:orphan:

.. _model-applications-index:

Model Applications
==================



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Air Quality and Composition
---------------------------
Data related to all areas of atmospheric composition, including ozone, smoke, dust, AOD and PM2.5



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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/air_quality_and_comp/EnsembleStat_fcstICAP_obsMODIS_aod.conf">

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  .. image:: /generated/model_applications/air_quality_and_comp/images/thumb/sphx_glr_EnsembleStat_fcstICAP_obsMODIS_aod_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_air_quality_and_comp_EnsembleStat_fcstICAP_obsMODIS_aod.py`

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      <div class="sphx-glr-thumbnail-title">EnsembleStat: Using Python Embedding for Aerosol Optical Depth</div>
    </div>


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Climate
-------

Average long range earth system predictions


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/climate/GridStat_fcstCESM_obsGFS_ConusTemp.conf">

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  .. image:: /generated/model_applications/climate/images/thumb/sphx_glr_GridStat_fcstCESM_obsGFS_ConusTemp_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_climate_GridStat_fcstCESM_obsGFS_ConusTemp.py`

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      <div class="sphx-glr-thumbnail-title">Grid-Stat: CESM and GFS Analysis CONUS Temp</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/climate/MODE_fcstCESM_obsGPCP_AsianMonsoonPrecip.conf">

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  .. image:: /generated/model_applications/climate/images/thumb/sphx_glr_MODE_fcstCESM_obsGPCP_AsianMonsoonPrecip_thumb.png
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  :ref:`sphx_glr_generated_model_applications_climate_MODE_fcstCESM_obsGPCP_AsianMonsoonPrecip.py`

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      <div class="sphx-glr-thumbnail-title">MODE: CESM and GPCP Asian Monsoon Precipitation</div>
    </div>


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Clouds
------
A category for use cases interested in the composition of, or characteristics associated with, clouds



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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstGFS_obsGFS_cloudFracLayer.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstGFS_obsGFS_cloudFracLayer_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstGFS_obsGFS_cloudFracLayer.py`

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      <div class="sphx-glr-thumbnail-title">Grid-Stat, MODE, Stat-Analysis, UserScript, Gen-Vx-Mask: GFS Cloud Statistics by Type</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstMPAS_obsERA5_cloudBaseHgt.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstMPAS_obsERA5_cloudBaseHgt_thumb.png
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  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstMPAS_obsERA5_cloudBaseHgt.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Cloud Height with Neighborhood and Probabilities</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstGFS_obsERA5_lowAndTotalCloudFrac.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstGFS_obsERA5_lowAndTotalCloudFrac_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstGFS_obsERA5_lowAndTotalCloudFrac.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Cloud Fractions Using GFS and ERA5 Data</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstGFS_obsGOES_cloudTopPressAndTemp.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstGFS_obsGOES_cloudTopPressAndTemp_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstGFS_obsGOES_cloudTopPressAndTemp.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: GFS Cloud Pressure and Temperature Heights vs GOES</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstGFS_obsMERRA2_lowAndTotalCloudFrac.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstGFS_obsMERRA2_lowAndTotalCloudFrac_thumb.png
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  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstGFS_obsMERRA2_lowAndTotalCloudFrac.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Cloud Fractions Using GFS and MERRA2 Data</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstGFS_obsSATCORPS_cloudTopPressAndTemp.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstGFS_obsSATCORPS_cloudTopPressAndTemp_thumb.png
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  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstGFS_obsSATCORPS_cloudTopPressAndTemp.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Cloud Pressure and Temperature Heights</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstMPAS_obsSATCORPS_lowAndTotalCloudFrac.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstMPAS_obsSATCORPS_lowAndTotalCloudFrac_thumb.png
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  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstMPAS_obsSATCORPS_lowAndTotalCloudFrac.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Cloud Fractions Using MPAS and SatCORPS Data</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/GridStat_fcstMPAS_obsMERRA2_lowAndTotalCloudFrac.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_GridStat_fcstMPAS_obsMERRA2_lowAndTotalCloudFrac_thumb.png
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  :ref:`sphx_glr_generated_model_applications_clouds_GridStat_fcstMPAS_obsMERRA2_lowAndTotalCloudFrac.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Cloud Fractions Using MPAS and MERRA2 Data</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/clouds/PointStat_fcstGFS_obsASOS_cloudFraction_cloudBaseHeight.conf">

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  .. image:: /generated/model_applications/clouds/images/thumb/sphx_glr_PointStat_fcstGFS_obsASOS_cloudFraction_cloudBaseHeight_thumb.png
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  :ref:`sphx_glr_generated_model_applications_clouds_PointStat_fcstGFS_obsASOS_cloudFraction_cloudBaseHeight.py`

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      <div class="sphx-glr-thumbnail-title">PointStat: Python embedding for ASOS/METAR cloud obs to verify GFS</div>
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Data Assimilation
-----------------

