public void MultinomialTestConstructorTest2()
{
// This example is based on the example available on About.com Statistics,
// An Example of Chi-Square Test for a Multinomial Experiment By Courtney Taylor
// http://statistics.about.com/od/Inferential-Statistics/a/An-Example-Of-Chi-Square-Test-For-A-Multinomial-Experiment.htm
// In this example, we would like to test if a die is fair. For this, we
// will be rolling the die 600 times, annotating the result every time
// the die falls. In the end, we got a one 106 times, a two 90 times, a
// three 98 times, a four 102 times, a five 100 times and a six 104 times:
int[] sample = { 106, 90, 98, 102, 100, 104 };
// If the die was fair, we should note that we would be expecting the
// probabilities to be all equal to 1 / 6:
double[] hypothesizedProportion =
{
// 1 2 3 4 5 6
1 / 6.0, 1 / 6.0, 1 / 6.0, 1 / 6.0, 1 / 6.0, 1 / 6.0,
};
// Now, we create our test using the samples and the expected proportion
MultinomialTest test = new MultinomialTest(sample, hypothesizedProportion);
double chiSquare = test.Statistic; // 1.6
bool significant = test.Significant; // false
// Since the test didn't come up significant, it means that we
// don't have enough evidence to to reject the null hypothesis
// that the die is fair.
Assert.AreEqual(1.6000000000000003, chiSquare);
Assert.IsFalse(significant);
}
public void MultinomialTestConstructorTest()
{
// Example from http://www.stat.berkeley.edu/~stark/SticiGui/Text/chiSquare.htm
int[] sample = { 45, 41, 9 };
double[] hypothesizedProportion = { 18 / 38.0, 18 / 38.0, 2 / 38.0 };
MultinomialTest target = new MultinomialTest(sample, hypothesizedProportion);
Assert.AreEqual(18 / 38.0, target.HypothesizedProportions[0]);
Assert.AreEqual(18 / 38.0, target.HypothesizedProportions[1]);
Assert.AreEqual(2 / 38.0, target.HypothesizedProportions[2]);
Assert.AreEqual(45 / 95.0, target.ObservedProportions[0]);
Assert.AreEqual(41 / 95.0, target.ObservedProportions[1]);
Assert.AreEqual(9 / 95.0, target.ObservedProportions[2]);
Assert.AreEqual(3.55555556, target.Statistic, 1e-5);
}
private static void Main()
//****************************************************************************80
//
// Purpose:
//
// test_values_test() tests test_values().
//
// Licensing:
//
// This code is distributed under the GNU LGPL license.
//
// Modified:
//
// 04 January 2019
//
// Author:
//
// John Burkardt
//
{
Console.WriteLine("");
Console.WriteLine("test_values_test():");
Console.WriteLine(" Test test_values().");
AbramsTest.abram0_values_test();
AbramsTest.abram1_values_test();
AbramsTest.abram2_values_test();
AGMTest.agm_values_test();
AiryTest.airy_ai_values_test();
AiryTest.airy_ai_int_values_test();
AiryTest.airy_ai_prime_values_test();
AiryTest.airy_bi_values_test();
AiryTest.airy_bi_int_values_test();
AiryTest.airy_bi_prime_values_test();
AiryTest.airy_cai_values_test();
AiryTest.airy_cbi_values_test();
AiryTest.airy_gi_values_test();
AiryTest.airy_hi_values_test();
ArcTest.arccos_values_test();
ArcTest.arccosh_values_test();
ArcTest.arcsin_values_test();
ArcTest.arcsinh_values_test();
ArcTest.arctan_values_test();
ArcTest.arctan_int_values_test();
ArcTest.arctanh_values_test();
BeiBellTest.bei0_values_test();
BeiBellTest.bei1_values_test();
BeiBellTest.bell_values_test();
BerTest.ber0_values_test();
