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diff --git a/docs/dev/_sources/sg_execution_times.rst.txt b/docs/dev/_sources/sg_execution_times.rst.txt
index b190c6ae946..7df8fda81e3 100644
--- a/docs/dev/_sources/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**09:47.063** total execution time for 84 files **from all galleries**:
+**10:02.069** total execution time for 84 files **from all galleries**:
 
 .. container::
 
@@ -33,244 +33,244 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_api_priors.py` (``../examples/tutorials/api/priors.py``)
-     - 01:21.814
+     - 01:17.328
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``../examples/tutorials/analysis-1d/spectral_analysis.py``)
-     - 00:45.018
+     - 00:45.308
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``../examples/tutorials/analysis-3d/analysis_3d.py``)
-     - 00:37.253
+     - 00:38.127
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_flare.py` (``../examples/tutorials/analysis-time/light_curve_flare.py``)
-     - 00:33.997
+     - 00:34.419
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``../examples/tutorials/api/astro_dark_matter.py``)
-     - 00:28.144
+     - 00:28.577
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``../examples/tutorials/analysis-3d/event_sampling.py``)
+     - 00:23.761
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_Time_resolved_spectroscopy.py` (``../examples/tutorials/analysis-time/Time_resolved_spectroscopy.py``)
-     - 00:21.314
+     - 00:21.674
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``../examples/tutorials/analysis-3d/flux_profiles.py``)
-     - 00:20.914
+     - 00:21.403
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``../examples/tutorials/analysis-2d/detect.py``)
-     - 00:20.861
+     - 00:20.947
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``../examples/tutorials/analysis-3d/energy_dependent_estimation.py``)
-     - 00:19.670
+     - 00:20.777
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``../examples/tutorials/analysis-time/light_curve_simulation.py``)
-     - 00:17.937
+     - 00:20.472
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``../examples/tutorials/analysis-3d/cta_data_analysis.py``)
-     - 00:16.918
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``../examples/tutorials/analysis-3d/event_sampling.py``)
-     - 00:15.349
+     - 00:17.279
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_1.py` (``../examples/tutorials/starting/analysis_1.py``)
-     - 00:15.328
+     - 00:15.613
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_makers.py` (``../examples/tutorials/api/makers.py``)
-     - 00:15.190
+     - 00:15.352
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_datasets.py` (``../examples/tutorials/api/datasets.py``)
-     - 00:13.598
+     - 00:15.083
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``../examples/tutorials/analysis-2d/ring_background.py``)
-     - 00:12.042
+     - 00:12.350
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``../examples/tutorials/api/fitting.py``)
-     - 00:11.467
+     - 00:11.443
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``../examples/tutorials/api/model_management.py``)
-     - 00:10.472
+     - 00:10.452
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``../examples/tutorials/analysis-3d/simulate_3d.py``)
-     - 00:10.436
+     - 00:08.810
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``../examples/tutorials/analysis-1d/spectral_analysis_hli.py``)
-     - 00:08.058
+     - 00:08.085
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``../examples/tutorials/starting/analysis_2.py``)
-     - 00:07.512
+     - 00:07.944
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``../examples/tutorials/analysis-time/light_curve.py``)
-     - 00:07.491
+     - 00:07.771
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_data_hawc.py` (``../examples/tutorials/data/hawc.py``)
+     - 00:07.408
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``../examples/tutorials/analysis-1d/spectrum_simulation.py``)
-     - 00:07.212
+     - 00:07.360
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``../examples/tutorials/analysis-1d/ebl.py``)
-     - 00:07.098
+     - 00:07.224
      - 0.0
-   * - :ref:`sphx_glr_tutorials_data_hawc.py` (``../examples/tutorials/data/hawc.py``)
-     - 00:06.835
+   * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``../examples/tutorials/analysis-3d/analysis_mwl.py``)
+     - 00:06.810
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_estimators.py` (``../examples/tutorials/api/estimators.py``)
-     - 00:06.670
+   * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``../examples/tutorials/data/fermi_lat.py``)
