(1) + val newX= (x.toDouble-col_minX.toDouble)/(col_maxX.toDouble-col_minX.toDouble) //min max normalization type + val newY= (y.toDouble-col_minY.toDouble)/(col_maxY.toDouble-col_minY.toDouble) + newFile.println(newX.toString()+" "+newY.toString()) + + +} + newFile.close() } diff --git a/src/main/scala/com/sparkbyexamples/spark/SparkSessionTest.scala b/src/main/scala/com/sparkbyexamples/spark/SparkSessionTest.scala index e8ca23d..552d669 100644 --- a/src/main/scala/com/sparkbyexamples/spark/SparkSessionTest.scala +++ b/src/main/scala/com/sparkbyexamples/spark/SparkSessionTest.scala @@ -1,31 +1,49 @@ -package com.sparkbyexamples.spark -import org.apache.spark.sql.SparkSession +package org.apache.spark.examples.mllib -object SparkSessionTest { +import org.apache.spark.{SparkConf, SparkContext} +// $example on$ +import org.apache.spark.mllib.clustering.{KMeans} +import org.apache.spark.mllib.linalg.Vectors - def main(args:Array[String]): Unit ={ +object kmeansExample { + def main(args: Array[String]): Unit = { + val conf = new SparkConf() + .setMaster("local[2]") + .setAppName("KMeansExample") + val sc = new SparkContext(conf) - val spark = SparkSession.builder() - .master("local[1]") - .appName("SparkByExample") - .getOrCreate(); - - println("First SparkContext:") - println("APP Name :"+spark.sparkContext.appName); - println("Deploy Mode :"+spark.sparkContext.deployMode); - println("Master :"+spark.sparkContext.master); + // $example on$ + // Load and parse the data + val data = sc.textFile("src/main/resources/newData.txt") + val parsedData = data.map(s => Vectors.dense(s.split(' ').map(_.toDouble))).cache() - val sparkSession2 = SparkSession.builder() - .master("local[1]") - .appName("SparkByExample-test") - .getOrCreate(); - println("Second SparkContext:") - println("APP Name :"+sparkSession2.sparkContext.appName); - println("Deploy Mode :"+sparkSession2.sparkContext.deployMode); - println("Master :"+sparkSession2.sparkContext.master); + println("***********************************************************************************************") + println("***********************************************************************************************") + println("Hello, Spark! Just read the file!") + + println("***********************************************************************************************") + println("***********************************************************************************************") + + // Cluster the data into two classes using KMeans + val numClusters = 2 + val numIterations = 20 + val clusters = KMeans.train(parsedData, numClusters, numIterations) + + // Evaluate clustering by computing Within Set Sum of Squared Errors + val WSSSE = clusters.computeCost(parsedData) + println("Within Set Sum of Squared Errors = $" +WSSSE) + + // Save and load model + //clusters.save(sc, "KMeansModel") + //val sameModel = KMeansModel.load(sc, "KMeansModel") + // $example off$ + + println("***********************************************************************************************") + sc.stop() } } += \ No newline at end of file