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in the case that the parameter is transformed
from [0,1] to [0,infinity].

Also clean up the printouts and code comments.

For #910.
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to test whether svdInvrs is truly the inverse
and also whether paramsSoln truly solves the system of equations.

For #910.
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For #910.
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</comment><date>2021-03-24 17:02:51 -0500</date><id>ee8146a67fea1e934ec07c363ff4db1c61f1af37</id><msg>Pushing grid column loop into setup_pdf_params. Adding iterface too, allowing us to call it with single or multiple columns so that the host models don't need updating to work with this change. This is bit-for-bit, tested with clubb_standalone and cam coarse res run. larson-group/cam#129</msg><path><editType>edit</editType><file>src/CLUBB_core/setup_clubb_pdf_params.F90</file></path><path><editType>edit</editType><file>src/CLUBB_core/clubb_api_module.F90</file></path><path><editType>edit</editType><file>src/clubb_driver.F90</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>src/CLUBB_core/setup_clubb_pdf_params.F90</affectedPath><commitId>0158f1fdcd84fa344e7ae47d322376a35ab6d23a</commitId><timestamp>1616632453000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/huebler</absoluteUrl><fullName>Gunther Huebler</fullName></author><authorEmail>huebler@uwm.edu</authorEmail><comment>Broke up column loop inside setup_pdf_params. This is all bit-for-bit. larson-group/cam#129
</comment><date>2021-03-24 19:34:13 -0500</date><id>0158f1fdcd84fa344e7ae47d322376a35ab6d23a</id><msg>Broke up column loop inside setup_pdf_params. This is all bit-for-bit. larson-group/cam#129</msg><path><editType>edit</editType><file>src/CLUBB_core/setup_clubb_pdf_params.F90</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>src/CLUBB_core/setup_clubb_pdf_params.F90</affectedPath><commitId>f3880447cdc29ebab35455c2141880dc6528061b</commitId><timestamp>1616632485000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/huebler</absoluteUrl><fullName>Gunther Huebler</fullName></author><authorEmail>huebler@uwm.edu</authorEmail><comment>Fixed typo bug. larson-group/cam#129
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surface to sfc in all instances where requested
</comment><date>2021-03-18 15:42:12 -0500</date><id>840022e4454f0ce2792decf01dc40bcc1138eead</id><msg>Changed surface to sfc in all instances where 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th><editType>delete</editType><file>input/case_setups/wangara_surface.in</file></path><path><editType>edit</editType><file>src/Benchmark_cases/fire.F90</file></path><path><editType>delete</editType><file>input/case_setups/cgils_s6_surface.in</file></path><path><editType>delete</editType><file>input/case_setups/cobra_surface.in</file></path><path><editType>edit</editType><file>src/Benchmark_cases/twp_ice.F90</file></path><path><editType>add</editType><file>input/case_setups/arm_sfc.in</file></path><path><editType>edit</editType><file>run_scripts/ensemble_run/ensemble_setup.bash</file></path><path><editType>edit</editType><file>src/Benchmark_cases/gabls3_night.F90</file></path><path><editType>edit</editType><file>src/CLUBB_core/advance_clubb_core_module.F90</file></path><path><editType>delete</editType><file>input/case_setups/mpace_b_surface.in</file></path><path><editType>delete</editType><file>input/case_setups/fire_surface.in</file></path><path><editType>delete</editType><file>input/case_setups/arm_97_surface.in</file></path><path><editType>edit</editType><file>src/COAMPS_microphys/eqa21.prol</file></path><path><editType>delete</editType><file>input/case_setups/cgils_s6_p2k_surface.in</file></path><path><editType>delete</editType><file>input/case_setups/cloud_feedback_s6_p2k_surface.in</file></path><path><editType>delete</editType><file>src/Benchmark_cases/surface_flux.F90</file></path><path><editType>delete</editType><file>src/CLUBB_core/surface_varnce_module.F90</file></path><path><editType>edit</editType><file>src/CLUBB_core/grid_class.F90</file></path><path><editType>delete</editType><file>input/case_setups/atex_surface.in</file></path><path><editType>edit</editType><file>doc/WRF_HOC/module_bl_newhoc.F</file></path><path><editType>edit</editType><file>src/Benchmark_cases/dycoms2_rf01.F90</file></path><path><editType>edit</editType><file>src/time_dependent_input.F90</file></path><path><editType>delete</editType><file>input/case_setups/cloud_feedback_s12_p2k_surface.in</file></path><path><editType>edit</editType><file>utilities/case_setup/convert_sam_input_to_clubb_input/lsf_to_forcings.py</file></path><path><editType>delete</editType><file>input/case_setups/rico_surface.in</file></path><path><editType>add</editType><file>input/case_setups/arm_97_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/cobra_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/jun25_altocu_sfc.in</file></path><path><editType>edit</editType><file>src/Benchmark_cases/cobra.F90</file></path><path><editType>delete</editType><file>input/case_setups/cloud_feedback_s11_surface.in</file></path><path><editType>add</editType><file>input/case_setups/cloud_feedback_s12_p2k_sfc.in</file></path><path><editType>edit</editType><file>src/Benchmark_cases/arm.F90</file></path><path><editType>edit</editType><file>src/Benchmark_cases/mpace_b.F90</file></path><path><editType>edit</editType><file>src/Benchmark_cases/dycoms2_rf02.F90</file></path><path><editType>edit</editType><file>src/Benchmark_cases/arm_0003.F90</file></path><path><editType>delete</editType><file>input/case_setups/arm_3year_surface.in</file></path><path><editType>delete</editType><file>postprocessing/output_scripts/gabls3/test_surface.m</file></path><path><editType>edit</editType><file>src/Benchmark_cases/rico.F90</file></path><path><editType>delete</editType><file>postprocessing/python_sam_budgets_plotter/surface3d_rhoboid.py</file></path><path><editType>add</editType><file>input/case_setups/cgils_s6_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/clex9_nov02_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/bomex_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/mpace_b_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/astex_a209_sfc.in</file></path><path><editType>delete</editType><file>input/case_setups/cloud_feedback_s12_surface.in</file></path><path><editType>add</editType><file>input/case_setups/cloud_feedback_s6_p2k_sfc.in</file></path><path><editType>edit</editType><file>utilities/case_setup/file_reader_to_time_dependent_converter.pl</file></path><path><editType>delete</editType><file>input/case_setups/dycoms2_rf01_surface.in</file></path><path><editType>edit</editType><file>src/Benchmark_cases/astex_a209.F90</file></path><path><editType>add</editType><file>input/case_setups/wangara_sfc.in</file></path><path><editType>edit</editType><file>run_scripts/ensemble_run/ensemble_run.bash</file></path><path><editType>add</editType><file>input/case_setups/gabls3_night_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/clex9_oct14_sfc.in</file></path><path><editType>add</editType><file>input/case_setups/twp_ice_sfc.in</file></path><path><editType>delete</editType><file>input/case_setups/cgils_s11_p2k_surface.in</file></path><path><editType>edit</editType><file>src/CLUBB_core/numerical_check.F90</file></path><path><editType>add</editType><file>input/case_setups/cgils_s11_sfc.in</file></path><path><editType>delete</editType><file>input/case_setups/arm_surface.in</file></path><path><editType>add</editType><file>input/case_setups/arm_3year_sfc.in</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>src/hydrostatic_module.F90</affectedPath><commitId>900bc9a8c6779c6909c7fd968b2bee2884d81501</commitId><timestamp>1616102529000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>Reverted surface to sfc change where applicable
</comment><date>2021-03-18 16:22:09 -0500</date><id>900bc9a8c6779c6909c7fd968b2bee2884d81501</id><msg>Reverted surface to sfc change where applicable</msg><path><editType>edit</editType><file>src/hydrostatic_module.F90</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>src/CLUBB_core/stats_sfc_module.F90</affectedPath><commitId>c32a0249c87217266b8d234ff0456535ebdd839c</commitId><timestamp>1616102621000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>Undid sfc change in stats_sfc_module.F90
</comment><date>2021-03-18 16:23:41 -0500</date><id>c32a0249c87217266b8d234ff0456535ebdd839c</id><msg>Undid sfc change in stats_sfc_module.F90</msg><path><editType>edit</editType><file>src/CLUBB_core/stats_sfc_module.F90</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>src/CLUBB_core/grid_class.F90</affectedPath><commitId>27036f98f6ec05466569ea2831295b76354ec4f2</commitId><timestamp>1616102639000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>Undid sfc change to grid_class.F90
</comment><date>2021-03-18 16:23:59 -0500</date><id>27036f98f6ec05466569ea2831295b76354ec4f2</id><msg>Undid sfc change to grid_class.F90</msg><path><editType>edit</editType><file>src/CLUBB_core/grid_class.F90</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>src/CLUBB_core/numerical_check.F90</affectedPath><commitId>28728186a59fa9b95775f01e09bcb425b8bd4442</commitId><timestamp>1616102659000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>Undid sfc change in numerical_check.F90
</comment><date>2021-03-18 16:24:19 -0500</date><id>28728186a59fa9b95775f01e09bcb425b8bd4442</id><msg>Undid sfc change in numerical_check.F90</msg><path><editType>edit</editType><file>src/CLUBB_core/numerical_check.F90</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>utilities/test_analyzeSensMatrix.py</affectedPath><commitId>52bc77f54ee67864baac86c7ad9e05c3e1c03938</commitId><timestamp>1616280567000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>This is a unit test for function analyzeSensMatrix

