Dev docs nilearn/nilearn@f132091 : [TEST] do not install latex for do…

…c build (#4976)
nilearn · Dec 23, 2024 · fffe8c0 · fffe8c0
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diff --git a/dev/_downloads/0140eeb6da671d73b808df162f8895e8/plot_simulated_data.zip b/dev/_downloads/0140eeb6da671d73b808df162f8895e8/plot_simulated_data.zip
diff --git a/dev/_downloads/04502003935d64eedeb72956946fe91b/plot_nilearn_101.zip b/dev/_downloads/04502003935d64eedeb72956946fe91b/plot_nilearn_101.zip
diff --git a/dev/_downloads/078678c45812ee1e319ed2d2c21c554f/plot_python_101.zip b/dev/_downloads/078678c45812ee1e319ed2d2c21c554f/plot_python_101.zip
diff --git a/dev/_downloads/07bd43f5f35abcb693398fbe82adc61d/plot_oasis_vbm.zip b/dev/_downloads/07bd43f5f35abcb693398fbe82adc61d/plot_oasis_vbm.zip
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/dev/_downloads/09c9580584f4e64ef9778ef8f3417e60/plot_resample_to_template.zip b/dev/_downloads/09c9580584f4e64ef9778ef8f3417e60/plot_resample_to_template.zip
diff --git a/dev/_downloads/0b08503308b188b3029a4de1b9022119/plot_visualization.zip b/dev/_downloads/0b08503308b188b3029a4de1b9022119/plot_visualization.zip
diff --git a/dev/_downloads/12e9d2a7add7eab2059f4f619ad12621/plot_data_driven_parcellations.zip b/dev/_downloads/12e9d2a7add7eab2059f4f619ad12621/plot_data_driven_parcellations.zip
diff --git a/dev/_downloads/2442f69e6be8788c989e28093310602e/plot_second_level_two_sample_test.zip b/dev/_downloads/2442f69e6be8788c989e28093310602e/plot_second_level_two_sample_test.zip
diff --git a/dev/_downloads/24646bf88295d9b694826f1c88efdaf9/plot_3d_and_4d_niimg.zip b/dev/_downloads/24646bf88295d9b694826f1c88efdaf9/plot_3d_and_4d_niimg.zip
diff --git a/dev/_downloads/24c23a56893b4488de131db2c3fbbe9c/plot_extract_rois_smith_atlas.zip b/dev/_downloads/24c23a56893b4488de131db2c3fbbe9c/plot_extract_rois_smith_atlas.zip
diff --git a/dev/_downloads/2ce0f24d145edf0cb7091fe8dae3bd07/plot_carpet.zip b/dev/_downloads/2ce0f24d145edf0cb7091fe8dae3bd07/plot_carpet.zip
diff --git a/dev/_downloads/2db23df6fc02e7fb53e6ee82f49eb2bc/plot_multiscale_parcellations.zip b/dev/_downloads/2db23df6fc02e7fb53e6ee82f49eb2bc/plot_multiscale_parcellations.zip
diff --git a/dev/_downloads/330cb23bdaeeb988f77c245c2f701a0c/plot_haxby_mass_univariate.zip b/dev/_downloads/330cb23bdaeeb988f77c245c2f701a0c/plot_haxby_mass_univariate.zip
diff --git a/dev/_downloads/3501b5161527823b76e121d0c20043a3/plot_mask_computation.zip b/dev/_downloads/3501b5161527823b76e121d0c20043a3/plot_mask_computation.zip
diff --git a/dev/_downloads/35e89a0fddeee2ec3084f9e9b94edcbe/plot_beta_series.zip b/dev/_downloads/35e89a0fddeee2ec3084f9e9b94edcbe/plot_beta_series.zip
diff --git a/dev/_downloads/362b0c50c649196a3fb4b2cf11a39304/plot_smooth_mean_image.zip b/dev/_downloads/362b0c50c649196a3fb4b2cf11a39304/plot_smooth_mean_image.zip
diff --git a/dev/_downloads/39715408852c4c991549b6f510431022/plot_surf_stat_map.zip b/dev/_downloads/39715408852c4c991549b6f510431022/plot_surf_stat_map.zip
diff --git a/dev/_downloads/42459a562621fd56db76c2274f38f004/plot_bids_analysis.zip b/dev/_downloads/42459a562621fd56db76c2274f38f004/plot_bids_analysis.zip
diff --git a/dev/_downloads/42b3bd92b4565279744cf95e7263db7d/plot_visualize_megatrawls_netmats.zip b/dev/_downloads/42b3bd92b4565279744cf95e7263db7d/plot_visualize_megatrawls_netmats.zip
diff --git a/dev/_downloads/44ace3c1d0ab418c0f97134024ad0a6d/plot_3d_map_to_surface_projection.zip b/dev/_downloads/44ace3c1d0ab418c0f97134024ad0a6d/plot_3d_map_to_surface_projection.zip
diff --git a/dev/_downloads/44cb3a7d606fae23fb2b04d989cc6947/plot_hrf.zip b/dev/_downloads/44cb3a7d606fae23fb2b04d989cc6947/plot_hrf.zip
diff --git a/dev/_downloads/45fc876cbbe833a7942ff19b6aeb70fe/plot_age_group_prediction_cross_val.zip b/dev/_downloads/45fc876cbbe833a7942ff19b6aeb70fe/plot_age_group_prediction_cross_val.zip
diff --git a/dev/_downloads/4d17a3136b19f949ccdbf7f04a64bae1/plot_haxby_anova_svm.zip b/dev/_downloads/4d17a3136b19f949ccdbf7f04a64bae1/plot_haxby_anova_svm.zip
diff --git a/dev/_downloads/4e07a05634132f0b6a9f33eaec2d31e4/plot_dim_plotting.zip b/dev/_downloads/4e07a05634132f0b6a9f33eaec2d31e4/plot_dim_plotting.zip
diff --git a/dev/_downloads/4f6c009516d6956f180d8a05a141b383/plot_oasis.zip b/dev/_downloads/4f6c009516d6956f180d8a05a141b383/plot_oasis.zip
diff --git a/dev/_downloads/53f49b385f18a47b11fc16fb41609534/plot_probabilistic_atlas_extraction.zip b/dev/_downloads/53f49b385f18a47b11fc16fb41609534/plot_probabilistic_atlas_extraction.zip
diff --git a/dev/_downloads/5425ee9af622597c06a538f1c5e6469e/plot_oasis_vbm_space_net.zip b/dev/_downloads/5425ee9af622597c06a538f1c5e6469e/plot_oasis_vbm_space_net.zip
diff --git a/dev/_downloads/55a97ddb52864175550451613f349777/plot_first_level_details.zip b/dev/_downloads/55a97ddb52864175550451613f349777/plot_first_level_details.zip