Observational data used as part of the initial conditions for numerical weather prediction



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  .. image:: /generated/model_applications/data_assimilation/images/thumb/sphx_glr_StatAnalysis_fcstGFS_HofX_obsIODAv2_PyEmbed_thumb.png
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  :ref:`sphx_glr_generated_model_applications_data_assimilation_StatAnalysis_fcstGFS_HofX_obsIODAv2_PyEmbed.py`

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      <div class="sphx-glr-thumbnail-title">StatAnalysis: IODAv2</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/data_assimilation/StatAnalysis_fcstHAFS_obsPrepBufr_JEDI_IODA_interface.conf">

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  .. image:: /generated/model_applications/data_assimilation/images/thumb/sphx_glr_StatAnalysis_fcstHAFS_obsPrepBufr_JEDI_IODA_interface_thumb.png
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  :ref:`sphx_glr_generated_model_applications_data_assimilation_StatAnalysis_fcstHAFS_obsPrepBufr_JEDI_IODA_interface.py`

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      <div class="sphx-glr-thumbnail-title">StatAnalysis: IODAv1</div>
    </div>


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Fire
----
Verification of fire weather-related atmospheric parameters and fire spread models



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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter.conf">

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  .. image:: /generated/model_applications/fire/images/thumb/sphx_glr_GridStat_fcstWRF_obsMMA_fire_perimeter_thumb.png
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  :ref:`sphx_glr_generated_model_applications_fire_GridStat_fcstWRF_obsMMA_fire_perimeter.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: WRF and MMA Fire Perimeter</div>
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Land Surface
------------
Land Model diagnostics and verification against observations



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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/land_surface/PointStat_fcstCESM_obsFLUXNET2015_TCI.conf">

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  .. image:: /generated/model_applications/land_surface/images/thumb/sphx_glr_PointStat_fcstCESM_obsFLUXNET2015_TCI_thumb.png
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  :ref:`sphx_glr_generated_model_applications_land_surface_PointStat_fcstCESM_obsFLUXNET2015_TCI.py`

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      <div class="sphx-glr-thumbnail-title">PointStat: CESM and FLUXNET2015 Terrestrial Coupling Index (TCI)</div>
    </div>


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Marine and Cryosphere
---------------------
Data related to verification involving marine and cryosphere systems, which includes sea-ice



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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsNDBC_WaveHeight.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_PointStat_fcstGFS_obsNDBC_WaveHeight_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_PointStat_fcstGFS_obsNDBC_WaveHeight.py`

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      <div class="sphx-glr-thumbnail-title">PointStat: read in buoy ASCII files to compare to model wave heights</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/GridStat_MODE_fcstIMS_obsNCEP_sea_ice.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_GridStat_MODE_fcstIMS_obsNCEP_sea_ice_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_GridStat_MODE_fcstIMS_obsNCEP_sea_ice.py`

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      <div class="sphx-glr-thumbnail-title">Grid-Stat and MODE: Sea Ice Validation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsOSTIA_iceCover.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_GridStat_fcstRTOFS_obsOSTIA_iceCover_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_GridStat_fcstRTOFS_obsOSTIA_iceCover.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Python Embedding to read and process ice cover</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/PlotDataPlane_obsHYCOM_coordTripolar.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_PlotDataPlane_obsHYCOM_coordTripolar_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_PlotDataPlane_obsHYCOM_coordTripolar.py`

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      <div class="sphx-glr-thumbnail-title">PlotDataPlane: Python Embedding of tripolar coordinate file</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsSMOS_climWOA_sss.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_GridStat_fcstRTOFS_obsSMOS_climWOA_sss_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_GridStat_fcstRTOFS_obsSMOS_climWOA_sss.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Python Embedding for sea surface salinity using level 3, 1 day composite obs</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsSMAP_climWOA_sss.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_GridStat_fcstRTOFS_obsSMAP_climWOA_sss_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_GridStat_fcstRTOFS_obsSMAP_climWOA_sss.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Python Embedding for sea surface salinity using level 3, 8 day mean obs</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsGHRSST_climWOA_sst.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_GridStat_fcstRTOFS_obsGHRSST_climWOA_sst_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_GridStat_fcstRTOFS_obsGHRSST_climWOA_sst.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Python Embedding to read and process SST</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsASCAT_satelliteWinds.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_PointStat_fcstGFS_obsASCAT_satelliteWinds_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_PointStat_fcstGFS_obsASCAT_satelliteWinds.py`