BerTest.ber1_values_test();
BernoulliTest.bernoulli_number_values_test();
BernoulliTest.bernoulli_poly_values_test();
BernsteinTest.bernstein_poly_01_values_test();
BesselTest.bessel_i0_values_test();
BesselTest.bessel_i0_int_values_test();
BesselTest.bessel_i0_spherical_values_test();
BesselTest.bessel_i1_values_test();
BesselTest.bessel_i1_spherical_values_test();
BesselTest.bessel_in_values_test();
BesselTest.bessel_ix_values_test();
BesselTest.bessel_j_spherical_values_test();
BesselTest.bessel_j0_values_test();
BesselTest.bessel_j0_int_values_test();
BesselTest.bessel_j0_spherical_values_test();
BesselTest.bessel_j0_zero_values_test();
BesselTest.bessel_j1_values_test();
BesselTest.bessel_j1_spherical_values_test();
BesselTest.bessel_jn_values_test();
BesselTest.bessel_jx_values_test();
BesselTest.bessel_k0_values_test();
BesselTest.bessel_k0_int_values_test();
BesselTest.bessel_k1_values_test();
BesselTest.bessel_kn_values_test();
BesselTest.bessel_kx_values_test();
BesselTest.bessel_y0_values_test();
BesselTest.bessel_y0_int_values_test();
BesselTest.bessel_y0_spherical_values_test();
BesselTest.bessel_y1_values_test();
BesselTest.bessel_y1_spherical_values_test();
BesselTest.bessel_yn_values_test();
BesselTest.bessel_yx_values_test();
BetaTest.beta_values_test();
BetaTest.beta_cdf_values_test();
BetaTest.beta_inc_values_test();
BetaTest.beta_log_values_test();
BetaTest.beta_noncentral_cdf_values_test();
BetaTest.beta_pdf_values_test();
BinomialTest.binomial_values_test();
BinomialTest.binomial_cdf_values_test();
BinomialTest.binomial_pdf_values_test();
BivariateTest.bivariate_normal_cdf_values_test();
ComplexTest.c8_log_values_test();
CatalanTest.catalan_values_test();
CauchyTest.cauchy_cdf_values_test();
CubeRootTest.cbrt_values_test();
ChebyshevTest.cheby_t_poly_values_test();
ChebyshevTest.cheby_t01_poly_values_test();
ChebyshevTest.cheby_u_poly_values_test();
ChebyshevTest.cheby_u01_poly_values_test();
ChebyshevTest.cheby_v_poly_values_test();
ChebyshevTest.cheby_v01_poly_values_test();
ChebyshevTest.cheby_w_poly_values_test();
ChebyshevTest.cheby_w01_poly_values_test();
ChiTest.chi_values_test();
ChiTest.chi_square_cdf_values_test();
ChiTest.chi_square_pdf_values_test();
ChiTest.chi_square_noncentral_cdf_values_test();
CosineTest.ci_values_test();
CosineTest.cin_values_test();
CosineTest.cinh_values_test();
ClausenTest.clausen_values_test();
ClebschGordanTest.clebsch_gordan_values_test();
CollatzTest.collatz_count_values_test();
CosineTest.cos_values_test();
CosineTest.cos_degree_values_test();
CosineTest.cos_power_int_values_test();
CosineTest.cosh_values_test();
CotTest.cot_values_test();
ConstPressureTest.cp_values_test();
DateTest.datenum_values_test();
DawsonTest.dawson_values_test();
DebyeTest.debye1_values_test();
DebyeTest.debye2_values_test();
DebyeTest.debye3_values_test();
DebyeTest.debye4_values_test();
DedekindTest.dedekind_sum_values_test();
DielectricTest.dielectric_values_test();
DilogarithmTest.dilogarithm_values_test();
ExpIntegralTest.e1_values_test();
DateTest.easter_gregorian_values_test();
DateTest.easter_julian_values_test();
ExpIntegralTest.ei_values_test();
EllipticTest.elliptic_ea_values_test();
EllipticTest.elliptic_ek_values_test();
EllipticTest.elliptic_em_values_test();
EllipticTest.elliptic_fa_values_test();
