za.co.absa.spline.sample.batchWithDependencies.MareksJob.scala Maven / Gradle / Ivy

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/*
 * Copyright 2017 Barclays Africa Group Limited
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

package za.co.absa.spline.sample.batchWithDependencies

import za.co.absa.spline.sample.SparkApp

import scala.language.postfixOps

object MareksJob extends SparkApp("Marek's Job", conf = Seq("spark.sql.shuffle.partitions" -> "4")) {

  // Initializing library to hook up to Apache Spark
  import za.co.absa.spline.core.SparkLineageInitializer._

  spark.enableLineageTracking()

  // A business logic of a spark job ...
  val input = spark.read.option("header", "true").csv("data/input/batchWithDependencies/devIndicators.csv")

  val cleaned = input.select(
    $"Country Name" as "country_name",
    $"Country Code" as "country_code",
    $"Series Name" as "metric",
    $"2011 [YR2011]" as "2011",
    $"2010 [YR2010]" as "2010"
  )

  val gdpPerCapita = cleaned.filter($"metric" === "GDP per capita (current US$)")

  val beerConsumtion = spark.read.parquet("data/results/batchWithDependencies/beerConsCtl")

  val result = beerConsumtion
    .join(gdpPerCapita, $"country_code" === $"Code", "inner")
    .select($"country_name", $"Year2011" as "beer_consumption", $"2011" as "gdp_per_capita")
    .sort($"beer_consumption" desc)

  result.write.mode("overwrite").parquet("data/results/batchWithDependencies/gdpPerCapitaUSD")
}