Examples with NeighboursQueryFactory org.tribuo.math.neighbour.NeighboursQueryFactory used on opensource projects

Example 1 with NeighboursQueryFactory

use of org.tribuo.math.neighbour.NeighboursQueryFactory in project tribuo by oracle.

the class TestKNN method knnRegressionSingleThreadedTest.

@Test
public void knnRegressionSingleThreadedTest() {
    NeighboursQueryFactory neighboursQueryFactory = new NeighboursBruteForceFactory(DistanceType.L2, 1);
    KNNTrainer<Regressor> regressionTrainer = new KNNTrainer<>(3, 1, new AveragingCombiner(), KNNModel.Backend.THREADPOOL, neighboursQueryFactory);
    testKNNRegression(regressionTrainer);
}

Example 2 with NeighboursQueryFactory

use of org.tribuo.math.neighbour.NeighboursQueryFactory in project tribuo by oracle.

the class TestHdbscan method testEndToEndTrainWithCSVData.

@Test
public void testEndToEndTrainWithCSVData() {
    ClusteringFactory clusteringFactory = new ClusteringFactory();
    ResponseProcessor<ClusterID> emptyResponseProcessor = new EmptyResponseProcessor<>(clusteringFactory);
    Map<String, FieldProcessor> regexMappingProcessors = new HashMap<>();
    regexMappingProcessors.put("Feature1", new DoubleFieldProcessor("Feature1"));
    regexMappingProcessors.put("Feature2", new DoubleFieldProcessor("Feature2"));
    regexMappingProcessors.put("Feature3", new DoubleFieldProcessor("Feature3"));
    RowProcessor<ClusterID> rowProcessor = new RowProcessor<>(emptyResponseProcessor, regexMappingProcessors);
    CSVDataSource<ClusterID> csvSource = new CSVDataSource<>(Paths.get("src/test/resources/basic-gaussians.csv"), rowProcessor, false);
    Dataset<ClusterID> dataset = new MutableDataset<>(csvSource);
    NeighboursQueryFactory kdTreeFactory = new KDTreeFactory(DistanceType.L2, 4);
    HdbscanTrainer trainer = new HdbscanTrainer(7, 7, kdTreeFactory);
    HdbscanModel model = trainer.train(dataset);
    List<Integer> clusterLabels = model.getClusterLabels();
    List<Double> outlierScores = model.getOutlierScores();
    int[] expectedIntClusterLabels = { 3, 5, 4, 5, 0, 3, 4, 4, 5, 3, 4, 5, 5, 5, 3, 5, 4, 5, 5, 5, 5, 0, 5, 5, 5, 5, 0, 5, 4, 0, 3, 3, 4, 5, 3, 5, 5, 3, 5, 4, 3, 5, 5, 5, 3, 3, 3, 3, 3, 3, 5, 5, 4, 5, 4, 5, 3, 5, 4, 5, 4, 0, 4, 4, 5, 5, 4, 5, 4, 4, 5, 5, 3, 3, 4, 5, 3, 5, 5, 3, 5, 5, 5, 4, 3, 4, 5, 5, 3, 3, 4, 5, 4, 4, 5, 5, 3, 3, 5, 5, 4, 4, 5, 4, 5, 5, 4, 5, 3, 3, 4, 3, 5, 3, 3, 4, 4, 3, 5, 4, 5, 3, 3, 5, 5, 3, 4, 4, 3, 5, 5, 0, 3, 5, 4, 3, 5, 5, 3, 4, 4, 5, 4, 4, 5, 3, 5, 3, 4, 5, 3, 5, 5, 3, 5, 5, 3, 4, 4, 4, 3, 3, 4, 4, 5, 5, 5, 5, 3, 5, 3, 5, 5, 3, 5, 3, 5, 5, 5, 3, 5, 5, 5, 5, 4, 4, 4, 5, 5, 4, 5, 0, 5, 3, 5, 5, 3, 4, 4, 4, 5, 4, 3, 5, 5, 5, 4, 5, 4, 5, 5, 3, 5, 4, 5, 5, 5, 4, 3, 3, 3, 5, 5, 5, 5, 3, 5, 4, 5, 4, 3, 5, 4, 5, 5, 0, 3, 3, 5, 3, 3, 0, 3, 5, 5, 0, 4, 5, 0, 5, 5, 5, 5, 3, 3, 5, 0, 3, 5, 3, 5, 4, 4, 5, 5, 5, 4, 5, 4, 5, 5, 5, 3, 5, 5, 4, 4, 4, 4, 4, 4, 5, 5, 3, 5, 5, 3, 5, 4, 5, 5, 5, 4, 4, 4, 3, 4, 3, 5, 3, 5, 3, 4, 4, 4, 3, 4, 5, 4, 5, 5, 4, 3, 4, 4, 4, 3, 5, 3, 5, 4, 5, 5, 3, 5, 5, 3, 3, 3, 0, 4, 3, 4, 5, 4, 5, 3, 5, 4, 3, 0, 3, 5, 3, 5, 4, 4, 5, 0, 4, 3, 5, 4, 0, 5, 4, 4, 3, 4, 3, 3, 5, 5, 5, 5, 3, 5, 3, 4, 4, 4, 4, 3, 4, 3, 5, 3, 5, 3, 3, 5, 3, 5, 5, 5, 3, 4, 5, 3, 5, 4, 5, 5, 5, 5, 5, 4, 5, 3, 4, 3, 3, 5, 5, 5, 4, 5, 4, 5, 5, 5, 5, 4, 5, 5, 5, 4, 5, 3, 5, 3, 5, 0, 3, 3, 5, 3, 4, 5, 5, 5, 5, 3, 4, 3, 3, 0, 5, 5, 0, 3, 5, 5, 5, 5, 3, 5, 5, 3, 5, 5, 5, 5, 5, 4, 4, 5, 4, 5, 5, 0, 5, 5, 3, 3, 3, 5, 3, 0, 5, 3, 5, 5, 4, 5, 5, 0, 5, 5, 5, 5, 3, 5, 5, 5, 4, 3, 5, 4, 4, 4, 5, 5, 5, 4, 5, 5, 4, 5, 3, 5, 4, 4, 4, 3, 3, 5, 5, 3, 4, 4, 5, 5, 3, 5, 3, 5, 4, 5, 4, 3, 3, 5, 3, 5, 3, 3, 3, 4, 3, 4, 5, 5, 5, 4, 4, 4, 5, 5, 4, 3, 4, 5, 4, 5, 3, 5, 0, 5, 4, 5, 4, 5, 5, 5, 4, 4, 5, 3, 4, 3, 5, 5, 5, 3, 5, 5, 3, 5, 3, 5, 4, 4, 4, 5, 5, 5, 4, 3, 5, 5, 3, 3, 5, 3, 5, 4, 3, 4, 5, 5, 5, 5, 5, 5, 3, 4, 4, 4, 5, 5, 5, 3, 5, 5, 5, 3, 3, 3, 5, 3, 5, 5, 4, 4, 4, 4, 5, 5, 5, 5, 5, 4, 3, 5, 3, 5, 0, 3, 5, 5, 5, 3, 5, 5, 4, 0, 4, 0, 3, 5, 5, 3, 3, 5, 5, 3, 3, 5, 5, 4, 3, 3, 5, 5, 5, 5, 3, 5, 5, 5, 4, 5, 4, 5, 5, 3, 3, 4, 5, 3, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 3, 5, 4, 5, 4, 5, 0, 5, 5, 4, 5, 4, 4, 3, 5, 3, 4, 3, 3, 5, 3, 3, 5, 4, 5, 5, 5, 5, 4, 0, 3, 3, 4, 4, 3, 5, 4, 3, 3, 4, 5, 5, 4, 3, 4, 5, 4, 5, 5, 5, 4, 5, 3, 3, 3, 4, 4, 4, 3, 4, 5, 5, 5, 3, 5, 3, 5, 5, 4, 3, 3, 5, 4, 5, 3, 3, 5, 4, 3, 3, 5, 4, 5, 5, 4, 5, 4, 5, 3, 3, 5, 5, 5, 0, 5, 3, 4, 3, 5, 4, 5, 5, 5, 5, 5, 5, 5, 4, 4, 5, 3, 0, 5, 4, 4, 4, 5, 5, 5, 3, 5, 5, 5, 4, 5, 4, 5, 5, 5, 5, 5, 0, 5, 5, 3, 3, 5, 3, 4, 5, 3, 4, 4, 5, 3, 5, 5, 3, 5, 3, 5, 5, 5, 5, 3, 4, 3, 3, 5, 3, 4, 4, 3, 5, 4, 5, 5, 4, 4, 3, 4, 5, 5, 4, 5, 3, 5, 3, 4, 3, 5, 0, 4, 4, 4, 5, 4, 5, 4, 3, 5, 3, 0, 4, 4, 5, 5, 5, 3, 4, 3, 5, 5, 3, 3, 3, 4, 5, 5, 5, 3, 4, 5, 0, 4, 5, 5, 3, 5, 3, 0, 3, 5, 4, 5, 5, 4, 5, 5, 5, 5, 5, 4, 4, 4, 3, 4, 5, 4, 5, 4, 5, 4, 4, 4, 3, 4, 5, 4, 5, 3, 5, 5, 3, 4, 5, 5, 5, 5, 4, 5, 3, 3, 3, 3, 5, 4, 5, 5, 5, 3, 5, 3, 5, 5, 5, 3, 4, 5, 5, 5, 5, 5, 4, 5, 5, 5, 3, 0, 5, 3, 3, 5, 5, 3, 5, 5, 4, 3, 3, 3, 3, 0, 3, 4, 5, 3, 4, 5, 5, 4, 5, 3, 3, 3, 5, 5, 3, 4, 3, 5, 4, 5, 5, 5, 3, 5, 3, 5, 5, 5, 5, 5, 5, 4, 3, 5, 3, 3, 4, 5, 5, 4, 4, 3, 5, 4, 5, 4, 5, 5, 5, 5, 5, 3, 3, 0, 5, 3, 5, 4, 5, 5, 5, 5, 3, 5, 5, 3, 5, 4, 4, 5, 3, 5, 4, 3, 4, 5, 3, 5, 5, 4, 3, 5, 3, 3, 5, 5, 5, 3, 3, 3, 5, 5, 5, 3, 4, 5, 5, 5, 5, 5, 5, 5, 4, 5, 3, 5, 4, 3, 3, 3, 5, 5, 5, 5, 4, 5, 4, 5, 4, 5, 4, 3, 5, 0, 5, 5, 0, 4, 5, 5, 4, 3, 5, 3, 4, 5, 3, 5, 5, 5, 3, 5, 5, 5, 4, 5, 5, 3, 3, 5, 5, 5, 5, 4, 5, 4, 5, 3, 4, 5, 4, 5, 5, 0, 5, 4, 5, 3, 3, 4, 5, 3, 5, 5, 5, 3, 4, 3, 4, 3, 4, 4, 5, 3, 5, 5, 0, 3, 4, 3, 5, 5, 4, 5, 5, 4, 5, 3, 5, 3, 5, 5, 3, 5, 3, 4, 5, 5, 3, 5, 4, 5, 5, 5, 4, 4, 5, 5, 5, 3, 4, 3, 5, 4, 4, 5, 5, 5, 3, 3, 5, 4, 5, 5, 3, 3, 5, 4, 5, 4, 4, 4, 3, 3, 3, 5, 3, 3, 3, 5, 3, 5, 5, 5, 4, 5, 5, 3, 4, 3, 3, 3, 5, 3, 5, 4, 4, 5, 3, 0, 5, 3, 3, 5, 5, 4, 5, 3, 4, 4, 5, 5, 4, 4, 5, 3, 4, 4, 5, 5, 