Confusion Matrix Report

.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "checks_gallery/tabular/model_evaluation/plot_confusion_matrix_report.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_checks_gallery_tabular_model_evaluation_plot_confusion_matrix_report.py: .. _plot_tabular_confusion_matrix_report: Confusion Matrix Report *********************** .. GENERATED FROM PYTHON SOURCE LINES 10-12 Imports ======= .. GENERATED FROM PYTHON SOURCE LINES 12-21 .. code-block:: default import pandas as pd from sklearn.datasets import load_iris from sklearn.ensemble import AdaBoostClassifier from sklearn.model_selection import train_test_split from deepchecks.tabular import Dataset from deepchecks.tabular.checks import ConfusionMatrixReport .. GENERATED FROM PYTHON SOURCE LINES 22-24 Generating data =============== .. GENERATED FROM PYTHON SOURCE LINES 24-36 .. code-block:: default iris = load_iris(as_frame=True) clf = AdaBoostClassifier() frame = iris.frame X = iris.data y = iris.target X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=42) clf.fit(X_train, y_train) ds = Dataset(pd.concat([X_test, y_test], axis=1), features=iris.feature_names, label='target') .. GENERATED FROM PYTHON SOURCE LINES 37-39 Running ``confusion_matrix_report`` check ========================================= .. GENERATED FROM PYTHON SOURCE LINES 39-42 .. code-block:: default check = ConfusionMatrixReport() .. GENERATED FROM PYTHON SOURCE LINES 43-45 .. code-block:: default check.run(ds, clf) .. raw:: html

.. rst-class:: sphx-glr-timing **Total running time of the script:** ( 0 minutes 0.125 seconds) .. _sphx_glr_download_checks_gallery_tabular_model_evaluation_plot_confusion_matrix_report.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_confusion_matrix_report.py ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_confusion_matrix_report.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_