EllipticTest.elliptic_fk_values_test();
EllipticTest.elliptic_fm_values_test();
EllipticTest.elliptic_inc_ea_values_test();
EllipticTest.elliptic_inc_ek_values_test();
EllipticTest.elliptic_inc_em_values_test();
EllipticTest.elliptic_inc_fa_values_test();
EllipticTest.elliptic_inc_fk_values_test();
EllipticTest.elliptic_inc_fm_values_test();
EllipticTest.elliptic_inc_pia_values_test();
EllipticTest.elliptic_inc_pik_values_test();
EllipticTest.elliptic_inc_pim_values_test();
EllipticTest.elliptic_pia_values_test();
EllipticTest.elliptic_pik_values_test();
EllipticTest.elliptic_pim_values_test();
ErrorFuncTest.erf_values_test();
ErrorFuncTest.erfc_values_test();
EulerTest.euler_number_values_test();
EulerTest.euler_poly_values_test();
ExponentialTest.exp_values_test();
ExponentialTest.exp3_int_values_test();
ExponentialTest.exponential_01_pdf_values_test();
ExponentialTest.exponential_cdf_values_test();
ExponentialTest.exponential_pdf_values_test();
ExtremeTest.extreme_values_cdf_values_test();
FTest.f_cdf_values_test();
FTest.f_noncentral_cdf_values_test();
FresnelTest.fresnel_cos_values_test();
FresnelTest.fresnel_sin_values_test();
FrobeniusTest.frobenius_number_data_values_test();
FrobeniusTest.frobenius_number_order_values_test();
FrobeniusTest.frobenius_number_order2_values_test();
GammaTest.gamma_values_test();
GammaTest.gamma_01_pdf_values_test();
GammaTest.gamma_cdf_values_test();
GammaTest.gamma_inc_values_test();
GammaTest.gamma_inc_p_values_test();
GammaTest.gamma_inc_q_values_test();
GammaTest.gamma_inc_tricomi_values_test();
GammaTest.gamma_log_values_test();
GammaTest.gamma_pdf_values_test();
GegenbauerTest.gegenbauer_poly_values_test();
GeometricTest.geometric_cdf_values_test();
GoodwinTest.goodwin_values_test();
GudermannianTest.gud_values_test();
HermiteTest.hermite_function_values_test();
HermiteTest.hermite_poly_phys_values_test();
HermiteTest.hermite_poly_prob_values_test();
HyperTest.hyper_1f1_values_test();
HyperTest.hyper_2f1_values_test();
HyperTest.hypergeometric_cdf_values_test();
HyperTest.hypergeometric_pdf_values_test();
HyperTest.hypergeometric_u_values_test();
ITest.i0ml0_values_test();
ITest.i1ml1_values_test();
FactorialTest.i4_factorial_values_test();
FactorialTest.i4_factorial2_values_test();
FactorialTest.i4_fall_values_test();
FactorialTest.i4_rise_values_test();
IntgrTest.int_values_test();
ChiTest.inverse_chi_square_pdf_values_test();
GammaTest.inverse_gamma_pdf_values_test();
JacobiTest.jacobi_cn_values_test();
JacobiTest.jacobi_dn_values_test();
JacobiTest.jacobi_poly_values_test();
JacobiTest.jacobi_sn_values_test();
DateTest.jed_ce_values_test();
DateTest.jed_mjd_values_test();
DateTest.jed_rd_values_test();
DateTest.jed_weekday_values_test();
KelvinTest.kei0_values_test();
KelvinTest.kei1_values_test();
KelvinTest.ker0_values_test();
KelvinTest.ker1_values_test();
LaguerreTest.laguerre_associated_values_test();
LaguerreTest.laguerre_general_values_test();
LaguerreTest.laguerre_polynomial_values_test();
LambertTest.lambert_w_values_test();
LaplaceTest.laplace_cdf_values_test();
LegendreTest.legendre_associated_values_test();
LegendreTest.legendre_associated_normalized_values_test();
LegendreTest.legendre_associated_normalized_sphere_values_test();
LegendreTest.legendre_function_q_values_test();