5, 5, 3, 5, 3, 3, 5, 5, 3, 5, 5, 3, 3, 3, 5, 5, 4, 3, 5, 4, 4, 3, 5, 5, 3, 0, 4, 4, 4, 3, 4, 5, 5, 5, 5, 3, 5, 3, 5, 3, 5, 4, 5, 3, 4, 3, 5, 5, 5, 5, 4, 3, 5, 5, 3, 5, 5, 4, 4, 5, 3, 5, 3, 5, 4, 3, 5, 5, 5, 5, 4, 4, 3, 5, 4, 5, 5, 5, 5, 5, 5, 3, 5, 4, 5, 5, 4, 5, 3, 4, 4, 5, 3, 4, 5, 5, 5, 3, 4, 4, 4, 5, 5, 4, 5, 3, 3, 4, 5, 3, 5, 5, 4, 5, 5, 5, 4, 5, 5, 3, 4, 5, 5, 0, 4, 4, 3, 5, 5, 5, 4, 4, 5, 5, 4, 5, 5, 4, 3, 4, 3, 5, 0, 3, 5, 4, 5, 3, 3, 5, 4, 3, 5, 5, 5, 4, 5, 3, 5, 5, 5, 4, 5, 5, 0, 5, 5, 5, 4, 3, 4, 5, 0, 5, 5, 3, 5, 0, 5, 5, 5, 5, 5, 5, 4, 3, 5, 3, 4, 0, 5, 5, 0, 5, 5, 3, 5, 5, 3, 5, 5, 5, 5, 4, 3, 3, 5, 4, 3, 3, 3, 5, 5, 5, 5, 4, 3, 3, 5, 5, 5, 3, 5, 3, 3, 4, 5, 5, 5, 4, 5, 5, 5, 5, 5, 5, 5, 5, 4, 5, 3, 5, 5, 4, 5, 5, 4, 3, 5, 5, 5, 5, 5, 4, 5, 0, 5, 3, 5, 3, 3, 5, 5, 4, 5, 5, 5, 5, 4, 5, 4, 5, 5, 4, 5, 5, 0, 4, 5, 5, 4, 4, 5, 5, 5, 5, 4, 5, 5, 5, 3, 5, 5, 5, 4, 5, 4, 4, 5, 4, 4, 4, 5, 4, 3, 3, 3, 4, 3, 5, 4, 3, 5, 5, 3, 3, 5, 3, 4, 3, 5, 5, 5, 5, 3, 5, 5, 3, 5, 4, 3, 0, 5, 4, 4, 3, 5, 4, 4, 3, 5, 4, 5, 5, 5, 4, 3, 4, 5, 5, 4, 3, 3, 5, 5, 5, 5, 5, 5, 3, 5, 3, 5, 5, 4, 4, 5, 5, 3, 5, 5, 5, 5, 5, 5, 3, 5, 3, 0, 5, 3, 3, 5, 5, 5, 5, 3, 3, 4, 3, 4, 5, 5, 3, 5, 4, 5, 4, 3, 3, 4, 5, 5, 3, 5, 4, 3, 5, 3, 3, 4, 0, 5, 5, 5, 4, 4, 5, 3, 3, 5, 5, 5, 5, 5, 5, 3, 5, 5, 5, 4, 4, 5, 5, 5, 3, 5, 5, 3, 0, 4, 4, 3, 4, 4, 4, 5, 0, 5, 3, 5, 5, 4, 5, 5, 3, 5, 4, 3, 5, 5, 5, 4, 4, 5, 5, 5, 5, 3, 5, 4, 4, 5, 4, 5, 5, 5, 3, 4, 3, 5, 5, 4, 5, 4, 4, 0, 4, 4, 4, 4, 4, 3, 5, 3, 5, 4, 5, 4, 4, 3, 3, 3, 5, 5, 5, 5, 5, 3, 5, 3, 5, 4, 5, 4, 4, 4, 3, 3, 3, 3, 5, 5, 5, 4, 3, 5, 3, 5, 3, 4, 5, 5, 5, 4, 5, 3, 3, 3, 4, 3, 3, 5, 4, 5, 3, 5, 3, 5, 5, 3, 5, 3, 5, 3, 4, 4, 4, 3, 5, 5, 5, 3, 4, 4, 3, 5, 3, 4, 4, 4, 4, 5, 3, 5, 5, 4, 5, 5, 5, 5, 3, 5, 5, 5, 4, 3, 4, 4, 5, 4, 4, 3, 5, 5, 5, 5, 3, 5, 5, 5, 4, 4, 3, 3, 3, 5, 4, 3, 0, 4, 4, 5, 0, 5, 5, 3, 3, 4, 5, 4, 5, 3, 3, 5, 4, 5, 5, 3, 5, 4, 5, 5, 5, 5, 4, 4, 5, 5, 5, 5, 5, 0, 3, 4, 5, 4, 4, 5, 3, 4, 5, 5, 5, 3, 3, 3, 0, 0, 3, 3, 5, 3, 3, 5, 5, 3, 5, 5, 5, 4, 5, 4, 3, 4, 3, 0, 3, 5, 4, 4, 3, 5, 4, 4, 4, 3, 5, 5, 3, 4, 4, 3, 3, 4, 5, 4, 3, 3, 3, 4, 5, 3, 3, 4, 4, 5, 3, 5, 5, 3, 5, 4, 4, 5, 3, 3, 3, 3, 4, 0, 5, 4, 5, 5, 4 };
    List<Integer> expectedClusterLabels = Arrays.stream(expectedIntClusterLabels).boxed().collect(Collectors.toList());
    double[] expectedDoubleOutlierScores = { 0.47358175271351555, 0.5414658310482977, 0.31853747871968563, 0.4280760238473448, 0.7536843521184464, 0.3601622156931149, 0.5272767130061837, 0.5259973899834453, 0.636222606790072, 0.3000242767751776, 0.42195026500148336, 0.04620516071879277, 0.0804863130050969, 0.36782631972078605, 0.2695742331327128, 0.43552883184782476, 0.43905666395399756, 0.37935517113968176, 0.6449092021603602, 0.5676065051695158, 0.4483291690445501, 0.7729968587684631, 0.0, 0.21731496412888562, 0.581117423864291, 0.6308335986889171, 0.7843465403995961, 0.3003135504775737, 0.603355578459364, 0.7566963515476114, 0.16871756538011295, 0.6224928359010734, 0.5298508811322651, 0.0, 0.31306681440424333, 0.3812638737290107, 0.5255720233717707, 0.4112747353567219, 0.47509756458767316, 0.6125207319619739, 0.6170543537831388, 0.3535120791216183, 0.0, 0.5034420938549125, 0.28989499879808245, 0.29224627768607514, 0.0, 0.31658607391770566, 0.11621821150048195, 0.32681227425828385, 0.40827088653349086, 0.38891555341987816, 0.29562553241510536, 0.14912292196340138, 0.743501218517193, 0.32546418038027936, 0.4055250865928418, 0.0, 0.45405355759497423, 0.4681005824053899, 0.6544174567682297, 0.7783330694268489, 0.6252627098123447, 0.6070426305004005, 0.07672353637854812, 0.0, 0.5387962682486258, 0.6481435074684916, 0.490506760667182, 0.3871027615917967, 0.653648938906807, 0.0, 0.5895947175711314, 0.36599358407440996, 0.6232332570885072, 0.5187753107469597, 0.5826702556968544, 0.6444693945436082, 0.27236826028499506, 0.0, 0.34664073595193734, 0.5977023632181397, 0.5096592353353864, 0.269904364115535, 0.16871756538011295, 0.4743674961344725, 0.5936321631410117, 0.21516462146260296, 0.0, 0.737055324600702, 0.5264388495833144, 0.22732561863527845, 0.3067796703101542, 0.43905666395399756, 0.47971852678268034, 0.0, 0.4112747353567219, 0.3409635687892707, 0.47381866965726305, 0.30376928888062393, 0.5834707736876774, 0.408517388812911, 0.5966674138239424, 0.37624086873447904, 0.3990832100389875, 0.12154778462865656, 0.33747617335487545, 0.0, 0.3456502127939042, 0.0, 0.3681613030558898, 0.4962345880567618, 0.42361379464816384, 0.5191111911339586, 0.2796421977643141, 0.3836246325205478, 0.0, 0.5841840456402354, 0.0, 0.4580833001113499, 0.29945586899686516, 0.0, 0.7060160641811467, 0.2369453709051733, 0.06492324355125823, 0.3861896255681202, 0.5556401813233378, 0.0, 0.7222130100294228, 0.32446676707111055, 0.4357740061945765, 0.8403289688601812, 0.446397883570942, 0.25435336247371376, 0.5762356846189509, 0.3456502127939042, 0.16699586735690297, 0.500191890833944, 0.20836641600896022, 0.6206463762011754, 0.3667666392115102, 0.4324013942368624, 0.5991165699175696, 0.3871310408096563, 0.39335742422941844, 0.47698006683148797, 0.26418664607144837, 0.4071448942368182, 0.5227403143437382, 0.4185983644477421, 0.5594270332986124, 0.6230867835968079, 0.37496236017491336, 0.7555429921879805, 0.6699942010322993, 0.5127286468158467, 0.22923187910248222, 0.6275572804245837, 0.06105242928880117, 0.4609696442471398, 0.2948004212500368, 0.2727987081884128, 0.37956761534921934, 0.30573664121521904, 0.7220745542200588, 0.19092041195838683, 0.3432090250204166, 0.2063486508048732, 0.013925122169310966, 0.0, 0.0, 0.0, 0.06492324355125823, 0.44426589083652057, 0.44398591628262796, 0.37891294036812484, 0.7156836869466953, 0.0, 0.2815040444723871, 0.31197985827951213, 0.2891995980313147, 0.5512983085307032, 0.31421939280536004, 0.4377058742150195, 0.5818616147463891, 0.5018589425014524, 0.0, 0.43828168695823744, 0.41685484146125196, 0.38291482436319646, 0.26732125164117826, 