+     - 00:06.736
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``../examples/tutorials/analysis-3d/analysis_mwl.py``)
-     - 00:06.661
+   * - :ref:`sphx_glr_tutorials_api_estimators.py` (``../examples/tutorials/api/estimators.py``)
+     - 00:06.694
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``../examples/tutorials/analysis-time/pulsar_analysis.py``)
-     - 00:06.359
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``../examples/tutorials/data/fermi_lat.py``)
-     - 00:06.327
+     - 00:06.616
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``../examples/tutorials/api/catalog.py``)
-     - 00:06.143
+     - 00:06.211
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``../examples/tutorials/analysis-2d/modeling_2D.py``)
-     - 00:05.589
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``../examples/tutorials/analysis-1d/sed_fitting.py``)
-     - 00:05.371
+     - 00:05.732
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``../examples/tutorials/data/cta.py``)
-     - 00:05.342
+     - 00:05.715
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``../examples/tutorials/analysis-1d/sed_fitting.py``)
+     - 00:05.444
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``../examples/tutorials/analysis-1d/extended_source_spectral_analysis.py``)
-     - 00:04.514
+     - 00:04.549
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``../examples/tutorials/analysis-1d/spectral_analysis_rad_max.py``)
-     - 00:04.339
+     - 00:04.337
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``../examples/tutorials/api/observation_clustering.py``)
-     - 00:03.962
+     - 00:03.994
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_irfs.py` (``../examples/tutorials/api/irfs.py``)
-     - 00:03.862
+     - 00:03.757
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``../examples/tutorials/data/hess.py``)
-     - 00:03.629
+     - 00:03.698
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_models.py` (``../examples/tutorials/api/models.py``)
-     - 00:03.170
+     - 00:03.189
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``../examples/tutorials/analysis-3d/event_sampling_nrg_depend_models.py``)
-     - 00:02.859
+     - 00:02.879
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_maps.py` (``../examples/tutorials/api/maps.py``)
-     - 00:02.721
+     - 00:02.791
      - 0.0
    * - :ref:`sphx_glr_tutorials_scripts_survey_map.py` (``../examples/tutorials/scripts/survey_map.py``)
-     - 00:02.538
+     - 00:02.535
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``../examples/tutorials/api/mask_maps.py``)
-     - 00:02.321
+     - 00:02.355
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_overview.py` (``../examples/tutorials/starting/overview.py``)
-     - 00:01.216
+     - 00:01.398
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_absorbed.py` (``../examples/models/spectral/plot_absorbed.py``)
-     - 00:01.002
+     - 00:01.015
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``../examples/tutorials/analysis-1d/cta_sensitivity.py``)
-     - 00:00.841
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``../examples/models/temporal/plot_constant_temporal.py``)
-     - 00:00.716
+     - 00:00.922
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_Variability_estimation.py` (``../examples/tutorials/analysis-time/Variability_estimation.py``)
-     - 00:00.585
+     - 00:00.590
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``../examples/models/temporal/plot_constant_temporal.py``)
+     - 00:00.562
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``../examples/models/spectral/plot_template_spectral.py``)
-     - 00:00.452
+     - 00:00.457
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``../examples/models/spectral/plot_naima.py``)
-     - 00:00.437
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw_norm_spectral.py``)
-     - 00:00.348
+     - 00:00.442
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``../examples/models/spatial/plot_constant.py``)
-     - 00:00.346
+     - 00:00.374
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``../examples/models/spectral/plot_broken_powerlaw.py``)
-     - 00:00.333
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw_norm_spectral.py``)
+     - 00:00.350
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``../examples/models/spectral/plot_powerlaw2.py``)
-     - 00:00.332
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``../examples/models/spectral/plot_broken_powerlaw.py``)
+     - 00:00.334
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``../examples/models/spectral/plot_compound.py``)
-     - 00:00.331
+     - 00:00.334
