Converting Spark RDD to DataFrame can be done by using
**toDF() has another signature which takes arguments for custom column names as shown below.
val rdd = sc.parallelize(Seq
val df=sc.parallelize(1 to 100)
import org.apache.spark.sql.types.{DoubleType, StringType, StructField, StructType}
val rowsRdd: RDD[Row] = sc.parallelize(Seq(
- toDF()
- createDataFrame()
**toDF() has another signature which takes arguments for custom column names as shown below.
val rdd = sc.parallelize(Seq
(("first", Array(2.0, 1.0, 2.1, 5.4)),
("test",
Array(1.5, 0.5, 0.9,3.7)),
("choose", Array(8.0, 2.9, 9.1, 2.5))))
val rdd1 = rdd.toDF("id","value")
rdd1.show
val rdd1 = rdd.toDF("id","value")
rdd1.show
val df=sc.parallelize(1 to 100)
.map(a=>(s"user$a",a*.123,a))
.toDF("name","score","user_id")
df.show
![](data:image/png;base64,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)
By default, the datatype of these columns infers to the type of data. We can change this behavior by supplying schema – where we can specify a column name, data type and nullable for each field/column.In this example, the number column is not nullable and the word column is nullable.
val rdd = sc.parallelize(Seq(("first", Array(2.0, 1.0, 2.1, 5.4)),
df.show
By default, the datatype of these columns infers to the type of data. We can change this behavior by supplying schema – where we can specify a column name, data type and nullable for each field/column.In this example, the number column is not nullable and the word column is nullable.
val rdd = sc.parallelize(Seq(("first", Array(2.0, 1.0, 2.1, 5.4)),
("test", Array(1.5, 0.5, 0.9,3.7)),
("choose", Array(8.0, 2.9, 9.1, 2.5))))
val rdd1 = rdd.toDF("id","value")
rdd1.printSchema
createDataFrame():Using createDataFrame() from SparkSession is another way to create and it takes rdd object as an argument. and chain with toDF() to specify names to the columns.Creates a DataFrame from an RDD containing Rows using the given schema.
val rdd1 = rdd.toDF("id","value")
rdd1.printSchema
createDataFrame():Using createDataFrame() from SparkSession is another way to create and it takes rdd object as an argument. and chain with toDF() to specify names to the columns.Creates a DataFrame from an RDD containing Rows using the given schema.
import org.apache.spark.sql.types.{DoubleType, StringType, StructField, StructType}
val rowsRdd: RDD[Row] = sc.parallelize(Seq(
Row("first", 2.0, 7.0),
Row("second", 3.5, 2.5),
Row("third", 7.0, 5.9)))
val schema = new StructType()
.add(StructField("id", StringType, true))
.add(StructField("val1", DoubleType, true))
.add(StructField("val2", DoubleType, true))
val df = spark.createDataFrame(rowsRdd, schema)
df.show()
![](data:image/png;base64,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)
df.printSchema
val schema = new StructType()
.add(StructField("id", StringType, true))
.add(StructField("val1", DoubleType, true))
.add(StructField("val2", DoubleType, true))
val df = spark.createDataFrame(rowsRdd, schema)
df.show()
df.printSchema
Example
import org.apache.spark.sql._
import org.apache.spark.sql.types._
val appName = "Scala Example - List to Spark Data Frame"
val master = "local"
/*Create Spark session with Hive supported.*/
val spark = SparkSession.builder.appName(appName).master(master).getOrCreate()
/* List */
val data = List(Row("Category A", 100, "This is category A"),
Row("Category B", 120, "This is category B"),
Row("Category C", 150, "This is category C"))
val schema = StructType(List(
StructField("Category", StringType, true),
StructField("Count", IntegerType, true),
StructField("Description", StringType, true)))
/* Convert list to RDD */
val rdd = spark.sparkContext.parallelize(data)
/* Create data frame */
val df = spark.createDataFrame(rdd, schema)
print(df.schema)
df.show()
import org.apache.spark.sql._
import org.apache.spark.sql.types._
val appName = "Scala Example - List to Spark Data Frame"
val master = "local"
/*Create Spark session with Hive supported.*/
val spark = SparkSession.builder.appName(appName).master(master).getOrCreate()
/* List */
val data = List(Row("Category A", 100, "This is category A"),
Row("Category B", 120, "This is category B"),
Row("Category C", 150, "This is category C"))
val schema = StructType(List(
StructField("Category", StringType, true),
StructField("Count", IntegerType, true),
StructField("Description", StringType, true)))
/* Convert list to RDD */
val rdd = spark.sparkContext.parallelize(data)
/* Create data frame */
val df = spark.createDataFrame(rdd, schema)
print(df.schema)
df.show()
No comments:
Post a Comment