:orphan:

.. _gallery_python_packages_label:

Python packages
===============

This chapter contains further ``python packages`` demos to show how ``itom`` is used as a general python ``IDE``. Click on any image to see the full script documentation.



.. raw:: html

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

.. thumbnail-parent-div-open

.. thumbnail-parent-div-close

.. raw:: html

    </div>


Matplotlib
~~~~~~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Buttons">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_buttons_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_buttons.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Produce custom labelling for a colorbar.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_colorbar_tick_labelling_demo_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_colorbar_tick_labelling_demo.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Colorbar tick labelling</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This matplotlib style Cyberpunk generate a futuristic style with neon light. In addition to matplotlib, the style must be installed.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_cyberpunk_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_cyberpunk.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Load a numpy record array from yahoo csv data with fields date, open, close, volume, adj_close from the mpl-data/example directory. The record array stores the date as an np.datetime64 with a day unit (&#x27;D&#x27;) in the date column.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_dateaxis_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_dateaxis.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Date axis</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Demo of errorbar function with different ways of specifying error bars.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_errorbar_demo_features_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_errorbar_demo_features.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Demo of the fill function with a few features.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_fill_features_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_fill_features.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Fill features</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Function animation">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_func_animation_thumb.gif
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_func_animation.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Function animation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates the ggplot style, which adjusts the style to emulate ggplot_ (a popular plotting package for R_).">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_ggplot_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_ggplot.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Histogram 2D size control">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_hist2d_size_control_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_hist2d_size_control.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Histogram 2D size control</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Logarithmus">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_log_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_log.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how matplotlib can be used to create animated movie and export these in the mp4 movie format. It is shown here with some random generated 2d images, which ware plotted via matplotlib. By using the figure handle the animation is created. So you can plot your matplot figures in your own way and used some similar syntax to create an animation.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_matplotlibAnimation1d_thumb.gif
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_matplotlibAnimation1d.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">1D animation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how matplotlib can be used to create animated movie and export these in the mp4 movie format.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_matplotlibAnimation2d_thumb.gif
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_matplotlibAnimation2d.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">2D animation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates how matplotlib can be used to create animated movie and export these in the mp4 movie format. It is shown here with some random generated 2d images, which ware plotted via matplotlib. By using the figure handle the animation is created. So you can plot your matplot figures in your own way and used some similar syntax to create an animation.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_matplotlibFuncAnimation_thumb.gif
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_matplotlibFuncAnimation.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">1D func animation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Events">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_matplotlib_events_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_matplotlib_events.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Multi cursor">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_multicursor_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_multicursor.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multi cursor</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Oscilloscope">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_oscilloscope_thumb.gif
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_oscilloscope.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Path editor">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_path_editor_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_path_editor.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Path editor</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Demo of a line plot on a polar axis.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_polar_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_polar.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Polar axis</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This matplotlib style Quantum Black Styles generates figures in dark style. In addition to matplotlib, the style must be installed.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_qbstyles_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_qbstyles.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Quantum Black Styles</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Scatter 3D">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_scatter3d_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_scatter3d.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Scatter 3D</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This matplotlib style Science Plots is focused to generate figures using common scientific journal styles such as IEEE. The figures are suitable to print in colored are back and white. In addition to matplotlib, the style must be installed.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_scientific_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_scientific.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Science Plots</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Slider">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_slider_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_slider.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Demo of the streamplot function.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_streamplot_features_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_streamplot_features.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Surface 3D">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_surface3d_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_surface3d.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Surface 3D</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Tex">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_tex_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_tex.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Demo using fontdict to control style of text and labels.">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_demo_text_fontdict_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_demo_text_fontdict.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Text fontdict</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Toolmanager">

.. only:: html

  .. image:: /11_demos/python_packages/matplotlib/images/thumb/sphx_glr_toolmanager_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_matplotlib_toolmanager.py`

.. raw:: html

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


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Numpy
~~~~~

This demos shows the features of ``numpy`` (https://numpy.org/doc/stable/user/quickstart.html).