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      <div class="sphx-glr-thumbnail-title">PointStat: read in directory of ASCAT files over user-specified time</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/GridStat_fcstRTOFS_obsAVISO_climHYCOM_ssh.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_GridStat_fcstRTOFS_obsAVISO_climHYCOM_ssh_thumb.png
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  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_GridStat_fcstRTOFS_obsAVISO_climHYCOM_ssh.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Python Embedding to read and process sea surface heights</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_PointStat_fcstRTOFS_obsARGO_climoWOA23_temp_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_PointStat_fcstRTOFS_obsARGO_climoWOA23_temp.py`

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      <div class="sphx-glr-thumbnail-title">PointStat: Python embedding to read Argo netCDF files to verify ocean temperature forecast at 50 m depth</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/UserScript_fcstRTOFS_obsAOML_calcTransport.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_UserScript_fcstRTOFS_obsAOML_calcTransport_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_UserScript_fcstRTOFS_obsAOML_calcTransport.py`

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      <div class="sphx-glr-thumbnail-title">UserScript: Python Script to compute cable transport</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/PointStat_fcstGFS_obsJASON3_satelliteAltimetry.conf">

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  .. image:: /generated/model_applications/marine_and_cryosphere/images/thumb/sphx_glr_PointStat_fcstGFS_obsJASON3_satelliteAltimetry_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_marine_and_cryosphere_PointStat_fcstGFS_obsJASON3_satelliteAltimetry.py`

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      <div class="sphx-glr-thumbnail-title">PointStat: read in satellite data and verify wind speeds or wave heights</div>
    </div>


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Medium Range
------------
Lower resolution model configuration (>4km) usually producing forecasts out to 7-14 days (also referred to as global models)



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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/UserScript_fcstGEFS_Difficulty_Index.conf">

.. only:: html

  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_UserScript_fcstGEFS_Difficulty_Index_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_UserScript_fcstGEFS_Difficulty_Index.py`

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      <div class="sphx-glr-thumbnail-title">UserScript: Calculate the Difficulty Index</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/GridStat_fcstGEFS_obsCADB_BinaryObsPOE.conf">

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  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_GridStat_fcstGEFS_obsCADB_BinaryObsPOE_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_GridStat_fcstGEFS_obsCADB_BinaryObsPOE.py`

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      <div class="sphx-glr-thumbnail-title">GridStat: Use binary observation field to verify percentile forecast</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/GridStat_fcstGFS_obsOMI_TotalColumnOzone.conf">

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  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_GridStat_fcstGFS_obsOMI_TotalColumnOzone_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_GridStat_fcstGFS_obsOMI_TotalColumnOzone.py`

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      <div class="sphx-glr-thumbnail-title">Grid-Stat: Using Python Embedding for Total Column Ozone</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/GridStat_fcstGFS_obsGFS_Sfc_MultiField.conf">

.. only:: html

  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_GridStat_fcstGFS_obsGFS_Sfc_MultiField_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_GridStat_fcstGFS_obsGFS_Sfc_MultiField.py`

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      <div class="sphx-glr-thumbnail-title">Grid-Stat: Standard Verification of Surface Fields</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/GridStat_fcstGFS_obsGFS_climoNCEP_MultiField.conf">

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  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_GridStat_fcstGFS_obsGFS_climoNCEP_MultiField_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_GridStat_fcstGFS_obsGFS_climoNCEP_MultiField.py`

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      <div class="sphx-glr-thumbnail-title">Grid-Stat: Compute Anomaly Correlation using Climatology</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/PointStat_fcstGFS_obsNAM_Sfc_MultiField_PrepBufr.conf">

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  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_PointStat_fcstGFS_obsNAM_Sfc_MultiField_PrepBufr_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_PointStat_fcstGFS_obsNAM_Sfc_MultiField_PrepBufr.py`

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      <div class="sphx-glr-thumbnail-title">Point-Stat: Standard Verification for CONUS Surface</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/PointStat_fcstGFS_obsGDAS_UpperAir_MultiField_PrepBufr.conf">

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  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_PointStat_fcstGFS_obsGDAS_UpperAir_MultiField_PrepBufr_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_PointStat_fcstGFS_obsGDAS_UpperAir_MultiField_PrepBufr.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Point-Stat: Standard Verification of Global Upper Air</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applicaitons/medium_range/TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead.conf">

.. only:: html

  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multi_Tool: Feature Relative by Lead (with lead groupings)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByInit.conf">

.. only:: html

  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByInit_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByInit.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multi_Tool: Feature Relative by Init</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/medium_range/TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead_PyEmbed_Multiple_Diagnostics.conf">

.. only:: html

  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead_PyEmbed_Multiple_Diagnostics_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_TCStat_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead_PyEmbed_Multiple_Diagnostics.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multi_Tool: Feature Relative by Lead using Multiple User-Defined Fields</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applicaitons/medium_range/MTD_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead.conf">