diff --git a/dev/_downloads/57b6c2ddd16d32969d0cae7f44d06639/plot_haxby_stimuli.zip b/dev/_downloads/57b6c2ddd16d32969d0cae7f44d06639/plot_haxby_stimuli.zip
diff --git a/dev/_downloads/580bae6bcd05509fa7469867cce2a114/plot_haxby_full_analysis.zip b/dev/_downloads/580bae6bcd05509fa7469867cce2a114/plot_haxby_full_analysis.zip
diff --git a/dev/_downloads/5f7a238835a6ffe32e1edfb58a614869/plot_extract_regions_labels_image.zip b/dev/_downloads/5f7a238835a6ffe32e1edfb58a614869/plot_extract_regions_labels_image.zip
diff --git a/dev/_downloads/5f8b981c74d82c0a0d77446a11d50f5f/plot_surface_projection_strategies.zip b/dev/_downloads/5f8b981c74d82c0a0d77446a11d50f5f/plot_surface_projection_strategies.zip
diff --git a/dev/_downloads/69f7c0c50b17a16ca2a6341feb29c1c8/plot_multi_subject_connectome.zip b/dev/_downloads/69f7c0c50b17a16ca2a6341feb29c1c8/plot_multi_subject_connectome.zip
diff --git a/dev/_downloads/6d6d1d84a9c118f51a2a7cd8004fb72e/plot_haxby_masks.zip b/dev/_downloads/6d6d1d84a9c118f51a2a7cd8004fb72e/plot_haxby_masks.zip
diff --git a/dev/_downloads/6ecf7696d9212309a1ac618f1a4cfd1a/plot_two_runs_model.zip b/dev/_downloads/6ecf7696d9212309a1ac618f1a4cfd1a/plot_two_runs_model.zip
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/dev/_downloads/6f2843af4e5dac080d749cabb34171b6/plot_demo_glass_brain.zip b/dev/_downloads/6f2843af4e5dac080d749cabb34171b6/plot_demo_glass_brain.zip
diff --git a/dev/_downloads/6fd04075bc267421a6003130a9df8e7f/plot_haxby_frem.zip b/dev/_downloads/6fd04075bc267421a6003130a9df8e7f/plot_haxby_frem.zip
diff --git a/dev/_downloads/6fdc2d8b95d1b3de708c1fe389ec8f9b/plot_write_events_file.zip b/dev/_downloads/6fdc2d8b95d1b3de708c1fe389ec8f9b/plot_write_events_file.zip
diff --git a/dev/_downloads/73f844c4a6da10bbfb02db799ecb38bc/plot_copy_headers_math_img.zip b/dev/_downloads/73f844c4a6da10bbfb02db799ecb38bc/plot_copy_headers_math_img.zip
diff --git a/dev/_downloads/781460825d2a6640608b0f0cece8036a/plot_colormaps.zip b/dev/_downloads/781460825d2a6640608b0f0cece8036a/plot_colormaps.zip
diff --git a/dev/_downloads/7ac307215ff4b05776a8f7859bbcac37/plot_affine_transformation.zip b/dev/_downloads/7ac307215ff4b05776a8f7859bbcac37/plot_affine_transformation.zip
diff --git a/dev/_downloads/7cb01624b006fd5aaa979554fa58b551/plot_decoding_tutorial.zip b/dev/_downloads/7cb01624b006fd5aaa979554fa58b551/plot_decoding_tutorial.zip
diff --git a/dev/_downloads/7e1ebaa4a3168383b1f1e0584082414b/plot_advanced_decoding_scikit.zip b/dev/_downloads/7e1ebaa4a3168383b1f1e0584082414b/plot_advanced_decoding_scikit.zip
diff --git a/dev/_downloads/814e55c3391afa475693998134669ecb/plot_miyawaki_encoding.zip b/dev/_downloads/814e55c3391afa475693998134669ecb/plot_miyawaki_encoding.zip
diff --git a/dev/_downloads/81ff68137fc533fb3354249eb405167a/plot_miyawaki_reconstruction.zip b/dev/_downloads/81ff68137fc533fb3354249eb405167a/plot_miyawaki_reconstruction.zip
diff --git a/dev/_downloads/83583dc3a50514a043c2cd0dfc685758/plot_single_subject_single_run.zip b/dev/_downloads/83583dc3a50514a043c2cd0dfc685758/plot_single_subject_single_run.zip
diff --git a/dev/_downloads/836d98f3e4e4cdfe35c0fd42fe07a859/plot_beta_series.ipynb b/dev/_downloads/836d98f3e4e4cdfe35c0fd42fe07a859/plot_beta_series.ipynb
@@ -69,7 +69,7 @@
       },
       "outputs": [],
       "source": [
-        "print(\"Define and fit LSA\")\n\n# Transform the DataFrame for LSA\nlsa_events_df = events_df.copy()\nconditions = lsa_events_df[\"trial_type\"].unique()\ncondition_counter = {c: 0 for c in conditions}\nfor i_trial, trial in lsa_events_df.iterrows():\n    trial_condition = trial[\"trial_type\"]\n    condition_counter[trial_condition] += 1\n    # We use a unique delimiter here (``__``) that shouldn't be in the\n    # original condition names\n    trial_name = f\"{trial_condition}__{condition_counter[trial_condition]:03d}\"\n    lsa_events_df.loc[i_trial, \"trial_type\"] = trial_name\n\nlsa_glm = FirstLevelModel(**glm_parameters)\nlsa_glm.fit(fmri_file, lsa_events_df)\n\nfig, ax = plt.subplots(figsize=(10, 10))\nplot_design_matrix(lsa_glm.design_matrices_[0], axes=ax)\nshow()"
+        "print(\"Define and fit LSA\")\n\n# Transform the DataFrame for LSA\nlsa_events_df = events_df.copy()\nconditions = lsa_events_df[\"trial_type\"].unique()\ncondition_counter = dict.fromkeys(conditions, 0)\nfor i_trial, trial in lsa_events_df.iterrows():\n    trial_condition = trial[\"trial_type\"]\n    condition_counter[trial_condition] += 1\n    # We use a unique delimiter here (``__``) that shouldn't be in the\n    # original condition names\n    trial_name = f\"{trial_condition}__{condition_counter[trial_condition]:03d}\"\n    lsa_events_df.loc[i_trial, \"trial_type\"] = trial_name\n\nlsa_glm = FirstLevelModel(**glm_parameters)\nlsa_glm.fit(fmri_file, lsa_events_df)\n\nfig, ax = plt.subplots(figsize=(10, 10))\nplot_design_matrix(lsa_glm.design_matrices_[0], axes=ax)\nshow()"
       ]
     },
     {

