.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples/oil_and_gas/plot_shut_in_detector.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        Click :ref:`here <sphx_glr_download_auto_examples_oil_and_gas_plot_shut_in_detector.py>`
        to download the full example code

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_auto_examples_oil_and_gas_plot_shut_in_detector.py:


================================
Detection of valve shut-in state
================================

We use data from an emergency shut-down valve sensor on a compressor. The figure shows reading from the valve and the
detected open/close state for shut-in durations of at least 6 and 24 hours in duration.

.. GENERATED FROM PYTHON SOURCE LINES 11-52



.. image-sg:: /auto_examples/oil_and_gas/images/sphx_glr_plot_shut_in_detector_001.png
   :alt: Detection of State for Emergency Shut-in Valve
   :srcset: /auto_examples/oil_and_gas/images/sphx_glr_plot_shut_in_detector_001.png
   :class: sphx-glr-single-img





.. code-block:: default


    import os

    import matplotlib.pyplot as plt
    import pandas as pd

    from indsl.oil_and_gas.shut_in_detector import calculate_shutin_interval as shi


    base_path = "" if __name__ == "__main__" else os.path.dirname(__file__)
    data = pd.read_csv(os.path.join(base_path, "../../datasets/data/shut_down_valve.csv"), index_col=0)
    data = data.squeeze()
    data.index = pd.to_datetime(data.index)
    # TODO: Create load_shutin_valve_data method from above

    # Apply the shut-in detector with different settings and plot the results
    fig, ax = plt.subplots(3, 1, figsize=[9, 7])
    ax[0].plot(data, "o", markersize=2, label="Raw data")
    # Short shut-in (default of 6 hrs), shut-in state is when the value is greater than threshold
    ax[1].plot(
        shi(data, shutin_state_below_threshold=False),
        color="red",
        linewidth=1,
        label="Min shut-in duration = 6 hr",
    )
    # Long shut-in (24 hrs), shut-in state is when the value is greater than threshold
    ax[2].plot(
        shi(data, min_shutin_len=24, shutin_state_below_threshold=False),
        color="green",
        linewidth=1,
        label="Min shut-in duration = 24 hr",
    )
    ax[0].set_ylabel("Open(1)/Close(0)")
    ax[0].set_title("Detection of State for Emergency Shut-in Valve")
    ax[1].set_ylabel("Valve state")
    ax[2].set_ylabel("Valve state")
    plt.setp(ax, ylim=[-0.05, 1.4])
    _ = ax[0].legend(loc=2)
    _ = ax[1].legend(loc=2)
    _ = ax[2].legend(loc=2)
    plt.show()


.. rst-class:: sphx-glr-timing

   **Total running time of the script:** ( 0 minutes  0.300 seconds)


.. _sphx_glr_download_auto_examples_oil_and_gas_plot_shut_in_detector.py:


.. only :: html

 .. container:: sphx-glr-footer
    :class: sphx-glr-footer-example



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

     :download:`Download Python source code: plot_shut_in_detector.py <plot_shut_in_detector.py>`



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

     :download:`Download Jupyter notebook: plot_shut_in_detector.ipynb <plot_shut_in_detector.ipynb>`


.. only:: html

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

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