LegendreTest.legendre_normalized_polynomial_values_test();
LegendreTest.legendre_polynomial_values_test();
LegendreTest.legendre_shifted_polynomial_values_test();
LerchTest.lerch_values_test();
LobachevskyTest.lobachevsky_values_test();
LobattoTest.lobatto_polynomial_values_test();
LobattoTest.lobatto_polynomial_derivatives_test();
LogarithmTest.log_values_test();
LogarithmTest.log_normal_cdf_values_test();
LogarithmTest.log_series_cdf_values_test();
LogarithmTest.log10_values_test();
LogarithmTest.logarithmic_integral_values_test();
LogisticTest.logistic_cdf_values_test();
MertensTest.mertens_values_test();
MittagLefflerTest.mittag_leffler_ea_values_test();
MoebiusTest.moebius_values_test();
MultinomialTest.multinomial_pdf_values_test();
BinomialTest.negative_binomial_cdf_values_test();
WignerTest.nine_j_values_test();
NormalTest.normal_01_cdf_values_test();
NormalTest.normal_01_pdf_values_test();
NormalTest.normal_cdf_values_test();
NormalTest.normal_pdf_values_test();
OmegaTest.omega_values_test();
OwenTest.owen_values_test();
PartitionTest.partition_count_values_test();
PartitionTest.partition_distinct_count_values_test();
PhiTest.phi_values_test();
PiTest.pi_values_test();
PoissionTest.poisson_cdf_values_test();
LogarithmTest.polylogarithm_values_test();
PolyominoTest.polyomino_chiral_count_values_test();
PolyominoTest.polyomino_fixed_count_values_test();
PolyominoTest.polyomino_free_count_values_test();
PrandtlTest.prandtl_values_test();
PrimeTest.prime_values_test();
PsatTest.psat_values_test();
PsiTest.psi_values_test();
FactorialTest.r8_factorial_values_test();
FactorialTest.r8_factorial_log_values_test();
FactorialTest.r8_factorial2_values_test();
FactorialTest.r8_fall_values_test();
FactorialTest.r8_rise_values_test();
RayleighTest.rayleigh_cdf_values_test();
ChiTest.scaled_inverse_chi_square_pdf_values_test();
SecVirTest.secvir_values_test();
ShiTest.shi_values_test();
SineTest.si_values_test();
SigmaTest.sigma_values_test();
SineTest.sin_values_test();
SineTest.sin_degree_values_test();
SineTest.sin_power_int_values_test();
SineTest.sinh_values_test();
WignerTest.six_j_values_test();
SoundTest.sound_values_test();
SphereTest.sphere_unit_area_values_test();
SphereTest.sphere_unit_volume_values_test();
SphericalHarmonicTest.spherical_harmonic_values_test();
SqrtTest.sqrt_values_test();
StirlingTest.stirling1_values_test();
StirlingTest.stirling2_values_test();
StromgenTest.stromgen_values_test();
StruveTest.struve_h0_values_test();
StruveTest.struve_h1_values_test();
StruveTest.struve_l0_values_test();
StruveTest.struve_l1_values_test();
StudentTest.student_cdf_values_test();
StudentTest.student_noncentral_cdf_values_test();
FactorialTest.subfactorial_values_test();
SurfTensionTest.surten_values_test();
SynchTest.synch1_values_test();
SynchTest.synch2_values_test();
TangentTest.tan_values_test();
TangentTest.tanh_values_test();
TauTest.tau_values_test();
ThermCondTest.thercon_values_test();
WignerTest.three_j_values_test();
TransportationTest.tran02_values_test();
TransportationTest.tran03_values_test();
TransportationTest.tran04_values_test();
TransportationTest.tran05_values_test();
TransportationTest.tran06_values_test();
TransportationTest.tran07_values_test();
TransportationTest.tran08_values_test();
TransportationTest.tran09_values_test();
TrigammaTest.trigamma_values_test();