0.7768965057833135, 0.4583041966983865, 0.44456048652206126, 0.3741683513565959, 0.533346187911755, 0.7587434939764999, 0.13410101110369166, 0.42674550330613104, 0.7351917533857362, 0.5713041005281074, 0.6405165802078032, 0.5933533497269812, 0.5956793667033696, 0.6517825205768181, 0.5429686245606076, 0.40760010031768557, 0.3265855728027738, 0.5322524670414263, 0.5310138807891505, 0.0, 0.45609070594174217, 0.6593186724760913, 0.40218042707482093, 0.7135260731909046, 0.0, 0.4924356904948839, 0.33206417789286724, 0.5933853373609538, 0.3748651677610172, 0.6254229089345361, 0.39597398385394467, 0.008171288900179485, 0.1496330958893356, 0.32925122056086287, 0.40381249866163804, 0.04799339719711404, 0.45150410521081097, 0.6043492843608917, 0.40551377067949423, 0.26097697111644147, 0.21516462146260296, 0.6201246269431693, 0.48193784898644665, 0.5266986456719284, 0.8322088853831846, 0.5296135420884414, 0.5110852514237674, 0.5469021659826454, 0.3456502127939042, 0.5386953819112004, 0.7784182366725912, 0.2278234705572778, 0.4424763817633829, 0.7150819204214296, 0.7538321636560839, 0.0, 0.4771358781074473, 0.7489119098515302, 0.29946053564660136, 0.6042383596284573, 0.461764258382828, 0.14912292196340138, 0.5149256672122535, 0.6343721193118133, 0.3917923406934356, 0.8074729866466948, 0.28989499879808245, 0.49037030144326954, 0.7309622306419712, 0.47137478106163877, 0.31931559059510217, 0.28775431379151906, 0.30549132501511833, 0.6340610575565697, 0.3953913856557185, 0.42316455222460936, 0.2690894183464325, 0.3177264056799928, 0.43415995493910475, 0.506638357473808, 0.6990082287262445, 0.5505860967266402, 0.4816621654331692, 0.6445108484123541, 0.2448370506161358, 0.5475848764311885, 0.24663596095828988, 0.49943671538145995, 0.4637944321138555, 0.5262201973052165, 0.6505650981040596, 0.701466874912067, 0.42689743788477885, 0.5396433274683845, 0.4776041796757132, 0.3310780648601609, 0.31648418053759364, 0.6118168056299457, 0.3986352885793346, 0.0, 0.6458854232442651, 0.4042693647851897, 0.6253073810590905, 0.030066809762104074, 0.3493040196609468, 0.6552839043795295, 0.3456502127939042, 0.3535496611554798, 0.2207349697015366, 0.6154008035515187, 0.6045076456433015, 0.5426248185164286, 0.7169609987578835, 0.4486019807190156, 0.4455087183994092, 0.7006713157437083, 0.34174552110905276, 0.6656975918340791, 0.3284956875437921, 0.42002499215129263, 0.36993561874168923, 0.3687581876367665, 0.44424924669822174, 0.29836510432778773, 0.31455738296793045, 0.23729243310901027, 0.21516462146260296, 0.1980858670864919, 0.3365306429058218, 0.24995348289246522, 0.39484971592847373, 0.6576646032648548, 0.5479046532061724, 0.2967447898021014, 0.3418391400708265, 0.3839887817757234, 0.3519283734067741, 0.22923187910248222, 0.8001273911109451, 0.49705026305184596, 0.38225496965262873, 0.53914939194177, 0.48761908580442936, 0.6418544558170016, 0.30662140654113357, 0.21855179634449917, 0.4931293566573668, 0.5783458284149787, 0.0, 0.7638535118781034, 0.3624204074542483, 0.2701534139882117, 0.7594189772964117, 0.5695348295152692, 0.3667666392115102, 0.4160924195296938, 0.5569180416682643, 0.7776533006774671, 0.2000837140836903, 0.48633934197199924, 0.34174552110905276, 0.7111270451945378, 0.7895994397625472, 0.2283896005703272, 0.3939460185546144, 0.49417560754156875, 0.464691645899445, 0.36572357312056525, 0.0, 0.3839887817757234, 0.36305367292219415, 0.3741683513565959, 0.5084896108482566, 0.16575812059028605, 0.4225951359081882, 0.3143792517940033, 0.5067429952592745, 0.0487514432337689, 0.6669662401082497, 0.4280361886438846, 0.43386563397683353, 0.5416206409141738, 0.31928088848131353, 0.12741992401463698, 0.5822141614023605, 0.6055550272678605, 0.5776422244603738, 0.4970267038737336, 0.13023233472690932, 0.3284956875437921, 0.28989499879808245, 0.592266021893906, 0.3984040787215949, 0.49922881456754953, 0.5317723301954207, 0.23128810948166578, 0.3526660020106209, 0.029347971609487877, 0.2999535725433774, 0.0, 0.469887053155719, 0.670226977385818, 0.3672668668575686, 0.5015555056496628, 0.4085857346589076, 0.4525315664190599, 0.0, 0.5105400540069525, 0.4421357841437522, 0.31658607391770566, 0.3369461078522318, 0.02773285125509206, 0.5417179683725725, 0.0576991377488314, 0.22204797677633936, 0.0, 0.45809732122075875, 0.26921794560895074, 0.3195633140487657, 0.3873683640266503, 0.3082926292203588, 0.5547005313946429, 0.5057154073499082, 0.4765447223291741, 0.5845098021058535, 0.0, 0.2738860944950706, 0.4324679970998656, 0.31211705980815607, 0.6347908457930689, 0.18525063623712357, 0.7798357236320714, 0.26097697111644147, 0.42106254339227944, 0.5378064251110591, 0.4873311828072008, 0.6914084466972419, 0.3350175591159461, 0.6199553903601905, 0.35448733323678416, 0.6063259139226185, 0.690657312622633, 0.3802254424431216, 0.2670037707718146, 0.3874162195368408, 0.8026191868263431, 0.4678939719541557, 0.5795563831019814, 0.8043306999444119, 0.4089243362601419, 0.6323003476130089, 0.0, 0.0, 0.311879770365313, 0.006254727823924222, 0.14912292196340138, 0.7239915467402447, 0.16871756538011295, 0.4411338219017581, 0.48221298536204915, 0.2947832526838541, 0.35513520468722715, 0.3904290091452032, 0.6395975448606019, 0.47589983398875724, 0.08877011102792942, 0.5169689372644171, 0.48213406880902177, 0.0, 0.8082677166402176, 0.4922677742042706, 0.5944274076658302, 0.49515729128119745, 0.825466290928847, 0.0, 0.37401373277278727, 0.22371616934103422, 0.7838509096070428, 0.630656729728954, 0.4494888079774554, 0.0, 0.4426781742253425, 0.3892051586488292, 0.13860627552095273, 0.49750739084196827, 0.7661220686027514, 0.0, 0.4963988970762506, 0.6132440414398083, 0.5737389221302394, 0.3738471519240103, 0.5187918707538988, 0.5944330967810928, 0.4595620492165915, 0.26650659360152096, 0.6051568335067139, 0.6413296769660171, 0.4316838204035055, 0.021041213842302287, 0.5462269069218768, 0.3712819238193623, 0.6141956298831273, 0.0, 