Reconstruction of visual stimuli from Miyawaki et al. 2008

This example reproduces the experiment presented in

Visual image reconstruction from human brain activity using a combination of multiscale local image decoders, Miyawaki, Y., Uchida, H., Yamashita, O., Sato, M. A., Morito, Y., Tanabe, H. C., … & Kamitani, Y. (2008). Neuron, 60(5), 915-929.

It reconstructs 10x10 binary images from functional MRI data. Random images are used as training set and structured images are used for reconstruction.

The code is a bit elaborate as the example uses, as the original article, a multiscale prediction on the images seen by the subject.

See also Encoding models for visual stimuli from Miyawaki et al. 2008 for a encoding approach for the same dataset.

Note

If you are using Nilearn with a version older than 0.9.0, then you should either upgrade your version or import maskers from the input_data module instead of the maskers module.

That is, you should manually replace in the following example all occurrences of:

from nilearn.maskers import NiftiMasker

with:

from nilearn.input_data import NiftiMasker

# Some basic imports
import time
import sys

First we load the Miyawaki dataset

from nilearn import datasets
sys.stderr.write("Fetching dataset...")
t0 = time.time()

miyawaki_dataset = datasets.fetch_miyawaki2008()

# print basic information on the dataset
print('First functional nifti image (4D) is located at: %s' %
      miyawaki_dataset.func[0])  # 4D data

X_random_filenames = miyawaki_dataset.func[12:]
X_figure_filenames = miyawaki_dataset.func[:12]
y_random_filenames = miyawaki_dataset.label[12:]
y_figure_filenames = miyawaki_dataset.label[:12]
y_shape = (10, 10)

sys.stderr.write(" Done (%.2fs).\n" % (time.time() - t0))

Fetching dataset...First functional nifti image (4D) is located at: /home/yasmin/nilearn/nilearn_data/miyawaki2008/func/data_figure_run01.nii.gz
 Done (0.32s).

Then we prepare and mask the data

import numpy as np
from nilearn.maskers import MultiNiftiMasker

sys.stderr.write("Preprocessing data...")
t0 = time.time()

# Load and mask fMRI data
masker = MultiNiftiMasker(mask_img=miyawaki_dataset.mask, detrend=True,
                          standardize=False)
masker.fit()
X_train = masker.transform(X_random_filenames)
X_test = masker.transform(X_figure_filenames)

# We load the visual stimuli from csv files
y_train = []
for y in y_random_filenames:
    y_train.append(np.reshape(np.loadtxt(y, dtype=int, delimiter=','),
                              (-1,) + y_shape, order='F'))

y_test = []
for y in y_figure_filenames:
    y_test.append(np.reshape(np.loadtxt(y, dtype=int, delimiter=','),
                             (-1,) + y_shape, order='F'))

X_train = np.vstack([x[2:] for x in X_train])
y_train = np.vstack([y[:-2] for y in y_train]).astype(float)
X_test = np.vstack([x[2:] for x in X_test])
y_test = np.vstack([y[:-2] for y in y_test]).astype(float)

n_pixels = y_train.shape[1]
n_features = X_train.shape[1]


def flatten(list_of_2d_array):
    flattened = []
    for array in list_of_2d_array:
        flattened.append(array.ravel())
    return flattened


# Build the design matrix for multiscale computation
# Matrix is squared, y_rows == y_cols
y_cols = y_shape[1]

# Original data
design_matrix = np.eye(100)


# Example of matrix used for multiscale (sum pixels vertically)
#
# 0.5 *
#
# 1 1 0 0 0 0 0 0 0 0
# 0 1 1 0 0 0 0 0 0 0
# 0 0 1 1 0 0 0 0 0 0
# 0 0 0 1 1 0 0 0 0 0
# 0 0 0 0 1 1 0 0 0 0
# 0 0 0 0 0 1 1 0 0 0
# 0 0 0 0 0 0 1 1 0 0
# 0 0 0 0 0 0 0 1 1 0
# 0 0 0 0 0 0 0 0 1 1

height_tf = (np.eye(y_cols) + np.eye(y_cols, k=1))[:y_cols - 1] * .5
width_tf = height_tf.T

yt_tall = [np.dot(height_tf, m) for m in y_train]
yt_large = [np.dot(m, width_tf) for m in y_train]
yt_big = [np.dot(height_tf, np.dot(m, width_tf)) for m in y_train]

# Add it to the training set
y_train = [np.r_[y.ravel(), t.ravel(), l.ravel(), b.ravel()]
           for y, t, l, b in zip(y_train, yt_tall, yt_large, yt_big)]

y_test = np.asarray(flatten(y_test))
y_train = np.asarray(y_train)

# Remove rest period
X_train = X_train[y_train[:, 0] != -1]
y_train = y_train[y_train[:, 0] != -1]
X_test = X_test[y_test[:, 0] != -1]
y_test = y_test[y_test[:, 0] != -1]

sys.stderr.write(" Done (%.2fs).\n" % (time.time() - t0))

Preprocessing data... Done (43.21s).

