.. _sphx_glr_glr_examples_view:


.. _view_examples:


Visualizations
------------------

Examples concerning the :mod:`watex.view` module.


.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the feature distributions using  the box, boxen or violin plots">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_box_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_box.py`

.. raw:: html

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


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    <div class="sphx-glr-thumbcontainer" tooltip="compares the quantile values of ordinal categories ">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_cut_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_cut_comparison.py`

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      <div class="sphx-glr-thumbnail-title">Plot Cut/Quantile features</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="computes the score based on the decision function  and plot the result as a score vs threshold.">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_pr_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_pr.py`

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      <div class="sphx-glr-thumbnail-title">Plot Precision-Recall (PR)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the ROC classifier(s) performance. ">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_roc_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_roc.py`

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      <div class="sphx-glr-thumbnail-title">Plot Receiving Operating Characteristic (ROC)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the regressor learning curves with (root)mean squared error scorings.">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_reg_scoring_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_reg_scoring.py`

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      <div class="sphx-glr-thumbnail-title">Plot Regression learning scoring</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Phase-sensitive skew visualization in one-dimensional and  two dimensional. ">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_phase_sensistive_skew_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_phase_sensistive_skew.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot Skew 1D/2D</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Plot station/site apparent resistivity curves">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_rhoa_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_rhoa.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot apparent resistivity curves</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plots the base-histogram and bar-distribution from categorized labels.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_base_distributions_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_base_distributions.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot base distributions</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="visualizes all-in-one features from PCA analysis. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_biplot_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_biplot.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot bipolar with Principal component analysis (PCA)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="displays the confusion matrix for errors analysis.  ">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_confusion_matrix_metric_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_confusion_matrix_metric.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot confusion matrix metric</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plots the correlation between the numerical and categorical features.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_correlating_features_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_correlating_features.py`

.. raw:: html

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


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    <div class="sphx-glr-thumbcontainer" tooltip="vizualizes the patterns in the missing data using the correlation map ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_correlation_missing_data_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_correlation_missing_data.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot correlation missing data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes specific features on a dendrogram diagram ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_dendrogram_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_dendrogram.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes combined dendrogram and heatmap">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_dendroheat_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_dendroheat.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot dendrogram combined with heatmap</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the patterns in the missing data using the dendrogram ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_dendro_missing_data_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_dendro_missing_data.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot dendrogram missing data</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="maps a dataset onto multiple axes arrayed in a grid of rows and columns that  correspond to the level of features in the dataset.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_discussing_features_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_discussing_features.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plots a histogram of continuous values against the a binary target.">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_hist_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_hist.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot features vs target on histogram plots</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="joints histogram on the edge of regression line ">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_grid_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_grid.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="draws a scatter plot with possibility of several semantic features grouping.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_jointing_features_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_jointing_features.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="inspects multiple models from their learning curves. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_learning_inspections_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_learning_inspections.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot learning inspections</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="visualizes basically the matrix show">

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  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_matshow_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_matshow.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot matrix show</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plots  model results &#x27;y&#x27; (true labels) versus &#x27;ypred&#x27; (predicted) from test data. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_model_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_model.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes model fined tuned scores from the cross validation ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_model_scores_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_model_scores.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot model scores</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plots a multiple categorical distributions onto a FacetGrid">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_multiple_feature_distributions_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_multiple_feature_distributions.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot multiple categorical feature distributions</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plots qualitative (numerical) features  distribution using correlative aspect.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_num_features_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_num_features.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="creates a pairwise comparison between features. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_pairwise_corr_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_pairwise_corr.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the features parallel coordinates ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_pararell_corrdinates_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_pararell_corrdinates.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot parallel coordinates</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="creates a scatterplot of all instances to visualize data  alongside the geographical information. e">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_projection_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_projection.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="shows each sample on circle or square, with features on the circonference  to vizualize separately between target.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_radviz_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_radviz.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot radial (RadViz)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the robust PCA component analysis from hydro-geological data">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_pca_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_pca.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot robust principal components analysis (PCA)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes correlation of two or more features with bivariate and univariate graphs.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_scattering_features_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_scattering_features.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="shows shows the relationship between two numerical features.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_scatter_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_scatter.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plot the silhouette to quantify the quality  of clustering samples. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_silhouette_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_silhouette.py`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="inspects model from its learning curve.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_model_inspection_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_model_inspection.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot single learning inspection</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the restored tensor at each site. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_single_site_signal_recovery_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_single_site_signal_recovery.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot single site signal recovery</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="indicates the distribution of the data based on the coordinates positions. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_target_inspection_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_target_inspection.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot target inspection</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="plots the filtered tensors by applying the filtered function. ">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_2d_filtered_tensors_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_2d_filtered_tensors.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot two dimensional dimensional filtered tensor</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="gives a quick visualization of phase tensors at the  component &#x27;yx&#x27;">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_phase_tensor_2d_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_phase_tensor_2d.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot two dimensional phase  tensors</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="gives a quick visualization of resistivity tensors at the  component &#x27;yx&#x27; in a two-dimensional.">

.. only:: html

  .. image:: /glr_examples/view/images/thumb/sphx_glr_plot_res_tensor_2d_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_view_plot_res_tensor_2d.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot two dimensional resistivity tensors</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /glr_examples/view/plot_box
   /glr_examples/view/plot_cut_comparison
   /glr_examples/view/plot_pr
   /glr_examples/view/plot_roc
   /glr_examples/view/plot_reg_scoring
   /glr_examples/view/plot_phase_sensistive_skew
   /glr_examples/view/plot_rhoa
   /glr_examples/view/plot_base_distributions
   /glr_examples/view/plot_biplot
   /glr_examples/view/plot_confusion_matrix_metric
   /glr_examples/view/plot_correlating_features
   /glr_examples/view/plot_correlation_missing_data
   /glr_examples/view/plot_dendrogram
   /glr_examples/view/plot_dendroheat
   /glr_examples/view/plot_dendro_missing_data
   /glr_examples/view/plot_discussing_features
   /glr_examples/view/plot_hist
   /glr_examples/view/plot_grid
   /glr_examples/view/plot_jointing_features
   /glr_examples/view/plot_learning_inspections
   /glr_examples/view/plot_matshow
   /glr_examples/view/plot_model
   /glr_examples/view/plot_model_scores
   /glr_examples/view/plot_multiple_feature_distributions
   /glr_examples/view/plot_num_features
   /glr_examples/view/plot_pairwise_corr
   /glr_examples/view/plot_pararell_corrdinates
   /glr_examples/view/plot_projection
   /glr_examples/view/plot_radviz
   /glr_examples/view/plot_pca
   /glr_examples/view/plot_scattering_features
   /glr_examples/view/plot_scatter
   /glr_examples/view/plot_silhouette
   /glr_examples/view/plot_model_inspection
   /glr_examples/view/plot_single_site_signal_recovery
   /glr_examples/view/plot_target_inspection
   /glr_examples/view/plot_2d_filtered_tensors
   /glr_examples/view/plot_phase_tensor_2d
   /glr_examples/view/plot_res_tensor_2d