.. only:: html

  .. image:: /generated/model_applications/medium_range/images/thumb/sphx_glr_MTD_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_medium_range_MTD_SeriesAnalysis_fcstGFS_obsGFS_FeatureRelative_SeriesByLead.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multi_Tool (MTD): Feature Relative by Lead (with lead groupings)</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Planetary Boundary Layer
------------------------
Planetary Boundary Layer (PBL) applications



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/pbl/PointStat_fcstHRRR_obsAMDAR_PBLH_PyEmbed.conf">

.. only:: html

  .. image:: /generated/model_applications/pbl/images/thumb/sphx_glr_PointStat_fcstHRRR_obsAMDAR_PBLH_PyEmbed_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_pbl_PointStat_fcstHRRR_obsAMDAR_PBLH_PyEmbed.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">GenVxMask and Point-Stat: Computing PBLH from AMDAR data using "Theta-increase" method</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Precipitation
-------------
Any fields that can be defined as precipitation, including rain, snow, and other precipitation types



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/precipitation/MTD_fcstHRRR-TLE_obsMRMS.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_MTD_fcstHRRR-TLE_obsMRMS_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_MTD_fcstHRRR-TLE_obsMRMS.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">MTD: 6hr QPF Use Case</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_application/precipitation/EnsembleStat_fcstWOFS_obsWOFS.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_EnsembleStat_fcstWOFS_obsWOFS_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_EnsembleStat_fcstWOFS_obsWOFS.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Ensemble-Stat: WoFS</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/precipitation/GridStat_fcstGFS_obsCCPA_Grib.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_GridStat_fcstGFS_obsCCPA_GRIB_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_GridStat_fcstGFS_obsCCPA_GRIB.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: 24-hour QPF Use Case</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/precipitation/GridStat_fcstHRRR-TLE_obsStgIV_GRIB.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_GridStat_fcstHRRR-TLE_obsStgIV_GRIB_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_GridStat_fcstHRRR-TLE_obsStgIV_GRIB.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: 6hr PQPF Probability Verification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_application/precipitation/GenEnsProd_fcstHRRRE_FcstOnly_NetCDF.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_GenEnsProd_fcstHRRRE_FcstOnly_NetCDF_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_GenEnsProd_fcstHRRRE_FcstOnly_NetCDF.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Gen-Ens-Prod: Basic Post-Processing only</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/precipitation/GridStat_fcstHREFmean_obsStgIV_Gempak.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_GridStat_fcstHREFmean_obsStgIV_Gempak_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_GridStat_fcstHREFmean_obsStgIV_Gempak.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: 6hr QPF in GEMPAK format</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/precipitation/GridStat_fcstHREFmean_obsStgIV_Netcdf.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_GridStat_fcstHREFmean_obsStgIV_NetCDF_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_GridStat_fcstHREFmean_obsStgIV_NetCDF.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: 6hr QPF in NetCDF format</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/precipitation/PointStat_fcstURMA_obsCOCORAHS_ASCIIprecip.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_PointStat_fcstURMA_obsCOCORAHS_ASCIIprecip_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_PointStat_fcstURMA_obsCOCORAHS_ASCIIprecip.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">PointStat: Compare community observed precipitation to model forecasts</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_application/precipitation/PointStat_fcstMULTI_obsMETAR_PtypeComparisons.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_PointStat_fcstMULTI_obsMETAR_PtypeComparisons_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_PointStat_fcstMULTI_obsMETAR_PtypeComparisons.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Point-Stat: Investigating Preciptitation Types</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/precipitation/MTD_fcstHRRR-TLE_FcstOnly_RevisionSeries_GRIB.conf">

.. only:: html

  .. image:: /generated/model_applications/precipitation/images/thumb/sphx_glr_MTD_fcstHRRR-TLE_FcstOnly_RevisionSeries_GRIB_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_precipitation_MTD_fcstHRRR-TLE_FcstOnly_RevisionSeries_GRIB.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">MTD: Build Revision Series to Evaluate Forecast Consistency</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Subseasonal to Seasonal
-----------------------
Subseasonal-to-Seasonal model configurations; Lower resolution model configurations (>4km) usually producing forecasts out beyond 14 days and up 1 year



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s/TCGen_fcstGFSO_obsBDECKS_GDF_TDF.conf">

.. only:: html

  .. image:: /generated/model_applications/s2s/images/thumb/sphx_glr_TCGen_fcstGFSO_obsBDECKS_GDF_TDF_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_TCGen_fcstGFSO_obsBDECKS_GDF_TDF.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">TCGen: Genesis Density Function (GDF) and Track Density Function (TDF)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s/UserScript_obsPrecip_obsOnly_Hovmoeller.py">

.. only:: html

  .. image:: /generated/model_applications/s2s/images/thumb/sphx_glr_UserScript_obsPrecip_obsOnly_Hovmoeller_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_UserScript_obsPrecip_obsOnly_Hovmoeller.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Make a Hovmoeller plot</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s/UserScript_fcstS2S_obsERAI_CrossSpectra.py">

