Spark withColumn() function is used to add new column, rename, change the value, convert the datatype of an existing DataFrame.
val df = simpleData.toDF("employee_name", "department", "salary")
df.withColumn("total_sal",col("salary") + 5000).show(5)
change the value of existing columns in DataFrame
Add 5000 to existing salary column
Values Before change
Values After change
df.withColumn("salary",col("salary") + 5000).show(5)
change the column datatype
df.withColumn("salary",col("salary").cast("Integer")).show(5)
![](data:image/png;base64,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)
rename column(withColumnRenamed)
Values Before change
![](data:image/png;base64,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)
Values After change
df.withColumnRenamed("employee_name","empName").printSchema
![](data:image/png;base64,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)
val
simpleData = Seq(("James", "Sales", 3000),("Michael", "Sales",
4600),("Robert", "Sales", 100),("Maria", "Finance", 3000),("James",
"Sales", 3000),("Scott", "Finance", 3300),("Jen", "Finance",
3900),("Jeff", "Marketing", 3000),("Kumar", "Marketing", 2000),("Saif",
"Sales", 4100))
val df = simpleData.toDF("employee_name", "department", "salary")
df.select("employee_name","department","salary").show
Add new columns to DataFrame
Add new column total_sal (adding 5000 in existing salary)Add new columns to DataFrame
df.withColumn("total_sal",col("salary") + 5000).show(5)
change the value of existing columns in DataFrame
Add 5000 to existing salary column
Values Before change
Values After change
df.withColumn("salary",col("salary") + 5000).show(5)
change the column datatype
df.withColumn("salary",col("salary").cast("Integer")).show(5)
rename column(withColumnRenamed)
Values Before change
Values After change
df.withColumnRenamed("employee_name","empName").printSchema
rename multiple columns (withColumnRenamed)
df.withColumnRenamed("employee_name","empName")
.withColumnRenamed("department","dept").printSchema
Explode columns (withColumnRenamed)
df.withColumn("b",explode($"b")).show
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