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+ source /etc/profile.d/larson-group.sh
++ export GIT_EDITOR=vi
++ GIT_EDITOR=vi
++ export SVN_EDITOR=vi
++ SVN_EDITOR=vi
++ export OMP_STACKSIZE=1048579
++ OMP_STACKSIZE=1048579
++ export LMOD_ROOT=/opt/lmod/
++ LMOD_ROOT=/opt/lmod/
++ source /opt/lmod//lmod/lmod/init/bash
+++ '[' -z '' ']'
+++ case "$-" in
+++ __lmod_vx=x
+++ '[' -n x ']'
+++ set +x
Shell debugging temporarily silenced: export LMOD_SH_DBG_ON=1 for this output (/usr/local/spack/opt/spack/linux-pop22-skylake_avx512/gcc-12.2.0/lmod-8.7.37-fq24mybyn2li6got2bxzk62ejh5d3p4z/lmod/lmod/init/bash)
Shell debugging restarted
+++ unset __lmod_vx
+++ find /usr/local/spack/share/spack/lmod/linux-pop22-x86_64/Core -print -quit
++ export MODULEPATH=/usr/local/spack/share/spack/lmod/linux-pop22-x86_64/Core
++ MODULEPATH=/usr/local/spack/share/spack/lmod/linux-pop22-x86_64/Core
+ module load gcc netcdf-fortran
+ '[' -z '' ']'
+ case "$-" in
+ __lmod_sh_dbg=x
+ '[' -n x ']'
+ set +x
Shell debugging temporarily silenced: export LMOD_SH_DBG_ON=1 for Lmod's output
Lmod Warning:
-------------------------------------------------------------------------------
The following dependent module(s) are not currently loaded:
gcc-runtime/13.1.0-wiuv7wc (required by: mpich/4.2.1, hdf5/1.14.3-nhc23hl,
netcdf-c/4.9.2-xduzp77, netcdf-fortran/4.5.3), glibc/2.35-tdr5czg (required by:
mpich/4.2.1, hdf5/1.14.3-nhc23hl, netcdf-c/4.9.2-xduzp77, netcdf-fortran/4.5.3)
-------------------------------------------------------------------------------



Shell debugging restarted
+ unset __lmod_sh_dbg
+ return 0
+ run_scripts/run_G_unit_tests.bash
Running G_unit_tests
 
Performing KK integrals tests
 
Percent Difference Tolerance (maximum acceptable percent difference between the CLUBB results and the MATLAB results using the same equations):   1.50000E-12
 
Saturation option (x2_opt for covariance integrals and x1_opt for mean integrals):  1
 
Agreement with regards to integral:  Quadrivariate NNLL
Obtained result:    3.940566852245361E-04
MATLAB result:    3.940566852245361E-04
Percent difference:   1.37569E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1)
Obtained result:    3.927115990964175E-04
MATLAB result:    3.927115990964175E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x2)
Obtained result:    3.959157231937518E-04
MATLAB result:    3.959157231937519E-04
Percent difference:   1.36923E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1 and x2)
Obtained result:    3.961224408774507E-04
MATLAB result:    3.961224408774508E-04
Percent difference:   2.73704E-14%
 
Agreement with regards to integral:  Trivariate NNL
Obtained result:    5.957899876478493E-10
MATLAB result:    5.957899876478559E-10
Percent difference:   1.11070E-12%
 
Agreement with regards to integral:  Trivariate NNL (const. x1)
Obtained result:    5.299646183560595E-10
MATLAB result:    5.299646183560650E-10
Percent difference:   1.03404E-12%
 
Agreement with regards to integral:  Trivariate NNL (const. x2)
Obtained result:    5.543555152546510E-10
MATLAB result:    5.543555152546526E-10
Percent difference:   2.98430E-13%
 
Agreement with regards to integral:  Trivariate NNL (const. x1 and x2)
Obtained result:    5.286452253001269E-10
MATLAB result:    5.286452253001284E-10
Percent difference:   2.73826E-13%
 
--------------------------------------------------
 
Agreement with regards to integral:  Trivariate NLL
Obtained result:   -9.854231981928350E-04
MATLAB result:   -9.854231981928350E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NLL (const. x1)
Obtained result:   -9.922448817549015E-04
MATLAB result:   -9.922448817549015E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL
Obtained result:    8.940070763287882E-09
MATLAB result:    8.940070763287870E-09
Percent difference:   1.29535E-13%
 
