Create DataFrame
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)
val df2 = empDF.withColumn("sal",col("sal").cast("Decimal"))
.withColumn("hiredate",col("hiredate").cast("Date"))
val empDF = spark.createDataFrame(Seq(
(7369, "SMITH", "CLERK", 7902, "17-Dec-80", 800, 20, 10),
(7499, "ALLEN", "SALESMAN", 7698, "20-Feb-81", 1600, 300, 30),
(7521, "WARD", "SALESMAN", 7698, "22-Feb-81", 1250, 500, 30),
(7566, "JONES", "MANAGER", 7839, "2-Apr-81", 2975, 0, 20),
(7654, "MARTIN", "SALESMAN", 7698, "28-Sep-81", 1250, 1400, 30),
(7698, "BLAKE", "MANAGER", 7839, "1-May-81", 2850, 0, 30),
(7782, "CLARK", "MANAGER", 7839, "9-Jun-81", 2450, 0, 10),
(7788, "SCOTT", "ANALYST", 7566, "19-Apr-87", 3000, 0, 20),
(7839, "KING", "PRESIDENT", 0, "17-Nov-81", 5000, 0, 10),
(7844, "TURNER", "SALESMAN", 7698, "8-Sep-81", 1500, 0, 30),
(7876, "ADAMS", "CLERK", 7788, "23-May-87", 1100, 0, 20)
)).toDF("empno", "ename", "job", "mgr", "hiredate", "sal", "comm", "deptno")
(7369, "SMITH", "CLERK", 7902, "17-Dec-80", 800, 20, 10),
(7499, "ALLEN", "SALESMAN", 7698, "20-Feb-81", 1600, 300, 30),
(7521, "WARD", "SALESMAN", 7698, "22-Feb-81", 1250, 500, 30),
(7566, "JONES", "MANAGER", 7839, "2-Apr-81", 2975, 0, 20),
(7654, "MARTIN", "SALESMAN", 7698, "28-Sep-81", 1250, 1400, 30),
(7698, "BLAKE", "MANAGER", 7839, "1-May-81", 2850, 0, 30),
(7782, "CLARK", "MANAGER", 7839, "9-Jun-81", 2450, 0, 10),
(7788, "SCOTT", "ANALYST", 7566, "19-Apr-87", 3000, 0, 20),
(7839, "KING", "PRESIDENT", 0, "17-Nov-81", 5000, 0, 10),
(7844, "TURNER", "SALESMAN", 7698, "8-Sep-81", 1500, 0, 30),
(7876, "ADAMS", "CLERK", 7788, "23-May-87", 1100, 0, 20)
)).toDF("empno", "ename", "job", "mgr", "hiredate", "sal", "comm", "deptno")
empDF.show
To change the Spark DataFrame column type from one data type to another datatype can be done using.
import org.apache.spark.sql.functions.col- withColumn
- selectExpr
- cast function
- SQL expression.
Change Column type using withColumn
val df2 = empDF.withColumn("sal",col("sal").cast("Decimal"))
.withColumn("hiredate",col("hiredate").cast("Date"))
df2.printSchema()
Change Column type using selectExpr and cast
val df3 = df2.selectExpr
(
"empno",
"ename",
"cast(job as string) job",
"mgr","cast(hiredate as Date) hiredate",
"cast(sal as decimal) sal",
"comm",
"deptno"
)
df3.printSchema()
Change Column type using SQL Expression
empDF.createOrReplaceTempView("emp")
val df4 = spark.sql(
val df4 = spark.sql(
"""select
empno
,ename
,string(job)
,mgr
,string(hiredate)
,decimal(sal)
,comm
, deptno
from emp """)
df4.printSchema()
df4.show(false)
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