TruncatedTest.truncated_normal_ab_cdf_test();
TruncatedTest.truncated_normal_ab_pdf_test();
TruncatedTest.truncated_normal_a_cdf_test();
TruncatedTest.truncated_normal_a_pdf_test();
TruncatedTest.truncated_normal_b_cdf_test();
TruncatedTest.truncated_normal_b_pdf_test();
TsatTest.tsat_values_test();
VanDerCorputTest.van_der_corput_values_test();
ViscosityTest.viscosity_values_test();
VonMisesTest.von_mises_cdf_values_test();
DateTest.weekday_values_test();
WeibullTest.weibull_cdf_values_test();
WrightOmegaTest.wright_omega_values_test();
ZetaTest.zeta_values_test();
ZetaTest.zeta_m1_values_test();
Console.WriteLine("");
Console.WriteLine("test_values_test():");
Console.WriteLine(" Normal end of execution.");
Console.WriteLine("");
}
private void updateFormValues()
{
srPop.Points.Clear();
srSamp.Points.Clear();
srPop2.Points.Clear();
srSamp2.Points.Clear();
System.Windows.Forms.ComboBox cmbPrimary = (System.Windows.Forms.ComboBox)hs.Controls["cmbPrimary"];
string cmbTxt = cmbPrimary.Text;
System.Windows.Forms.DataVisualization.Charting.Chart ch = hs.chrHistogram;
string k = ch.Titles[0].Text.Replace("Distribution for ", "");
if (cmbTxt == "Bins")
{
ch.ChartAreas[0].AxisX.Title = "Bins";
double[] binProp1 = ClusterProportions[k];
double[] binProp2 = ClusterSampleProportions[k];
int[] clusCntSamp = clusSampleCountDic[k];
Accord.Statistics.Testing.MultinomialTest mt = new MultinomialTest(clusCntSamp, binProp1);
ch.ChartAreas[1].AxisX.Title = "Chi-Square = " + mt.Statistic.ToString() + "\np-value = " + mt.PValue.ToString();
double[] xAxes = (from int i in System.Linq.Enumerable.Range(0, binProp1.Length) select System.Convert.ToDouble(i)).ToArray();
double ypSum = 0;
double ysSum = 0;
for (int i = 0; i < binProp1.Length; i++)
{
double bp1 = binProp1[i];
double bp2 = binProp2[i];
ypSum += bp1;
ysSum += bp2;
srPop.Points.AddXY(xAxes[i], bp1);
srSamp.Points.AddXY(xAxes[i], bp2);
srPop2.Points.AddXY(xAxes[i], ypSum);
srSamp2.Points.AddXY(xAxes[i], ysSum);
}
}
else
{
int cmbInd = System.Convert.ToInt32(cmbTxt) - 1;
ch.ChartAreas[0].AxisX.Title = "Principle Component " + cmbTxt;
ch.ChartAreas[1].AxisX.Title = "proportion of variance = " + pca.ProportionOfTotalVariance[cmbInd].ToString() + "\np-value = " + pDic[k][cmbInd].ToString();
double[][] minMax1 = minMaxDic1[k];
double[][] minMax2 = minMaxDic2[k];
double min = minMax1[0][cmbInd];
if (minMax2[0][cmbInd] < min)
{
min = minMax2[0][cmbInd];
}
double max = minMax1[1][cmbInd];
if (minMax2[1][cmbInd] > max)
{
max = minMax2[1][cmbInd];
}
double span = (max - min) / numberOfBins;
double[] binProp1 = binPropDic1[k][cmbInd];
double[] binProp2 = binPropDic2[k][cmbInd];
double[] xAxes = new double[binProp1.Length];
double halfMin = min / 2;
for (int i = 0; i < xAxes.Length; i++)
{
xAxes[i] = min + halfMin + (span * i);
}
double ypSum = 0;
double ysSum = 0;
for (int i = 0; i < binProp1.Length; i++)
{
double bp1 = binProp1[i];
double bp2 = binProp2[i];
ypSum += bp1;
ysSum += bp2;
srPop.Points.AddXY(xAxes[i], bp1);
srSamp.Points.AddXY(xAxes[i], bp2);
srPop2.Points.AddXY(xAxes[i], ypSum);
srSamp2.Points.AddXY(xAxes[i], ysSum);
}
}
ch.Show();
}
private static void Main()
//****************************************************************************80
//
// Purpose:
//
// MAIN is the main program for SUBSET_TEST.