Agreement with regards to integral:  Bivariate NL (const. x1)
Obtained result:    8.942709549399747E-09
MATLAB result:    8.942709549399743E-09
Percent difference:   3.69991E-14%
 
Agreement with regards to integral:  Bivariate LL
Obtained result:    1.007487885941808E-02
MATLAB result:    1.007487885941809E-02
Percent difference:   1.03310E-13%
 
==================================================
 
Saturation option (x2_opt for covariance integrals and x1_opt for mean integrals):  2
 
Agreement with regards to integral:  Quadrivariate NNLL
Obtained result:   -4.441972023148828E-05
MATLAB result:   -4.441972023148829E-05
Percent difference:   3.05102E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1)
Obtained result:   -4.559373570842311E-05
MATLAB result:   -4.559373570842311E-05
Percent difference:   1.48623E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x2)
Obtained result:   -5.040842768062482E-05
MATLAB result:   -5.040842768062482E-05
Percent difference:   1.34427E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1 and x2)
Obtained result:   -5.038775591225493E-05
MATLAB result:   -5.038775591225493E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL
Obtained result:    4.629614112194526E-09
MATLAB result:    4.629614112194527E-09
Percent difference:   1.78672E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x1)
Obtained result:    4.604609365066508E-09
MATLAB result:    4.604609365066509E-09
Percent difference:   1.79642E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x2)
Obtained result:    4.685272472815394E-09
MATLAB result:    4.685272472815394E-09
Percent difference:   1.76549E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x1 and x2)
Obtained result:    4.683452323676534E-09
MATLAB result:    4.683452323676534E-09
Percent difference:   0.00000E+00%
 
--------------------------------------------------
 
Agreement with regards to integral:  Trivariate NLL
Obtained result:   -1.088125285831538E-04
MATLAB result:   -1.088125285831538E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NLL (const. x1)
Obtained result:   -9.922448817549016E-05
MATLAB result:   -9.922448817549016E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL
Obtained result:    7.907812698669825E-10
MATLAB result:    7.907812698669821E-10
Percent difference:   5.23015E-14%
 
Agreement with regards to integral:  Bivariate NL (const. x1)
Obtained result:    6.330953526469324E-10
MATLAB result:    6.330953526469324E-10
Percent difference:   0.00000E+00%
 
==================================================
 
Saturation option (x2_opt for covariance integrals and x1_opt for mean integrals):  3
 
Agreement with regards to integral:  Quadrivariate NNLL
Obtained result:   -7.622010070476263E-05
MATLAB result:   -7.622010070476262E-05
Percent difference:   1.77808E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1)
Obtained result:   -7.695119321547280E-05
MATLAB result:   -7.695119321547280E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x2)
Obtained result:   -1.000000000000000E-04
MATLAB result:   -1.000000000000000E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1 and x2)
Obtained result:   -1.000000000000000E-04
MATLAB result:   -1.000000000000000E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL
Obtained result:    4.851589269710427E-09
MATLAB result:    4.851589269710427E-09
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL (const. x1)
Obtained result:    4.837259568295437E-09
MATLAB result:    4.837259568295437E-09
Percent difference:   1.71002E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x2)
Obtained result:    5.000000000000000E-09
MATLAB result:    5.000000000000000E-09
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL (const. x1 and x2)
Obtained result:    5.000000000000000E-09
MATLAB result:    5.000000000000000E-09
Percent difference:   0.00000E+00%
 
--------------------------------------------------
 
Agreement with regards to integral:  Trivariate NLL
Obtained result:   -4.609761356905441E-05
MATLAB result:   -4.609761356905441E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NLL (const. x1)
Obtained result:    0.000000000000000E+00
MATLAB result:    0.000000000000000E+00
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL
Obtained result:    3.254808634091251E-10
MATLAB result:    3.254808634091251E-10
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL (const. x1)
Obtained result:    0.000000000000000E+00
MATLAB result:    0.000000000000000E+00
Percent difference:   0.00000E+00%
 
==================================================
 
Success!
 ==================================================
  
 Performing correlation cholesky matrix setup tests
  
 correlation matrix :
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 --
  
 correlation matrix :
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
  
 --
  
 correlation matrix :
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
   0.0000000000000000        1.0000000000000000       0.86602540378443860     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
   0.0000000000000000       0.50000000000000011       0.43301270189221941     
   0.0000000000000000        0.0000000000000000       0.25000000000000011     
  
