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| mport org.apache.spark.sql.{DataFrame, SaveMode, functions} | |
| import org.apache.spark.sql.types.StructType | |
| object RDD extends SparkSessionWrapper { | |
| import spark.implicits._ | |
| val df1 = spark.read.format("csv").option("header", "true").load("/home/rudi/IdeaProjects/RDD/src/main/resources/data/taxi_zones.csv").createOrReplaceTempView("DICT") | |
| val df2 = spark.read.parquet("/home/rudi/IdeaProjects/RDD/src/main/resources/data/yellow_taxi_jan_25_2018").createOrReplaceTempView("TABL") | |
| spark.sql("""SELECT Borough, count(*) as count FROM (select * from TABL t, DICT d where t.PULocationID == d.LocationID) GROUP BY Borough""").write.mode(SaveMode.Overwrite).option("delimiter","\t").format("text").save("/home/rudi/IdeaProjects/RDD/src/main/resources/data/taxi_zones_res.txt") | |
| spark.read.format("text").load("/home/rudi/IdeaProjects/RDD/src/main/resources/data/taxi_zones_res.txt").show() | |
| } |
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| import org.apache.spark.sql.DataFrame | |
| import org.apache.spark.sql.types.StructType | |
| object RDD extends SparkSessionWrapper { | |
| import spark.implicits._ | |
| val df1: DataFrame = spark.read.format("csv").option("header", "true").load("/home/rudi/IdeaProjects/RDD/src/main/resources/data/taxi_zones.csv") | |
| val df3 = df1.withColumn("LocationID", df1("LocationID").cast("int")) | |
| val df2: DataFrame= spark.read.parquet("/home/rudi/IdeaProjects/RDD/src/main/resources/data/yellow_taxi_jan_25_2018") | |
| df2.join(df3,df2("PULocationID")===df3("LocationID"),"inner").toDF.groupBy("Borough").sum("RatecodeID").sort().write.parquet("/home/rudi/IdeaProjects/RDD/src/main/resources/data/taxi_zones1") | |
| spark.read.format("parquet").option("header", "true").load("/home/rudi/IdeaProjects/RDD/src/main/resources/data/taxi_zones1").show() | |
| } |