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``../examples/models/spectral/plot_smooth_broken_powerlaw.py``)
-     - 00:00.331
+     - 00:00.332
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``../examples/models/spectral/plot_powerlaw2.py``)
+     - 00:00.332
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``../examples/models/spectral/plot_powerlaw.py``)
-     - 00:00.325
+     - 00:00.331
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``../examples/models/spatial/plot_disk.py``)
-     - 00:00.316
+     - 00:00.326
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_powerlaw_norm_spectral.py``)
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``../examples/models/spectral/plot_logparabola_norm_spectral.py``)
      - 00:00.279
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``../examples/models/spectral/plot_logparabola_norm_spectral.py``)
-     - 00:00.277
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_powerlaw_norm_spectral.py``)
+     - 00:00.278
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``../examples/models/spectral/plot_constant_spectral.py``)
-     - 00:00.244
+     - 00:00.245
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``../examples/models/spatial/plot_gen_gauss.py``)
+     - 00:00.235
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``../examples/models/spectral/plot_piecewise_norm_spectral.py``)
-     - 00:00.229
+     - 00:00.232
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``../examples/models/spatial/plot_gen_gauss.py``)
-     - 00:00.227
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``../examples/models/spatial/plot_template.py``)
+     - 00:00.231
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.224
+     - 00:00.225
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl.py``)
-     - 00:00.224
+     - 00:00.225
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl_dr1.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.py``)
      - 00:00.224
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``../examples/models/spectral/plot_gauss_spectral.py``)
-     - 00:00.222
+     - 00:00.224
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``../examples/models/spatial/plot_gauss.py``)
-     - 00:00.211
+     - 00:00.217
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``../examples/models/spectral/plot_logparabola.py``)
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw.py``)
      - 00:00.211
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw.py``)
-     - 00:00.210
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``../examples/models/spectral/plot_logparabola.py``)
+     - 00:00.209
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_3fgl.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.207
+     - 00:00.208
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``../examples/models/spatial/plot_point.py``)
-     - 00:00.202
+     - 00:00.205
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``../examples/models/temporal/plot_powerlaw_temporal.py``)
-     - 00:00.198
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``../examples/models/spatial/plot_template.py``)
-     - 00:00.197
+     - 00:00.195
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``../examples/models/spatial/plot_shell.py``)
-     - 00:00.161
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``../examples/models/spatial/plot_piecewise_norm_spatial.py``)
-     - 00:00.151
+     - 00:00.189
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``../examples/models/spatial/plot_shell2.py``)
-     - 00:00.150
+     - 00:00.182
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``../examples/models/spatial/plot_piecewise_norm_spatial.py``)
+     - 00:00.146
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_phase_temporal.py` (``../examples/models/temporal/plot_template_phase_temporal.py``)
      - 00:00.125
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``../examples/models/temporal/plot_template_temporal.py``)
-     - 00:00.123
+     - 00:00.124
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``../examples/models/temporal/plot_generalized_gaussian_temporal.py``)
-     - 00:00.113
+     - 00:00.115
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``../examples/models/temporal/plot_gaussian_temporal.py``)
      - 00:00.112
@@ -282,5 +282,5 @@ Computation times
      - 00:00.110
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``../examples/models/temporal/plot_linear_temporal.py``)
-     - 00:00.107
+     - 00:00.105
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt
index 2e115543c8c..d50747b3293 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt
@@ -352,7 +352,7 @@ compound model.
 