 --
  
 ==================================================
  
 Performing correlation matrix approximation tests
  
 correlation cholesky matrix :
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 --
  
 correlation cholesky matrix :
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
  
 --
  
 correlation cholesky matrix :
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
   0.0000000000000000       0.50000000000000011       0.43301270189221941     
   0.0000000000000000        0.0000000000000000       0.25000000000000011     
  
 Agreement
 Result:  
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
  0.86602540378443860        1.0000000000000000       0.96650635094610959     
  0.86602540378443860       0.96650635094610959        1.0000000000000000     
  
 --
  
 ==================================================
  
 Success!
 ==================================================
  
 Performing hole_filling_hm_one_lev_tests
  
 Hole-filling was conservative
 Hole-filling was conservative
 Hole not entirely filled, as expected
 Hole-filling was conservative
 ==================================================
  
 Success!
 ==================================================
  
 Performing fill_holes_hydromet_tests
  
 testset_in(:,           1 ) =    1.0000000000000000        2.0000000000000000        3.0000000000000000        4.0000000000000000        5.0000000000000000        6.0000000000000000     
 testset_in(:,           2 ) =    6.0000000000000000        5.0000000000000000        4.0000000000000000        3.0000000000000000        2.0000000000000000        1.0000000000000000     
 testset_in(:,           3 ) =    3.0000000000000000        3.0000000000000000        3.0000000000000000        4.0000000000000000        4.0000000000000000        4.0000000000000000     
 testset_in(:,           4 ) =    1.0000000000000000        3.0000000000000000        2.0000000000000000        1.0000000000000000       -1.0000000000000000        0.0000000000000000     
 testset_in(:,           5 ) =    1.0000000000000000       -2.0000000000000000       -4.0000000000000000       -3.0000000000000000       -1.0000000000000000        0.0000000000000000     
 testset_in(:,           6 ) =    2.0000000000000000       -1.0000000000000000       -1.0000000000000000        1.0000000000000000       -1.0000000000000000        0.0000000000000000     
 testset_in(:,           7 ) =    1.0000000000000000        4.0000000000000000        2.0000000000000000        3.0000000000000000       -1.0000000000000000        0.0000000000000000     
 Hole-filling was conservative
 Hole-filling was conservative
 Hole-filling was conservative
 Hole not entirely filled, as expected
 Hole-filling was conservative
 Hole-filling was conservative
 Hole not entirely filled, as expected
 Hole-filling was conservative
 ==================================================
  
 Success!
 
 Nc-Ncn equations unit test
 ==========================
 
 Iteration =            1
 
 mu_chi_1 =   -1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    25000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.40000000000000002     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =   0.15865525393145707     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =    4.7896918412674905E-002
 Nc_in_cloud (from Ncn) =    66978771.649335034     
 Ncm (from Ncn) =    3208076.7610693830     
 Ncnm (from Nc_in_cloud) =    50000000.000000007     
 Ncnm (from Ncm) =    50000000.000000007     
 
 Test iteration  1 is a success!
 
 ======================================================
 
 Iteration =            2
 
 mu_chi_1 =   -1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-009
 sigma_chi_2 =    1.5000000000000000E-009
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    25000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.40000000000000002     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =    0.0000000000000000     
 cloud fraction (2nd PDF component) =    0.0000000000000000     
 cloud fraction =    0.0000000000000000     
 Nc_in_cloud (from Ncn) =    50000000.000000000     
 Ncm (from Ncn) =    0.0000000000000000     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  2 is a success!
 
 ======================================================
 
 Iteration =            3
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =    5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.40000000000000002     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =   0.84134474606854293     
 cloud fraction (2nd PDF component) =   0.99957093966680322     
 cloud fraction =   0.95210308158732515     
 Nc_in_cloud (from Ncn) =    51650441.529586725     
 Ncm (from Ncn) =    49176544.545665473     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    49999999.999999993     
 
 Test iteration  3 is a success!
 
