.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "generated/gallery/examples/plot_dcrt_example.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code. .. rst-class:: sphx-glr-example-title .. _sphx_glr_generated_gallery_examples_plot_dcrt_example.py: Distilled Conditional Randomization Test (dCRT) using Lasso vs Random Forest learners ===================================================================================== This example compares the performance of d0crt based on the lasso (1) and random forest (2) implementations. The number of repetitions is set to 10. The metrics used are the type-I error and the power .. GENERATED FROM PYTHON SOURCE LINES 10-21 .. code-block:: Python import matplotlib.pyplot as plt import numpy as np import pandas as pd import seaborn as sns from sklearn.ensemble import RandomForestRegressor from sklearn.linear_model import LassoCV from hidimstat import D0CRT from hidimstat._utils.scenario import multivariate_simulation .. GENERATED FROM PYTHON SOURCE LINES 22-24 Processing the computations --------------------------- .. GENERATED FROM PYTHON SOURCE LINES 24-91 .. code-block:: Python results_list = [] for sim_ind in range(10): print(f"Processing: {sim_ind+1}") # Number of observations n = 100 # Number of variables p = 10 # Number of relevant variables n_signal = 2 # Signal-to-noise ratio signal_noise_ratio = 4 # Correlation coefficient rho = 0.8 # Nominal false positive rate alpha = 5e-2 X, y, beta_true, noise = multivariate_simulation( n_samples=n, n_features=p, support_size=n_signal, rho=rho, signal_noise_ratio=signal_noise_ratio, shuffle=True, seed=sim_ind, ) # Applying a reLu function on the outcome y to get non-linear relationships y = np.maximum(0.0, y) ## dcrt Lasso ## d0crt_lasso = D0CRT( estimator=LassoCV(random_state=sim_ind, n_jobs=1), screening_threshold=None, random_state=sim_ind, ) d0crt_lasso.fit_importance(X, y) pvals_lasso = d0crt_lasso.pvalues_ results_list.append( { "model": "Lasso", "type-1 error": sum(pvals_lasso[np.logical_not(beta_true)] < alpha) / (p - n_signal), "power": sum(pvals_lasso[beta_true] < alpha) / (n_signal), } ) ## dcrt Random Forest ## d0crt_random_forest = D0CRT( estimator=RandomForestRegressor( n_estimators=100, random_state=sim_ind, n_jobs=1 ), screening_threshold=None, random_state=sim_ind, ) d0crt_random_forest.fit_importance(X, y) pvals_forest = d0crt_random_forest.pvalues_ results_list.append( { "model": "RF", "type-1 error": sum(pvals_forest[np.logical_not(beta_true)] < alpha) / (n_signal), "power": sum(pvals_forest[beta_true] < alpha) / (n_signal), } ) .. rst-class:: sphx-glr-script-out .. code-block:: none Processing: 1 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 2 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 3 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 4 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 5 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 6 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 7 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 8 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 9 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( Processing: 10 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning. warnings.warn( .. GENERATED FROM PYTHON SOURCE LINES 92-94 Plotting the comparison ----------------------- .. GENERATED FROM PYTHON SOURCE LINES 94-114 .. code-block:: Python df_plot = pd.DataFrame(results_list) _, ax = plt.subplots(nrows=1, ncols=2) sns.swarmplot(data=df_plot, x="model", y="type-1 error", ax=ax[0], hue="model") ax[0].axhline( alpha, linewidth=1, color="tab:red", ls="--", label="Nominal Level", ) ax[0].legend() ax[0].set_ylim(-0.01) sns.boxplot(data=df_plot, x="model", y="power", ax=ax[1], hue="model") sns.despine() plt.show() .. image-sg:: /generated/gallery/examples/images/sphx_glr_plot_dcrt_example_001.png :alt: plot dcrt example :srcset: /generated/gallery/examples/images/sphx_glr_plot_dcrt_example_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 115-122 Both methods empirically control the type-I error. In addition, it can be observed that the power of the Random Forest model is generally higher than that of the Lasso model, indicating a better ability to detect true signals in the data. This is likely due to the capacity of the Random Forest model to capture interactions and non-linear relationships which are introduced in this simulation by the ReLU transformation applied to the outcome. .. rst-class:: sphx-glr-timing **Total running time of the script:** (0 minutes 23.925 seconds) **Estimated memory usage:** 215 MB .. _sphx_glr_download_generated_gallery_examples_plot_dcrt_example.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_dcrt_example.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_dcrt_example.py ` .. container:: sphx-glr-download sphx-glr-download-zip :download:`Download zipped: plot_dcrt_example.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_