.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples\3_models\plot_6_ebm_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_6_ebm_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_6_ebm_cls.py:


EBM Classification (Taiwan Credit)
=====================================

.. GENERATED FROM PYTHON SOURCE LINES 8-9

Experiment initialization and data preparation

.. GENERATED FROM PYTHON SOURCE LINES 9-17

.. code-block:: default

    from piml import Experiment
    from piml.models import ExplainableBoostingClassifier

    exp = Experiment()
    exp.data_loader(data="TaiwanCredit", silent=True)
    exp.data_summary(feature_exclude=["LIMIT_BAL", "SEX", "EDUCATION", "MARRIAGE", "AGE"], silent=True)
    exp.data_prepare(target="FlagDefault", task_type="classification", silent=True)








.. GENERATED FROM PYTHON SOURCE LINES 18-19

Train Model

.. GENERATED FROM PYTHON SOURCE LINES 19-21

.. code-block:: default

    exp.model_train(model=ExplainableBoostingClassifier(interactions=10), name="EBM")








.. GENERATED FROM PYTHON SOURCE LINES 22-23

Evaluate predictive performance

.. GENERATED FROM PYTHON SOURCE LINES 23-25

.. code-block:: default

    exp.model_diagnose(model="EBM", show='accuracy_table')





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

 .. code-block:: none

              ACC      AUC      F1  LogLoss    Brier
                                                
    Train  0.8218   0.7896  0.4778   0.4239   0.1327
    Test   0.8272   0.7753  0.4792   0.4222   0.1312
    Gap    0.0054  -0.0143  0.0013  -0.0017  -0.0016




.. GENERATED FROM PYTHON SOURCE LINES 26-27

Effect importance

.. GENERATED FROM PYTHON SOURCE LINES 27-29

.. code-block:: default

    exp.model_interpret(model="EBM", show="global_ei", figsize=(5, 4))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_001.png
   :alt: Effect Importance
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_001.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 30-31

Feature importance

.. GENERATED FROM PYTHON SOURCE LINES 31-33

.. code-block:: default

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




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_002.png
   :alt: Feature Importance
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_002.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 34-35

Global effect plot

.. GENERATED FROM PYTHON SOURCE LINES 35-38

.. code-block:: default

    exp.model_interpret(model="EBM", show="global_effect_plot", uni_feature="PAY_1",
                        original_scale=True, figsize=(5, 4))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_003.png
   :alt: PAY_1 (51.7%)
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_003.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 39-40

Local interpretation by effect

.. GENERATED FROM PYTHON SOURCE LINES 40-42

.. code-block:: default

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




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_004.png
   :alt: Predicted: 0.2236 | Actual: 0.0000
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_004.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 43-44

Local interpretation by feature

.. GENERATED FROM PYTHON SOURCE LINES 44-45

.. code-block:: default

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



.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_005.png
   :alt: Predicted: 0.2236 | Actual: 0.0000
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_6_ebm_cls_005.png
   :class: sphx-glr-single-img






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

   **Total running time of the script:** ( 1 minutes  25.154 seconds)

**Estimated memory usage:**  34 MB


.. _sphx_glr_download_auto_examples_3_models_plot_6_ebm_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_6_ebm_cls.ipynb
        :alt: Launch binder
        :width: 150 px



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

      :download:`Download Python source code: plot_6_ebm_cls.py <plot_6_ebm_cls.py>`

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

      :download:`Download Jupyter notebook: plot_6_ebm_cls.ipynb <plot_6_ebm_cls.ipynb>`


.. only:: html

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

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