diff --git a/dev/_downloads/84f1332b1d9baccb296608468643d612/plot_signal_extraction.zip b/dev/_downloads/84f1332b1d9baccb296608468643d612/plot_signal_extraction.zip
diff --git a/dev/_downloads/865a73a49907ffc0bd3dece84d550ca3/plot_proportion_activated_voxels.zip b/dev/_downloads/865a73a49907ffc0bd3dece84d550ca3/plot_proportion_activated_voxels.zip
diff --git a/dev/_downloads/869ce1b8cba8af1370c7febd3a07af40/plot_haxby_grid_search.zip b/dev/_downloads/869ce1b8cba8af1370c7febd3a07af40/plot_haxby_grid_search.zip
diff --git a/dev/_downloads/88e47e929fc88b6225f015fb94da5609/plot_bids_features.zip b/dev/_downloads/88e47e929fc88b6225f015fb94da5609/plot_bids_features.zip
diff --git a/dev/_downloads/8d661752368d205811c20f193479e7c1/plot_fir_model.zip b/dev/_downloads/8d661752368d205811c20f193479e7c1/plot_fir_model.zip
diff --git a/dev/_downloads/8f53df32fe25badef133277475602a74/plot_ica_resting_state.zip b/dev/_downloads/8f53df32fe25badef133277475602a74/plot_ica_resting_state.zip
diff --git a/dev/_downloads/926c17772ce3fd6e4cbd2e276f8e019b/plot_ica_neurovault.zip b/dev/_downloads/926c17772ce3fd6e4cbd2e276f8e019b/plot_ica_neurovault.zip
diff --git a/dev/_downloads/94f332cc76279dbd61b4f002b04f7c6a/plot_extract_rois_statistical_maps.zip b/dev/_downloads/94f332cc76279dbd61b4f002b04f7c6a/plot_extract_rois_statistical_maps.zip
diff --git a/dev/_downloads/95039b5541e25d342eae928f26ff3aa6/plot_beta_series.py b/dev/_downloads/95039b5541e25d342eae928f26ff3aa6/plot_beta_series.py
@@ -126,7 +126,7 @@
 # Transform the DataFrame for LSA
 lsa_events_df = events_df.copy()
 conditions = lsa_events_df["trial_type"].unique()
-condition_counter = {c: 0 for c in conditions}
+condition_counter = dict.fromkeys(conditions, 0)
 for i_trial, trial in lsa_events_df.iterrows():
     trial_condition = trial["trial_type"]
     condition_counter[trial_condition] += 1