0.32541052056123854, 0.1576637307821378, 0.3249620517856061, 0.3651257124278885, 0.19245638188636915, 0.37448424125384494, 0.3647643364817389, 0.0, 0.5814303866063273, 0.6773910830484086, 0.40800318903129196, 0.5177181113022553, 0.3580467970700235, 0.08575367044706506, 0.2778324875738022, 0.3430808668001304, 0.4266335795619267, 0.6366964323474587, 0.0, 0.5105758746418961, 0.0, 0.5618372284748705, 0.12646829619665623, 0.6538961901468554, 0.3545262603906427, 0.5432904161164671, 0.3601622156931149, 0.250093797938734, 0.4136198128134888, 0.24125797661850068, 0.27310212308386395, 0.5416481617475357, 0.4938300333019511, 0.18967468982070068, 0.7010439282429111, 0.3089076300897101, 0.6795219051837764, 0.34664073595193734, 0.35420966945200016, 0.35768192154839074, 0.7153808073331412, 0.6771869651811608, 0.677120494449309, 0.6845570018610234, 0.48518484093582603, 0.3836246325205478, 0.7323044818001779, 0.0, 0.23619829064472764, 0.4712716152042339, 0.0, 0.3021327855295476, 0.39015721745013754, 0.7554587987544639, 0.24822768816123908, 0.413745928781042, 0.23825296231784654, 0.0, 0.3923419763052197, 0.4392727199165206, 0.0, 0.31928088848131353, 0.3098614152791387, 0.47567574761415954, 0.38668912579614567, 0.6354621531496921, 0.16383227583528248, 0.05246635243470976, 0.1870139318759102, 0.0, 0.6415295074473144, 0.20609843645540582, 0.5164726440601963, 0.8165507031399903, 0.3449033588463204, 0.570789604958164, 0.39641599406810246, 0.4943690132834516, 0.0, 0.4246603291703118, 0.5168241717218262, 0.16001248792274236, 0.7070403531593957, 0.33064512535378265, 0.5866866583181796, 0.4842762987844166, 0.1412447876793511, 0.4885653007199101, 0.17742171646445526, 0.21128858246120308, 0.7246425646330104, 0.38054271770789305, 0.42955615334541974, 0.38837234138454346, 0.7218915977917744, 0.4050264383107697, 0.0, 0.4041395748236205, 0.12646829619665623, 0.45036530982824874, 0.548358116752813, 0.27201798024213364, 0.5413311998774006, 0.4681140453013376, 0.4160924195296938, 0.7124363075265328, 0.38353143252244837, 0.5056143775709685, 0.3692367230351188, 0.3948985531485434, 0.036971755744779955, 0.305372373671393, 0.614649633720348, 0.2358917191458988, 0.35721696422529414, 0.12373894351399051, 0.2563532167091731, 0.38910953695089157, 0.5825394961236873, 0.5505477660210563, 0.307973540200851, 0.41835702709672484, 0.6810331631074826, 0.24471552753301118, 0.7223516672072421, 0.4520632835456354, 0.35448733323678416, 0.5966657123375374, 0.42079011885433437, 0.28289737773000867, 0.5519815413081102, 0.4005135049940618, 0.4484716682058212, 0.79270946887389, 0.4216063123159455, 0.6088004746195586, 0.44717928204495916, 0.24345698942084792, 0.27050449902435314, 0.5389150357399828, 0.5273482379127558, 0.5413311998774006, 0.8285476016117026, 0.528525241584312, 0.7839427339781802, 0.04923055396517728, 0.3707483862540023, 0.3837866626791563, 0.38837816755874777, 0.5478409953110283, 0.3867611937625697, 0.5103734383363709, 0.400928574765699, 0.45491551208332315, 0.6773124520330367, 0.5269751645580106, 0.3387632195757464, 0.4463959189823703, 0.3412314112750898, 0.0, 0.5796011947781625, 0.49391109297595615, 0.303613742827598, 0.3832014817548638, 0.35495535150309865, 0.04384108680937504, 0.2690894183464325, 0.3892051586488292, 0.0, 0.5182246276230229, 0.4824138144675951, 0.42906278112439844, 0.4416371143081972, 0.39961367734417963, 0.6777855271993465, 0.3000637654786039, 0.19026953513182987, 0.32651779705858053, 0.271420089588442, 0.5014305379452317, 0.6230867835968079, 0.3673888105983324, 0.7124250069940696, 0.4884249302908067, 0.14912292196340138, 0.4487406037564413, 0.0, 0.6753662651608616, 0.3000281521211885, 0.5097286991153387, 0.4919367366620889, 0.307973540200851, 0.2864707971738649, 0.7508854890224262, 0.35091553378068674, 0.21343677258672245, 0.5425803523978154, 0.22525840601413705, 0.679690777499087, 0.6729474148963777, 0.7282095868644627, 0.4672500162555244, 0.7044288902098275, 0.34670948497049425, 0.3514654253195898, 0.441662396411723, 0.7147389215662775, 0.3839887817757234, 0.31571372025762023, 0.371865166603941, 0.5061076697187441, 0.48125433911380033, 0.3874442098214338, 0.12076619090264895, 0.38335278693511876, 0.41249197679965377, 0.7898292356050709, 0.5815444881643806, 0.60075814695453, 0.0, 0.0, 0.13023233472690932, 0.6337055987622278, 0.4025422086922038, 0.33546131400889667, 0.2587888940592187, 0.5664175891804494, 0.33520713357537024, 0.259432920934616, 0.5867405520655916, 0.2587888940592187, 0.5033083487436193, 0.2117626700593399, 0.6587906274970755, 0.6115633922928441, 0.0, 0.0, 0.0, 0.5056504922974333, 0.3159504323824319, 0.3839887817757234, 0.21522091145386024, 0.6954730677441794, 0.4627961573775088, 0.4257456035438163, 0.5513101269971545, 0.476647229462702, 0.18416820074811935, 0.0, 0.4721412633683266, 0.5473388916214317, 0.5034420938549125, 0.16871756538011295, 0.5380586828824034, 0.4261492431702657, 0.6714918209725933, 0.2464553365511717, 0.36293632495112405, 0.21516462146260296, 0.3110493855357047, 0.4812029699324305, 0.4245745334470171, 0.38967314869684866, 0.3049626666568038, 0.3098614152791387, 0.46192415366574313, 0.44916053156133007, 0.4114860008687803, 0.3518863516296503, 0.0, 0.5976131758500893, 0.4736525482291779, 0.5481353689825204, 0.683251979088503, 0.09663432889057066, 0.7235452845604936, 0.2153089051904491, 0.45483309301099795, 0.311879770365313, 0.2176772660593751, 0.7864765376738267, 0.576036083086203, 0.38214297023053034, 0.6521870701831235, 0.25870717242550656, 0.6482171550650802, 0.4786515503365818, 0.0804863130050969, 0.3568293291614032, 0.34664073595193734, 0.28381812710257803, 0.3575686250517781, 0.4483191693347306, 0.3632190216549879, 0.3670996456905741, 0.43557436169813546, 0.4515581428863833, 0.4830424925464114, 0.7560110106838798, 0.57514269298302, 0.4825626798679016, 0.5831987224059128, 0.40361909047023603, 0.4178441209687199, 0.0, 0.3641789459960304, 0.5795749487163394, 0.6980648149582386, 