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// see http://www.meetup.com/Spark-Barcelona/events/220256138/ | |
lazy val file1 = sc.textFile("smalldataset/pa*000000") | |
lazy val file123 = sc.textFile("smalldataset/pa*") | |
lazy val countries = sc.textFile("smalldataset/coun*") | |
val ex1 = file1.map(_.split("\\s")).map(pieces => pieces(0).split("\\.")(0)).distinct().count() | |
val ex2Filtered = file123.filter(line => line.startsWith("en") && line.contains(" Kayak ")) | |
val ex2tupled = ex2Filtered.map(_.split("\\s")).map { pieces => (pieces(0).split("\\.")(0), pieces(2).toInt) } | |
val ex2 = ex2tupled.reduceByKey(_ + _).collect().mkString(",") | |
// 'countries' file has human readable names while wikimedia links have | |
// canonicalized names (replacing ' ' with '_' for URL safety I presume). | |
// Parse and canonicalize the countries. | |
val countryName = countries.map { line => (line.split("\\s")(0).replaceAll(" ", "_"), 1) } | |
// only contry names in english are interesting (hack ;-) ) | |
val countryVisits = file123.filter { line => line.startsWith("en") }.map { line => line.split("\\s") }.map { xs => (xs(1), xs(2).toInt) } | |
val preCountries = countryName.join(countryVisits) | |
val ex3 = preCountries.map { case (k, v) => (k, v._2) }.reduceByKey(_ + _).sortBy(_._2, ascending = false).take(10).mkString(",") | |
println(ex1) // 328 | |
println(ex2) // (en,35) | |
println(ex3) // (Indonesia,1423),(Canada,1154),(India,1084),(Australia,1074),(China,1024),(Germany,924),(Japan,893),(Singapore,883),(Israel,882),(Cuba,859) |
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