如何在 Spark Scala 中进行年度比较

Question

I have dataframe which contains columns like month and Qty as you can see in below table.

| Month | Fruit | Qty |

| -------- | ------ | ------ |

| 2021-01 | orange | 5223 |

| 2021-02 | orange | 23 |

| ...... | ..... | ..... |

| 2022-01 | orange | 2342 |

| 2022-02 | orange | 37667 |

I need to do sum of the qty group by the fruit. my output DF will be below table

| Fruit | sum_of_qty_This_year | sum_of_qty_previous_year |

| -------- | --------------------- | -------------------------- |

| orange | 29384 | 345345 |

but there is a catch here, consider below table.

current year	jan	feb	mar	apr	may	jun	jul	aug	sep	oct	nov	dec
previous year	jan	feb		apr	may	jun	jul	aug		oct	nov	dec

as you can see the data for mar and sep is missing in previous year. so when we calculate sum of current year qty it should exclude the missing months.

Answer 1

import org.apache.spark.sql.SparkSession
import org.apache.spark.sql.functions.{col, sum}
import spark.implicits._

val df1 = Seq(
  ("2021-01", "orange", 5223),
  ("2021-02", "orange", 23),
  ("2022-01", "orange", 2342),
  ("2022-02", "orange", 37667),
  ("2022-03", "orange", 50000)
).toDF("Month", "Fruit", "Qty")

val currentYear = 2022
val priorYear = 2021
val currentYearDF = df1
  .filter(col("Month").substr(1, 4) === currentYear)
val priorYearDF = df1
  .filter(col("Month").substr(1, 4) === priorYear)
  .withColumnRenamed("Month", "MonthP")
  .withColumnRenamed("Fruit", "FruitP")
  .withColumnRenamed("Qty", "QtyP")

val resDF = priorYearDF
  .join(
    currentYearDF,
    priorYearDF
      .col("FruitP") === currentYearDF.col("Fruit") && priorYearDF
      .col("MonthP")
      .substr(6, 2) === currentYearDF.col("Month").substr(6, 2)
  )
  .select(
    currentYearDF.col("Fruit").as("Fruit"),
    currentYearDF.col("Qty").as("CurrentYearQty"),
    priorYearDF.col("QtyP").as("PriorYearQty")
  )
  .groupBy("Fruit")
  .agg(
    sum("CurrentYearQty").as("sum_of_qty_This_year"),
    sum("PriorYearQty").as("sum_of_qty_previous_year")
  )

resDF.show(false)
//    +------+--------------------+------------------------+
//    |Fruit |sum_of_qty_This_year|sum_of_qty_previous_year|
//    +------+--------------------+------------------------+
//    |orange|40009               |5246                    |
//    +------+--------------------+------------------------+