0.0576991377488314, 0.24838525867789962, 0.46540260204177475, 0.625054835111005, 0.12497274268138414, 0.39664287586463587, 0.3418602360765406, 0.5476880701644403, 0.7240190537807336, 0.5528073786295289, 0.7843465403995961, 0.0, 0.5687397614212621, 0.5943137988537931, 0.44916053156133007, 0.6108115751867618, 0.48907914078946124, 0.6233161912145007, 0.311879770365313, 0.48461733608036817, 0.4588927730482937, 0.41932645749399344, 0.0, 0.49231583580717664, 0.5734180359260712, 0.0, 0.5210280192451475, 0.5015794237659166, 0.5489418048109322, 0.6987557223641838, 0.3634350826313635, 0.4273940091825391, 0.3571832498149451, 0.2506644346627148, 0.48587691780635334, 0.3456502127939042, 0.7218887249554182, 0.48450901239195, 0.30832139557613814, 0.7006713157437083, 0.5404814617173812, 0.37926915278169526, 0.4215795903281747, 0.3067796703101542, 0.4697854275253076, 0.17128563838715205, 0.021041213842302287, 0.4887760562266973, 0.690986324522467, 0.4277524804678684, 0.3071342895296215, 0.39352470710923604, 0.6774894505857176, 0.47000342590284294, 0.3045511460387763, 0.0912857343475364, 0.6375303640190447, 0.22490390292361262, 0.009895402151539168, 0.3000281521211885, 0.7487707537790629, 0.37096588620711546, 0.31752367088807976, 0.313551398576169, 0.4689282144313608, 0.6103724471134933, 0.3227350807072843, 0.42865014213428354, 0.42202870044204677, 0.0, 0.6626209605616473, 0.796310127399344, 0.0, 0.40218042707482093, 0.2433458258089689, 0.04667067256282831, 0.23825296231784654, 0.6097343190385305, 0.611797405735002, 0.05914335020781181, 0.48195396363988063, 0.424572298013397, 0.6686853357882518, 0.3636768327539607, 0.5393272700296402, 0.6079180167978628, 0.0, 0.47567574761415954, 0.3167472811883112, 0.40749409537327475, 0.4217024807266213, 0.3634054954338538, 0.7496929032434594, 0.3867579656237069, 0.20060074536146477, 0.40607335773962094, 0.23357812183821092, 0.2789333781664347, 0.3736073131529789, 0.8249501110472203, 0.5319171725741765, 0.4902019105761406, 0.5072694782664345, 0.5591687404281019, 0.46061538831786275, 0.6161165392876313, 0.09663432889057066, 0.19979285689975457, 0.5070473236774482, 0.23210538458334418, 0.5668952491122194, 0.33364478067757, 0.021314157993151395, 0.43386563397683353, 0.8098565653475192, 0.5703258208874638, 0.20971226806420518, 0.5743855790160797, 0.4249442221577012, 0.0, 0.3219878631993316, 0.0613883477662468, 0.23128810948166578, 0.7429308508577359, 0.5047651337189344, 0.6045709981494242, 0.45871233826373703, 0.6844350760170128, 0.6495953653408698, 0.2810303170277002, 0.22210950812220076, 0.36096207094872057, 0.4915045563950171, 0.3755633103396957, 0.5885902046751965, 0.13095575420822192, 0.573947987934874, 0.10683699690904058, 0.4818077613861892, 0.391506587624198, 0.28973699342477544, 0.10098548496967541, 0.3899902103207685, 0.375489089425478, 0.3079971578748303, 0.3721891932145144, 0.31902103206609844, 0.5710708032211278, 0.3435892081899964, 0.35989838086301873, 0.05064199064053265, 0.3218065191758813, 0.6228332825949527, 0.3369989106364166, 0.15156049125160376, 0.4526726144485661, 0.5100520677251138, 0.3971008501883473, 0.6837853978865358, 0.5138215435240225, 0.44555462770565135, 0.0, 0.5304912668786743, 0.1914749242830559, 0.4213720497040293, 0.37012510034096646, 0.4707048526334472, 0.7803236536487268, 0.32222474968395887, 0.25546678830793745, 0.07895767088929595, 0.5699172346083162, 0.3284956875437921, 0.3885161545370044, 0.02170033331990273, 0.3396177586485829, 0.506847185467739, 0.5190860744389649, 0.3973405683869258, 0.29906534000673657, 0.4062740633691959, 0.7694822381668954, 0.3510955181077545, 0.5902493651167116, 0.6824557216441123, 0.015150158490871979, 0.5526098132853221, 0.0, 0.5153083371980647, 0.06450496939423933, 0.4223885221674304, 0.3208648671839498, 0.3426627732363028, 0.3839887817757234, 0.3898397248523402, 0.36674442374867555, 0.0, 0.4859220797960221, 0.2773187487514397, 0.37408657262170364, 0.6106207203052424, 0.5308893639772336, 0.0, 0.18525063623712357, 0.3640103014176189, 0.5502403010859089, 0.0764283212533079, 0.32171751424416495, 0.30662140654113357, 0.5742984002662819, 0.635575817965703, 0.21430103027247993, 0.5013206753014231, 0.7487561355546246, 0.6527316165124747, 0.21024192708833367, 0.6144510451972626, 0.613713139729793, 0.37266275623085554, 0.4614150998565474, 0.6132440414398083, 0.438177656660124, 0.462813608868366, 0.3298591651956073, 0.3209207612728636, 0.5916821503457667, 0.38409496468371396, 0.6178463080771512, 0.2947309863444706, 0.271535884213859, 0.47588027161081614, 0.36528791684635475, 0.0, 0.5455788675271134, 0.7459405573458152, 0.7604959792315712, 0.7065367439907762, 0.4998307404683665, 0.36440137993138655, 0.5411256350778035, 0.3494326940794764, 0.4561785929208906, 0.40748949841951376, 0.46120107396619303, 0.6240746889096774, 0.5215154349365304, 0.2815040444723871, 0.325239732786501, 0.31175336804484455, 0.3831786307936871, 0.4711524161547769, 0.0, 0.24245916384716704, 0.5037910091610112, 0.3785960623246245, 0.28989499879808245, 0.4590455664792802, 0.6300677079889229, 0.04927334848279319, 0.3474729280531976, 0.0, 0.6352366658038269, 0.21855179634449917, 0.48055504929674553, 0.6134611454996968, 0.5617371240784204, 0.4943181931548606, 0.5345139843278115, 0.3432090250204166, 0.3176357078316202, 0.2951997178567569, 0.46776604397675103, 0.3910952366000655, 0.6148956798317169, 0.19580197732062377, 0.5828730085168237, 0.307973540200851, 0.2636664436319176, 0.26015141405897024, 0.45036530982824874, 0.2791008840821435, 0.34392296583963977, 0.12646829619665623, 0.32389994465562, 0.676566267182856, 0.49750739084196827, 0.26097697111644147, 0.5932130316797035, 0.5035254245014051, 0.3309082318222377, 0.5296146206392793, 0.37871784869460057, 0.6978733929881893, 0.43031286194284957, 0.0, 0.42043689162825093, 0.6917081006661459, 0.33974383297301713, 0.4807387463553424, 0.4652473386946798, 0.30573664121521904, 0.3589050115424707, 0.4471929268191517, 