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JDK 8 experiment where I recreate Excel pivot tables for collections of structured objects.
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@Test | |
public void testPivotTable() { | |
List<Row> rows = new ArrayList<>(); | |
rows.add(new Row("East", "Boy", "Tee", 10, 12.00)); | |
rows.add(new Row("East", "Boy", "Golf", 15, 20.00)); | |
rows.add(new Row("East", "Girl", "Tee", 8, 14.00)); | |
rows.add(new Row("East", "Girl", "Golf", 20, 24.00)); | |
rows.add(new Row("West", "Boy", "Tee", 5, 12.00)); | |
rows.add(new Row("West", "Boy", "Golf", 12, 20.00)); | |
rows.add(new Row("West", "Girl", "Tee", 15, 14.00)); | |
rows.add(new Row("West", "Girl", "Golf", 10, 24.00)); | |
// groupBy region and gender, summing total sales | |
Map<String, Map<String, Double>> pivot = pivot(rows, | |
(r) -> r.region, | |
(r) -> r.gender, | |
(rs) -> rs.stream().map((row) -> row.price * row.units).reduce(0.0, (a, b) -> a + b)); | |
System.out.println(pivot); | |
} | |
public static <K, V, W> Map<K, W> transformValues(Map<K, V> oldmap, Function<V, W> transform) { | |
return oldmap.entrySet().stream().collect(HashMap::new, | |
(map, entry) -> map.put(entry.getKey(), transform.apply(entry.getValue())), | |
Map::putAll); | |
} | |
public static <K1, K2, IN, OUT> Map<K1, Map<K2, OUT>> pivot(Collection<IN> rows, Function<IN, K1> left, Function<IN, K2> top, Function<Collection<IN>, OUT> aggregate) { | |
Map<K1, Collection<IN>> leftGroup = rows.stream().collect(groupingBy(left)); | |
Map<K1, Map<K2, Collection<IN>>> grid = transformValues(leftGroup, (rs) -> rs.stream().collect(groupingBy(top))); | |
return transformValues(grid, (map) -> transformValues(map, aggregate)); | |
} |
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@Test | |
public void testPivotTable() { | |
List<Row> rows = new ArrayList<>(); | |
rows.add(new Row("East", "Boy", "Tee", 10, 12.00)); | |
rows.add(new Row("East", "Boy", "Golf", 15, 20.00)); | |
rows.add(new Row("East", "Girl", "Tee", 8, 14.00)); | |
rows.add(new Row("East", "Girl", "Golf", 20, 24.00)); | |
rows.add(new Row("West", "Boy", "Tee", 5, 12.00)); | |
rows.add(new Row("West", "Boy", "Golf", 12, 20.00)); | |
rows.add(new Row("West", "Girl", "Tee", 15, 14.00)); | |
rows.add(new Row("West", "Girl", "Golf", 10, 24.00)); | |
// groupBy region and gender, summing total sales | |
Map<String, Map<String, Double>> pivot = rows.stream().collect(groupingBy(r -> r.region, | |
groupingReduce(r -> r.gender, r -> r.price * r.units, Double::sum))); | |
System.out.println(pivot); | |
} |
Turns out there is already a shortcut in the form of groupingReduce() included in the API.
Nice! What jdk8 build is that? I tried 1.8.0-ea-b76 (latest from http://jdk8.java.net/download.html) on osx but am missing .stream()
Ah, the builds with Stream support are here: http://jdk8.java.net/lambda/
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{East={Boy=420.0, Girl=592.0}, West={Boy=300.0, Girl=450.0}}