diff --git a/dev/_downloads/950d0c185a8aed66ad196c3cc9fefa4c/plot_demo_glass_brain_extensive.zip b/dev/_downloads/950d0c185a8aed66ad196c3cc9fefa4c/plot_demo_glass_brain_extensive.zip
diff --git a/dev/_downloads/98f9b58ac9f520ebed518db8644c9a41/plot_design_matrix.zip b/dev/_downloads/98f9b58ac9f520ebed518db8644c9a41/plot_design_matrix.zip
diff --git a/dev/_downloads/9a6b5240664afcf9eca8b6f9ee51cf4a/plot_compare_decomposition.zip b/dev/_downloads/9a6b5240664afcf9eca8b6f9ee51cf4a/plot_compare_decomposition.zip
diff --git a/dev/_downloads/9acefdc5741932088d86d5e054c4d9e3/plot_spm_multimodal_faces.zip b/dev/_downloads/9acefdc5741932088d86d5e054c4d9e3/plot_spm_multimodal_faces.zip
diff --git a/dev/_downloads/9ad2be797456fc853c1398c319f6d963/plot_haxby_glm_decoding.zip b/dev/_downloads/9ad2be797456fc853c1398c319f6d963/plot_haxby_glm_decoding.zip
diff --git a/dev/_downloads/9edafba8910beb5d701b7347912e9efa/plot_seed_to_voxel_correlation.zip b/dev/_downloads/9edafba8910beb5d701b7347912e9efa/plot_seed_to_voxel_correlation.zip
diff --git a/dev/_downloads/9edf432086e8eedc181d6828392f8027/plot_second_level_association_test.zip b/dev/_downloads/9edf432086e8eedc181d6828392f8027/plot_second_level_association_test.zip
diff --git a/dev/_downloads/a3faf0d89c34e8ff85661320c3ba3107/plot_atlas_comparison.zip b/dev/_downloads/a3faf0d89c34e8ff85661320c3ba3107/plot_atlas_comparison.zip
diff --git a/dev/_downloads/a61865436a8c739855dd39d7e9ff3f6e/plot_overlay.zip b/dev/_downloads/a61865436a8c739855dd39d7e9ff3f6e/plot_overlay.zip
diff --git a/dev/_downloads/a6b1258e9ec2360536784f4f6a0da761/plot_second_level_design_matrix.zip b/dev/_downloads/a6b1258e9ec2360536784f4f6a0da761/plot_second_level_design_matrix.zip
diff --git a/dev/_downloads/a88942e7cf245c6313af9264fc1aecb7/plot_mixed_gambles_frem.zip b/dev/_downloads/a88942e7cf245c6313af9264fc1aecb7/plot_mixed_gambles_frem.zip
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diff --git a/dev/_downloads/ab899e71112e32a89fd2aef3e680104d/plot_neurovault_meta_analysis.zip b/dev/_downloads/ab899e71112e32a89fd2aef3e680104d/plot_neurovault_meta_analysis.zip
diff --git a/dev/_downloads/acd7f7befeb447e4e7899e3c54ceb70f/plot_predictions_residuals.zip b/dev/_downloads/acd7f7befeb447e4e7899e3c54ceb70f/plot_predictions_residuals.zip
diff --git a/dev/_downloads/ae6651d16ab1c955dfa9a76911d6a9f5/plot_second_level_one_sample_test.zip b/dev/_downloads/ae6651d16ab1c955dfa9a76911d6a9f5/plot_second_level_one_sample_test.zip
diff --git a/dev/_downloads/b0ce6fe6dbc2489bffa0c57abe9b950d/plot_extract_regions_dictlearning_maps.zip b/dev/_downloads/b0ce6fe6dbc2489bffa0c57abe9b950d/plot_extract_regions_dictlearning_maps.zip
diff --git a/dev/_downloads/b264ca7d2adef779757ed43a3a30eb28/plot_surface_101.zip b/dev/_downloads/b264ca7d2adef779757ed43a3a30eb28/plot_surface_101.zip
diff --git a/dev/_downloads/b387fe754858f9f5253f7a5c357cc0b3/plot_compare_mean_image.zip b/dev/_downloads/b387fe754858f9f5253f7a5c357cc0b3/plot_compare_mean_image.zip
diff --git a/dev/_downloads/b661e1273b0710920dee982421e3395c/plot_inverse_covariance_connectome.zip b/dev/_downloads/b661e1273b0710920dee982421e3395c/plot_inverse_covariance_connectome.zip
diff --git a/dev/_downloads/bd7c9f13913c54f2c639812df2883116/plot_surf_atlas.zip b/dev/_downloads/bd7c9f13913c54f2c639812df2883116/plot_surf_atlas.zip
diff --git a/dev/_downloads/bea33831d73dc5d54aa039e7e203bd4c/plot_thresholding.zip b/dev/_downloads/bea33831d73dc5d54aa039e7e203bd4c/plot_thresholding.zip
diff --git a/dev/_downloads/c12576c8ab832e318ee59dc25754620a/plot_nifti_labels_simple.zip b/dev/_downloads/c12576c8ab832e318ee59dc25754620a/plot_nifti_labels_simple.zip
diff --git a/dev/_downloads/c2dbdcbf62c03dcec47eef5bfe82b8a3/plot_demo_plotting.zip b/dev/_downloads/c2dbdcbf62c03dcec47eef5bfe82b8a3/plot_demo_plotting.zip
diff --git a/dev/_downloads/c3e5d9800ce64d6b0efa511d212f7ff9/plot_group_level_connectivity.zip b/dev/_downloads/c3e5d9800ce64d6b0efa511d212f7ff9/plot_group_level_connectivity.zip
diff --git a/dev/_downloads/c4808d211b76a92e9f25f308c9cc9778/plot_localizer_surface_analysis.zip b/dev/_downloads/c4808d211b76a92e9f25f308c9cc9778/plot_localizer_surface_analysis.zip
diff --git a/dev/_downloads/cbf864c02ea58bf659a2107a80acc575/plot_nifti_simple.zip b/dev/_downloads/cbf864c02ea58bf659a2107a80acc575/plot_nifti_simple.zip
diff --git a/dev/_downloads/d240b0576090ac29991a19243c699313/plot_haxby_searchlight.zip b/dev/_downloads/d240b0576090ac29991a19243c699313/plot_haxby_searchlight.zip
diff --git a/dev/_downloads/d67c320e54f8f0ca7efbace63496680e/plot_simulated_connectome.zip b/dev/_downloads/d67c320e54f8f0ca7efbace63496680e/plot_simulated_connectome.zip
diff --git a/dev/_downloads/d7963643e1525b2d2ed82c66856277b5/plot_localizer_mass_univariate_methods.zip b/dev/_downloads/d7963643e1525b2d2ed82c66856277b5/plot_localizer_mass_univariate_methods.zip
diff --git a/dev/_downloads/d8819acdc678cb07acd5acddd83e9bb1/plot_prob_atlas.zip b/dev/_downloads/d8819acdc678cb07acd5acddd83e9bb1/plot_prob_atlas.zip