0.4072598163286715, 0.5459419400712915, 0.8021697298084183, 0.5251927090905488, 0.44447754406386353, 0.7731410507299648, 0.19025097456905338, 0.5518653792435592, 0.3412864662457583, 0.6019294566282727, 0.3839887817757234, 0.25323602320148264, 0.6999080948452584, 0.41099112802685167, 0.6067590063356723, 0.5300702370805361, 0.32461539749677193, 0.30549132501511833, 0.46421972765037545, 0.4145719751280411, 0.6194927617036287, 0.6837913781935347, 0.42697466064690504, 0.5411256350778035, 0.08394427358334722, 0.31092704155262474, 0.23729243310901027, 0.22830249200893526, 0.4825017191440689, 0.47659181727783406, 0.47567574761415954, 0.6064484258966132, 0.33364478067757, 0.08359696517720483, 0.45660428804284037, 0.32054882517260386, 0.2060931005812926, 0.3694127105850752, 0.19928420568351157, 0.5270930771511028, 0.3677319859511491, 0.4728785870430714, 0.8180268933901096, 0.4764732646580715, 0.39640051244962404, 0.4512857522116185, 0.33345346584946634, 0.11452114146163428, 0.3717615004456204, 0.2176772660593751, 0.5146621118544314, 0.3413932862199621, 0.3351070875322726, 0.0, 0.3021535524066322, 0.28449310236680847, 0.10878391943321775, 0.375513342089725, 0.3970656376671985, 0.0, 0.04958054124234079, 0.39209390889749407, 0.3553046156200449, 0.0576991377488314, 0.4831401716122625, 0.7836716485755342, 0.24873036395330927, 0.48302282305326905, 0.3257332037179078, 0.4872750050314367, 0.33597534754312897, 0.27161450094574924, 0.46165172112796016, 0.259432920934616, 0.46076649298453676, 0.0, 0.3825528965914782, 0.4924167220173089, 0.43316104112439024, 0.5218041164020444, 0.6813538440700735, 0.33901598499143326, 0.5828041418899708, 0.5828730085168237, 0.061747151088271335, 0.410366445995761, 0.5015978286259261, 0.3274186508537139, 0.44373815080302526, 0.5534053520776185, 0.48152705281678365, 0.3134435010897727, 0.34492574616375504, 0.37878350828841, 0.4396188965313158, 0.4152633685504341, 0.592819310083496, 0.40989184632653075, 0.3945655111599823, 0.38291482436319646, 0.3317917652527933, 0.4215795903281747, 0.44165107562066175, 0.5427495515273517, 0.5331599224578503, 0.48363394480364774, 0.38053796988095756, 0.34823263853792685, 0.13604424736935816, 0.4275617156523288, 0.48174087269232213, 0.5702019394049207, 0.5085227616075063, 0.394032738673215, 0.3456502127939042, 0.4895635977441821, 0.46593857545501993, 0.0, 0.030099023000826786, 0.5587188122531913, 0.43098177675712246, 0.28989499879808245, 0.4435023795753381, 0.4366203163100947, 0.0, 0.5060040770307269, 0.11621821150048195, 0.2587888940592187, 0.6671229125109692, 0.5583503443196874, 0.5203269452792993, 0.01962060448419245, 0.626260848194982, 0.33364478067757, 0.0, 0.4218032515465502, 0.39289499478647094, 0.33822390766045274, 0.8192444011258739, 0.45220655298295775, 0.45848915368470866, 0.2699344781773183, 0.38859631598442923, 0.5340142054038644, 0.5326268030320507, 0.4189523219752802, 0.2928008138272926, 0.42155680669010076, 0.782526664007289, 0.0, 0.16383227583528248, 0.5424565717494054, 0.3757959301793129, 0.1895009668369153, 0.20869329305600037, 0.45718236110899746, 0.6218296835275325, 0.43759238924421806, 0.31257552334112815, 0.31092704155262474, 0.7120873555663083, 0.4903601921545143, 0.0, 0.3225649604018651, 0.28244301850501174, 0.30024455363797287, 0.5784586108998364, 0.4797662857082139, 0.0, 0.43415995493910475, 0.6273976382292401, 0.394032738673215, 0.6430927504697013, 0.09644556762008327, 0.2555562059336266, 0.6048549909933673, 0.4159409573844677, 0.6573287232265774, 0.0, 0.19234003343767958, 0.30248364274736594, 0.4619100562911236, 0.5162317468062099, 0.3284956875437921, 0.38054271770789305, 0.31752367088807976, 0.397907090283238, 0.5588062650319363, 0.6130166721144117, 0.5490950364518072, 0.38958460518678784, 0.4702475546578775, 0.28652647187663927, 0.596852915618404, 0.7913931049688324, 0.06105242928880117, 0.4872978401198428, 0.045447323355697566, 0.580324667898356, 0.4425549627163734, 0.42577987475720536, 0.462795744375496, 0.4096023994801494, 0.49682884324059384, 0.5261126420328749, 0.6968530258665642, 0.366866948998792, 0.4630085942912522, 0.6002826430321578, 0.14537116208419498, 0.5826673000250405, 0.6691097213101822, 0.10477220317828984, 0.4513737345559552, 0.5146621118544314, 0.0, 0.24613362837194686, 0.36065334360772494, 0.36158074726902667, 0.6421917862533288, 0.24775006460000493, 0.27127336377323785, 0.5578666618861285, 0.3915859201207287, 0.3572787343021775, 0.3792393287537442, 0.42727432378209906, 0.4297534459494824, 0.19654456675666643, 0.4293971654491434, 0.3000281521211885, 0.3839887817757234, 0.4915323725854085, 0.43978130264705906, 0.12186784495013425, 0.4857586930868928, 0.0, 0.7037670715731645, 0.3413760121523599, 0.35194665691604876, 0.3814810945228405, 0.440310372813991, 0.05064199064053265, 0.38798350384718117, 0.4487406037564413, 0.32222474968395887, 0.4236009449492383, 0.3878920833536871, 0.6870500635443327, 0.2604734641969405, 0.3486938481309263, 0.0, 0.20869329305600037, 0.2625236317988431, 0.6664089136986546, 0.307973540200851, 0.0, 0.2486231972265428, 0.3241832534840192, 0.3963499973357415, 0.5575466070544313, 0.8153094234481169, 0.41405981866003005, 0.6553374279566728, 0.3015918842197499, 0.5218041164020444, 0.10878391943321775, 0.3164018254726061, 0.4659600564505383, 0.3453508338801118, 0.3146248959625221, 0.32222474968395887, 0.45642154284893144, 0.6245192850618233, 0.4030959330235405, 0.4435629195993416, 0.724056639616649, 0.43272580468348376, 0.11621821150048195, 0.5209128916748071, 0.5142994786214372, 0.4283482228301815, 0.2047018099741601, 0.45718236110899746, 0.2117626700593399, 0.3942563634230579, 0.04226200575442174, 0.4016091761097351, 0.2687414924836097, 0.4618629757578804, 0.11146570195835526, 0.43145808715091494, 0.8096309963367014, 0.20628242340003344, 0.5224885359178247, 0.3369461078522318, 0.7048693173624454, 0.6584043498223027, 0.16229257262777164, 0.43628673242080296, 0.46825098057731274, 