.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "examples/geometries/1_horizontal_stratigraphic.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

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

        Click :ref:`here <sphx_glr_download_examples_geometries_1_horizontal_stratigraphic.py>`
        to download the full example code

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

.. _sphx_glr_examples_geometries_1_horizontal_stratigraphic.py:


Model 1 - Horizontal stratigraphic
==================================

.. GENERATED FROM PYTHON SOURCE LINES 8-11

This is the most simple model of horizontally stacked layers. 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 24-29

.. code-block:: python3

    data_path = 'https://raw.githubusercontent.com/cgre-aachen/gempy_data/master/'
    geo_data = gp.create_data('horizontal', extent=[0, 1000, 0, 1000, 0, 1000], resolution=[50, 50, 50],
                              path_o=data_path + "/data/input_data/jan_models/model1_orientations.csv",
                              path_i=data_path + "/data/input_data/jan_models/model1_surface_points.csv")





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

 Out:

 .. code-block:: none

    Active grids: ['regular']




.. GENERATED FROM PYTHON SOURCE LINES 30-32

Setting and ordering the units and series:


.. GENERATED FROM PYTHON SOURCE LINES 34-36

.. code-block:: python3

    gp.map_stack_to_surfaces(geo_data, {"Strat_Series": ('rock2', 'rock1'), "Basement_Series": ('basement')})






.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <style  type="text/css" >
    #T_b87ff_row0_col3{
                background-color:  #015482;
            }#T_b87ff_row1_col3{
                background-color:  #9f0052;
            }#T_b87ff_row2_col3{
                background-color:  #ffbe00;
            }</style><table id="T_b87ff_" ><thead>    <tr>        <th class="blank level0" ></th>        <th class="col_heading level0 col0" >surface</th>        <th class="col_heading level0 col1" >series</th>        <th class="col_heading level0 col2" >order_surfaces</th>        <th class="col_heading level0 col3" >color</th>        <th class="col_heading level0 col4" >id</th>    </tr></thead><tbody>
                    <tr>
                            <th id="T_b87ff_level0_row0" class="row_heading level0 row0" >0</th>
                            <td id="T_b87ff_row0_col0" class="data row0 col0" >rock2</td>
                            <td id="T_b87ff_row0_col1" class="data row0 col1" >Strat_Series</td>
                            <td id="T_b87ff_row0_col2" class="data row0 col2" >1</td>
                            <td id="T_b87ff_row0_col3" class="data row0 col3" >#015482</td>
                            <td id="T_b87ff_row0_col4" class="data row0 col4" >1</td>
                </tr>
                <tr>
                            <th id="T_b87ff_level0_row1" class="row_heading level0 row1" >1</th>
                            <td id="T_b87ff_row1_col0" class="data row1 col0" >rock1</td>
                            <td id="T_b87ff_row1_col1" class="data row1 col1" >Strat_Series</td>
                            <td id="T_b87ff_row1_col2" class="data row1 col2" >2</td>
                            <td id="T_b87ff_row1_col3" class="data row1 col3" >#9f0052</td>
                            <td id="T_b87ff_row1_col4" class="data row1 col4" >2</td>
                </tr>
                <tr>
                            <th id="T_b87ff_level0_row2" class="row_heading level0 row2" >2</th>
                            <td id="T_b87ff_row2_col0" class="data row2 col0" >basement</td>
                            <td id="T_b87ff_row2_col1" class="data row2 col1" >Basement_Series</td>
                            <td id="T_b87ff_row2_col2" class="data row2 col2" >1</td>
                            <td id="T_b87ff_row2_col3" class="data row2 col3" >#ffbe00</td>
                            <td id="T_b87ff_row2_col4" class="data row2 col4" >3</td>
                </tr>
        </tbody></table>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 37-39

.. code-block:: python3

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




.. image:: /examples/geometries/images/sphx_glr_1_horizontal_stratigraphic_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 0x7fcc6b916b50>



.. GENERATED FROM PYTHON SOURCE LINES 40-42

Calculating the model:


.. GENERATED FROM PYTHON SOURCE LINES 44-47

.. code-block:: python3

    interp_data = gp.set_interpolator(geo_data, compile_theano=True,
                                      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:  0
    Compilation Done!
    Kriging values: 
                        values
    range             1732.05
    $C_o$            71428.57
    drift equations    [3, 3]




.. GENERATED FROM PYTHON SOURCE LINES 48-50

.. code-block:: python3

    sol = gp.compute_model(geo_data)








.. GENERATED FROM PYTHON SOURCE LINES 51-53

Displaying the result in x and y direction:


.. GENERATED FROM PYTHON SOURCE LINES 55-58

.. code-block:: python3

    gp.plot_2d(geo_data, cell_number=[25],
               direction=['x'], show_data=True)




.. image:: /examples/geometries/images/sphx_glr_1_horizontal_stratigraphic_002.png
    :alt: Cell Number: 25 Direction: x
    :class: sphx-glr-single-img


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

 Out:

 .. code-block:: none


    <gempy.plot.visualization_2d.Plot2D object at 0x7fcc6bd33190>



.. GENERATED FROM PYTHON SOURCE LINES 59-60

sphinx_gallery_thumbnail_number = 2

.. GENERATED FROM PYTHON SOURCE LINES 60-63

.. code-block:: python3

    gp.plot_2d(geo_data, cell_number=[25],
               direction=['y'], show_data=True)

    gp.save_model(geo_data)


.. image:: /examples/geometries/images/sphx_glr_1_horizontal_stratigraphic_003.png
    :alt: Cell Number: 25 Direction: y
    :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  5.202 seconds)


.. _sphx_glr_download_examples_geometries_1_horizontal_stratigraphic.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: 1_horizontal_stratigraphic.py <1_horizontal_stratigraphic.py>`



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

     :download:`Download Jupyter notebook: 1_horizontal_stratigraphic.ipynb <1_horizontal_stratigraphic.ipynb>`


.. only:: html

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

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