We define our prediction function

sys.stderr.write("Training classifiers... \r")
t0 = time.time()

# OMP: Orthogonal Matching Pursuit
from sklearn.linear_model import OrthogonalMatchingPursuit as OMP
from sklearn.feature_selection import f_classif, SelectKBest
from sklearn.pipeline import Pipeline
from sklearn.preprocessing import StandardScaler

# Create as many OMP as voxels to predict
clfs = []
n_clfs = y_train.shape[1]
for i in range(y_train.shape[1]):
    sys.stderr.write("Training classifiers %03d/%d... \r" % (i + 1, n_clfs))

    clf = Pipeline([('selection', SelectKBest(f_classif, k=500)),
                    ('scl', StandardScaler()),
                    ('clf', OMP(normalize=False, n_nonzero_coefs=10))])
    clf.fit(X_train, y_train[:, i])
    clfs.append(clf)

sys.stderr.write("Training classifiers %03d/%d... Done (%.2fs).\n" % (
    n_clfs, n_clfs, time.time() - t0))

Training classifiers...
Training classifiers 001/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 002/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 003/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 004/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 005/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 006/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 007/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 008/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 009/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 010/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 011/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 012/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 013/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 014/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 015/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 016/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 017/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 018/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 019/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 020/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 021/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 022/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 023/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 024/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 025/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 026/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 027/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 028/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 029/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 030/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 031/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 032/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 033/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 034/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 035/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 036/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 037/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 038/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 039/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 040/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 041/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 042/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 043/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 044/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 045/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 046/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 047/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 048/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 049/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 050/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 051/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 052/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 053/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 054/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 055/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 056/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 057/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 058/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 059/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 060/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 061/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 062/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 063/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 064/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 065/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 066/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 067/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 068/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 069/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 070/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 071/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 072/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 073/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 074/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 075/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 076/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 077/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 078/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 079/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 080/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 081/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 082/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 083/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 084/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 085/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 086/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 087/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 088/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 089/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 090/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 091/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 092/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 093/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 094/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 095/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 096/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 097/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 098/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 099/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 100/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 101/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 102/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 103/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 104/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 105/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 106/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 107/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 108/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 109/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 110/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 111/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 112/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 113/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 114/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 115/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 116/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 117/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 118/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 119/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 120/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 121/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 122/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 123/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 124/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 125/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 126/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 127/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 128/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 129/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 130/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 131/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 132/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 133/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 134/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 135/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 136/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 137/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 138/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 139/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 140/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 141/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 142/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 143/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 144/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 145/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 146/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 147/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 148/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 149/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 150/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 151/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 152/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 153/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 154/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 155/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 156/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 157/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 158/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 159/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 160/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 161/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 162/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 163/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 164/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 165/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 166/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 167/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 168/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 169/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 170/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 171/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 172/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 173/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 174/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 175/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 176/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 177/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 178/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 179/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 180/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 181/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 182/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 183/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 184/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 185/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 186/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 187/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 188/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 189/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 190/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 191/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 192/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 193/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 194/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 195/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 196/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 197/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 198/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 199/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 200/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 201/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 202/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 203/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 204/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 205/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 206/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 207/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 208/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 209/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 210/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 211/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 212/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 213/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 214/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 215/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 216/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 217/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 218/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 219/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 220/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 221/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 222/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 223/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 224/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 225/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 226/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 227/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 228/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 229/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 230/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 231/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 232/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 233/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 234/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 235/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 236/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 237/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 238/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 239/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 240/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 241/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 242/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 243/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 244/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 245/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 246/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 247/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 248/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 249/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 250/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 251/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 252/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 253/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 254/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 255/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 256/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 257/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 258/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 259/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 260/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 261/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 262/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 263/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 264/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 265/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 266/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 267/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 268/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 269/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 270/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 271/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 272/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 273/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 274/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 275/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 276/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 277/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 278/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 279/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 280/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 281/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 282/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 283/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 284/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 285/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 286/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 287/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 288/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 289/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 290/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 291/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 292/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 293/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 294/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 295/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 296/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 297/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 298/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 299/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 300/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 301/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 302/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 303/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 304/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 305/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 306/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 307/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 308/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 309/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 310/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 311/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 312/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 313/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 314/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 315/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 316/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 317/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 318/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 319/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 320/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 321/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 322/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 323/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 324/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 325/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 326/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 327/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 328/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 329/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 330/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 331/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 332/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 333/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 334/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 335/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 336/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 337/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 338/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 339/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 340/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 341/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 342/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 343/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 344/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 345/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 346/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 347/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 348/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 349/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 350/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 351/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 352/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 353/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 354/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 355/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 356/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 357/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 358/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 359/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 360/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 361/361...
/home/yasmin/miniconda3/envs/nilearn-dev/lib/python3.10/site-packages/sklearn/linear_model/_base.py:117: FutureWarning:

'normalize' was deprecated in version 1.2 and will be removed in 1.4. Please leave the normalize parameter to its default value to silence this warning. The default behavior of this estimator is to not do any normalization. If normalization is needed please use sklearn.preprocessing.StandardScaler instead.

