.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples\3_models\plot_1_gam_cls.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

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

        :ref:`Go to the end <sphx_glr_download_auto_examples_3_models_plot_1_gam_cls.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_auto_examples_3_models_plot_1_gam_cls.py:


GAM Classification (CoCircles)
=====================================

.. GENERATED FROM PYTHON SOURCE LINES 8-9

Experiment initialization and data preparation

.. GENERATED FROM PYTHON SOURCE LINES 9-16

.. code-block:: default

    from piml import Experiment
    from piml.models import GAMClassifier

    exp = Experiment()
    exp.data_loader(data="CoCircles", silent=True)
    exp.data_prepare(target="target", task_type="classification", silent=True)








.. GENERATED FROM PYTHON SOURCE LINES 17-18

Train Model

.. GENERATED FROM PYTHON SOURCE LINES 18-20

.. code-block:: default

    exp.model_train(model=GAMClassifier(spline_order=2, n_splines=20, lam=0.6), name="GAM")








.. GENERATED FROM PYTHON SOURCE LINES 21-22

Evaluate predictive performance

.. GENERATED FROM PYTHON SOURCE LINES 22-24

.. code-block:: default

    exp.model_diagnose(model="GAM", show="accuracy_table")





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

 .. code-block:: none

              ACC     AUC      F1  LogLoss    Brier
                                               
    Train  0.8363  0.9226  0.8387   0.3512   0.1130
    Test   0.8475  0.9306  0.8432   0.3406   0.1062
    Gap    0.0112  0.0080  0.0045  -0.0105  -0.0068




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Global interpretation: effect plot for X0

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.. code-block:: default

    exp.model_interpret(model="GAM", show="global_effect_plot", uni_feature="X0",
                        original_scale=True, figsize=(5, 4))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_001.png
   :alt: X0 (50.3%)
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_001.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 30-31

Global interpretation: effect plot for X1

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.. code-block:: default

    exp.model_interpret(model="GAM", show="global_effect_plot", uni_feature="X1",
                        original_scale=True, figsize=(5, 4))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_002.png
   :alt: X1 (49.7%)
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_002.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 35-36

Global interpretation: feature importance

.. GENERATED FROM PYTHON SOURCE LINES 36-38

.. code-block:: default

    exp.model_interpret(model="GAM", show="global_fi", figsize=(5, 4))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_003.png
   :alt: Feature Importance
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_003.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 39-40

Local interpretation

.. GENERATED FROM PYTHON SOURCE LINES 40-41

.. code-block:: default

    exp.model_interpret(model="GAM", show="local_fi", sample_id=0, original_scale=True, figsize=(5, 4))



.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_004.png
   :alt: Predicted: 0.2469 | Actual: 1.0000
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_1_gam_cls_004.png
   :class: sphx-glr-single-img






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

   **Total running time of the script:** ( 1 minutes  5.861 seconds)

**Estimated memory usage:**  12 MB


.. _sphx_glr_download_auto_examples_3_models_plot_1_gam_cls.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/selfexplainml/piml-toolbox/main?urlpath=lab/tree/./docs/_build/html/notebooks/auto_examples/3_models/plot_1_gam_cls.ipynb
        :alt: Launch binder
        :width: 150 px



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

      :download:`Download Python source code: plot_1_gam_cls.py <plot_1_gam_cls.py>`

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

      :download:`Download Jupyter notebook: plot_1_gam_cls.ipynb <plot_1_gam_cls.ipynb>`


.. only:: html

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

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