     SkyModel
 
-      Name                      : WO_JM34_
+      Name                      : yCgSsKG3
       Datasets names            : None
       Spectral model type       : CompoundSpectralModel
       Spatial  model type       : 
@@ -367,7 +367,7 @@ compound model.
 
     SkyModel
 
-      Name                      : QnEIAgPk
+      Name                      : yQ7jcjY1
       Datasets names            : None
       Spectral model type       : PowerLawSpectralModel
       Spatial  model type       : 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
index 3b4d4f3590f..94a80ce2691 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
@@ -162,7 +162,7 @@ attribute:
 
     <div class="output_subarea output_html rendered_html output_result">
     <div><i>Table length=5</i>
-    <table id="table140003159354864" class="table-striped table-bordered table-condensed">
+    <table id="table140694052992336" class="table-striped table-bordered table-condensed">
     <thead><tr><th>e_ref</th><th>e_min</th><th>e_max</th><th>dnde</th><th>dnde_errp</th><th>dnde_errn</th><th>dnde_ul</th><th>sqrt_ts</th><th>is_ul</th></tr></thead>
     <thead><tr><th>GeV</th><th>GeV</th><th>GeV</th><th>1 / (cm2 GeV s)</th><th>1 / (cm2 GeV s)</th><th>1 / (cm2 GeV s)</th><th>1 / (cm2 GeV s)</th><th></th><th></th></tr></thead>
     <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>bool</th></tr></thead>
diff --git a/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt
index def875ed403..8c457450c23 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:22.450** total execution time for 8 files **from tutorials/analysis-1d**:
+**01:23.229** total execution time for 8 files **from tutorials/analysis-1d**:
 
 .. container::
 
@@ -33,26 +33,26 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)
-     - 00:45.018
+     - 00:45.308
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)
-     - 00:08.058
+     - 00:08.085
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)
-     - 00:07.212
+     - 00:07.360
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``ebl.py``)
-     - 00:07.098
+     - 00:07.224
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)
-     - 00:05.371
+     - 00:05.444
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``)
-     - 00:04.514
+     - 00:04.549
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)
-     - 00:04.339
+     - 00:04.337
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)
-     - 00:00.841
+     - 00:00.922
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
index 11e072266ca..db3104fea4f 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
@@ -1216,7 +1216,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 45.018 seconds)
+   **Total running time of the script:** (0 minutes 45.308 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-1d_spectral_analysis.py:
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt
index 1306ac9f597..cda923c7786 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt
@@ -351,7 +351,7 @@ Here is what the configuration for our analysis looks like:
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:04:32.751119'
+            date: '2024-10-07T14:34:50.976439'
             origin: null
     
 
@@ -572,7 +572,7 @@ One can export/import the `~gammapy.analysis.AnalysisConfig` to/from a YAML file
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:04:32.775546'
+            date: '2024-10-07T14:34:51.000414'
             origin: null
     
 
@@ -1108,7 +1108,7 @@ This is how we can write the model back to file again:
     covariance: model-best-fit_covariance.dat
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:04:36.222875'
+        date: '2024-10-07T14:34:54.467042'
         origin: null
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt
index eda753f2a4a..88947afc988 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt
@@ -749,10 +749,10 @@ provide a good distribution of the background.
       result = super().__array_ufunc__(function, method, *arrays, **kwargs)
       model   type    name     value         unit      ... min max frozen link prior
     --------- ---- --------- ---------- -------------- ... --- --- ------ ---- -----
-    simulated      amplitude 4.3633e-11 cm-2 s-1 TeV-1 ... nan nan  False           
+    simulated      amplitude 4.2624e-11 cm-2 s-1 TeV-1 ... nan nan  False           
     simulated      reference 1.0000e+00            TeV ... nan nan   True           
-    simulated          alpha 2.7208e+00                ... nan nan  False           
-    simulated           beta 2.7219e-01                ... nan nan  False           
+    simulated          alpha 2.5566e+00                ... nan nan  False           
+    simulated           beta 1.8664e-01                ... nan nan  False           
 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt
index 9405a918d2d..fa22f3a7c76 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt
@@ -411,14 +411,14 @@ dealing with simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : L7slIl-Q 
+      Name                            : x0WGAfQy 
 
-      Total counts                    : 270 
-      Total background counts         : 19.00
-      Total excess counts             : 251.00
+      Total counts                    : 320 
+      Total background counts         : 22.20
+      Total excess counts             : 297.80
 
-      Predicted counts                : 299.96
-      Predicted background counts     : 18.59
+      Predicted counts                : 303.83
+      Predicted background counts     : 22.46
       Predicted excess counts         : 281.37
 
       Exposure min                    : 2.53e+08 m2 s
@@ -428,7 +428,7 @@ dealing with simulations based on observations of real off counts.
       Number of fit bins              : 9 
 
       Fit statistic type              : wstat
-      Fit statistic value (-2 log(L)) : 12.95
+      Fit statistic value (-2 log(L)) : 4.90
 