Training classifiers 361/361... Done (53.79s).

Here we run the prediction: the decoding itself

sys.stderr.write("Calculating scores and outputs...")
t0 = time.time()

y_pred = []
for clf in clfs:
    y_pred.append(clf.predict(X_test))
y_pred = np.asarray(y_pred).T


# We need to the multi scale reconstruction
def split_multi_scale(y, y_shape):
    """ Split data into 4 original multi_scale images
    """
    yw, yh = y_shape

    # Index of original image
    split_index = [yw * yh]
    # Index of large image
    split_index.append(split_index[-1] + (yw - 1) * yh)
    # Index of tall image
    split_index.append(split_index[-1] + yw * (yh - 1))
    # Index of big image
    split_index.append(split_index[-1] + (yw - 1) * (yh - 1))

    # We split according to computed indices
    y_preds = np.split(y, split_index, axis=1)

    # y_pred is the original image
    y_pred = y_preds[0]

    # y_pred_tall is the image with 1x2 patch application. We have to make
    # some calculus to get it back in original shape
    height_tf_i = (np.eye(y_cols) + np.eye(y_cols, k=-1))[:, :y_cols - 1] * .5
    height_tf_i.flat[0] = 1
    height_tf_i.flat[-1] = 1
    y_pred_tall = [np.dot(height_tf_i, np.reshape(m, (yw - 1, yh))).flatten()
                   for m in y_preds[1]]
    y_pred_tall = np.asarray(y_pred_tall)

    # y_pred_large is the image with 2x1 patch application. We have to make
    # some calculus to get it back in original shape
    width_tf_i = (np.eye(y_cols) + np.eye(y_cols, k=1))[:y_cols - 1] * .5
    width_tf_i.flat[0] = 1
    width_tf_i.flat[-1] = 1
    y_pred_large = [np.dot(np.reshape(m, (yw, yh - 1)), width_tf_i).flatten()
                    for m in y_preds[2]]
    y_pred_large = np.asarray(y_pred_large)

    # y_pred_big is the image with 2x2 patch application. We use previous
    # matrices to get it back in original shape
    y_pred_big = [np.dot(np.reshape(m, (yw - 1, yh - 1)), width_tf_i)
                  for m in y_preds[3]]
    y_pred_big = [np.dot(height_tf_i, np.reshape(m, (yw - 1, yh))).flatten()
                  for m in y_pred_big]
    y_pred_big = np.asarray(y_pred_big)

    return (y_pred, y_pred_tall, y_pred_large, y_pred_big)


y_pred, y_pred_tall, y_pred_large, y_pred_big = \
    split_multi_scale(y_pred, y_shape)

y_pred = (.25 * y_pred + .25 * y_pred_tall + .25 * y_pred_large
          + .25 * y_pred_big)

sys.stderr.write(" Done (%.2fs).\n" % (time.time() - t0))

Calculating scores and outputs... Done (5.44s).

Let us quantify our prediction error

from sklearn.metrics import (accuracy_score, precision_score, recall_score,
                             f1_score)

print("Scores")
print("------")
print("  - Accuracy (percent): %f" % np.mean([
    accuracy_score(y_test[:, i], y_pred[:, i] > .5) for i in range(100)]))
print("  - Precision: %f" % np.mean([
    precision_score(y_test[:, i], y_pred[:, i] > .5) for i in range(100)]))
print("  - Recall: %f" % np.mean([
    recall_score(y_test[:, i], y_pred[:, i] > .5, zero_division=0)
    for i in range(100)]))
print("  - F1-score: %f" % np.mean([
    f1_score(y_test[:, i], y_pred[:, i] > .5) for i in range(100)]))

Scores
------
  - Accuracy (percent): 0.801208
  - Precision: 0.413969
  - Recall: 0.572388
  - F1-score: 0.465973

And finally, we plot six reconstructed images, to compare with ground truth

from matplotlib import pyplot as plt
from nilearn.plotting import show

for i in range(6):
    j = 10 * i
    fig = plt.figure()
    sp1 = plt.subplot(131)
    sp1.axis('off')
    plt.title('Stimulus')
    sp2 = plt.subplot(132)
    sp2.axis('off')
    plt.title('Reconstruction')
    sp3 = plt.subplot(133)
    sp3.axis('off')
    plt.title('Binarized')
    sp1.imshow(np.reshape(y_test[j], (10, 10)), cmap=plt.cm.gray,
               interpolation='nearest'),
    sp2.imshow(np.reshape(y_pred[j], (10, 10)), cmap=plt.cm.gray,
               interpolation='nearest'),
    sp3.imshow(np.reshape(y_pred[j] > .5, (10, 10)), cmap=plt.cm.gray,
               interpolation='nearest')
    plt.savefig('miyawaki2008_reconstruction_%d' % i)

show()

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Estimated memory usage: 545 MB