diff --git a/dev/_downloads/d8d9e58b29a236e3e22803ef8164df20/plot_sphere_based_connectome.zip b/dev/_downloads/d8d9e58b29a236e3e22803ef8164df20/plot_sphere_based_connectome.zip
diff --git a/dev/_downloads/dda8dc20f55415d1fb2d905db4661f87/plot_adhd_dmn.zip b/dev/_downloads/dda8dc20f55415d1fb2d905db4661f87/plot_adhd_dmn.zip
diff --git a/dev/_downloads/e8d0fec113f297f663796493a179d89f/plot_surface_bids_analysis.zip b/dev/_downloads/e8d0fec113f297f663796493a179d89f/plot_surface_bids_analysis.zip
diff --git a/dev/_downloads/ea6bb73e12fcd9f496491b01c1be157d/plot_surface_image_and_maskers.zip b/dev/_downloads/ea6bb73e12fcd9f496491b01c1be157d/plot_surface_image_and_maskers.zip
diff --git a/dev/_downloads/eb173a3a75ae72eb6bfd3d63625d0f10/plot_haxby_multiclass.zip b/dev/_downloads/eb173a3a75ae72eb6bfd3d63625d0f10/plot_haxby_multiclass.zip
diff --git a/dev/_downloads/ec9ec7cc0c1ea84207d4b1895aa51c35/plot_atlas.zip b/dev/_downloads/ec9ec7cc0c1ea84207d4b1895aa51c35/plot_atlas.zip
diff --git a/dev/_downloads/edc5e89b51e77bec19a6b031b501cbe0/plot_haxby_understand_decoder.zip b/dev/_downloads/edc5e89b51e77bec19a6b031b501cbe0/plot_haxby_understand_decoder.zip
diff --git a/dev/_downloads/ef891579a60b1bdf68937149b8c6c6e9/plot_negate_image.zip b/dev/_downloads/ef891579a60b1bdf68937149b8c6c6e9/plot_negate_image.zip
diff --git a/dev/_downloads/f395544c92d89d41f165c66b83663359/plot_localizer_simple_analysis.zip b/dev/_downloads/f395544c92d89d41f165c66b83663359/plot_localizer_simple_analysis.zip
diff --git a/dev/_downloads/f50b3205028cf5c0f8e176b94f00db09/plot_roi_extraction.zip b/dev/_downloads/f50b3205028cf5c0f8e176b94f00db09/plot_roi_extraction.zip
diff --git a/dev/_downloads/fea3af77ca714bc79a6ef19a9de3e2bd/plot_haxby_searchlight_surface.zip b/dev/_downloads/fea3af77ca714bc79a6ef19a9de3e2bd/plot_haxby_searchlight_surface.zip
diff --git a/dev/_downloads/ff1c3f1839b56e730a233c58d5a283c9/plot_haxby_different_estimators.zip b/dev/_downloads/ff1c3f1839b56e730a233c58d5a283c9/plot_haxby_different_estimators.zip
diff --git a/dev/_images/sphx_glr_plot_advanced_decoding_scikit_001.png b/dev/_images/sphx_glr_plot_advanced_decoding_scikit_001.png
diff --git a/dev/_images/sphx_glr_plot_advanced_decoding_scikit_thumb.png b/dev/_images/sphx_glr_plot_advanced_decoding_scikit_thumb.png
diff --git a/dev/_images/sphx_glr_plot_first_level_details_024.png b/dev/_images/sphx_glr_plot_first_level_details_024.png
diff --git a/dev/_images/sphx_glr_plot_haxby_anova_svm_001.png b/dev/_images/sphx_glr_plot_haxby_anova_svm_001.png
diff --git a/dev/_images/sphx_glr_plot_haxby_anova_svm_thumb.png b/dev/_images/sphx_glr_plot_haxby_anova_svm_thumb.png
diff --git a/dev/_images/sphx_glr_plot_haxby_different_estimators_002.png b/dev/_images/sphx_glr_plot_haxby_different_estimators_002.png
diff --git a/dev/_images/sphx_glr_plot_haxby_different_estimators_005.png b/dev/_images/sphx_glr_plot_haxby_different_estimators_005.png
diff --git a/dev/_images/sphx_glr_plot_haxby_grid_search_001.png b/dev/_images/sphx_glr_plot_haxby_grid_search_001.png
diff --git a/dev/_images/sphx_glr_plot_haxby_grid_search_thumb.png b/dev/_images/sphx_glr_plot_haxby_grid_search_thumb.png
diff --git a/dev/_images/sphx_glr_plot_haxby_mass_univariate_002.png b/dev/_images/sphx_glr_plot_haxby_mass_univariate_002.png
diff --git a/dev/_images/sphx_glr_plot_haxby_searchlight_001.png b/dev/_images/sphx_glr_plot_haxby_searchlight_001.png
diff --git a/dev/_images/sphx_glr_plot_haxby_searchlight_thumb.png b/dev/_images/sphx_glr_plot_haxby_searchlight_thumb.png
diff --git a/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_001.png b/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_001.png
diff --git a/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_thumb.png b/dev/_images/sphx_glr_plot_localizer_mass_univariate_methods_thumb.png
diff --git a/dev/_images/sphx_glr_plot_oasis_vbm_004.png b/dev/_images/sphx_glr_plot_oasis_vbm_004.png
diff --git a/dev/_images/sphx_glr_plot_second_level_association_test_003.png b/dev/_images/sphx_glr_plot_second_level_association_test_003.png
diff --git a/dev/_images/sphx_glr_plot_second_level_one_sample_test_003.png b/dev/_images/sphx_glr_plot_second_level_one_sample_test_003.png
diff --git a/dev/_images/sphx_glr_plot_simulated_data_002.png b/dev/_images/sphx_glr_plot_simulated_data_002.png
diff --git a/dev/_images/sphx_glr_plot_simulated_data_003.png b/dev/_images/sphx_glr_plot_simulated_data_003.png
diff --git a/dev/_images/sphx_glr_plot_simulated_data_006.png b/dev/_images/sphx_glr_plot_simulated_data_006.png
diff --git a/dev/_images/sphx_glr_plot_surface_image_and_maskers_003.png b/dev/_images/sphx_glr_plot_surface_image_and_maskers_003.png
diff --git a/dev/_sources/auto_examples/00_tutorials/plot_3d_and_4d_niimg.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_3d_and_4d_niimg.rst.txt
@@ -127,7 +127,7 @@ statistical map:
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f46afbf3970>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d86ba6310>
 