//
// Discussion:
//
// SUBSET_TEST tests SUBSET.
//
// Licensing:
//
// This code is distributed under the GNU LGPL license.
//
// Modified:
//
// 20 November 2019
//
// Author:
//
// John Burkardt
//
{
Console.WriteLine("");
Console.WriteLine("SUBSET_TEST");
Console.WriteLine(" Test the SUBSET library.");
AlternatingSignMatrixTest.asm_enum_test();
AlternatingSignMatrixTest.asm_triangle_test();
BellTest.bell_test();
CatalanTest.catalan_test();
CatalanTest.catalan_row_next_test();
FractionTest.cfrac_to_rat_test();
FractionTest.cfrac_to_rfrac_test();
CombTest.comb_next_test();
CombTest.comb_row_next_test();
CombTest.comb_unrank_test();
CompTest.comp_enum_test();
CompTest.comp_next_test();
CompTest.comp_next_grlex_test();
CompTest.comp_random_test();
CompTest.comp_random_grlex_test();
CompTest.comp_rank_grlex_test();
CompTest.comp_to_ksub_test();
CompTest.comp_unrank_grlex_test();
CompTest.compnz_next_test();
CompTest.compnz_random_test();
CompTest.compnz_to_ksub_test();
CongruenceTest.congruence_test();
DebruijnTest.debruijn_test();
DecMatTest.decmat_det_test();
DecMatTest.decmat_print_test();
DerangeTest.derange_enum_test();
DerangeTest.derange_enum2_test();
DerangeTest.derange_enum3_test();
DerangeTest.derange0_back_next_test();
DerangeTest.derange0_check_test();
DerangeTest.derange0_weed_next_test();
DigraphTest.digraph_arc_euler_test();
DigraphTest.digraph_arc_print_test();
DiophantineTest.diophantine_test();
DiophantineTest.diophantine_solution_minimize_test();
DVecTest.dvec_add_test();
DVecTest.dvec_complementx_test();
DVecTest.dvec_mul_test();
DVecTest.dvec_print_test();
DVecTest.dvec_sub_test();
DVecTest.dvec_to_i4_test();
EquivTest.equiv_next_test();
EquivTest.equiv_next2_test();
EquivTest.equiv_print_test();
EquivTest.equiv_print2_test();
EquivTest.equiv_random_test();
EulerTest.euler_row_test();
FrobeniusTest.frobenius_number_order2_test();
GrayTest.gray_next_test();
GrayTest.gray_rank_test();
GrayTest.gray_rank2_test();
GrayTest.gray_unrank_test();
GrayTest.gray_unrank2_test();
i4Test.i4_bclr_test();
i4Test.i4_bset_test();
i4Test.i4_btest_test();
i4Test.i4_choose_test();
i4Test.i4_factor_test();
i4Test.i4_fall_test();
i4Test.i4_gcd_test();
i4Test.i4_huge_test();
i4Test.i4_log_10_test();
i4Test.i4_modp_test();
i4Test.i4_moebius_test();
i4Test.i4_partition_conj_test();
i4Test.i4_partition_count_test();
i4Test.i4_partition_count2_test();
i4Test.i4_partition_next_test();
i4Test.i4_partition_next2_test();
i4Test.i4_partition_print_test();
i4Test.i4_partition_random_test();
i4Test.i4_partitions_next_test();
i4Test.i4_rise_test();
i4Test.i4_sqrt_test();
i4Test.i4_sqrt_cf_test();
i4Test.i4_to_dvec_test();
i4Test.i4_to_i4poly_test();
i4Test.i4_to_van_der_corput_test();
i4Test.i4mat_01_rowcolsum_test();
i4Test.i4mat_u1_inverse_test();
i4Test.i4mat_perm0_test();
i4Test.i4mat_2perm0_test();
i4Test.i4poly_test();
i4Test.i4poly_add_test();
i4Test.i4poly_cyclo_test();
i4Test.i4poly_degree_test();
i4Test.i4poly_dif_test();
i4Test.i4poly_div_test();
i4Test.i4poly_mul_test();