 ======================================================
 
 Iteration =            4
 
 mu_chi_1 =    1.0000000000000000E-008
 mu_chi_2 =   -1.0000000000000000E-008
 sigma_chi_1 =    5.0000000000000002E-005
 sigma_chi_2 =    5.0000000000000002E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    50000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.10000000000000001     
 mixture fraction =   0.50000000000000000     
 cloud fraction (1st PDF component) =   0.50007978845554835     
 cloud fraction (2nd PDF component) =   0.49992021154445165     
 cloud fraction =   0.50000000000000000     
 Nc_in_cloud (from Ncn) =    53982783.648312390     
 Ncm (from Ncn) =    26991391.824156195     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  4 is a success!
 
 ======================================================
 
 Iteration =            5
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =    5.0000000000000002E-005
 sigma_chi_1 =    9.9999999999999995E-007
 sigma_chi_2 =    1.5000000000000000E-006
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    25000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.50000000000000000     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =    1.0000000000000000     
 cloud fraction (2nd PDF component) =    1.0000000000000000     
 cloud fraction =    1.0000000000000000     
 Nc_in_cloud (from Ncn) =    50000000.000000000     
 Ncm (from Ncn) =    50000000.000000000     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  5 is a success!
 
 ======================================================
 
 Iteration =            6
 
 mu_chi_1 =   -9.9999999999999995E-008
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    50000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =    0.0000000000000000     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.49601064368536840     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =    9.9545377003631155E-002
 Nc_in_cloud (from Ncn) =    49999999.999999993     
 Ncm (from Ncn) =    4977268.8501815572     
 Ncnm (from Nc_in_cloud) =    49999999.999999993     
 Ncnm (from Ncm) =    49999999.999999993     
 
 Test iteration  6 is a success!
 
 ======================================================
 
 Iteration =            7
 
 mu_chi_1 =    9.9999999999999995E-007
 mu_chi_2 =   -4.9999999999999998E-007
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    0.0000000000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.53982783727702899     
 cloud fraction (2nd PDF component) =   0.48670438618290790     
 cloud fraction =   0.49732907640173213     
 Nc_in_cloud (from Ncn) =    50000000.000000000     
 Ncm (from Ncn) =    24866453.820086606     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  7 is a success!
 
 ======================================================
 
 Iteration =            8
 
 mu_chi_1 =    9.9999999999999995E-007
 mu_chi_2 =   -4.9999999999999998E-007
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-009
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.53982783727702899     
 cloud fraction (2nd PDF component) =    0.0000000000000000     
 cloud fraction =   0.10796556745540581     
 Nc_in_cloud (from Ncn) =    81037694.237492040     
 Ncm (from Ncn) =    8749280.6436284967     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  8 is a success!
 
 ======================================================
 
 Iteration =            9
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-009
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =    1.0000000000000000     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =   0.20034324826655747     
 Nc_in_cloud (from Ncn) =    52151569.416871324     
 Ncm (from Ncn) =    10448214.819174858     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  9 is a success!
 
 ======================================================
 
 Iteration =           10
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.84134474606854293     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =   0.16861219748026607     
 Nc_in_cloud (from Ncn) =    60768988.354576334     
 Ncm (from Ncn) =    10246392.665117815     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000007     
 
 Test iteration 10 is a success!
 
 ======================================================
 
 Success!
 
 Performing corr_mtx_test
 
 ==================================================
 Expected:
  1.00  2.00  3.00  4.00  5.00  6.00  7.00  8.00  9.00  1.00  1.10  1.20 
  0.00  1.00  0.20  0.30  0.40  0.50  0.60  0.70  0.80  0.90  0.10  0.11 
  0.00  0.00  1.00  0.02  0.03  0.04  0.05  0.06  0.07  0.08  0.09  0.01 
  0.00  0.00  0.00  1.00 -1.00 -2.00 -3.00 -4.00 -5.00 -6.00 -7.00 -8.00 
  0.00  0.00  0.00  0.00  1.00 -0.10 -0.20 -0.30 -0.40 -0.50 -0.60 -0.70 
  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  0.00  0.00  0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  1.00 -0.00 -0.00 -0.00 -0.00 -0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  1.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  2.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  3.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  4.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00 
 Actual:
  1.00  2.00  3.00  4.00  5.00  6.00  7.00  8.00  9.00  1.00  1.10  1.20 
  0.00  1.00  0.20  0.30  0.40  0.50  0.60  0.70  0.80  0.90  0.10  0.11 
  0.00  0.00  1.00  0.02  0.03  0.04  0.05  0.06  0.07  0.08  0.09  0.01 
  0.00  0.00  0.00  1.00 -1.00 -2.00 -3.00 -4.00 -5.00 -6.00 -7.00 -8.00 
  0.00  0.00  0.00  0.00  1.00 -0.10 -0.20 -0.30 -0.40 -0.50 -0.60 -0.70 
  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  0.00  0.00  0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  1.00 -0.00 -0.00 -0.00 -0.00 -0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  1.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  2.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  3.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  4.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00 
 Success!
 ==================================================
 ==================================================
 
 Performing SILHS category test
 
 ==================================================
 Success!
 