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to use the FFT or IFFT from Numpy. If possible the package PyFFTW is searched. If it is available, the fast implementation of FFT and IFFT is used from this package (GPL license!!!).">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_NpFFT_PyFFTW_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_NpFFT_PyFFTW.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Numpy FFT, PyFFTW</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Copy">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_copy_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_copy.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This demo shows the features of numpy (https://numpy.org/doc/stable/user/quickstart.html).">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_create_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_create.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Create array</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Indexing, Slicing and Iterating">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_indexing_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_indexing.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Indexing, Slicing and Iterating</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Operations">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_operations_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_operations.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This demo shows an example on how to use numpy in itom.">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_rank_nullspace_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_rank_nullspace.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Rank and nullspace demo</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Shape manipulation">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_shape_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_shape.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Shape manipulation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Splitting array">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_splitting_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_splitting.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Splitting array</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Stacking arrays">

.. only:: html

  .. image:: /11_demos/python_packages/numpy/images/thumb/sphx_glr_demo_stacking_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_numpy_demo_stacking.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Stacking arrays</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


others
~~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This demo shows how to communicate with the Matlab engine.">

.. only:: html

  .. image:: /11_demos/python_packages/others/images/thumb/sphx_glr_demoMatlabEngine_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_others_demoMatlabEngine.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Matlab engine</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This demo shows an example on how to the Pyro4 package.">

.. only:: html

  .. image:: /11_demos/python_packages/others/images/thumb/sphx_glr_demoPyro4_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_others_demoPyro4.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Pyro4</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Pandas
~~~~~~

This demos show the basics feature of ``pandas`` (copied from https://pandas.pydata.org/docs/user_guide/10min.html).



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Categoricals">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_categoricals_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_categoricals.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Create and view an object">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_create_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_create.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Create and view an object</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Grouping data">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_grouping_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_grouping.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Grouping data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Getting data in/out">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_in_out_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_in_out.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Getting data in/out</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Merge data">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_merge_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_merge.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Merge data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Missing data">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_missing_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_missing.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Missing data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Operations">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_operations_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_operations.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Plotting">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_plotting_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_plotting.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Reshaping data">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_reshaping_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_reshaping.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Reshaping data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Selection of data">

.. only:: html

  .. image:: /11_demos/python_packages/pandas/images/thumb/sphx_glr_demo_selection_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pandas_demo_selection.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Selection of data</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Parallelization and Threading
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This is a modified example from the python documentation. The only difference is the set_executable section at the start. Please notice that you cannot use methods from the itom module in any worker thread. Alternative approaches for multiprocessing are python threading module and asyncio. Or use subprocess.">

.. only:: html

  .. image:: /11_demos/python_packages/parallelization_threading/images/thumb/sphx_glr_demoMultiProcessing_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_parallelization_threading_demoMultiProcessing.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multi processing</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Asyncio/``concurrent`` heavily changed from python 3.4 to 3.7, better read the docs and do some tutorials. Asyncio is preferred over plain concurrent module.">

.. only:: html

  .. image:: /11_demos/python_packages/parallelization_threading/images/thumb/sphx_glr_demo_ThreadPoolExecutor_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_parallelization_threading_demo_ThreadPoolExecutor.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Thread pool executor</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to use the Python threading package.">

.. only:: html

  .. image:: /11_demos/python_packages/parallelization_threading/images/thumb/sphx_glr_demoworkerThread_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_parallelization_threading_demoworkerThread.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Worker thread</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Plotly
~~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This demo shows how to use the Python plotly package under itom.">

.. only:: html

  .. image:: /11_demos/python_packages/plotly/images/thumb/sphx_glr_demo_bar_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_plotly_demo_bar.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This demo shows how to use the Python plotly package under itom.">

.. only:: html

  .. image:: /11_demos/python_packages/plotly/images/thumb/sphx_glr_demo_sankey_diagram_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_plotly_demo_sankey_diagram.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Sankey diagram</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This demo shows how to render to output of the Python plotly library in custom user interfaces.">

.. only:: html

  .. image:: /11_demos/python_packages/plotly/images/thumb/sphx_glr_itomGUI_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_plotly_itomGUI.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">GUI integrated</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


PyTest
~~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Execute lines from this file from demo folder to run all subsequent pytest scripts.">

.. only:: html

  .. image:: /11_demos/python_packages/pyTest/images/thumb/sphx_glr_runPyTest_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_pyTest_runPyTest.py`

.. raw:: html

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


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Scikit-learn
~~~~~~~~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="An example of scikit-learn, copied from scikit-learn.org.">