 
 
@@ -156,7 +156,7 @@ Visualizing works better with a threshold
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f46955d3fd0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d872baaf0>
 
 
 
@@ -186,8 +186,7 @@ correspondence between rest and task
     [get_dataset_dir] Dataset created in /home/runner/nilearn_data/smith_2009
     [fetch_single_file] Downloading data from 
     https://www.fmrib.ox.ac.uk/datasets/brainmap+rsns/PNAS_Smith09_rsn10.nii.gz ...
-    [_chunk_report_] Downloaded 1802240 of 7565016 bytes (23.8%%,    3.3s remaining)
-    [fetch_single_file]  ...done. (2 seconds, 0 min)
+    [fetch_single_file]  ...done. (1 seconds, 0 min)
 
 
     '/home/runner/nilearn_data/smith_2009/PNAS_Smith09_rsn10.nii.gz'
@@ -271,7 +270,7 @@ We can then plot it
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f46955a1340>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d87795eb0>
 
 
 
@@ -489,9 +488,9 @@ image.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 22.619 seconds)
+   **Total running time of the script:** (0 minutes 24.752 seconds)
 
-**Estimated memory usage:**  396 MB
+**Estimated memory usage:**  393 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_3d_and_4d_niimg.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_decoding_tutorial.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_decoding_tutorial.rst.txt
diff --git a/dev/_sources/auto_examples/00_tutorials/plot_nilearn_101.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_nilearn_101.rst.txt
@@ -77,7 +77,7 @@ Let's quickly plot this file:
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f469533c8e0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d873b1fd0>
 
 
 
@@ -125,7 +125,7 @@ Here we give as inputs the image filename and the smoothing value in mm
  .. code-block:: none
 
 
-    <nibabel.nifti1.Nifti1Image object at 0x7f46953f5040>
+    <nibabel.nifti1.Nifti1Image object at 0x7f2d870c1430>
 
 
 
@@ -154,7 +154,7 @@ instance to look at it
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f46955ad370>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d87202ca0>
 
 
 
@@ -184,7 +184,7 @@ We could also pass it to the smoothing function
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f46afbc1eb0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d86b8b580>
 
 
 
@@ -228,25 +228,9 @@ First let's fetch Haxby dataset for subject 1 and 2
 
     [fetch_single_file] Downloading data from 
     http://data.pymvpa.org/datasets/haxby2001/subj1-2010.01.14.tar.gz ...
-    [_chunk_report_] Downloaded 17350656 of 314803244 bytes (5.5%%,   17.4s 
+    [_chunk_report_] Downloaded 160612352 of 314803244 bytes (51.0%%,    1.0s 
     remaining)
-    [_chunk_report_] Downloaded 54288384 of 314803244 bytes (17.2%%,    9.8s 
-    remaining)
-    [_chunk_report_] Downloaded 93011968 of 314803244 bytes (29.5%%,    7.3s 
-    remaining)
-    [_chunk_report_] Downloaded 132554752 of 314803244 bytes (42.1%%,    5.6s 
-    remaining)
-    [_chunk_report_] Downloaded 171368448 of 314803244 bytes (54.4%%,    4.3s 
-    remaining)
-    [_chunk_report_] Downloaded 210788352 of 314803244 bytes (67.0%%,    3.0s 
-    remaining)
-    [_chunk_report_] Downloaded 233324544 of 314803244 bytes (74.1%%,    2.5s 
-    remaining)
-    [_chunk_report_] Downloaded 258310144 of 314803244 bytes (82.1%%,    1.8s 
-    remaining)
-    [_chunk_report_] Downloaded 292855808 of 314803244 bytes (93.0%%,    0.7s 
-    remaining)
-    [fetch_single_file]  ...done. (10 seconds, 0 min)
+    [fetch_single_file]  ...done. (2 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/haxby2001/b2fd65a88d22090da62c3fb828be840e/subj1-2010.
@@ -255,23 +239,9 @@ First let's fetch Haxby dataset for subject 1 and 2
 