       Number of models                : 1 
       Number of parameters            : 3
@@ -446,7 +446,7 @@ dealing with simulations based on observations of real off counts.
           amplitude                     :   2.50e-12   +/- 0.0e+00 1 / (cm2 s TeV)
           reference             (frozen):      1.000       TeV         
   
-        Total counts_off                : 95 
+        Total counts_off                : 111 
       Acceptance                      : 9 
       Acceptance off                  : 45 
 
diff --git a/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt
index e946c1a072e..593e07a75f4 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt
@@ -425,7 +425,7 @@ normalisation factor:
 
     SkyModel
 
-      Name                      : 5iaLxM5o
+      Name                      : ZPvg73rm
       Datasets names            : None
       Spectral model type       : PowerLawSpectralModel
       Spatial  model type       : PointSpatialModel
@@ -624,7 +624,7 @@ Here’s some suggestions what to do next:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.861 seconds)
+   **Total running time of the script:** (0 minutes 20.947 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-2d_detect.py:
diff --git a/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt
index 9ee1df5cf3c..cd110e84621 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt
@@ -343,7 +343,7 @@ analysis as *3D*, and define the geometry of the analysis.
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:05:14.092893'
+            date: '2024-10-07T14:35:32.615197'
             origin: null
     
 
diff --git a/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
index dd9f164cc4d..d45d97e5687 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
@@ -326,7 +326,7 @@ MSH 1552
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:05:19.839616'
+            date: '2024-10-07T14:35:38.522325'
             origin: null
     
 
@@ -477,7 +477,7 @@ create the config
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:05:19.897379'
+            date: '2024-10-07T14:35:38.598282'
             origin: null
     
 
@@ -776,7 +776,7 @@ to be a standard normal distribution.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 12.042 seconds)
+   **Total running time of the script:** (0 minutes 12.350 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-2d_ring_background.py:
diff --git a/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt
index ad7a8ad423e..b7ec91b4a7c 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:38.491** total execution time for 3 files **from tutorials/analysis-2d**:
+**00:39.029** total execution time for 3 files **from tutorials/analysis-2d**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``detect.py``)
-     - 00:20.861
+     - 00:20.947
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``)
-     - 00:12.042
+     - 00:12.350
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)
-     - 00:05.589
+     - 00:05.732
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
index d55a3cc6b85..da5444d9e19 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
@@ -296,7 +296,7 @@ the analysis, we will programmatically build a config file from scratch.
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:05:32.088726'
+            date: '2024-10-07T14:35:51.082128'
             origin: null
     
     AnalysisConfig
@@ -410,7 +410,7 @@ the analysis, we will programmatically build a config file from scratch.
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:05:32.096695'
+            date: '2024-10-07T14:35:51.089853'
             origin: null
     
 
@@ -1065,21 +1065,21 @@ Data reduction
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : CKYAHGQk
+      Name       : UYqvVVlp
       Instrument : CTA
       Models     : 
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : FZ2BCcVS
+      Name       : Q2t-UMXK
       Instrument : CTA
       Models     : 
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : hnEF6RqH
+      Name       : mYum-EeI
       Instrument : CTA
       Models     : 
 
@@ -1112,7 +1112,7 @@ You can access each one by name or by index, eg:
     MapDataset
     ----------
 
-      Name                            : CKYAHGQk 
+      Name                            : UYqvVVlp 
 
       Total counts                    : 40481 
       Total background counts         : 36014.51
@@ -1180,9 +1180,9 @@ map, omit the region argument.
       name   counts       excess       ... n_fit_bins stat_type stat_sum
                                        ...                              
     -------- ------ ------------------ ... ---------- --------- --------
-    CKYAHGQk  40481 4466.4930435940405 ...     693940      cash      nan
-    FZ2BCcVS  40525  4510.505523195905 ...     693940      cash      nan
-    hnEF6RqH  40235  4220.480554966147 ...     693940      cash      nan
+    UYqvVVlp  40481 4466.4930435940405 ...     693940      cash      nan
+    Q2t-UMXK  40525  4510.505523195905 ...     693940      cash      nan
+    mYum-EeI  40235  4220.480554966147 ...     693940      cash      nan
     Models
 
     Component 0: SkyModel
@@ -1203,8 +1203,8 @@ map, omit the region argument.
 
