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

.. only:: html

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

        :ref:`Go to the end <sphx_glr_download_auto_examples_equipment_plot_operational_availability.py>`
        to download the full example code.

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

.. _sphx_glr_auto_examples_equipment_plot_operational_availability.py:


========================
Operational Availability
========================
This example demonstrates how to calculate and plot the operational availability
of a system using the `operational_availability` function.

.. GENERATED FROM PYTHON SOURCE LINES 9-44



.. image-sg:: /auto_examples/equipment/images/sphx_glr_plot_operational_availability_001.png
   :alt: Downtime hours per day
   :srcset: /auto_examples/equipment/images/sphx_glr_plot_operational_availability_001.png
   :class: sphx-glr-single-img


.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    /Users/neringaaltanaite/Project/indsl/examples/equipment/plot_operational_availability.py:16: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.
      date_range = pd.date_range(start="2023-01-01", periods=100, freq="H")
    /Users/neringaaltanaite/Project/indsl/examples/equipment/plot_operational_availability.py:22: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.
      index=pd.date_range(start="2023-01-01", periods=400, freq="H"),






|

.. code-block:: Python


    import pandas as pd
    import matplotlib.pyplot as plt

    from indsl.equipment.operational_availability_ import operational_availability

    # Create some dummy data with varying operational hours
    date_range = pd.date_range(start="2023-01-01", periods=100, freq="H")
    availability_data = pd.Series(
        [1 if (i // 24) % 4 == 0 else 0 for i in range(100)]  # Day 1: 1 hour up every 4th hour
        + [1 if (i // 12) % 2 == 0 else 0 for i in range(100, 200)]  # Day 2: 1 hour up every 2nd hour
        + [1 for _ in range(200, 300)]  # Day 3: Up for all 24 hours
        + [0 for _ in range(300, 400)],  # Day 4: Down for all 24 hours
        index=pd.date_range(start="2023-01-01", periods=400, freq="H"),
    )

    # Calculate the operational availability and downtime
    availability_daily_uptime = operational_availability(availability=availability_data, output="Uptime")
    availability_hourly_uptime = operational_availability(availability=availability_data, output="Uptime")
    availability_monthly_uptime = operational_availability(availability=availability_data, output="Uptime")

    availability_daily_downtime = operational_availability(availability=availability_data, output="Downtime")
    availability_hourly_downtime = operational_availability(availability=availability_data, output="Downtime")
    availability_monthly_downtime = operational_availability(availability=availability_data, output="Downtime")

    # Plot the downtime and/or uptime
    plt.plot(availability_daily_downtime, "o-", label="Downtime")
    plt.xlabel("Date")
    plt.ylabel("Hours per day")
    plt.title("Downtime hours per day")
    plt.legend()
    plt.grid(True)

    plt.tight_layout()
    plt.show()


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

   **Total running time of the script:** (0 minutes 0.191 seconds)


.. _sphx_glr_download_auto_examples_equipment_plot_operational_availability.py:

.. only:: html

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

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

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

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

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

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_operational_availability.zip <plot_operational_availability.zip>`


.. only:: html

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

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