 Performing hydrometeor mu and sigma values unit test
 ====================================================
 
 PDF parameter set 1:
 hmm =    2.0000000000000002E-005
 mixt_frac =    2.7000000000000000E-002
 precip_frac =    8.0000000000000002E-002
 precip_frac_1 =    1.0000000000000000     
 precip_frac_2 =    5.4470709146968145E-002
 hmp2_ip_on_hmm2_ip =    3.6000000000000001     
 hmm_ip =    2.5000000000000001E-004
 hmp2 =    2.2599999999999997E-008
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 2:
 hmm =    5.0000000000000004E-006
 mixt_frac =   0.50000000000000000     
 precip_frac =   0.50000000000000000     
 precip_frac_1 =   0.50000000000000000     
 precip_frac_2 =   0.50000000000000000     
 hmp2_ip_on_hmm2_ip =    1.0000000000000000     
 hmm_ip =    1.0000000000000001E-005
 hmp2 =    7.5000000000000012E-011
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 3:
 hmm =    1.0000000000000000E-010
 mixt_frac =   0.25000000000000000     
 precip_frac =   0.40000000000000002     
 precip_frac_1 =   0.75000000000000000     
 precip_frac_2 =   0.28333333333333338     
 hmp2_ip_on_hmm2_ip =   0.50000000000000000     
 hmm_ip =    2.5000000000000002E-010
 hmp2 =    2.7500000000000010E-020
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 4:
 hmm =    4.0000000000000003E-005
 mixt_frac =    1.0000000000000000E-002
 precip_frac =   0.10000000000000001     
 precip_frac_1 =    1.0000000000000000E-002
 precip_frac_2 =   0.10090909090909091     
 hmp2_ip_on_hmm2_ip =    2.5000000000000000     
 hmm_ip =    4.0000000000000002E-004
 hmp2 =    5.4400000000000004E-008
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 5:
 hmm =    4.0000000000000003E-005
 mixt_frac =   0.98999999999999999     
 precip_frac =   0.10000000000000001     
 precip_frac_1 =   0.10090909090909091     
 precip_frac_2 =    1.0000000000000278E-002
 hmp2_ip_on_hmm2_ip =    2.5000000000000000     
 hmm_ip =    4.0000000000000002E-004
 hmp2 =    5.4400000000000004E-008
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 6:
 hmm =    1.0000000000000001E-005
 mixt_frac =   0.12500000000000000     
 precip_frac =    1.0000000000000000     
 precip_frac_1 =    1.0000000000000000     
 precip_frac_2 =    1.0000000000000000     
 hmp2_ip_on_hmm2_ip =    1.5000000000000000     
 hmm_ip =    1.0000000000000001E-005
 hmp2 =    1.5000000000000005E-010
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 7:
 hmm =    6.0000000000000002E-005
 mixt_frac =    5.0000000000000003E-002
 precip_frac =   0.11000000000000000     
 precip_frac_1 =   0.90000000000000002     
 precip_frac_2 =    6.8421052631578952E-002
 hmp2_ip_on_hmm2_ip =    5.0000000000000000     
 hmm_ip =    5.4545454545454548E-004
 hmp2 =    1.9276363636363637E-007
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 8:
 hmm =    7.9999999999999996E-007
 mixt_frac =   0.80000000000000004     
 precip_frac =   0.25000000000000000     
 precip_frac_1 =   0.10000000000000001     
 precip_frac_2 =   0.85000000000000009     
 hmp2_ip_on_hmm2_ip =   0.75000000000000000     
 hmm_ip =    3.1999999999999999E-006
 hmp2 =    3.8399999999999998E-012
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 9:
 hmm =    1.3499999999999999E-005
 mixt_frac =   0.10000000000000001     
 precip_frac =   0.10000000000000001     
 precip_frac_1 =   0.50000000000000000     
 precip_frac_2 =    5.5555555555555559E-002
 hmp2_ip_on_hmm2_ip =    2.0000000000000000     
 hmm_ip =    1.3499999999999997E-004
 hmp2 =    5.2852499999999985E-009
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2025           4          26        -300           3          13          56         930
 hmm =    2.4553947299393157E-005
 mixt_frac =   0.12495517821714452     
 precip_frac =   0.74385676154886204     
 precip_frac_1 =   0.91381778972757732     
 precip_frac_2 =   0.71958656414026501     
 hmp2_ip_on_hmm2_ip =    3.3413969069936460     
 hmm_ip =    3.3008972383697650E-005
 hmp2 =    2.9158083324241921E-009
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Checking values with precipitation in 1st PDF component only.
 