0.34441870106873007, 0.438257628003624, 0.5885403849770352, 0.30708201910120514, 0.31706398776672673, 0.3856413652299444, 0.16383227583528248, 0.307973540200851, 0.18201265025021707, 0.44009192505039607, 0.8382768155809268, 0.23202403065879462, 0.4534771377060711, 0.3871027615917967, 0.13914724411212054, 0.34384791766038014, 0.19026953513182987, 0.3523847746182299, 0.5004883163595654, 0.5621381046657621, 0.1444537851540595, 0.28683655413466613, 0.32066485315684623, 0.6544395513198918, 0.37450812494776187, 0.2034496114024532, 0.287267085473226, 0.3192630723256925, 0.3368185227871191, 0.46736713708408417, 0.39306493928820607, 0.0, 0.7495998976502942, 0.020103107108688456, 0.5372945646582652, 0.704111070479773, 0.31928088848131353, 0.20780440355180985, 0.571211989984027, 0.3772195327201706, 0.8229030633666199, 0.5012473810443843, 0.33396682297214064, 0.2587888940592187, 0.5373859622418391, 0.8407976172096453, 0.5111386038715922, 0.4797222462610632, 0.45495685714922096, 0.48488436049453054, 0.07672353637854812, 0.5328647139363699, 0.6899235790623204, 0.0, 0.5867902050299001, 0.21855179634449917, 0.4449172510015892, 0.7658094339053032, 0.5076676322509164, 0.025225544503289288, 0.796432796785156, 0.34664073595193734, 0.5289399869987347, 0.45096152183198435, 0.5330143503225715, 0.29344035499114984, 0.0, 0.0, 0.0, 0.5975779475656142, 0.6474982044153408, 0.5359103273101933, 0.2587888940592187, 0.521436375398716, 0.4016091761097351, 0.5986825940680163, 0.3369461078522318, 0.7760063479291248, 0.3011358039192318, 0.311879770365313, 0.5187918707538988, 0.13914724411212054, 0.318777386405667, 0.42352661273709846, 0.4695405067503955, 0.5843083664590896, 0.3888589535482848, 0.0804863130050969, 0.32949342079100896, 0.6090309652814558, 0.6182151847597421, 0.13023233472690932, 0.8689395286895706, 0.3195875440556767, 0.21443541720877624, 0.32292172349465853, 0.49815519994253865, 0.413745928781042, 0.44207760588800016, 0.0, 0.5193916566314982, 0.514215080077012, 0.4261707384997222, 0.2707929498231365, 0.3418602360765406, 0.29032498490982217, 0.40361909047023603, 0.3279549500681772, 0.5307887056123135, 0.2603628897465896, 0.395996846638219, 0.6487230202817227, 0.30971265959478744, 0.4971712658491857, 0.0, 0.3369461078522318, 0.40089020680646037, 0.0814781688629378, 0.3859780034749438, 0.0, 0.0, 0.3667666392115102, 0.7244541212143862, 0.7696038955229214, 0.2136605936834748, 0.6484866678568533, 0.1419310866904573, 0.6631759543085954, 0.5408240825574877, 0.3879109873347374, 0.5903523668008224, 0.46307678783159933, 0.0, 0.05313965512693086, 0.3707901849260187, 0.5407693067121087, 0.5502674196504533, 0.0576991377488314, 0.30573664121521904, 0.019549086168488383, 0.41689223584127355, 0.4825626798679016, 0.6641076769986378, 0.7219098006483919, 0.7504218706083665, 0.5220250272479774, 0.3432090250204166, 0.25574516262532576, 0.3788149814340116, 0.5777062677055953, 0.28588432173476763, 0.4125323862621495, 0.37583061820583563, 0.49635724421752603, 0.4854370938045729, 0.6399121136752788, 0.12646829619665623, 0.27140320107467975, 0.4739917150052736, 0.25946125787438934, 0.3432090250204166, 0.6433448032045511, 0.49533064520796755, 0.7079029561575103, 0.33364478067757, 0.41048306456060135, 0.5800025354290326, 0.5019676606911927, 0.4892955608455444, 0.511278968654783, 0.3907364012910779, 0.5234948761199645, 0.3517724117477209, 0.11621821150048195, 0.5218461546742207, 0.4659600564505383, 0.34790363527506407, 0.19734481584037766, 0.713799099848352, 0.38003765413263024, 0.34664073595193734, 0.30193087449195544, 0.40036958186211025, 0.39184860473276395, 0.4005125412889352, 0.2773187487514397, 0.0, 0.0728129244947241, 0.6339927426767611, 0.3996628003650836, 0.6082402575100521, 0.46722103432839146, 0.4167946028926135, 0.6408644010576626, 0.6311966721015305, 0.3062098888512429, 0.5331599224578503, 0.4025422086922038, 0.4898354928892952, 0.7562618128524832, 0.48507695318407607, 0.0, 0.5074531402285627, 0.7638595222978392, 0.6038802037383013, 0.7222070623524683, 0.38656421581106526, 0.4025500300560141, 0.0, 0.3991640474127246, 0.2369453709051733, 0.3192630723256925, 0.47295598761679125, 0.3543916130259782, 0.3587483065547793, 0.3863742016122227, 0.1255880286524168, 0.0, 0.6473805516387607, 0.2846815238487418, 0.250665204411602, 0.2695705093330554, 0.3833219971626033, 0.7283477426687179, 0.03422951971100352, 0.24360508871071784, 0.41908360496078056, 0.581024082261102, 0.6183740049667017, 0.39289499478647094, 0.24532884358913898, 0.29640680879474, 0.0, 0.6110186251486782, 0.3965854160712322, 0.3444894872200899, 0.2034496114024532, 0.6577900484906738, 0.6698030007259652, 0.5422291410202636, 0.3378649775924264, 0.3650541739655404, 0.33758374600848373, 0.23729243310901027, 0.34664073595193734, 0.3139863999447645, 0.7662495192787611, 0.6824159094695972, 0.3713361969351042, 0.511367249163085, 0.27286358409791445, 0.43687476808561887, 0.31040377110066464, 0.0, 0.13053626449231925, 0.31084545275498265, 0.7423783073643317, 0.48392854110518924, 0.6244146011772158, 0.4697854275253076, 0.5583289838826827, 0.7101994874318178, 0.34390572172247325, 0.621128037674044, 0.3230008139994218, 0.0036196979702772802, 0.28520881592153957, 0.3229304979581785, 0.4343833888662152, 0.45870290072200925, 0.49440339235067454, 0.6088615271385631, 0.2015366698384572, 0.6753039290949983, 0.45254381118610854, 0.0, 0.2590054243422979, 0.6944332767728594, 0.44683519525600557, 0.7947692196079718, 0.2370331399876623, 0.0, 0.31280895843756007, 0.38083920871896215, 0.41090586247665095, 0.46722103432839146, 0.5559650204867327, 0.7070046434134489, 0.2719484171521688, 0.5544388639136875, 0.29344035499114984, 0.3732456887868021, 0.7288581726422002, 0.39574888172252576, 0.2683681807465107, 0.6324389209933323, 0.42750490268791175, 0.584976655348155, 0.48450882331715484, 0.4595632208390329, 0.3432090250204166, 0.6939175225403478, 0.6230328257097114, 0.5199620045785629, 