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

Imports needed for this script

import matplotlib.pyplot as plt
import numpy as np
from sklearn.linear_model import LassoCV
from sklearn.ensemble import RandomForestRegressor

from hidimstat.dcrt import D0CRT
from hidimstat._utils.scenario import multivariate_1D_simulation

plt.rcParams.update({"font.size": 21})

typeI_error = {"Lasso": [], "Forest": []}
power = {"Lasso": [], "Forest": []}

Processing the computations

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 ##
    d0crt_lasso = D0CRT(estimator=LassoCV(random_state=42, n_jobs=1), screening=False)
    d0crt_lasso.fit_importance(X, y)
    pvals_lasso = d0crt_lasso.pvalues_
    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 ##
    d0crt_random_forest = D0CRT(
        estimator=RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=1),
        screening=False,
    )
    d0crt_random_forest.fit_importance(X, y)
    pvals_forest = d0crt_random_forest.pvalues_
    typeI_error["Forest"].append(sum(pvals_forest[n_signal:] < alpha) / (p - n_signal))
    power["Forest"].append(sum(pvals_forest[:n_signal] < alpha) / (n_signal))

Processing: 1
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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:1622: FutureWarning: 'n_alphas' was deprecated in 1.7 and will be removed in 1.9. 'alphas' now accepts an integer value which removes the need to pass 'n_alphas'. The default value of 'alphas' will change from None to 100 in 1.9. Pass an explicit value to 'alphas' and leave 'n_alphas' to its default value to silence this warning.
  warnings.warn(
/home/circleci/project/.venv/lib/python3.13/site-packages/sklearn/linear_model/_coordinate_descent.py:1641: 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(

Plotting the comparison

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()