 Checking values with precipitation in 2nd PDF component only.
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for ADG1
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    0.0000000000000000     
 thlp2 =    0.0000000000000000     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    0.0000000000000000     
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2025           4          26        -300           3          13          56         931
 wm =   -2.8921054012136849E-002
 rtm =    3.3460240452478545E-003
 thlm =    304.14559729799305     
 wp2 =   0.91294726231016066     
 rtp2 =    1.8625573265510235E-006
 thlp2 =    8.3013191826369459E-002
 Skw =    4.4134669317920654     
 wp3 =    3.8498908153069133     
 Skrt =    2.9607415030354760     
 rtp3 =    7.5260130034820431E-009
 Skthl =   -3.7062746909016182     
 thlp3 =   -8.8645822285054826E-002
 wprtp =    9.3355408613926538E-004
 wpthlp =   0.17258749529037987     
 rtpthlp =    3.5389211801852536E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for LY93
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    0.0000000000000000     
 thlp2 =    0.0000000000000000     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    0.0000000000000000     
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2025           4          26        -300           3          13          56         931
 wm =   -2.8921054012136849E-002
 rtm =    3.3460240452478545E-003
 thlm =    304.14559729799305     
 wp2 =   0.91294726231016066     
 rtp2 =    1.8625573265510235E-006
 thlp2 =    8.3013191826369459E-002
 Skw =    4.4134669317920654     
 wp3 =    3.8498908153069133     
 Skrt =    2.9607415030354760     
 rtp3 =    7.5260130034820431E-009
 Skthl =   -3.7062746909016182     
 thlp3 =   -8.8645822285054826E-002
 wprtp =    9.3355408613926538E-004
 wpthlp =   0.17258749529037987     
 rtpthlp =    3.5389211801852536E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for TSDADG
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    0.0000000000000000     
 thlp2 =    0.0000000000000000     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    0.0000000000000000     
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2025           4          26        -300           3          13          56         932
 wm =   -2.8921054012136849E-002
 rtm =    3.3460240452478098E-003
 thlm =    304.14559729799299     
 wp2 =   0.91294726226923306     
 rtp2 =    1.6473045659943053E-006
 thlp2 =    8.3125655889385142E-002
 Skw =   -4.0922931437089511     
 wp3 =   -3.5697292015399591     
 Skrt =    7.5682214314811702E-003
 rtp3 =    1.6001278477576033E-011
 Skthl =   -1.7263684416557181     
 thlp3 =   -4.1374819867093487E-002
 wprtp =    1.0494518864408917E-003
 wpthlp =   0.21233590288472773     
 rtpthlp =    3.3304046409297330E-004
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for the new PDF
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    0.0000000000000000     
 thlp2 =    0.0000000000000000     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    0.0000000000000000     
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2025           4          26        -300           3          13          56         933
 wm =   -2.8921054012136849E-002
 rtm =    3.3460240452478167E-003
 thlm =    304.14559729799299     
 wp2 =   0.91294726222830547     
 rtp2 =    1.6780549602286315E-006
 thlp2 =    8.3109625376788787E-002
 Skw =   -3.9933679111903881     
 wp3 =   -3.4834361917656924     
 Skrt =   0.99189494130086775     
 rtp3 =    2.1561300216831531E-009
 Skthl =    1.0443595606417635     
 thlp3 =    2.5022288893637643E-002
 wprtp =    3.3108521126205614E-004
 wpthlp =   0.15319624524058001     
 rtpthlp =    3.3610212804454780E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for the new hybrid PDF
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    0.0000000000000000     
 thlp2 =    0.0000000000000000     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    0.0000000000000000     
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    0.0000000000000000     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2025           4          26        -300           3          13          56         935
 wm =   -2.8921054012136849E-002
 rtm =    3.3460240452478276E-003
 thlm =    304.14559729799299     
 wp2 =   0.91294726214645039     
 rtp2 =    1.7395557486972818E-006
 thlp2 =    8.3077312894500932E-002
 Skw =   -4.1912183762289530     
 wp3 =   -3.6560222103436866     
 Skrt =   -4.3519516174869777     
 rtp3 =   -9.9848509350380706E-009
 Skthl =   -2.4141851909777250     
 thlp3 =   -5.7808838428969431E-002
 wprtp =   -1.1455806061871679E-003
 wpthlp =  -0.27336710040145218     
 rtpthlp =    3.4213925521325535E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 Success!
 

