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

.. only:: html

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

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

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

.. _sphx_glr_examples_standards_flat_ewalds_sphere_assumption.py:


Flat Ewald's Sphere Assumption
==============================
In most cases, the Ewald's sphere is assumed to be flat for diffraction patterns when doing 4D STEM.
This is almost always a good assumption.  That being said there are a couple of common units
used with 4D STEM (e.g. nm\ :sup:`-1`, mrad, pixel coordinates) and it is important to understand how these
units relate to each other.  These units are also related to the camera length, pixel size, and beam energy
(wavelength) of the microscope.  In reality the beam energy is really the only thing that you need to
know.

Let's look at an example of this using the `ZrNb Precipitate` dataset.

.. GENERATED FROM PYTHON SOURCE LINES 13-20

.. code-block:: Python


    from pyxem.data import pdnip_glass

    g = pdnip_glass(allow_download=True)
    g.calibration.beam_energy = "200 kV"
    g.calibration.convergance_angle = "1 mrad"  # set the convergence angle





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

 .. code-block:: none


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.. GENERATED FROM PYTHON SOURCE LINES 21-25

Changing to mrad
================
Now we can change the units to mrad. This will automatically calculate the camera length based on the
beam energy and pixel size.

.. GENERATED FROM PYTHON SOURCE LINES 25-29

.. code-block:: Python

    g.calibration.convert_signal_units("mrad")

    g.plot()




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


    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_001.png
         :alt: PdNiP Navigator
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_001.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_002.png
         :alt: PdNiP Signal
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_002.png
         :class: sphx-glr-multi-img





.. GENERATED FROM PYTHON SOURCE LINES 30-34

Changing back to nm\ :sup:`-1`
=============================
We can change back to nm\ :sup:`-1`, now that the camera length is (accurately) set, and the
new scale will be automatically calculated.

.. GENERATED FROM PYTHON SOURCE LINES 34-38

.. code-block:: Python


    g.calibration.convert_signal_units("nm^-1")
    g.plot()




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


    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_003.png
         :alt: PdNiP Navigator
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_003.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_004.png
         :alt: PdNiP Signal
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_004.png
         :class: sphx-glr-multi-img





.. GENERATED FROM PYTHON SOURCE LINES 39-43

Changing to pixel coordinates
=============================
We can also change to pixel coordinates. This will set the scale to 1 and the units to "px". But we won't
lose the calibration information, so we can switch back to nm\ :sup:`-1` or mrad easily.

.. GENERATED FROM PYTHON SOURCE LINES 43-49

.. code-block:: Python

    g.calibration.convert_signal_units("px")
    print(g.calibration._mrad_scale)  # scale in mrad

    g.plot()
    print("after", g.calibration._mrad_scale)  # scale in mrad




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


    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_005.png
         :alt: PdNiP Navigator
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_005.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_006.png
         :alt: PdNiP Signal
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_006.png
         :class: sphx-glr-multi-img


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

 .. code-block:: none

    [0.83765017 0.83765017]
    after [0.83765017 0.83765017]




.. GENERATED FROM PYTHON SOURCE LINES 50-53

Rebinning
=========
We can also rebin the data in pyxem and the calibration will automatically adjust

.. GENERATED FROM PYTHON SOURCE LINES 53-59

.. code-block:: Python


    g.calibration.convert_signal_units("nm^-1")
    g_rebinned = g.rebin(scale=(1, 1, 2, 2))
    g_rebinned.plot()





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


    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_007.png
         :alt: flat ewalds sphere assumption
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_007.png
         :class: sphx-glr-multi-img

    *

      .. image-sg:: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_008.png
         :alt:  Signal
         :srcset: /examples/standards/images/sphx_glr_flat_ewalds_sphere_assumption_008.png
         :class: sphx-glr-multi-img





.. GENERATED FROM PYTHON SOURCE LINES 60-61

sphinx_gallery_thumbnail_number = 2


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

   **Total running time of the script:** (2 minutes 11.320 seconds)


.. _sphx_glr_download_examples_standards_flat_ewalds_sphere_assumption.py:

.. only:: html

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

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

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

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

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

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

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


.. only:: html

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

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