i4Test.i4poly_print_test();
i4Test.i4poly_to_i4_test();
i4Test.i4vec_backtrack_test();
i4Test.i4vec_descends_test();
i4Test.i4vec_frac_test();
i4Test.i4vec_index_test();
i4Test.i4vec_maxloc_last_test();
i4Test.i4vec_pairwise_prime_test();
i4Test.i4vec_reverse_test();
i4Test.i4vec_sort_bubble_a_test();
i4Test.i4vec_sort_heap_index_d_test();
i4Test.i4vec_transpose_print_test();
i4Test.i4vec_uniform_ab_test();
IndexTest.index_box_next_2d_test();
IndexTest.index_box_next_3d_test();
IndexTest.index_box2_next_2d_test();
IndexTest.index_box2_next_3d_test();
IndexTest.index_next0_test();
IndexTest.index_next1_test();
IndexTest.index_next2_test();
IndexTest.index_rank0_test();
IndexTest.index_rank1_test();
IndexTest.index_rank2_test();
IndexTest.index_unrank0_test();
IndexTest.index_unrank1_test();
IndexTest.index_unrank2_test();
InverseTest.inverse_mod_n_test();
PermTest.inversion_to_perm0_test();
InvoluteTest.involute_enum_test();
FractionTest.jfrac_to_rfrac_test();
JosephusTest.josephus_test();
KsubTest.ksub_next_test();
KsubTest.ksub_next2_test();
KsubTest.ksub_next3_test();
KsubTest.ksub_next4_test();
KsubTest.ksub_random_test();
KsubTest.ksub_random2_test();
KsubTest.ksub_random3_test();
KsubTest.ksub_random4_test();
KsubTest.ksub_random5_test();
KsubTest.ksub_rank_test();
KsubTest.ksub_to_comp_test();
KsubTest.ksub_to_compnz_test();
KsubTest.ksub_unrank_test();
l4Test.l4vec_next_test();
MatrixTest.matrix_product_opt_test();
MoebiusMatrixTest.moebius_matrix_test();
MonomialTest.monomial_count_test();
MonomialTest.monomial_counts_test();
MorseThueTest.morse_thue_test();
MultinomialTest.multinomial_coef1_test();
MultinomialTest.multinomial_coef2_test();
PermTest.multiperm_enum_test();
PermTest.multiperm_next_test();
UnsignTest.nim_sum_test();
PadovanTest.padovan_test();
PellTest.pell_basic_test();
PellTest.pell_next_test();
PentEnumTest.pent_enum_test();
PermTest.perm_ascend_test();
PermTest.perm_fixed_enum_test();
PermTest.perm0_break_count_test();
PermTest.perm0_check_test();
PermTest.perm0_cycle_test();
PermTest.perm0_distance_test();
PermTest.perm0_free_test();
PermTest.perm0_inverse_test();
PermTest.perm0_inverse2_test();
PermTest.perm0_inverse3_new_test();
PermTest.perm0_lex_next_test();
PermTest.perm0_mul_test();
PermTest.perm0_next_test();
PermTest.perm0_next2_test();
PermTest.perm0_next3_test();
PermTest.perm0_print_test();
PermTest.perm0_random_test();
PermTest.perm0_random2_test();
PermTest.perm0_rank_test();
PermTest.perm0_sign_test();
PermTest.perm0_to_equiv_test();
PermTest.perm0_to_inversion_test();
PermTest.perm0_to_ytb_test();
PermTest.perm0_unrank_test();
PermTest.perm1_canon_to_cycle_test();
PermTest.perm1_check_test();
PermTest.perm1_cycle_to_canon_test();
PermTest.perm1_cycle_to_index_test();
PermTest.perm1_index_to_cycle_test();
PermTest.perm1_print_test();
PerrinTest.perrin_test();
PartialOrderingTest.pord_check_test();
PowerTest.power_mod_test();
PowerTest.power_series1_test();
PowerTest.power_series2_test();
PowerTest.power_series3_test();
