How to use pyclustering - 10 common examples

def testLengthProcessedSampleSimple1(self):    
        self.templateLengthProcessData(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 0.7, 0, 10);
        self.templateLengthProcessData(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 0.5, 0, 10);

def testClusteringSampleSimple1(self):
        self.templateClusteringResults(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 0.4, 2, [5, 5], False);

def testClusterOneAllocationByCore(self):
        self.templateLengthProcessData(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[1.0, 2.5]], [10], True);
        self.templateLengthProcessData(SIMPLE_SAMPLES.SAMPLE_SIMPLE2, [[0.5, 0.2]], [23], True);
        self.templateLengthProcessData(SIMPLE_SAMPLES.SAMPLE_SIMPLE3, [[0.2, 0.1]], [60], True);
        self.templateLengthProcessData(SIMPLE_SAMPLES.SAMPLE_SIMPLE4, [[2.0, 5.0]], [75], True);
        self.templateLengthProcessData(SIMPLE_SAMPLES.SAMPLE_SIMPLE5, [[0.0, 0.0]], [60], True);

def testClusteringSampleSimple1(self):
        self.templateClustering(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 1, 0.999, solve_type.FAST, initial_type.RANDOM_GAUSSIAN, True, False, 0.05, conn_represent.MATRIX, [5, 5], False);

def testClusteringSampleSimple2(self):
        self.templateClusteringResults(SIMPLE_SAMPLES.SAMPLE_SIMPLE2, 1, 2, [5, 8, 10], False);

def testSomClusterAllocationSampleSimple3(self):
        self.templateLengthSomCluster(SIMPLE_SAMPLES.SAMPLE_SIMPLE3, [4, 4], 3, 0.999);

def testBicClusterAllocationSampleTwoDiamonds(self):
        self.templateLengthProcessData(FCPS_SAMPLES.SAMPLE_TWO_DIAMONDS, [[0.8, 0.2], [3.0, 0.0]], [400, 400], splitting_type.BAYESIAN_INFORMATION_CRITERION);

def testClusteringHepta(self):
        self.templateClusteringResults(FCPS_SAMPLES.SAMPLE_HEPTA, 1, 3, [30, 30, 30, 30, 30, 30, 32], False);
        self.templateClusteringResults(FCPS_SAMPLES.SAMPLE_HEPTA, 5, 3, [212], False);

def testClusteringSampleSimple1(self):
        self.templateClusteringResults(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 2, [5, 5]);
        self.templateClusteringResults(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 1, [10]);

def testClusterAllocationConnWeightSampleSimple1ByCore(self):
        self.templateClustering(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 2, 0.999, solve_type.FAST, initial_type.RANDOM_GAUSSIAN, True, True, 0.05, None, [5, 5], True);
        self.templateClustering(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, 10, 0.999, solve_type.FAST, initial_type.RANDOM_GAUSSIAN, True, True, 0.05, None, [10], True);