.. only:: html

  .. image:: /11_demos/python_packages/scikit-learn/images/thumb/sphx_glr_demo_componentRegression_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_scikit-learn_demo_componentRegression.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Principal Component Regression vs Partial Least Squares Regression</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="An example of scikit-learn, copied from scikit-learn.org.">

.. only:: html

  .. image:: /11_demos/python_packages/scikit-learn/images/thumb/sphx_glr_demo_featureSelection_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_scikit-learn_demo_featureSelection.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Recursive feature elimination</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="An example of scikit-learn, copied from scikit-learn.org.">

.. only:: html

  .. image:: /11_demos/python_packages/scikit-learn/images/thumb/sphx_glr_demo_kMeansClustering_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_scikit-learn_demo_kMeansClustering.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">K-Means clustering</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Scipy
~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Opens the ascent image from scipy.misc and shifts the image. Finally, the shift offsets are determined using cross-correlation.">

.. only:: html

  .. image:: /11_demos/python_packages/scipy/images/thumb/sphx_glr_demo_Scipy_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_scipy_demo_Scipy.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Nearest neighbors">

.. only:: html

  .. image:: /11_demos/python_packages/scipy/images/thumb/sphx_glr_demo_nearest_neighbors_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_scipy_demo_nearest_neighbors.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Nearest neighbors</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Implement a matched filter using cross-correlation, to recover a signal that has passed through a noisy channel.">

.. only:: html

  .. image:: /11_demos/python_packages/scipy/images/thumb/sphx_glr_demo_scipy-signal-correlate_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_scipy_demo_scipy-signal-correlate.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Signal correlation</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


Seaborn
~~~~~~~



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Bivariate">

.. only:: html

  .. image:: /11_demos/python_packages/seaborn/images/thumb/sphx_glr_demo_bivariate_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_seaborn_demo_bivariate.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Joint kernel">

.. only:: html

  .. image:: /11_demos/python_packages/seaborn/images/thumb/sphx_glr_demo_jointKernel_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_seaborn_demo_jointKernel.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Joint kernel</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Linear regression">

.. only:: html

  .. image:: /11_demos/python_packages/seaborn/images/thumb/sphx_glr_demo_linearRegression_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_seaborn_demo_linearRegression.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Scatterplot">

.. only:: html

  .. image:: /11_demos/python_packages/seaborn/images/thumb/sphx_glr_demo_scatterplot_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_seaborn_demo_scatterplot.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Timerseries">

.. only:: html

  .. image:: /11_demos/python_packages/seaborn/images/thumb/sphx_glr_demo_timeseries_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_seaborn_demo_timeseries.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Violinplots">

.. only:: html

  .. image:: /11_demos/python_packages/seaborn/images/thumb/sphx_glr_demo_violinplots_thumb.png
    :alt:

  :ref:`sphx_glr_11_demos_python_packages_seaborn_demo_violinplots.py`

.. raw:: html

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


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:
   :includehidden:


   /11_demos/python_packages/matplotlib/index.rst
   /11_demos/python_packages/numpy/index.rst
   /11_demos/python_packages/others/index.rst
   /11_demos/python_packages/pandas/index.rst
   /11_demos/python_packages/parallelization_threading/index.rst
   /11_demos/python_packages/plotly/index.rst
   /11_demos/python_packages/pyTest/index.rst
   /11_demos/python_packages/scikit-learn/index.rst
   /11_demos/python_packages/scipy/index.rst
   /11_demos/python_packages/seaborn/index.rst