.. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_plot_changed_only_pprint_parameter.py: ================================= Compact estimator representations ================================= This example illustrates the use of the print_changed_only global parameter. Setting print_changed_only to True will alterate the representation of estimators to only show the parameters that have been set to non-default values. This can be used to have more compact representations. .. rst-class:: sphx-glr-script-out Out: .. code-block:: none Default representation: LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, intercept_scaling=1, l1_ratio=None, max_iter=100, multi_class='warn', n_jobs=None, penalty='l1', random_state=None, solver='warn', tol=0.0001, verbose=0, warm_start=False) With changed_only option: LogisticRegression(penalty='l1') | .. code-block:: python print(__doc__) from sklearn.linear_model import LogisticRegression from sklearn import set_config lr = LogisticRegression(penalty='l1') print('Default representation:') print(lr) # LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, # intercept_scaling=1, l1_ratio=None, max_iter=100, # multi_class='warn', n_jobs=None, penalty='l1', # random_state=None, solver='warn', tol=0.0001, verbose=0, # warm_start=False) set_config(print_changed_only=True) print('\nWith changed_only option:') print(lr) # LogisticRegression(penalty='l1') **Total running time of the script:** ( 0 minutes 0.003 seconds) .. _sphx_glr_download_auto_examples_plot_changed_only_pprint_parameter.py: .. only :: html .. container:: sphx-glr-footer :class: sphx-glr-footer-example .. container:: sphx-glr-download :download:`Download Python source code: plot_changed_only_pprint_parameter.py ` .. container:: sphx-glr-download :download:`Download Jupyter notebook: plot_changed_only_pprint_parameter.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_