 Performing spurious source unit test
 ====================================

 Test            1
 
 Vertical integral of <rt> before advance_xm_wpxp =    28.316670259590918     
 Vertical integral of <rt> after advance_xm_wpxp =    28.454761250379878     
 Vertical integral of <rt> forcing =   -3.9696697370157397E-005
 Flux of <rt> at the surface =    5.0000000000000001E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =    2.4909544912854464E-017
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    793918.42642888101     
 Vertical integral of <thl> after advance_xm_wpxp =    793908.03522151255     
 Vertical integral of <thl> forcing =   -4.4637357896125940E-002
 Flux of <thl> at the surface =    1.0000000000000000E-002
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =    1.2514503322513804E-012
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            2
 
 Vertical integral of <rt> before advance_xm_wpxp =    21.304504321569780     
 Vertical integral of <rt> after advance_xm_wpxp =    21.373490987804797     
 Vertical integral of <rt> forcing =   -2.8114953906170527E-005
 Flux of <rt> at the surface =    2.5807050802285902E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =    3.2356658585114273E-017
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    790034.16493895138     
 Vertical integral of <thl> after advance_xm_wpxp =    790024.45124123746     
 Vertical integral of <thl> forcing =   -3.7540402539088802E-002
 Flux of <thl> at the surface =    5.1614101604571805E-003
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =   -1.0890108259609121E-012
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            3
 
 Vertical integral of <rt> before advance_xm_wpxp =    36.485616306977739     
 Vertical integral of <rt> after advance_xm_wpxp =    36.756067724591439     
 Vertical integral of <rt> forcing =   -3.5986303336033684E-005
 Flux of <rt> at the surface =    9.3749102871509642E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =   -6.3988256967378865E-017
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    794702.35143839219     
 Vertical integral of <thl> after advance_xm_wpxp =    794693.98161224741     
 Vertical integral of <thl> forcing =   -4.6649241055992628E-002
 Flux of <thl> at the surface =    1.8749820574301929E-002
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =   -8.8146850929504694E-013
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            4
 
 Vertical integral of <rt> before advance_xm_wpxp =    22.714152686535847     
 Vertical integral of <rt> after advance_xm_wpxp =    22.878360940101683     
 Vertical integral of <rt> forcing =   -1.9389956046503259E-005
 Flux of <rt> at the surface =    5.6675080126592186E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =    3.2563334624244322E-017
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    789776.68452879600     
 Vertical integral of <thl> after advance_xm_wpxp =    789771.38759142300     
 Vertical integral of <thl> forcing =   -2.8991473935557305E-002
 Flux of <thl> at the surface =    1.1335016025318436E-002
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =    2.3510707269913667E-013
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            5
 
 Vertical integral of <rt> before advance_xm_wpxp =    11.796482514995311     
 Vertical integral of <rt> after advance_xm_wpxp =    11.873039998063579     
 Vertical integral of <rt> forcing =   -1.1343479765194635E-005
 Flux of <rt> at the surface =    2.6653508999275309E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =   -5.2346636140315761E-019
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    784818.79145620635     
 Vertical integral of <thl> after advance_xm_wpxp =    784815.45744742220     
 Vertical integral of <thl> forcing =   -1.6444064412390394E-002
 Flux of <thl> at the surface =    5.3307017998550626E-003
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =   -1.2972470320171681E-012
 
 The spurious source of <thl> is within acceptable limits.
 
 Success!
 
 Running tuner tests
 -------------------
 goldstein_price pass
 rastrigin pass
 himmelblau pass
 eggholder pass
 schaffer pass
 ==================================================
  
 Performing 'mean vertical velocity in clouds' tests
  
 Success!
  
