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 @@
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diff --git a/src/main/resources/newData.txt b/src/main/resources/newData.txt
new file mode 100644
index 0000000..0d66461
--- /dev/null
+++ b/src/main/resources/newData.txt
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diff --git a/src/main/scala/com/sparkbyexamples/spark/SparkContextExample.scala b/src/main/scala/com/sparkbyexamples/spark/SparkContextExample.scala
index 39c902c..118a45c 100644
--- a/src/main/scala/com/sparkbyexamples/spark/SparkContextExample.scala
+++ b/src/main/scala/com/sparkbyexamples/spark/SparkContextExample.scala
@@ -1,38 +1,52 @@
package com.sparkbyexamples.spark
+
+
+import java.util
+
import com.sparkbyexamples.spark.dataframe.functions.SortExample.spark
-import org.apache.spark.SparkContext
+import 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