NULL value can be identified in multiple manner.Many people confuse it with BLANK or empty string however there is a
difference. NULL means unknown where BLANK is empty. Alright now let’s
see what all operations are available in Spark Dataframe which can help
us in handling NULL values.
Create DataFrame
import org.apache.spark.sql.types._
val schema = new StructType()
.add("empno", IntegerType)
.add("ename", StringType)
.add("job", StringType)
.add("mgr", IntegerType)
.add("hiredate",StringType)
.add("sal", IntegerType)
.add("comm", IntegerType)
.add("deptno",IntegerType)
val data = Seq(
Row(7369, "SMITH", "CLERK", 7902, "17-Dec-80", 800, 20, 10),
Row(7499, "ALLEN", "SALESMAN", 7698, "20-Feb-81", 1600, 300, 30),
Row(7521, "WARD", "SALESMAN", 7698, "22-Feb-81", 1250, 500, null),
Row(7566, "JONES", "MANAGER", null, "2-Apr-81", 2975, 0, 20),
Row(null,null,null,null,null,null,null,null),
Row(7654, "MARTIN", "SALESMAN", 7698, "28-Sep-81", 1250, 1400, null),
Row(7698, "BLAKE", "MANAGER", 7839, "1-May-81", 2850, 0, 30),
Row(7782, "CLARK", "MANAGER", 7839, "9-Jun-81", 2450, 0, 10),
Row(7788, "SCOTT", "ANALYST", 7566, "19-Apr-87", 3000, 0, 20),
Row(7839, "KING", "PRESIDENT", 0, "17-Nov-81", 5000, 0, 10),
Row(7844, "TURNER", "SALESMAN", 7698, "8-Sep-81", 1500, 0, 20),
Row(7876, "ADAMS", "CLERK", 7788, "23-May-87", 1100, 0, 20))
var empDF=spark.createDataFrame(spark.sparkContext.parallelize(data), schema)
empDF.show
val schema = new StructType()
.add("empno", IntegerType)
.add("ename", StringType)
.add("job", StringType)
.add("mgr", IntegerType)
.add("hiredate",StringType)
.add("sal", IntegerType)
.add("comm", IntegerType)
.add("deptno",IntegerType)
val data = Seq(
Row(7369, "SMITH", "CLERK", 7902, "17-Dec-80", 800, 20, 10),
Row(7499, "ALLEN", "SALESMAN", 7698, "20-Feb-81", 1600, 300, 30),
Row(7521, "WARD", "SALESMAN", 7698, "22-Feb-81", 1250, 500, null),
Row(7566, "JONES", "MANAGER", null, "2-Apr-81", 2975, 0, 20),
Row(null,null,null,null,null,null,null,null),
Row(7654, "MARTIN", "SALESMAN", 7698, "28-Sep-81", 1250, 1400, null),
Row(7698, "BLAKE", "MANAGER", 7839, "1-May-81", 2850, 0, 30),
Row(7782, "CLARK", "MANAGER", 7839, "9-Jun-81", 2450, 0, 10),
Row(7788, "SCOTT", "ANALYST", 7566, "19-Apr-87", 3000, 0, 20),
Row(7839, "KING", "PRESIDENT", 0, "17-Nov-81", 5000, 0, 10),
Row(7844, "TURNER", "SALESMAN", 7698, "8-Sep-81", 1500, 0, 20),
Row(7876, "ADAMS", "CLERK", 7788, "23-May-87", 1100, 0, 20))
var empDF=spark.createDataFrame(spark.sparkContext.parallelize(data), schema)
empDF.show
Find the records which Department No is NULL
Drop rows which any columns as NULL.
empDF.na.drop("any").show()
Drop rows which has all columns as NULL.
empDF.na.drop("all").show()
Drop rows if it does not have "n" number of columns as NOT NULL.
empDF.na.drop(5).show()
empDF.na.drop(6).show()
Drop rows when all the specified column has NULL in it. Default value is
any so “all” must be explicitly mention in DROP method with column
list.
empDF.na.drop("all",Array("comm","deptno")).show()
Drop rows which has any value as NULL for specific column
empDF.na.drop(Array("comm")).show()
empDF.na.drop(Array("comm","deptno")).show()
Fill all the “numeric” columns with default value if NULL
empDF.na.fill(-1).show()
Replace value in specific column with default value. If default value is not of datatype of column then it is ignored.
Fill values for multiple columns with default values for each specific column.
empDF.na.fill(-1,Array("deptno")).show()
Fill all the “string” columns with default value if NULL
empDF.na.fill(Map("deptno" -> -1, "hiredate" -> "2999-12-31")).show()
![](data:image/png;base64,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)
Spark dataframe filter both nulls and spaces
val myDF = Seq((1, "abc"),(2,null),(3,null),(4, ""),(5,"def")).toDF("col1", "col2")
myDF.filter(($"col2" =!= "") && ($"col2".isNotNull)).show
col1 col2
1 abc
2 null
3 null
4
5 def
myDF.filter(($"col2" =!= "") && ($"col2".isNotNull)).show
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