 ==================================================
  
 ==================================================
  
 Performing 'Smooth Heaviside Peskin' tests
  
 Case 1: heaviside_smth_range = 0, smooth Heaviside collapses to Heaviside
 Input:   -1.0000000000000000       -1.0000000000000000E-010   1.0000000000000000E-010   1.0000000000000000     
 Expected outcome:    0.0000000000000000        0.0000000000000000        1.0000000000000000        1.0000000000000000     
 True outcome:        0.0000000000000000        0.0000000000000000        1.0000000000000000        1.0000000000000000     
 
Case 2: heaviside_smth_range =    2.0000000000000000     
 Input:   -2.0000000001000000       -1.0000000000000000        1.0000000000000000        2.0000000001000000     
 Expected outcome:    0.0000000000000000        9.0845056908100005E-002  0.90915494309000000        1.0000000000000000     
 True outcome:        0.0000000000000000        9.0845056909999999E-002  0.90915494309000000        1.0000000000000000     
 Success!
  
 ==================================================
  
 ==================================================
  
 Performing 'Smooth Min / Max' tests
  
 Input:   -1.0000000000000000       -1.0000000000000000E-010   1.0000000000000000E-010   1.0000000000000000     
 (Simple) min:
 Expected outcome:   -1.0000000000000000       -1.0000000000000000E-010   0.0000000000000000        0.0000000000000000     
 True outcome:       -1.0000000000000000       -1.0000000000000000E-010   0.0000000000000000        0.0000000000000000      

 (Simple) max:
 Expected outcome:    0.0000000000000000        0.0000000000000000        1.0000000000000000E-010   1.0000000000000000     
 True outcome:        0.0000000000000000        0.0000000000000000        1.0000000000000000E-010   1.0000000000000000      


 Input:   -2.0000000001000000       -1.0000000000000000        1.0000000000000000        2.0000000001000000     
 Smooth min:
 Expected outcome:   -2.2247448714824141       -1.3660254037844388      -0.36602540378443871      -0.22474487138241406     
 True outcome:       -2.2247448714824141       -1.3660254037844388      -0.36602540378443871      -0.22474487138241406     
 Smooth max:
 Expected outcome:   0.22474487138241406       0.36602540378443871        1.3660254037844388        2.2247448714824141     
 True outcome:       0.22474487138241406       0.36602540378443871        1.3660254037844388        2.2247448714824141      


 Testing smooth min and max with min_max_smth_mag=1e-7, input_var1 = equidistant grid on [-1, 1), input_var2 = 0

 Input:    1.0000000000000000        10.000000000000000        100.00000000000000        1000.0000000000000     
 Smooth min:
 Expected outcome:   -1.1180339887498949       -1.0226805085936306       -1.0024751868658441       -1.0002497501874359     
 True outcome:       -1.1180339887498949       -1.0226805085936306       -1.0024751868658441       -1.0002497501874359      

 Smooth max:
 Expected outcome:    1.1180339887498949        1.0226805085936306        1.0024751868658441        1.0002497501874359     
 True outcome:        1.1180339887498949        1.0226805085936306        1.0024751868658441        1.0002497501874359      


 Input_var1:   -1000000.0000000000       -10000000.000000000       -100000000.00000000       -1000000000.0000000     
 Input_var2:    1.0000000000000000        10.000000000000000        100.00000000000000        1000.0000000000000     
 Smooth min:
 Expected outcome:   -1000000.0000002501       -10000000.000000026       -100000000.00000000       -1000000000.0000000     
 True outcome:       -1000000.0000002501       -10000000.000000026       -100000000.00000000       -1000000000.0000000      

 Smooth max:
 Expected outcome:    1.0000002500019036        10.000000025145710        100.00000000000000        1000.0000000000000     
 True outcome:        1.0000002500019036        10.000000025145710        100.00000000000000        1000.0000000000000      

 Input_var1:   -1000000.0000000000     
 Input_var2:    1.0000000000000000     
 Smooth min:
 Expected outcome:   -1000000.0000002501     
 True outcome:       -1000000.0000002501      

 Smooth max:
 Expected outcome:    1.0000002500019036     
 True outcome:        1.0000002500019036      

 Success!
  
 ==================================================
  
All tests have succeeded.