     [fetch_single_file] Downloading data from 
     http://data.pymvpa.org/datasets/haxby2001/subj2-2010.01.14.tar.gz ...
-    [_chunk_report_] Downloaded 22601728 of 291168628 bytes (7.8%%,   12.1s 
-    remaining)
-    [_chunk_report_] Downloaded 60678144 of 291168628 bytes (20.8%%,    7.7s 
-    remaining)
-    [_chunk_report_] Downloaded 99254272 of 291168628 bytes (34.1%%,    5.9s 
-    remaining)
-    [_chunk_report_] Downloaded 138461184 of 291168628 bytes (47.6%%,    4.5s 
-    remaining)
-    [_chunk_report_] Downloaded 173899776 of 291168628 bytes (59.7%%,    3.4s 
-    remaining)
-    [_chunk_report_] Downloaded 212680704 of 291168628 bytes (73.0%%,    2.3s 
-    remaining)
-    [_chunk_report_] Downloaded 251387904 of 291168628 bytes (86.3%%,    1.1s 
-    remaining)
-    [_chunk_report_] Downloaded 289988608 of 291168628 bytes (99.6%%,    0.0s 
+    [_chunk_report_] Downloaded 151470080 of 291168628 bytes (52.0%%,    0.9s 
     remaining)
-    [fetch_single_file]  ...done. (8 seconds, 0 min)
+    [fetch_single_file]  ...done. (2 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/haxby2001/b2fd65a88d22090da62c3fb828be840e/subj2-2010.
@@ -407,9 +377,9 @@ passed on to other nilearn tools, or saved to disk.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 29.788 seconds)
+   **Total running time of the script:** (0 minutes 15.125 seconds)
 
-**Estimated memory usage:**  299 MB
+**Estimated memory usage:**  251 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_nilearn_101.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_python_101.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_python_101.rst.txt
@@ -67,16 +67,16 @@ A simple example of basic Python numerics and how to plot it.
  .. code-block:: none
 
 
-    [<matplotlib.lines.Line2D object at 0x7f46b11f6d30>]
+    [<matplotlib.lines.Line2D object at 0x7f2d7d87cd30>]
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.192 seconds)
+   **Total running time of the script:** (0 minutes 0.196 seconds)
 
-**Estimated memory usage:**  110 MB
+**Estimated memory usage:**  111 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_python_101.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_single_subject_single_run.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_single_subject_single_run.rst.txt
@@ -65,22 +65,19 @@ Retrieving the data
     [fetch_spm_auditory] Data absent, downloading...
     [fetch_single_file] Downloading data from 
     https://www.fil.ion.ucl.ac.uk/spm/download/data/MoAEpilot/MoAEpilot.bids.zip ...
-    [_chunk_report_] Downloaded 1351680 of 30176409 bytes (4.5%%,   22.7s remaining)
-    [_chunk_report_] Downloaded 6619136 of 30176409 bytes (21.9%%,    7.4s 
+    [_chunk_report_] Downloaded 3268608 of 30176409 bytes (10.8%%,    8.2s 
     remaining)
-    [_chunk_report_] Downloaded 10125312 of 30176409 bytes (33.6%%,    6.2s 
+    [_chunk_report_] Downloaded 7561216 of 30176409 bytes (25.1%%,    6.0s 
     remaining)
-    [_chunk_report_] Downloaded 13852672 of 30176409 bytes (45.9%%,    4.9s 
+    [_chunk_report_] Downloaded 12181504 of 30176409 bytes (40.4%%,    4.5s 
     remaining)
-    [_chunk_report_] Downloaded 17719296 of 30176409 bytes (58.7%%,    3.6s 
+    [_chunk_report_] Downloaded 16965632 of 30176409 bytes (56.2%%,    3.1s 
     remaining)
-    [_chunk_report_] Downloaded 21635072 of 30176409 bytes (71.7%%,    2.4s 
+    [_chunk_report_] Downloaded 21831680 of 30176409 bytes (72.3%%,    1.9s 
     remaining)
-    [_chunk_report_] Downloaded 25255936 of 30176409 bytes (83.7%%,    1.4s 
+    [_chunk_report_] Downloaded 26689536 of 30176409 bytes (88.4%%,    0.8s 
     remaining)
-    [_chunk_report_] Downloaded 29048832 of 30176409 bytes (96.3%%,    0.3s 
-    remaining)
-    [fetch_single_file]  ...done. (10 seconds, 0 min)
+    [fetch_single_file]  ...done. (9 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/spm_auditory/MoAEpilot.bids.zip...
@@ -1258,9 +1255,9 @@ which makes it easier to represent it.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 27.766 seconds)
+   **Total running time of the script:** (0 minutes 28.514 seconds)
 
-**Estimated memory usage:**  764 MB
+**Estimated memory usage:**  740 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_single_subject_single_run.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/plot_surface_101.rst.txt b/dev/_sources/auto_examples/00_tutorials/plot_surface_101.rst.txt
@@ -1333,9 +1333,9 @@ See following examples for more details:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.999 seconds)
+   **Total running time of the script:** (0 minutes 1.188 seconds)
 
-**Estimated memory usage:**  108 MB
+**Estimated memory usage:**  109 MB
 
 
 .. _sphx_glr_download_auto_examples_00_tutorials_plot_surface_101.py:

