.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/geometries/d04_pinchout.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

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

        :ref:`Go to the end <sphx_glr_download_examples_geometries_d04_pinchout.py>`
        to download the full example code.

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

.. _sphx_glr_examples_geometries_d04_pinchout.py:


Model 4 - Pinchout
==================

Modeling of a pinchout: combining scalar fields

This script demonstrates how to create a geological model with a layer of varying thickness (pinchout) using GemPy,
a Python-based, open-source library for implicit geological modeling.

.. GENERATED FROM PYTHON SOURCE LINES 10-19

.. code-block:: Python


    # Import necessary libraries
    import gempy as gp
    import gempy_viewer as gpv


    # sphinx_gallery_thumbnail_number = 3









.. GENERATED FROM PYTHON SOURCE LINES 20-22

Generate the model
Define the path to data

.. GENERATED FROM PYTHON SOURCE LINES 22-44

.. code-block:: Python

    data_path = 'https://raw.githubusercontent.com/cgre-aachen/gempy_data/master/'
    path_to_data = data_path + "/data/input_data/jan_models/"
    # Create a GeoModel instance
    data = gp.create_geomodel(
        project_name='pinchout',
        extent=[0, 1000, 0, 1000, 0, 1000],
        resolution=[50, 50, 50],
        refinement=6,
        importer_helper=gp.data.ImporterHelper(
            path_to_orientations=path_to_data + "model4_orientations.csv",
            path_to_surface_points=path_to_data + "model4_surface_points.csv"
        )
    )
    # Map geological series to surfaces
    gp.map_stack_to_surfaces(
        gempy_model=data,
        mapping_object={"Strat_Series": ('rock2', 'rock1')}
    )
    # Compute the geological model
    gp.compute_model(data)
    geo_data = data





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

 .. code-block:: none

    Surface points hash:  76e41015e8bc57232f56f90ff5f9fc56d0f5d55b67a5030f9bc5c95edfed0674
    Orientations hash:  575806bb62944f0604e8fecccdc9d53bfabd758bee293b1ad8f3575f173429f1
    Setting Backend To: AvailableBackends.numpy
    Chunking done: 8 chunks
    Chunking done: 6 chunks




.. GENERATED FROM PYTHON SOURCE LINES 45-46

Plot the initial geological model in the y direction

.. GENERATED FROM PYTHON SOURCE LINES 46-52

.. code-block:: Python

    gpv.plot_2d(geo_data, direction=['y'], show_results=False)

    # Plot the result of the model in the x and y direction with data
    gpv.plot_2d(geo_data, direction=['x'], show_data=True)
    gpv.plot_2d(geo_data, direction=['y'], show_data=True)




.. rst-class:: sphx-glr-horizontal


    *

      .. image-sg:: /examples/geometries/images/sphx_glr_d04_pinchout_001.png
         :alt: Cell Number: mid Direction: y
         :srcset: /examples/geometries/images/sphx_glr_d04_pinchout_001.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/geometries/images/sphx_glr_d04_pinchout_002.png
         :alt: Cell Number: mid Direction: x
         :srcset: /examples/geometries/images/sphx_glr_d04_pinchout_002.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/geometries/images/sphx_glr_d04_pinchout_003.png
         :alt: Cell Number: mid Direction: y
         :srcset: /examples/geometries/images/sphx_glr_d04_pinchout_003.png
         :class: sphx-glr-multi-img


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

 .. code-block:: none


    <gempy_viewer.modules.plot_2d.visualization_2d.Plot2D object at 0x7fcdac51c7f0>



.. GENERATED FROM PYTHON SOURCE LINES 53-54

.. code-block:: Python

    gpv.plot_3d(geo_data, show_surfaces=True)



.. image-sg:: /examples/geometries/images/sphx_glr_d04_pinchout_004.png
   :alt: d04 pinchout
   :srcset: /examples/geometries/images/sphx_glr_d04_pinchout_004.png
   :class: sphx-glr-single-img


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

 .. code-block:: none


    <gempy_viewer.modules.plot_3d.vista.GemPyToVista object at 0x7fcddd91bbe0>




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

   **Total running time of the script:** (0 minutes 7.523 seconds)


.. _sphx_glr_download_examples_geometries_d04_pinchout.py:

.. only:: html

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

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

      :download:`Download Jupyter notebook: d04_pinchout.ipynb <d04_pinchout.ipynb>`

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

      :download:`Download Python source code: d04_pinchout.py <d04_pinchout.py>`

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

      :download:`Download zipped: d04_pinchout.zip <d04_pinchout.zip>`


.. only:: html

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

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