Created
January 1, 2018 20:00
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A somewhat working attempt at some generic spark code
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trait TimeColumns { | |
val date: Date | |
val segment_time: Timestamp | |
val station_id: Integer | |
val start_time: Timestamp | |
val end_time: Timestamp | |
} | |
case class Viewership( | |
date: Date, segment_time: Timestamp, station_id: Integer, start_time: Timestamp, end_time: Timestamp, | |
viewership_property: String) with TimeColumns | |
case class Schedule( | |
program_id: Integer, | |
date: Date, segment_time: Timestamp, station_id: Integer, start_time: Timestamp, end_time: Timestamp) with TimeColumns | |
case class ViewershipWithSchedule( | |
date: Date, segment_time: Timestamp, station_id: Integer, start_time: Timestamp, end_time: Timestamp, | |
viewership_property: String, program_id: Integer) with TimeColumns | |
def matchViewershipWithSchedules[T <: TimeColumns, RESULT]( | |
viewership: Dataset[T], schedules: Dataset[Schedule])( | |
// You need this so that RESULT can be used as a type parameter | |
// inside the body of the function. A quirk of how Scala conforms | |
// to Java's type erasure rules | |
implicit ev: TypeTag[RESULT]): Dataset[RESULT] = { | |
import session.implicits._ | |
viewershipWithQHAndDate.toDF.as('viewership).join(schedules.toDF.as('schedules), | |
$"viewership.date" === $"schedules.date" | |
&& $"viewership.segment_time" === $"schedules.segment_time" | |
&& $"viewership.station_id" === $"schedules.station_id") | |
// filter on start and end time to avoid spurious matches | |
.filter( | |
$"schedules.start_time" < $"viewership.end_time") | |
&& $"schedules.end_time" > $"viewership.start_time") | |
) | |
// DANGER! if you pass in a ViewershipWithSchedule as the viewership, this will break | |
.selectExpr("viewership.*", "schedules.program_id").as[RESULT] | |
} |
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