diff --git a/dev/_sources/auto_examples/00_tutorials/sg_execution_times.rst.txt b/dev/_sources/auto_examples/00_tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**02:00.781** total execution time for 6 files **from auto_examples/00_tutorials**:
+**01:51.219** total execution time for 6 files **from auto_examples/00_tutorials**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_decoding_tutorial.py` (``plot_decoding_tutorial.py``)
-     - 00:39.417
-     - 1009.8
-   * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_nilearn_101.py` (``plot_nilearn_101.py``)
-     - 00:29.788
-     - 299.3
+     - 00:41.444
+     - 1061.8
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_single_subject_single_run.py` (``plot_single_subject_single_run.py``)
-     - 00:27.766
-     - 763.6
+     - 00:28.514
+     - 739.6
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_3d_and_4d_niimg.py` (``plot_3d_and_4d_niimg.py``)
-     - 00:22.619
-     - 396.5
+     - 00:24.752
+     - 392.7
+   * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_nilearn_101.py` (``plot_nilearn_101.py``)
+     - 00:15.125
+     - 250.9
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_surface_101.py` (``plot_surface_101.py``)
-     - 00:00.999
-     - 107.7
+     - 00:01.188
+     - 109.5
    * - :ref:`sphx_glr_auto_examples_00_tutorials_plot_python_101.py` (``plot_python_101.py``)
-     - 00:00.192
-     - 110.3
+     - 00:00.196
+     - 111.5
diff --git a/dev/_sources/auto_examples/01_plotting/plot_3d_map_to_surface_projection.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_3d_map_to_surface_projection.rst.txt
@@ -293,7 +293,7 @@ Plot 3D image for comparison
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.XSlicer object at 0x7f4694c49160>
+    <nilearn.plotting.displays._slicers.XSlicer object at 0x7f2d62cbad90>
 
 
 
@@ -468,13 +468,9 @@ but finer visualizations.
 
     [get_dataset_dir] Dataset created in /home/runner/nilearn_data/fsaverage
     [fetch_single_file] Downloading data from https://osf.io/svf8k/download ...
-    [_chunk_report_] Downloaded 4022272 of 34242788 bytes (11.7%%,    7.5s 
+    [_chunk_report_] Downloaded 16875520 of 34242788 bytes (49.3%%,    1.0s 
     remaining)
-    [_chunk_report_] Downloaded 18989056 of 34242788 bytes (55.5%%,    1.6s 
-    remaining)
-    [_chunk_report_] Downloaded 33792000 of 34242788 bytes (98.7%%,    0.0s 
-    remaining)
-    [fetch_single_file]  ...done. (5 seconds, 0 min)
+    [fetch_single_file]  ...done. (4 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/fsaverage/735bf0f211246c83396b5f21f706c224/download...
@@ -936,7 +932,7 @@ Using nearest-neighbor interpolation with zero radius will achieve this.
     [get_dataset_dir] Dataset created in /home/runner/nilearn_data/destrieux_2009
     [fetch_single_file] Downloading data from 
     https://www.nitrc.org/frs/download.php/11942/destrieux2009.tgz ...
-    [fetch_single_file]  ...done. (1 seconds, 0 min)
+    [fetch_single_file]  ...done. (0 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/destrieux_2009/2a2e5a5707983d509d9319c692c867ab/destri
@@ -1267,9 +1263,9 @@ Using nearest-neighbor interpolation with zero radius will achieve this.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 30.654 seconds)
+   **Total running time of the script:** (0 minutes 29.457 seconds)
 
-**Estimated memory usage:**  548 MB
+**Estimated memory usage:**  551 MB
 
 
 .. _sphx_glr_download_auto_examples_01_plotting_plot_3d_map_to_surface_projection.py:

diff --git a/dev/_sources/auto_examples/01_plotting/plot_atlas.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_atlas.rst.txt
@@ -55,9 +55,7 @@ Retrieving the atlas data
     [get_dataset_dir] Dataset created in /home/runner/nilearn_data/fsl
     [fetch_single_file] Downloading data from 
     https://www.nitrc.org/frs/download.php/9902/HarvardOxford.tgz ...
-    [_chunk_report_] Downloaded 20406272 of 25716861 bytes (79.3%%,    0.3s 
-    remaining)
-    [fetch_single_file]  ...done. (2 seconds, 0 min)
+    [fetch_single_file]  ...done. (1 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/fsl/5c734f16e50cc772ef593cab9bb3137b/HarvardOxford.tgz
@@ -67,7 +65,7 @@ Retrieving the atlas data
     [get_dataset_dir] Dataset found in /home/runner/nilearn_data/fsl
     [fetch_single_file] Downloading data from 
     https://www.nitrc.org/frs/download.php/12096/Juelich.tgz ...
-    [fetch_single_file]  ...done. (1 seconds, 0 min)
+    [fetch_single_file]  ...done. (0 seconds, 0 min)
 
     [uncompress_file] Extracting data from 
     /home/runner/nilearn_data/fsl/7e62e7e7fcc4d6e1428b6b2cb48f7a7c/Juelich.tgz...
@@ -107,7 +105,7 @@ Visualizing the Harvard-Oxford atlas
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f4694b799a0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d7d914280>
 
 
 
@@ -137,7 +135,7 @@ Visualizing the Juelich atlas
  .. code-block:: none
 
 
-    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f46afbf11f0>
+    <nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7f2d86fcb3d0>
 
 
 
@@ -205,9 +203,9 @@ Visualizing the Juelich atlas with contours
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 2.528 seconds)
+   **Total running time of the script:** (1 minutes 6.116 seconds)
 
-**Estimated memory usage:**  108 MB
+**Estimated memory usage:**  164 MB
 
 
 .. _sphx_glr_download_auto_examples_01_plotting_plot_atlas.py:

diff --git a/dev/_sources/auto_examples/01_plotting/plot_carpet.rst.txt b/dev/_sources/auto_examples/01_plotting/plot_carpet.rst.txt
@@ -208,9 +208,9 @@ Visualizing global patterns, separated by tissue type
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.205 seconds)
+   **Total running time of the script:** (0 minutes 6.537 seconds)
 
-**Estimated memory usage:**  1006 MB
+**Estimated memory usage:**  1014 MB
 
 
 .. _sphx_glr_download_auto_examples_01_plotting_plot_carpet.py: