.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/geometries/7_combination.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

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

        Click :ref:`here <sphx_glr_download_examples_geometries_7_combination.py>`
        to download the full example code

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

.. _sphx_glr_examples_geometries_7_combination.py:


Model 7 - Combination
======================

.. GENERATED FROM PYTHON SOURCE LINES 8-11

A folded domain featuring an unconformity and a fault. We start by importing
the necessary dependencies:


.. GENERATED FROM PYTHON SOURCE LINES 13-14

Importing GemPy

.. GENERATED FROM PYTHON SOURCE LINES 14-19

.. code-block:: python3

    import gempy as gp

    import pandas as pd
    pd.set_option('precision', 2)








.. GENERATED FROM PYTHON SOURCE LINES 20-22

Creating the model by importing the input data and displaying it:


.. GENERATED FROM PYTHON SOURCE LINES 24-33

.. code-block:: python3

    data_path = 'https://raw.githubusercontent.com/cgre-aachen/gempy_data/master/'
    path_to_data = data_path + "/data/input_data/jan_models/"

    geo_data = gp.create_data('combination',
                              extent=[0, 2500, 0, 1000, 0, 1000],
                              resolution=[125, 50, 50],
                              path_o=path_to_data + "model7_orientations.csv",
                              path_i=path_to_data + "model7_surface_points.csv")





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

 Out:

 .. code-block:: none

    Active grids: ['regular']




.. GENERATED FROM PYTHON SOURCE LINES 34-36

.. code-block:: python3

    geo_data.get_data()






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th></th>
          <th>X</th>
          <th>Y</th>
          <th>Z</th>
          <th>smooth</th>
          <th>surface</th>
          <th>G_x</th>
          <th>G_y</th>
          <th>G_z</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th rowspan="5" valign="top">surface_points</th>
          <th>0</th>
          <td>0</td>
          <td>0</td>
          <td>800</td>
          <td>2.00e-06</td>
          <td>rock3</td>
          <td>NaN</td>
          <td>NaN</td>
          <td>NaN</td>
        </tr>
        <tr>
          <th>1</th>
          <td>0</td>
          <td>500</td>
          <td>800</td>
          <td>2.00e-06</td>
          <td>rock3</td>
          <td>NaN</td>
          <td>NaN</td>
          <td>NaN</td>
        </tr>
        <tr>
          <th>2</th>
          <td>0</td>
          <td>1000</td>
          <td>800</td>
          <td>2.00e-06</td>
          <td>rock3</td>
          <td>NaN</td>
          <td>NaN</td>
          <td>NaN</td>
        </tr>
        <tr>
          <th>3</th>
          <td>500</td>
          <td>0</td>
          <td>800</td>
          <td>2.00e-06</td>
          <td>rock3</td>
          <td>NaN</td>
          <td>NaN</td>
          <td>NaN</td>
        </tr>
        <tr>
          <th>4</th>
          <td>500</td>
          <td>500</td>
          <td>800</td>
          <td>2.00e-06</td>
          <td>rock3</td>
          <td>NaN</td>
          <td>NaN</td>
          <td>NaN</td>
        </tr>
        <tr>
          <th>...</th>
          <th>...</th>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
        </tr>
        <tr>
          <th rowspan="5" valign="top">orientations</th>
          <th>4</th>
          <td>0</td>
          <td>1000</td>
          <td>450</td>
          <td>1.00e-02</td>
          <td>rock2</td>
          <td>-0.42</td>
          <td>1.00e-12</td>
          <td>0.91</td>
        </tr>
        <tr>
          <th>1</th>
          <td>0</td>
          <td>500</td>
          <td>250</td>
          <td>1.00e-02</td>
          <td>rock1</td>
          <td>-0.42</td>
          <td>1.00e-12</td>
          <td>0.91</td>
        </tr>
        <tr>
          <th>3</th>
          <td>0</td>
          <td>0</td>
          <td>250</td>
          <td>1.00e-02</td>
          <td>rock1</td>
          <td>-0.42</td>
          <td>1.00e-12</td>
          <td>0.91</td>
        </tr>
        <tr>
          <th>5</th>
          <td>0</td>
          <td>1000</td>
          <td>250</td>
          <td>1.00e-02</td>
          <td>rock1</td>
          <td>-0.42</td>
          <td>1.00e-12</td>
          <td>0.91</td>
        </tr>
        <tr>
          <th>7</th>
          <td>2000</td>
          <td>500</td>
          <td>400</td>
          <td>1.00e-02</td>
          <td>fault</td>
          <td>0.82</td>
          <td>1.00e-12</td>
          <td>0.57</td>
        </tr>
      </tbody>
    </table>
    <p>110 rows × 8 columns</p>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 37-39

Setting and ordering the units and series:


.. GENERATED FROM PYTHON SOURCE LINES 41-47

.. code-block:: python3

    gp.map_stack_to_surfaces(geo_data, {"Fault_Series": ('fault'), "Strat_Series1": ('rock3'),
                                         "Strat_Series2": ('rock2','rock1'),
                                         "Basement_Series":('basement')})

    geo_data.set_is_fault(['Fault_Series'])





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

 Out:

 .. code-block:: none

    Fault colors changed. If you do not like this behavior, set change_color to False.


.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>order_series</th>
          <th>BottomRelation</th>
          <th>isActive</th>
          <th>isFault</th>
          <th>isFinite</th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>Fault_Series</th>
          <td>1</td>
          <td>Fault</td>
          <td>True</td>
          <td>True</td>
          <td>False</td>
        </tr>
        <tr>
          <th>Strat_Series1</th>
          <td>2</td>
          <td>Erosion</td>
          <td>True</td>
          <td>False</td>
          <td>False</td>
        </tr>
        <tr>
          <th>Strat_Series2</th>
          <td>3</td>
          <td>Erosion</td>
          <td>True</td>
          <td>False</td>
          <td>False</td>
        </tr>
        <tr>
          <th>Basement_Series</th>
          <td>4</td>
          <td>Erosion</td>
          <td>False</td>
          <td>False</td>
          <td>False</td>
        </tr>
      </tbody>
    </table>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 48-50

.. code-block:: python3

    gp.plot_2d(geo_data, direction='y')




.. image:: /examples/geometries/images/sphx_glr_7_combination_001.png
    :alt: Cell Number: mid Direction: y
    :class: sphx-glr-single-img


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

 Out:

 .. code-block:: none


    <gempy.plot.visualization_2d.Plot2D object at 0x7fccb8adedc0>



.. GENERATED FROM PYTHON SOURCE LINES 51-53

Calculating the model:


.. GENERATED FROM PYTHON SOURCE LINES 55-57

.. code-block:: python3

    interp_data = gp.set_interpolator(geo_data, theano_optimizer='fast_compile')





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

 Out:

 .. code-block:: none

    Setting kriging parameters to their default values.
    Compiling theano function...
    Level of Optimization:  fast_compile
    Device:  cpu
    Precision:  float64
    Number of faults:  1
    Compilation Done!
    Kriging values: 
                            values
    range                 2872.28
    $C_o$               196428.57
    drift equations  [3, 3, 3, 3]




.. GENERATED FROM PYTHON SOURCE LINES 58-60

.. code-block:: python3

    sol = gp.compute_model(geo_data)








.. GENERATED FROM PYTHON SOURCE LINES 61-63

Displaying the result in x and y direction:


.. GENERATED FROM PYTHON SOURCE LINES 65-68

.. code-block:: python3

    gp.plot_2d(geo_data, cell_number=5,
               direction='y', show_data=False, show_boundaries=True)




.. image:: /examples/geometries/images/sphx_glr_7_combination_002.png
    :alt: Cell Number: 5 Direction: y
    :class: sphx-glr-single-img


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

 Out:

 .. code-block:: none


    <gempy.plot.visualization_2d.Plot2D object at 0x7fcc46555d60>



.. GENERATED FROM PYTHON SOURCE LINES 69-70

sphinx_gallery_thumbnail_number = 2

.. GENERATED FROM PYTHON SOURCE LINES 70-73

.. code-block:: python3

    gp.plot_2d(geo_data, cell_number=5,
               direction='x', show_data=True)




.. image:: /examples/geometries/images/sphx_glr_7_combination_003.png
    :alt: Cell Number: 5 Direction: x
    :class: sphx-glr-single-img


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

 Out:

 .. code-block:: none


    <gempy.plot.visualization_2d.Plot2D object at 0x7fcc46555790>



.. GENERATED FROM PYTHON SOURCE LINES 74-75

.. code-block:: python3

    gp.plot_3d(geo_data)
    gp.save_model(geo_data)


.. image:: /examples/geometries/images/sphx_glr_7_combination_004.png
    :alt: 7 combination
    :class: sphx-glr-single-img


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

 Out:

 .. code-block:: none


    True




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

   **Total running time of the script:** ( 0 minutes  16.459 seconds)


.. _sphx_glr_download_examples_geometries_7_combination.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: 7_combination.py <7_combination.py>`



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

     :download:`Download Jupyter notebook: 7_combination.ipynb <7_combination.ipynb>`


.. only:: html

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

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