.. only:: html

  .. image:: /generated/model_applications/s2s/images/thumb/sphx_glr_UserScript_fcstS2S_obsERAI_CrossSpectra_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_UserScript_fcstS2S_obsERAI_CrossSpectra.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Compute Cross Spectra and Make a Plot</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s/GridStat_fcstCFSv2_obsGHCNCAMS_MultiTercile.conf">

.. only:: html

  .. image:: /generated/model_applications/s2s/images/thumb/sphx_glr_GridStat_fcstCFSv2_obsGHCNCAMS_MultiTercile_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_GridStat_fcstCFSv2_obsGHCNCAMS_MultiTercile.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">GridStat: Determine dominant ensemble members terciles and calculate categorical outputs</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s/GridStat_SeriesAnalysis_fcstNMME_obsCPC_seasonal_forecast.conf">

.. only:: html

  .. image:: /generated/model_applications/s2s/images/thumb/sphx_glr_GridStat_SeriesAnalysis_fcstNMME_obsCPC_seasonal_forecast_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_GridStat_SeriesAnalysis_fcstNMME_obsCPC_seasonal_forecast.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat and Series-Analysis: BMKG APIK Seasonal Forecast</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s/GridStat_fcstSFSBaseline_obsGHCNCAMS_climoSFSandGHCNCAMS_separateClimo.conf">

.. only:: html

  .. image:: /generated/model_applications/s2s/images/thumb/sphx_glr_GridStat_fcstSFSBaseline_obsGHCNCAMS_climoSFSandGHCNCAMS_separateClimo_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_GridStat_fcstSFSBaseline_obsGHCNCAMS_climoSFSandGHCNCAMS_separateClimo.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">GridStat: Apply separate climatologies for forecast and observations</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s/SeriesAnalysis_fcstCFSv2_obsGHCNCAMS_climoStandardized_MultiStatisticTool.conf">

.. only:: html

  .. image:: /generated/model_applications/s2s/images/thumb/sphx_glr_SeriesAnalysis_fcstCFSv2_obsGHCNCAMS_climoStandardized_MultiStatisticTool_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_SeriesAnalysis_fcstCFSv2_obsGHCNCAMS_climoStandardized_MultiStatisticTool.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">SeriesAnalysis: Standardize ensemble members and calculate probabilistic outputs</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Subseasonal to Seasonal: Mid-Latitude
-------------------------------------
Subseasonal-to-Seasonal model configurations relating to middle latitudes



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mid_lat/UserScript_obsERA_obsOnly_Blocking.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mid_lat/images/thumb/sphx_glr_UserScript_obsERA_obsOnly_Blocking_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mid_lat_UserScript_obsERA_obsOnly_Blocking.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Calculate Blocking for the ERA</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mid_lat/UserScript_fcstGFS_obsERA_Blocking.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mid_lat/images/thumb/sphx_glr_UserScript_fcstGFS_obsERA_Blocking_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mid_lat_UserScript_fcstGFS_obsERA_Blocking.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript and StatAnalysis: Calculate and evaluate Blocking for the GFS and ERA</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mid_lat/UserScript_fcstGFS_obsERA_WeatherRegime.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mid_lat/images/thumb/sphx_glr_UserScript_fcstGFS_obsERA_WeatherRegime_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mid_lat_UserScript_fcstGFS_obsERA_WeatherRegime.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript and StatAnalysis: Calculate and Evaluate Weather Regimes for GFS and ERA</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mid_lat/UserScript_obsERA_obsOnly_WeatherRegime.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mid_lat/images/thumb/sphx_glr_UserScript_obsERA_obsOnly_WeatherRegime_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mid_lat_UserScript_obsERA_obsOnly_WeatherRegime.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Calculate Weather Regimes for ERA</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Subseasonal to Seasonal: Madden-Julian Oscillation
--------------------------------------------------
Subseasonal-to-Seasonal model configurations relating to the Madden-Julian oscillation



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mjo/UserScript_obsERA_obsOnly_OMI.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mjo/images/thumb/sphx_glr_UserScript_obsERA_obsOnly_OMI_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mjo_UserScript_obsERA_obsOnly_OMI.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Make ERA OMI plot from calculated MJO indices</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mjo/UserScript_obsERA_obsOnly_RMM.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mjo/images/thumb/sphx_glr_UserScript_obsERA_obsOnly_RMM_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mjo_UserScript_obsERA_obsOnly_RMM.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Make ERA RMM plots from calculated MJO indices</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mjo/UserScript_fcstGFS_obsERA_OMI.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mjo/images/thumb/sphx_glr_UserScript_fcstGFS_obsERA_OMI_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mjo_UserScript_fcstGFS_obsERA_OMI.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Make GFS and ERA OMI plot from calculated MJO indices</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mjo/UserScript_obsCFSR_obsOnly_MJO_ENSO.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mjo/images/thumb/sphx_glr_UserScript_obsCFSR_obsOnly_MJO_ENSO_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mjo_UserScript_obsCFSR_obsOnly_MJO_ENSO.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Make MaKE-MaKI plot from calculated MaKE and MaKI indices</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_mjo/UserScript_obsERA_obsOnly_PhaseDiagram.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_mjo/images/thumb/sphx_glr_UserScript_obsERA_obsOnly_PhaseDiagram_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_mjo_UserScript_obsERA_obsOnly_PhaseDiagram.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Make a Phase Diagram plot from input RMM or OMI</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Subseasonal to Seasonal: Soil Moisture
--------------------------------------
Subseasonal-to-Seasonal model configurations for Soil Moisture evaluation



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_soil_moisture/GridStat_fcstSFSGSL_obsERA5Land_SoilMoisture.conf">

.. only:: html

  .. image:: /generated/model_applications/s2s_soil_moisture/images/thumb/sphx_glr_GridStat_fcstSFSGSL_obsERA5Land_SoilMoisture_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_soil_moisture_GridStat_fcstSFSGSL_obsERA5Land_SoilMoisture.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">GridStat: Verifying Soil moisture of SFS-GSL output against ERA5-Land, continuous and categorical statistics</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_soil_moisture/PcpCombine_obsERA5_obsOnly_soilMoisturePreProcessing.conf">

.. only:: html

  .. image:: /generated/model_applications/s2s_soil_moisture/images/thumb/sphx_glr_PcpCombine_obsERA5_obsOnly_soilMoisturePreProcessing_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_soil_moisture_PcpCombine_obsERA5_obsOnly_soilMoisturePreProcessing.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">PCP-Combine: Compute 1m Soil Moisture and 30 year Climatology</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Subseasonal to Seasonal: Stratosphere
-------------------------------------
Subseasonal-to-Seasonal model configurations for Stratosphere evaluation



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_stratosphere/UserScript_fcstGFS_obsERA_StratosphereQBO.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_stratosphere/images/thumb/sphx_glr_UserScript_fcstGFS_obsERA_StratosphereQBO_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_stratosphere_UserScript_fcstGFS_obsERA_StratosphereQBO.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript and StatAnalysis: Compute QBO Phase Plots and QBO Index</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_stratosphere/UserScript_fcstGFS_obsERA_StratosphereBias.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_stratosphere/images/thumb/sphx_glr_UserScript_fcstGFS_obsERA_StratosphereBias_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_stratosphere_UserScript_fcstGFS_obsERA_StratosphereBias.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript and SeriesAnalysis: Compute Zonal Mean Bias and Create Plots for Temperature and Wind</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/s2s_stratosphere/UserScript_fcstGFS_obsERA_StratospherePolar.py">

.. only:: html

  .. image:: /generated/model_applications/s2s_stratosphere/images/thumb/sphx_glr_UserScript_fcstGFS_obsERA_StratospherePolar_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_s2s_stratosphere_UserScript_fcstGFS_obsERA_StratospherePolar.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript and StatAnalysis: Compute Polar Cap Temperature and Polar Vortex U and Create Plots</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Short Range
-----------
High resolution model configurations (1-4km) usually producing forecasts between 0-3 days (also referred to as limited area models, stand-alone regional, and short range weather applications); Previously named Convection Allowing Models



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/GridStat_fcstHRRR_obsPracPerfect_SurrogateSevere.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_GridStat_fcstHRRR_obsPracPerfect_SurrogateSevere_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_GridStat_fcstHRRR_obsPracPerfect_SurrogateSevere.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: Surrogate Severe and Practically Perfect Evaluation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/GridStat_fcstHRRR_obsPracPerfect_SurrogateSevereProb.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_GridStat_fcstHRRR_obsPracPerfect_SurrogateSevereProb_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_GridStat_fcstHRRR_obsPracPerfect_SurrogateSevereProb.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: Surrogate Severe and Practically Perfect Probabilistic Evaluation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/MODE_fcstHRRR_obsMRMS_Hail_GRIB2.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_MODE_fcstHRRR_obsMRMS_Hail_GRIB2_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_MODE_fcstHRRR_obsMRMS_Hail_GRIB2.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">MODE: Hail Verification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/MODE_fcstFV3_obsGOES_BrightnessTemp.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_MODE_fcstFV3_obsGOES_BrightnessTemp_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_MODE_fcstFV3_obsGOES_BrightnessTemp.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">MODE: Brightness Temperature Verification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/MODEMultivar_fcstHRRR_obsMRMS_HRRRanl.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_MODEMultivar_fcstHRRR_obsMRMS_HRRRanl_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_MODEMultivar_fcstHRRR_obsMRMS_HRRRanl.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">MODE: Multivariate</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/MODE_fcstFV3_obsGOES_BrightnessTempObjs.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_MODE_fcstFV3_obsGOES_BrightnessTempObjs_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_MODE_fcstFV3_obsGOES_BrightnessTempObjs.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">MODE/Grid-Stat: Brightness Temperature Verification and Distance Maps</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/METdbLoad_fcstFV3_obsGoes_BrightnessTemp.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_METdbLoad_fcstFV3_obsGoes_BrightnessTemp_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_METdbLoad_fcstFV3_obsGoes_BrightnessTemp.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">METdbLoad: Brightness Temperature</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/Point2Grid_obsLSR_ObsOnly_PracticallyPerfect.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_Point2Grid_obsLSR_ObsOnly_PracticallyPerfect_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_Point2Grid_obsLSR_ObsOnly_PracticallyPerfect.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Point2Grid: Calculate Practically Perfect Probabilities</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/marine_and_cryosphere/GridStat_fcstGSWR_obsMRMS_GeoTIFF_multiField.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_GridStat_fcstGSWR_obsMRMS_GeoTIFF_multiField_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_GridStat_fcstGSWR_obsMRMS_GeoTIFF_multiField.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">GridStat: Use Python embedding to evaluate GeoTIFF imagery across multiple fields</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/GridStat_fcstFV3_obsGOES_BrightnessTempDmap.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_GridStat_fcstFV3_obsGOES_BrightnessTempDmap_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_GridStat_fcstFV3_obsGOES_BrightnessTempDmap.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: Brightness Temperature Distance Maps</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/EnsembleStat_fcstHRRRE_obsHRRRE_Sfc_MultiField.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_EnsembleStat_fcstHRRRE_obsHRRRE_Sfc_MultiField_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_EnsembleStat_fcstHRRRE_obsHRRRE_Sfc_MultiField.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Ensemble-Stat: Ensemble Statistics using Obs Uncertainty</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/UserScript_fcstFV3_fcstOnly_PhysicsTendency_Planview.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_UserScript_fcstFV3_fcstOnly_PhysicsTendency_Planview_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_UserScript_fcstFV3_fcstOnly_PhysicsTendency_Planview.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Physics Tendency Planview Plot</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/UserScript_fcstRRFS_fcstOnly_Reformat_Aggregate_Plot.py">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_UserScript_fcstRRFS_fcstOnly_Reformat_Aggregate_Plot_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_UserScript_fcstRRFS_fcstOnly_Reformat_Aggregate_Plot.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Reformat MET .stat ECNT data, calculate aggregation statistics, and generate a spread skill plot</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/UserScript_fcstFV3_fcstOnly_PhysicsTendency_VerticalProfile.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_UserScript_fcstFV3_fcstOnly_PhysicsTendency_VerticalProfile_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_UserScript_fcstFV3_fcstOnly_PhysicsTendency_VerticalProfile.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Physics Tendency Vertical Profile plot</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/MODEMultivar_fcstRRFS_obsGOES_MRMS_BrightnessTemp_Lightning.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_MODEMultivar_fcstRRFS_obsGOES_MRMS_BrightnessTemp_Lightning_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_MODEMultivar_fcstRRFS_obsGOES_MRMS_BrightnessTemp_Lightning.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">MODEMultivar: Create objects of brightness temps and radar reflectivity</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/UserScript_fcstFV3_fcstOnly_PhysicsTendency_VerticalCrossSection.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_UserScript_fcstFV3_fcstOnly_PhysicsTendency_VerticalCrossSection_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_UserScript_fcstFV3_fcstOnly_PhysicsTendency_VerticalCrossSection.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">UserScript: Physics Tendency Vertical Cross Section plot</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/short_range/GenEnsProd_fcstHRRR_fcstOnly_SurrogateSevere.conf">

.. only:: html

  .. image:: /generated/model_applications/short_range/images/thumb/sphx_glr_GenEnsProd_fcstHRRR_fcstOnly_SurrogateSevere_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_short_range_GenEnsProd_fcstHRRR_fcstOnly_SurrogateSevere.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Surrogate Severe Calculation: PCPCombine, GenEnsProd, and RegridDataPlane</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Space Weather
-------------
Upper atmosphere and geospace model configurations



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="GridStat_fcstGloTEC_obsGloTEC_vx7.conf">

.. only:: html

  .. image:: /generated/model_applications/space_weather/images/thumb/sphx_glr_GridStat_fcstGloTEC_obsGloTEC_vx7_thumb.jpg
    :alt:

  :ref:`sphx_glr_generated_model_applications_space_weather_GridStat_fcstGloTEC_obsGloTEC_vx7.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: Analysis validation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/space_weather/GenVxMask_fcstGloTEC_solar_altitude.conf">

