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

.. only:: html

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

        :ref:`Go to the end <sphx_glr_download_glr_examples_base_plot_missing.py>`
        to download the full example code or to run this example in your browser via Binder

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

.. _sphx_glr_glr_examples_base_plot_missing.py:


=================================
Plot data with missing features 
=================================

plots the missing features and extracts insight with their correlation

.. GENERATED FROM PYTHON SOURCE LINES 8-11

.. code-block:: Python

    # Author: L.Kouadio 
    # Licence: BSD-3-clause








.. GENERATED FROM PYTHON SOURCE LINES 12-16

:class:`Missing` inherits from :class:`Data`  and use :mod:`missingno`. Install 
the package :code:`missingno` for taking advantage of many missing plot. 
The parameter `kind` is passed to :class:`Missing` for selecting the 
kind of plot for visualisation: 

.. GENERATED FROM PYTHON SOURCE LINES 18-19

Plot the missing in the data using the base visualization 

.. GENERATED FROM PYTHON SOURCE LINES 19-25

.. code-block:: Python

    from watex.datasets import fetch_data 
    from watex.base import Missing
    data= fetch_data("bagoue original").get('data=df') # num flow 
    ms= Missing().fit (data) 
    ms.plot(figsize = (12, 4 )) 




.. image-sg:: /glr_examples/base/images/sphx_glr_plot_missing_001.png
   :alt: plot missing
   :srcset: /glr_examples/base/images/sphx_glr_plot_missing_001.png
   :class: sphx-glr-single-img


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

 .. code-block:: none


    Missing(in_percent= False, kind= None, sample= None, ... , lwi= 0      32.023585
    1      21.406531
    2            0.0
    3      28.709623
    4            2.3
             ...    
    426         18.6
    427         40.1
    428         28.5
    429          1.5
    430        33.85
    Name= lwi, Length= 431, dtype= object, geol= 0      VOLCANO-SEDIM. SCHISTS
    1                    GRANITES
    2                    GRANITES
    3                    GRANITES
    4            GEOSYN. GRANITES
                    ...          
    426          GEOSYN. GRANITES
    427                  GRANITES
    428                  GRANITES
    429                  GRANITES
    430          GEOSYN. GRANITES
    Name= geol, Length= 431, dtype= object, flow= 0       2.0
    1       0.0
    2       1.0
    3       1.0
    4       1.0
           ... 
    426    10.0
    427     2.0
    428     5.0
    429     4.0
    430     2.0
    Name= flow, Length= 431, dtype= object)



.. GENERATED FROM PYTHON SOURCE LINES 26-28

Plot the same missing data using the correlation 
visualization 

.. GENERATED FROM PYTHON SOURCE LINES 28-30

.. code-block:: Python


    ms.kind='corr'
    ms.plot(figsize = (12, 4 )) 


.. image-sg:: /glr_examples/base/images/sphx_glr_plot_missing_002.png
   :alt: plot missing
   :srcset: /glr_examples/base/images/sphx_glr_plot_missing_002.png
   :class: sphx-glr-single-img


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

 .. code-block:: none


    Missing(in_percent= False, kind= corr, sample= None, ... , lwi= 0      32.023585
    1      21.406531
    2            0.0
    3      28.709623
    4            2.3
             ...    
    426         18.6
    427         40.1
    428         28.5
    429          1.5
    430        33.85
    Name= lwi, Length= 431, dtype= object, geol= 0      VOLCANO-SEDIM. SCHISTS
    1                    GRANITES
    2                    GRANITES
    3                    GRANITES
    4            GEOSYN. GRANITES
                    ...          
    426          GEOSYN. GRANITES
    427                  GRANITES
    428                  GRANITES
    429                  GRANITES
    430          GEOSYN. GRANITES
    Name= geol, Length= 431, dtype= object, flow= 0       2.0
    1       0.0
    2       1.0
    3       1.0
    4       1.0
           ... 
    426    10.0
    427     2.0
    428     5.0
    429     4.0
    430     2.0
    Name= flow, Length= 431, dtype= object)




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

   **Total running time of the script:** (0 minutes 0.374 seconds)


.. _sphx_glr_download_glr_examples_base_plot_missing.py:

.. only:: html

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

    .. container:: binder-badge

      .. image:: images/binder_badge_logo.svg
        :target: https://mybinder.org/v2/gh/watex/watex/0.3.X?urlpath=lab/tree/notebooks/glr_examples/base/plot_missing.ipynb
        :alt: Launch binder
        :width: 150 px

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

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

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

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


.. only:: html

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

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