.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples\3_models\plot_3_figs_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_3_figs_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_3_figs_cls.py:


FIGS Classification (Taiwan Credit)
===========================================

.. GENERATED FROM PYTHON SOURCE LINES 7-8

Experiment initialization and data preparation

.. GENERATED FROM PYTHON SOURCE LINES 8-16

.. code-block:: default

    from piml import Experiment
    from piml.models import FIGSClassifier

    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 17-18

Train Model

.. GENERATED FROM PYTHON SOURCE LINES 18-20

.. code-block:: default

    exp.model_train(model=FIGSClassifier(max_iter=100, max_depth=4), name="FIGS")








.. GENERATED FROM PYTHON SOURCE LINES 21-22

Evaluate predictive performance

.. GENERATED FROM PYTHON SOURCE LINES 22-24

.. code-block:: default

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





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

 .. code-block:: none

               ACC      AUC       F1 LogLoss   Brier
                                                
    Train   0.8246   0.7891   0.4926  0.4205  0.1312
    Test    0.8218   0.7637   0.4636  0.4378  0.1357
    Gap    -0.0028  -0.0255  -0.0290  0.0173  0.0045




.. GENERATED FROM PYTHON SOURCE LINES 25-26

Global interpretation for the splits heatmap

.. GENERATED FROM PYTHON SOURCE LINES 26-28

.. code-block:: default

    exp.model_interpret(model="FIGS", show="figs_heatmap", tree_idx=0, figsize=(12, 4))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_001.png
   :alt: Leaf Values, Feature Importance: Tree 0 (75.44%), Counts
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_001.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 29-30

Global interpretation for the first tree

.. GENERATED FROM PYTHON SOURCE LINES 30-33

.. code-block:: default

    exp.model_interpret(model="FIGS", show="tree_global", tree_idx=0, root=0, 
                        depth=3, original_scale=True, figsize=(16, 10))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_002.png
   :alt: plot 3 figs cls
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_002.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 34-35

Global interpretation for the second tree

.. GENERATED FROM PYTHON SOURCE LINES 35-38

.. code-block:: default

    exp.model_interpret(model="FIGS", show="tree_global", tree_idx=1, root=0, 
                        depth=3, original_scale=True, figsize=(16, 10))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_003.png
   :alt: plot 3 figs cls
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_003.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 39-40

Local interpretation for the first tree

.. GENERATED FROM PYTHON SOURCE LINES 40-43

.. code-block:: default

    exp.model_interpret(model="FIGS", show="tree_local", sample_id=0, tree_idx=0,
                        original_scale=True, figsize=(16, 10))




.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_004.png
   :alt: plot 3 figs cls
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_004.png
   :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 44-45

Local interpretation for the second tree

.. GENERATED FROM PYTHON SOURCE LINES 45-47

.. code-block:: default

    exp.model_interpret(model="FIGS", show="tree_local", sample_id=0, tree_idx=1,
                        original_scale=True, figsize=(16, 10))



.. image-sg:: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_005.png
   :alt: plot 3 figs cls
   :srcset: /auto_examples/3_models/images/sphx_glr_plot_3_figs_cls_005.png
   :class: sphx-glr-single-img






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

   **Total running time of the script:** ( 1 minutes  13.044 seconds)

**Estimated memory usage:**  43 MB


.. _sphx_glr_download_auto_examples_3_models_plot_3_figs_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_3_figs_cls.ipynb
        :alt: Launch binder
        :width: 150 px



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

      :download:`Download Python source code: plot_3_figs_cls.py <plot_3_figs_cls.py>`

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

      :download:`Download Jupyter notebook: plot_3_figs_cls.ipynb <plot_3_figs_cls.ipynb>`


.. only:: html

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

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