:orphan:

.. _example_gallery:

Example gallery
===============

Below is a collection of example scripts and tutorials to illustrate the usage 
of pysteps.

These scripts require the pysteps example data.
See the installation instructions in the :ref:`example_data` section.


.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial offers a short overview of the optical flow routines available in  pysteps and it...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_optical_flow_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_optical_flow.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Optical flow</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to use the optical flow routines of pysteps to implement the advection ...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_advection_correction_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_advection_correction.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Advection correction</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example script shows how to use the stochastic downscaling method RainFARM available in py...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_rainfarm_downscale_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_rainfarm_downscale.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Precipitation downscaling with RainFARM</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example script shows how to forecast the probability of exceeding an intensity threshold.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_probability_forecast_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_probability_forecast.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Probability forecasts</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to compute and plot an extrapolation nowcast using  Finnish radar data.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_extrapolation_nowcast_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_extrapolation_nowcast.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Extrapolation nowcast</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example script shows how to run the stochastic noise field generators included in pysteps.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_noise_generators_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_noise_generators.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Generation of stochastic noise</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to use the thunderstorm DaTing module. The example is based on MeteoSwis...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_thunderstorm_detection_and_tracking_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_thunderstorm_detection_and_tracking.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Thunderstorm Detection and Tracking - T-DaTing</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The statistics of intermittent precipitation rates are particularly non-Gaussian and display an...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_data_transformations_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_data_transformations.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Data transformations</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example script shows how to compute and plot the cascade decompositon of  a single radar p...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_cascade_decomposition_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_cascade_decomposition.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Cascade decomposition</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to compute and plot an ensemble nowcast using Swiss radar data.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_steps_nowcast_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_steps_nowcast.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">STEPS nowcast</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to compute and plot a deterministic and ensemble LINDA nowcasts using Sw...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_linda_nowcasts_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_linda_nowcasts.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">LINDA nowcasts</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial we perform a verification of a probabilistic extrapolation nowcast  using Mete...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_ensemble_verification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_ensemble_verification.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Ensemble verification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Areas of missing data in radar images are typically caused by visibility limits such as beam bl...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_LK_buffer_mask_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_LK_buffer_mask.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Handling of no-data in Lucas-Kanade</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to construct a blended forecast from an ensemble nowcast using the STEP...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_blended_forecast_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_blended_forecast.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Blended forecast</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how to use ANVIL and the advantages compared to extrapolation nowcast...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_anvil_nowcast_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_anvil_nowcast.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">ANVIL nowcast</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial shows how to construct a simple linear blending between a STEPS ensemble nowcast ...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_linear_blending_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_linear_blending.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Linear blending</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this example we test the convergence of the optical flow methods available in pysteps using ...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_optical_flow_methods_convergence_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_optical_flow_methods_convergence.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Optical flow methods convergence</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_optical_flow
   /auto_examples/advection_correction
   /auto_examples/rainfarm_downscale
   /auto_examples/probability_forecast
   /auto_examples/plot_extrapolation_nowcast
   /auto_examples/plot_noise_generators
   /auto_examples/thunderstorm_detection_and_tracking
   /auto_examples/data_transformations
   /auto_examples/plot_cascade_decomposition
   /auto_examples/plot_steps_nowcast
   /auto_examples/linda_nowcasts
   /auto_examples/plot_ensemble_verification
   /auto_examples/LK_buffer_mask
   /auto_examples/blended_forecast
   /auto_examples/anvil_nowcast
   /auto_examples/plot_linear_blending
   /auto_examples/optical_flow_methods_convergence


.. 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: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


.. only:: html

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

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