in analyze_sensitivity_matrix.py.  It creates netcdf files with
fake, hardwired data in order to form a normalized sensitivity matrix like:

1 0
0 1
1 1

and then checks whether analyzeSensMatrix returns the expected answer, [ 2/3 2/3 ].
</comment><date>2021-03-20 17:49:27 -0500</date><id>52bc77f54ee67864baac86c7ad9e05c3e1c03938</id><msg>This is a unit test for function analyzeSensMatrix</msg><path><editType>add</editType><file>utilities/test_analyzeSensMatrix.py</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>utilities/analyze_sensitivity_matrix.py</affectedPath><affectedPath>utilities/test_analyzeSensMatrix.py</affectedPath><commitId>8117904e462f396168da5959c328b758af724889</commitId><timestamp>1616453311000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/vlarson</absoluteUrl><fullName>Vince Larson</fullName></author><authorEmail>vlarson@uwm.edu</authorEmail><comment>Normalize and transform parameters.
The normalization involves multiplying each column of the sensitivity matrix
by the appropriate parameter, so that the parameter units cancel out.
Transforming involves converting parameters that lie in the range [0,1]
to the range [0,infinity] in order to make the sensitivity more linear.

For #910.
</comment><date>2021-03-22 17:48:31 -0500</date><id>8117904e462f396168da5959c328b758af724889</id><msg>Normalize and transform parameters.</msg><path><editType>edit</editType><file>utilities/test_analyzeSensMatrix.py</file></path><path><editType>edit</editType><file>utilities/analyze_sensitivity_matrix.py</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>utilities/analyze_sensitivity_matrix.py</affectedPath><commitId>9c664a4769f494c1da2839d8c7028741febe51a9</commitId><timestamp>1616459144000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>Add function that plots sensitivity matrix elements
</comment><date>2021-03-22 19:25:44 -0500</date><id>9c664a4769f494c1da2839d8c7028741febe51a9</id><msg>Add function that plots sensitivity matrix elements</msg><path><editType>edit</editType><file>utilities/analyze_sensitivity_matrix.py</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>utilities/test_analyzeSensMatrix.py</affectedPath><commitId>059aad628d8d4d6af965f1ec723cce6cb1e8fd52</commitId><timestamp>1616459303000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>Call function to plot sensitivity matrix
</comment><date>2021-03-22 19:28:23 -0500</date><id>059aad628d8d4d6af965f1ec723cce6cb1e8fd52</id><msg>Call function to plot sensitivity matrix</msg><path><editType>edit</editType><file>utilities/test_analyzeSensMatrix.py</file></path></item><item _class='hudson.plugins.git.GitChangeSet'><affectedPath>utilities/analyze_sensitivity_matrix.py</affectedPath><commitId>03427bbbf426e064402b6e7854d6ecdafb2f1f05</commitId><timestamp>1616463414000</timestamp><author><absoluteUrl>http://carson.math.uwm.edu/jenkins/user/noreply</absoluteUrl><fullName>noreply</fullName></author><authorEmail>noreply@github.com</authorEmail><comment>Print params and metrics names rather than numbers
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