.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_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_auto_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 12-14 Imports needed for this script ------------------------------ .. GENERATED FROM PYTHON SOURCE LINES 14-25 .. code-block:: Python import matplotlib.pyplot as plt import numpy as np from hidimstat.dcrt import dcrt_zero, dcrt_pvalue from hidimstat._utils.scenario import multivariate_1D_simulation plt.rcParams.update({"font.size": 21}) typeI_error = {"Lasso": [], "Forest": []} power = {"Lasso": [], "Forest": []} .. GENERATED FROM PYTHON SOURCE LINES 26-28 Processing the computations --------------------------- .. GENERATED FROM PYTHON SOURCE LINES 28-71 .. code-block:: Python for sim_ind in range(10): print(f"Processing: {sim_ind+1}") np.random.seed(sim_ind) # Number of observations n = 1000 # Number of variables p = 10 # Number of relevant variables n_signal = 2 # Signal-to-noise ratio snr = 4 # Correlation coefficient rho = 0.8 # Nominal false positive rate alpha = 5e-2 X, y, _, __ = multivariate_1D_simulation( n_samples=n, n_features=p, support_size=n_signal, rho=rho, seed=sim_ind ) # Applying a reLu function on the outcome y to get non-linear relationships y = np.maximum(0.0, y) ## dcrt Lasso ## selection_features, X_res, sigma2, y_res = dcrt_zero(X, y, screening=False) variables_important_lasso, pvals_lasso, ts_lasso = dcrt_pvalue( selection_features, X_res, sigma2, y_res ) typeI_error["Lasso"].append(sum(pvals_lasso[n_signal:] < alpha) / (p - n_signal)) power["Lasso"].append(sum(pvals_lasso[:n_signal] < alpha) / (n_signal)) ## dcrt Random Forest ## selection_features, X_res, sigma2, y_res = dcrt_zero( X, y, screening=False, statistic="random_forest" ) rvariables_important_forest, pvals_forest, ts_forest = dcrt_pvalue( selection_features, X_res, sigma2, y_res ) typeI_error["Forest"].append(sum(pvals_forest[n_signal:] < alpha) / (p - n_signal)) power["Forest"].append(sum(pvals_forest[:n_signal] < 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:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 2 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 3 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 4 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 5 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 6 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 7 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 8 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 9 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( Processing: 10 /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( /home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1613: 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:1632: FutureWarning: 'alphas=None' is deprecated and will be removed in 1.9, at which point the default value will be set to 100. Set 'alphas=100' to silence this warning. warnings.warn( .. GENERATED FROM PYTHON SOURCE LINES 72-74 Plotting the comparison ----------------------- .. GENERATED FROM PYTHON SOURCE LINES 74-87 .. code-block:: Python fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(15, 10)) ax[0].set_title("Type-I Error") ax[0].boxplot(typeI_error.values()) ax[0].set_xticklabels(typeI_error.keys()) ax[0].axhline(linewidth=1, color="r") ax[1].set_title("Power") ax[1].boxplot(power.values()) ax[1].set_xticklabels(power.keys()) ax[1].set_ylim(0.5, 1) plt.show() .. image-sg:: /auto_examples/images/sphx_glr_plot_dcrt_example_001.png :alt: Type-I Error, Power :srcset: /auto_examples/images/sphx_glr_plot_dcrt_example_001.png :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** (2 minutes 2.556 seconds) .. _sphx_glr_download_auto_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 `_