     Component 1: FoVBackgroundModel
 
-      Name                      : CKYAHGQk-bkg
-      Datasets names            : ['CKYAHGQk']
+      Name                      : UYqvVVlp-bkg
+      Datasets names            : ['UYqvVVlp']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1213,8 +1213,8 @@ map, omit the region argument.
 
     Component 2: FoVBackgroundModel
 
-      Name                      : FZ2BCcVS-bkg
-      Datasets names            : ['FZ2BCcVS']
+      Name                      : Q2t-UMXK-bkg
+      Datasets names            : ['Q2t-UMXK']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1223,8 +1223,8 @@ map, omit the region argument.
 
     Component 3: FoVBackgroundModel
 
-      Name                      : hnEF6RqH-bkg
-      Datasets names            : ['hnEF6RqH']
+      Name                      : mYum-EeI-bkg
+      Datasets names            : ['mYum-EeI']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1339,8 +1339,8 @@ Check best-fit parameters and error estimates:
 
     Component 1: FoVBackgroundModel
 
-      Name                      : CKYAHGQk-bkg
-      Datasets names            : ['CKYAHGQk']
+      Name                      : UYqvVVlp-bkg
+      Datasets names            : ['UYqvVVlp']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.118   +/-    0.01             
@@ -1349,8 +1349,8 @@ Check best-fit parameters and error estimates:
 
     Component 2: FoVBackgroundModel
 
-      Name                      : FZ2BCcVS-bkg
-      Datasets names            : ['FZ2BCcVS']
+      Name                      : Q2t-UMXK-bkg
+      Datasets names            : ['Q2t-UMXK']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.119   +/-    0.01             
@@ -1359,8 +1359,8 @@ Check best-fit parameters and error estimates:
 
     Component 3: FoVBackgroundModel
 
-      Name                      : hnEF6RqH-bkg
-      Datasets names            : ['hnEF6RqH']
+      Name                      : mYum-EeI-bkg
+      Datasets names            : ['mYum-EeI']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.111   +/-    0.01             
@@ -1489,7 +1489,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 37.253 seconds)
+   **Total running time of the script:** (0 minutes 38.127 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_analysis_3d.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt
index 8aa69b080e3..7eca9b1c7ae 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt
@@ -818,7 +818,7 @@ profile to compute the flux and flux error.
 
     <div class="output_subarea output_html rendered_html output_result">
     <div><i>Table length=5</i>
-    <table id="table140002997062336" class="table-striped table-bordered table-condensed">
+    <table id="table140693876389104" class="table-striped table-bordered table-condensed">
     <thead><tr><th>e_ref</th><th>e_min</th><th>e_max</th><th>dnde</th><th>dnde_err</th><th>ts</th><th>sqrt_ts</th><th>npred</th><th>npred_excess</th><th>stat</th><th>stat_null</th><th>counts</th><th>success</th></tr></thead>
     <thead><tr><th>TeV</th><th>TeV</th><th>TeV</th><th>1 / (cm2 s TeV)</th><th>1 / (cm2 s TeV)</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>
     <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64[1]</th><th>float32[1]</th><th>float64</th><th>float64</th><th>float64[1]</th><th>bool</th></tr></thead>
@@ -912,7 +912,7 @@ What next?
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 16.918 seconds)
+   **Total running time of the script:** (0 minutes 17.279 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_cta_data_analysis.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt
index 9aa6361e5c5..e84c633d2ee 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt
@@ -482,7 +482,7 @@ Plotting the results
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 19.670 seconds)
+   **Total running time of the script:** (0 minutes 20.777 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_energy_dependent_estimation.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt
index 30d3584aabe..fc9ea917ab2 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt
@@ -1077,7 +1077,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.349 seconds)
+   **Total running time of the script:** (0 minutes 23.761 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_event_sampling.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt
index b85d32da7d5..7a77d7e8617 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt
@@ -374,11 +374,11 @@ We can see the full configuration by printing the estimator object:
     --------------------
 
       energy_edges           : [  10. 2000.] GeV
-      fit                    : <gammapy.modeling.fit.Fit object at 0x7f54fd504b50>
+      fit                    : <gammapy.modeling.fit.Fit object at 0x7ff5e07d9e20>
       n_jobs                 : None
       n_sigma                : 1
       n_sigma_ul             : 2
-      norm                   : Parameter(name='norm', value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7f54fd504df0)
+      norm                   : Parameter(name='norm', value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7ff5e07d9c40)
       null_value             : 0
       parallel_backend       : None
       reoptimize             : False
@@ -826,7 +826,7 @@ And now plot the points together with the likelihood profiles:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.914 seconds)
+   **Total running time of the script:** (0 minutes 21.403 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_flux_profiles.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt
index 65a01d32e43..a8bc67af64e 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**02:10.061** total execution time for 8 files **from tutorials/analysis-3d**:
+**02:19.845** total execution time for 8 files **from tutorials/analysis-3d**:
 
 .. container::
 
@@ -33,26 +33,26 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``analysis_3d.py``)
-     - 00:37.253
+     - 00:38.127
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)
+     - 00:23.761
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``flux_profiles.py``)
-     - 00:20.914
+     - 00:21.403
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``energy_dependent_estimation.py``)
-     - 00:19.670
+     - 00:20.777
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``cta_data_analysis.py``)
-     - 00:16.918
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)
-     - 00:15.349
+     - 00:17.279
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``simulate_3d.py``)
-     - 00:10.436
+     - 00:08.810
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``analysis_mwl.py``)
-     - 00:06.661
+     - 00:06.810
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``event_sampling_nrg_depend_models.py``)
-     - 00:02.859
+     - 00:02.879
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt
index 837bb7560e0..5f849836a59 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt
@@ -303,9 +303,9 @@ the `selection` of the maps that you want to produce
 
       Name                            : dataset-simu 
 
-      Total counts                    : 169059 
+      Total counts                    : 170248 
       Total background counts         : 161250.95
-      Total excess counts             : 7808.05
+      Total excess counts             : 8997.05
 
       Predicted counts                : 169871.64
       Predicted background counts     : 161250.95
@@ -318,7 +318,7 @@ the `selection` of the maps that you want to produce
       Number of fit bins              : 804492 
 
       Fit statistic type              : cash
-      Fit statistic value (-2 log(L)) : 562196.03
+      Fit statistic value (-2 log(L)) : 562820.59
 
       Number of models                : 2 
       Number of parameters            : 11
@@ -537,12 +537,12 @@ Compare the injected and fitted models:
       Spatial  model type       : GaussianSpatialModel
       Temporal model type       : 
       Parameters:
-        index                         :      2.970   +/-    0.02             
-        amplitude                     :   1.04e-11   +/- 3.3e-13 1 / (cm2 s TeV)
+        index                         :      2.997   +/-    0.02             
+        amplitude                     :   9.99e-12   +/- 3.3e-13 1 / (cm2 s TeV)
         reference             (frozen):      1.000       TeV         
-        lon_0                         :      0.203   +/-    0.01 deg         
-        lat_0                         :      0.101   +/-    0.01 deg         
-        sigma                         :      0.297   +/-    0.00 deg         
+        lon_0                         :      0.209   +/-    0.01 deg         
+        lat_0                         :      0.102   +/-    0.01 deg         
+        sigma                         :      0.294   +/-    0.00 deg         
         e                     (frozen):      0.000                   
         phi                   (frozen):      0.000       deg         
 
