.. _sphx_glr_source_auto_examples_qc:

.. _qc_examples:

Quality Control Examples
--------------------------

Examples showing different ways to apply quality control to your data.



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

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    <div class="sphx-glr-thumbcontainer" tooltip="Simple example for querying the ARM DQR webservice and plotting up the results">

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  .. image:: /source/auto_examples/qc/images/thumb/sphx_glr_plot_dqr_qc_thumb.png
    :alt:

  :ref:`sphx_glr_source_auto_examples_qc_plot_dqr_qc.py`

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      <div class="sphx-glr-thumbnail-title">Query the ARM DQR webservice</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This is an example of how to use 2 dimentional DataArrays containing multiple 1 dimentional data, including a summary quality control plot showing the tests for each 1 dimentional data slice. This example uses the force_line_plot keyword which will force multiple 1 dimentional plots for each element along the second dimention of the non-time dimention.">

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  .. image:: /source/auto_examples/qc/images/thumb/sphx_glr_plot_force_line_qc_thumb.png
    :alt:

  :ref:`sphx_glr_source_auto_examples_qc_plot_force_line_qc.py`

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      <div class="sphx-glr-thumbnail-title">Forcing line plots with 2D data and QC</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Simple example for applying BSRN QC and plotting the data and the corresponding QC flags using colorblind friendly colors. https://bsrn.awi.de/data/quality-checks/">

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  .. image:: /source/auto_examples/qc/images/thumb/sphx_glr_plot_qc_bsrn_thumb.png
    :alt:

  :ref:`sphx_glr_source_auto_examples_qc_plot_qc_bsrn.py`

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      <div class="sphx-glr-thumbnail-title">Plotting Baseline Surface Radiation Network (BSRN) QC Flags</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This is an example of how to use existing or create new quality control varibles. All the tests are located in act/qc/qctests.py file but called under the qcfilter method.">

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  .. image:: /source/auto_examples/qc/images/thumb/sphx_glr_plot_qc_example_thumb.png
    :alt:

  :ref:`sphx_glr_source_auto_examples_qc_plot_qc_example.py`

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      <div class="sphx-glr-thumbnail-title">Working with embedded quality control variables</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This is an example of how to use existing or create new quality control varibles and extend the quality control flagging. The anicllary quality control variable can be expanded by integrating external Data Quality Reports, adding additional generic ACT tests, instrument specific ACT tests, or reading a configuraiton file of known failures to clean up the data variable.">

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  .. image:: /source/auto_examples/qc/images/thumb/sphx_glr_plot_arm_qc_thumb.png
    :alt:

  :ref:`sphx_glr_source_auto_examples_qc_plot_arm_qc.py`

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      <div class="sphx-glr-thumbnail-title">Working with and expanding embedded quality control variables</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /source/auto_examples/qc/plot_dqr_qc
   /source/auto_examples/qc/plot_force_line_qc
   /source/auto_examples/qc/plot_qc_bsrn
   /source/auto_examples/qc/plot_qc_example
   /source/auto_examples/qc/plot_arm_qc