0.002590892575257908, 0.1419310866904573, 0.1544754778071079, 0.7524241263784349, 0.7320500990952303, 0.5654418573611455, 0.5323721666242032, 0.1744340494734824, 0.4907068573120664, 0.3141602443801127, 0.3571832498149451, 0.7621398536802598, 0.3968157387749094, 0.23357812183821092, 0.3637388369653486, 0.4539745465752496, 0.5236017284712902, 0.5138366335552118, 0.48284761645161134, 0.2829741040591264, 0.12646829619665623, 0.6621979895170511, 0.16383227583528248, 0.4057958093888334, 0.5901720468803853, 0.47975609485825166, 0.31928088848131353, 0.02395925569434121, 0.4828428240179383, 0.27104244808099387, 0.38549257170340767, 0.0, 0.36585561469556527, 0.36261848284387277, 0.6556855279203727, 0.5669135856838796, 0.5324571921888792, 0.5262128378139506, 0.6042108054383037, 0.5991807696517805, 0.5695348295152692, 0.0, 0.7036500624899747, 0.3694525027687853, 0.6049891074114021, 0.3075412850332335, 0.21907646229888678, 0.220474378390216, 0.5348226207489168, 0.31931559059510217, 0.7795962855901261, 0.18665991626855227, 0.4595632208390329, 0.3390189026657384, 0.5549929699403738, 0.6621580985040199, 0.6420211904173218, 0.302398478158321, 0.26097697111644147, 0.4839297133881679, 0.5542170070300378, 0.6378078271426482, 0.6059315844635635, 0.7158352494390154, 0.12741992401463698, 0.6657773927924662, 0.014042273322152465, 0.3944532442377441, 0.0, 0.3585298120532113, 0.2120021793151633, 0.5232886515439205, 0.32828922757867585, 0.14912292196340138, 0.3515990394500266, 0.47295598761679125, 0.3760618130816181, 0.28851718334749554, 0.7099650763857295, 0.4104975594987442, 0.31431225374035054, 0.5352404104883052, 0.23661875754705952, 0.2526158036153937, 0.5662070339742704, 0.2868554877592293, 0.01962060448419245, 0.725582942263068, 0.3667666392115102, 0.10216771413614723, 0.556987073654708, 0.5014973834858234, 0.33008420901432933, 0.4524249943415104, 0.4236012437597412, 0.3199536574744053, 0.6349761454631584, 0.6799832848717987, 0.44399611988259224, 0.5468939794116625, 0.397907090283238, 0.46501529621314286, 0.397907090283238, 0.31928088848131353, 0.5703764920619449, 0.26565038758812887, 0.5071461665405297, 0.4357139911933503, 0.003121298369468062, 0.6102550657919543, 0.4193454398638409, 0.4455087183994092, 0.0, 0.5276791250374102, 0.5000008547789663, 0.12646829619665623, 0.0, 0.28880788514208633, 0.12036325754073463, 0.20539504940109954, 0.5448775282525657, 0.6999121264439769, 0.5302810809905963, 0.5959651258946541, 0.6407865899990179, 0.32630138806804065, 0.04923055396517728, 0.42041062969941145, 0.42231317110827027, 0.5160679655381422, 0.3256468403379189, 0.7191313783437678, 0.40595362207787977, 0.15161726847221557, 0.6510207154080705, 0.030066809762104074, 0.10314523463395675, 0.2557584683045252, 0.19047728846389067, 0.6934688546057677, 0.5836452464179741, 0.4349369763605636, 0.37616915020974095, 4.6591582469379667E-4, 0.4387575530531068, 0.027108362759763693, 0.5744939400496374, 0.281060331201476, 0.1007517318837754, 0.22352576311297123, 0.4010024414978929, 0.6570263907285293, 0.07566411879070911, 0.43665405617202724, 0.0, 0.7207084761747962, 0.361499870652888, 0.44958845268806913, 0.35426804905355036, 0.2564319623941328, 0.7192379490112057, 0.6372617429625445, 0.3883511368521614, 0.25987157670281547, 0.0, 0.4097826489912314, 0.30573664121521904, 0.5264865933777904, 0.397907090283238, 0.2634840828167587, 0.5626069204302353, 0.314639315522122, 0.44450024100270924, 0.8123681140171005, 0.22014432998277833, 0.6896433694923727, 0.4046840321615103, 0.7523294795796522, 0.45237785720819845, 0.4510259365352023, 0.565030762844791, 0.5090960173374319, 0.5886895941960059, 0.458339281784529, 0.40361909047023603, 0.3062590348550086, 0.4614294118932193, 0.3238265539334684, 0.5480658966608933, 0.2464577910229966, 0.37503130058565015, 0.0, 0.39809588901147686, 0.0, 0.43036562161606595, 0.5937819471542605, 0.5067768473611503, 0.1953718944973417, 0.5849145253282471, 0.49499681809946416, 0.0, 0.36447909410440105, 0.5736848386494585, 0.0, 0.5356250633850663, 0.4890452763966886, 0.7724300093442356, 0.2204551945457709, 0.5778224606855052, 0.0, 0.6788792751930945, 0.3879526647601961, 0.0, 0.48128374663785145, 0.584756713730171, 0.05246635243470976, 0.21516462146260296, 0.12646829619665623, 0.48144540596161123, 0.10878391943321775, 0.3501588715905187, 0.761180755816503, 0.7840208320682784, 0.2434184287344051, 0.30841948469474956, 0.3098177698055351, 0.7246280421637609, 0.6166988675984539, 0.551931166381685, 0.39664287586463587, 0.4994201845005066, 0.7174557307086269, 0.2461635624422267, 0.44384159406006674, 0.5394616410745764, 0.0028677249604741606, 0.3518863516296503, 0.15160634641496518, 0.307973540200851, 0.22923187910248222, 0.7731645487573725, 0.30385595324857595, 0.4534760876202787, 0.0, 0.5559030133788578, 0.3369461078522318, 0.617278359820584, 0.5998426469096787, 0.3785960623246245, 0.5377797158109283, 0.3304455201943124, 0.5346708968710385, 0.6440570438210729, 0.3425854494627778, 0.6545802026467996, 0.39534614217900566, 0.6946596958962201, 0.3456502127939042, 0.5741546223834264, 0.3000281521211885, 0.5588132798834317, 0.7260370309689912, 0.6828917478749896, 0.2951488873753667, 0.29942516082334847, 0.33728709456229244, 0.3327543521584052, 0.397907090283238, 0.5760652424984127, 0.5507941748073304, 0.5143223152531918, 0.5063440283333434, 0.6289646496618333, 0.29771965982115844, 0.3248869618208131, 0.47567574761415954, 0.408517388812911, 0.5686947476686613, 0.5923673070084063, 0.18040464440945914, 0.2606794070012417, 0.11258136252710926, 0.5132518900328683, 0.42931739497443777, 0.7664804669838959, 0.5151863726022239, 0.0881792129921165, 0.303613742827598, 0.34664073595193734, 0.4634004689306044 };
    List<Double> expectedOutlierScores = Arrays.stream(expectedDoubleOutlierScores).boxed().collect(Collectors.toList());
    assertEquals(expectedClusterLabels, clusterLabels);
    assertEquals(expectedOutlierScores, outlierScores);
}