.. only:: html

  .. image:: /generated/model_applications/space_weather/images/thumb/sphx_glr_GenVxMask_fcstGloTEC_FcstOnly_solar_altitude_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_space_weather_GenVxMask_fcstGloTEC_FcstOnly_solar_altitude.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">GenVxMask: Solar Altitude</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Tropical Cyclone and Extra Tropical Cyclone
-------------------------------------------
Any field that is associated with Tropical Cyclone and Extra-tropical Cyclones



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/TCPairs_TCStat_fcstADECK_obsBDECK_ATCF_BasicExample.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_TCPairs_TCStat_fcstADECK_obsBDECK_ATCF_BasicExample_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_TCPairs_TCStat_fcstADECK_obsBDECK_ATCF_BasicExample.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">CycloneVerification: TC Verification Compare ADECK vs BDECK</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/TCRMW_fcstGFS_fcstOnly_gonzalo.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_TCRMW_fcstGFS_fcstOnly_gonzalo_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_TCRMW_fcstGFS_fcstOnly_gonzalo.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">TCRMW: Hurricane Gonzalo</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/Plotter_fcstGFS_obsGFS_ExtraTC.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_Plotter_fcstGFS_obsGFS_ExtraTC_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_Plotter_fcstGFS_obsGFS_ExtraTC.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Cyclone Plotter: From TC-Pairs Output</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/GridStat_fcstHAFS_obsTDR_NetCDF.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_GridStat_fcstHAFS_obsTDR_NetCDF_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_GridStat_fcstHAFS_obsTDR_NetCDF.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grid-Stat: Verification of TC forecasts against merged TDR data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/TCGen_fcstGFS_obsBDECK_2021season.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_TCGen_fcstGFS_obsBDECK_2021season_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_TCGen_fcstGFS_obsBDECK_2021season.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">TCGen:  2021 Global Forecast System (GFS) Tropical Cyclone Genesis Forecast</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/PointStat_fcstWRF_obsMADIS_hurricane_matthew.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_PointStat_fcstWRF_obsMADIS_hurricane_matthew_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_PointStat_fcstWRF_obsMADIS_hurricane_matthew.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">PointStat: Hurricane Matthew I-WRF</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/CyclonePlotter_fcstGFS_obsGFS_UserScript_ExtraTC.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_CyclonePlotter_fcstGFS_obsGFS_UserScript_ExtraTC_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_CyclonePlotter_fcstGFS_obsGFS_UserScript_ExtraTC.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">CyclonePlotter: Extra-TC Tracker and Plotting Capabilities</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/tc_and_extra_tc/UserScript_ASCII2NC_PointStat_fcstHAFS_obsFRD_NetCDF.conf">

.. only:: html

  .. image:: /generated/model_applications/tc_and_extra_tc/images/thumb/sphx_glr_UserScript_ASCII2NC_PointStat_fcstHAFS_obsFRD_NetCDF_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_tc_and_extra_tc_UserScript_ASCII2NC_PointStat_fcstHAFS_obsFRD_NetCDF.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Point-Stat: Standard Verification for CONUS Surface</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>

Unstructured Grids
------------------

Unstructured grids used by models for numerical weather prediction.



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="model_applications/unstructured_grids/StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.conf">

.. only:: html

  .. image:: /generated/model_applications/unstructured_grids/images/thumb/sphx_glr_StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed_thumb.png
    :alt:

  :ref:`sphx_glr_generated_model_applications_unstructured_grids_StatAnalysis_fcstLFRIC_UGRID_obsASCII_PyEmbed.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">StatAnalysis: Met Office LFRic UGRID</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:
   :includehidden:


   /generated/model_applications/air_quality_and_comp/index.rst
   /generated/model_applications/climate/index.rst
   /generated/model_applications/clouds/index.rst
   /generated/model_applications/data_assimilation/index.rst
   /generated/model_applications/fire/index.rst
   /generated/model_applications/land_surface/index.rst
   /generated/model_applications/marine_and_cryosphere/index.rst
   /generated/model_applications/medium_range/index.rst
   /generated/model_applications/pbl/index.rst
   /generated/model_applications/precipitation/index.rst
   /generated/model_applications/s2s/index.rst
   /generated/model_applications/s2s_mid_lat/index.rst
   /generated/model_applications/s2s_mjo/index.rst
   /generated/model_applications/s2s_soil_moisture/index.rst
   /generated/model_applications/s2s_stratosphere/index.rst
   /generated/model_applications/short_range/index.rst
   /generated/model_applications/space_weather/index.rst
   /generated/model_applications/tc_and_extra_tc/index.rst
   /generated/model_applications/unstructured_grids/index.rst


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: model_applications_python.zip </generated/model_applications/model_applications_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: model_applications_jupyter.zip </generated/model_applications/model_applications_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_