PowerTest.power_series4_test();
PrimeTest.prime_test();
PythagorusTest.pythag_triple_next_test();
r8Test.r8_agm_test();
r8Test.r8_choose_test();
r8Test.r8_epsilon_test();
r8Test.r8_fall_test();
r8Test.r8_rise_test();
r8Test.r8_to_cfrac_test();
r8Test.r8_to_dec_test();
r8Test.r8_to_rat_test();
r8Test.r8mat_det_test();
r8Test.r8mat_perm0_test();
r8Test.r8mat_2perm0_test();
r8Test.r8mat_permanent_test();
r8Test.r8poly_test();
r8Test.r8poly_f2p_test();
r8Test.r8poly_fval_test();
r8Test.r8poly_n2p_test();
r8Test.r8poly_nval_test();
r8Test.r8poly_nx_test();
r8Test.r8poly_p2f_test();
r8Test.r8poly_p2n_test();
r8Test.r8poly_p2t_test();
r8Test.r8poly_print_test();
r8Test.r8poly_pval_test();
r8Test.r8poly_t2p_test();
r8Test.r8vec_backtrack_test();
r8Test.r8vec_frac_test();
r8Test.r8vec_mirror_next_test();
RationalTest.rat_add_test();
RationalTest.rat_div_test();
RationalTest.rat_farey_test();
RationalTest.rat_farey2_test();
RationalTest.rat_mul_test();
RationalTest.rat_normalize_test();
RationalTest.rat_sum_formula_test();
RationalTest.rat_to_cfrac_test();
RationalTest.rat_to_dec_test();
RationalTest.rat_to_r8_test();
RationalTest.rat_to_s_test();
RationalTest.rat_width_test();
RationalTest.ratmat_det_test();
RationalTest.ratmat_print_test();
RestrictedGrowthTest.regro_next_test();
FractionTest.rfrac_to_cfrac_test();
FractionTest.rfrac_to_jfrac_test();
SchroederTest.schroeder_test();
SortHeapExternalTest.sort_heap_external_test();
SubsetTest.subset_by_size_next_test();
SubsetTest.subset_lex_next_test();
SubsetTest.subset_gray_next_test();
SubsetTest.subset_random_test();
SubsetTest.subset_gray_rank_test();
SubsetTest.subset_gray_unrank_test();
SubcompTest.subcomp_next_test();
SubcompTest.subcompnz_next_test();
SubcompTest.subcompnz2_next_test();
TriangleTest.subtriangle_next_test();
Thuetest.thue_binary_next_test();
Thuetest.thue_ternary_next_test();
TriangTest.triang_test();
TupleTest.tuple_next_test();
TupleTest.tuple_next_fast_test();
TupleTest.tuple_next_ge_test();
TupleTest.tuple_next2_test();
UnsignTest.ubvec_add_test();
UnsignTest.ubvec_print_test();
UnsignTest.ubvec_to_ui4_test();
UnsignTest.ubvec_xor_test();
UnsignTest.ui4_to_ubvec_test();
VectorTest.vec_colex_next_test();
VectorTest.vec_colex_next2_test();
VectorTest.vec_colex_next3_test();
VectorTest.vec_gray_next_test();
VectorTest.vec_gray_rank_test();
VectorTest.vec_gray_unrank_test();
VectorTest.vec_lex_next_test();
VectorTest.vec_random_test();
VectorTest.vector_constrained_next_test();
VectorTest.vector_constrained_next2_test();
VectorTest.vector_constrained_next3_test();
VectorTest.vector_constrained_next4_test();
VectorTest.vector_constrained_next5_test();
VectorTest.vector_constrained_next6_test();
VectorTest.vector_constrained_next7_test();
VectorTest.vector_next_test();
YoungTableauTest.ytb_enum_test();
YoungTableauTest.ytb_next_test();
YoungTableauTest.ytb_random_test();
Console.WriteLine("");
Console.WriteLine("SUBSET_TEST");
Console.WriteLine(" Normal end of execution.");
Console.WriteLine("");
}