@@ -572,12 +572,12 @@ Get the errors on the fitted parameters from the parameter table
 
     type    name     value         unit      ...    max    frozen link prior
     ---- --------- ---------- -------------- ... --------- ------ ---- -----
-             index 2.9701e+00                ...       nan  False           
-         amplitude 1.0423e-11 cm-2 s-1 TeV-1 ...       nan  False           
+             index 2.9967e+00                ...       nan  False           
+         amplitude 9.9866e-12 cm-2 s-1 TeV-1 ...       nan  False           
          reference 1.0000e+00            TeV ...       nan   True           
-             lon_0 2.0253e-01            deg ...       nan  False           
-             lat_0 1.0134e-01            deg ... 9.000e+01  False           
-             sigma 2.9705e-01            deg ...       nan  False           
+             lon_0 2.0856e-01            deg ...       nan  False           
+             lat_0 1.0238e-01            deg ... 9.000e+01  False           
+             sigma 2.9353e-01            deg ...       nan  False           
                  e 0.0000e+00                ... 1.000e+00   True           
                phi 0.0000e+00            deg ...       nan   True           
               norm 1.0000e+00                ...       nan   True           
@@ -588,11 +588,6 @@ Get the errors on the fitted parameters from the parameter table
 
 
 
-.. rst-class:: sphx-glr-timing
-
-   **Total running time of the script:** (0 minutes 10.436 seconds)
-
-
 .. _sphx_glr_download_tutorials_analysis-3d_simulate_3d.py:
 
 .. only:: html
diff --git a/docs/dev/_sources/tutorials/analysis-time/Time_resolved_spectroscopy.rst.txt b/docs/dev/_sources/tutorials/analysis-time/Time_resolved_spectroscopy.rst.txt
index 46dfa81b78a..597c9a2524e 100644
--- a/docs/dev/_sources/tutorials/analysis-time/Time_resolved_spectroscopy.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/Time_resolved_spectroscopy.rst.txt
@@ -275,238 +275,238 @@ modelled.
     Dataset 0: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : vTixsq-H
+      Name       : 5xSHRrmD
       Instrument : HESS
       Models     : 
 
     Dataset 1: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : rum2FBh7
+      Name       : MTrsfktn
       Instrument : HESS
       Models     : 
 
     Dataset 2: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : LRQ6NgwG
+      Name       : Prn1CJTE
       Instrument : HESS
       Models     : 
 
     Dataset 3: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 4nicypLB
+      Name       : KEso3NwY
       Instrument : HESS
       Models     : 
 
     Dataset 4: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : ZkPAJMWG
+      Name       : p_eTqsD_
       Instrument : HESS
       Models     : 
 
     Dataset 5: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 0B7hY0W7
+      Name       : 44Pmrbuv
       Instrument : HESS
       Models     : 
 
     Dataset 6: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : luV1A_sy
+      Name       : 2w_hlRJQ
       Instrument : HESS
       Models     : 
 
     Dataset 7: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 4RHnLqsW
+      Name       : 3fER6yAF
       Instrument : HESS
       Models     : 
 
     Dataset 8: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : Sr8fBjzY
+      Name       : gJIG_SiX
       Instrument : HESS
       Models     : 
 
     Dataset 9: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 6yFLNKSE
+      Name       : Bu0XWI4m
       Instrument : HESS
       Models     : 
 
     Dataset 10: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 7qSDZUIN
+      Name       : 7AW4oPHj
       Instrument : HESS
       Models     : 
 
     Dataset 11: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 92OlJePX
+      Name       : x2s16Ycg
       Instrument : HESS
       Models     : 
 
     Dataset 12: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : UGv-uGNA
+      Name       : JWSve_cg
       Instrument : HESS
       Models     : 
 
     Dataset 13: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : rW10LM3C
+      Name       : q0o7a4Np
       Instrument : HESS
       Models     : 
 
     Dataset 14: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : GQIRCRBi
+      Name       : WopD663f
       Instrument : HESS
       Models     : 
 
     Dataset 15: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : H3JpDNJO
+      Name       : 5vqEpsYO
       Instrument : HESS
       Models     : 
 
     Dataset 16: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : PD3dYJOm
+      Name       : gH0ArWA9
       Instrument : HESS
       Models     : 
 
     Dataset 17: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : amo9pADy
+      Name       : brz4t_IP
       Instrument : HESS
       Models     : 
 
     Dataset 18: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : gnExvYxX
+      Name       : lwTbMcl5
       Instrument : HESS
       Models     : 
 
     Dataset 19: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : KIWZoGKF
+      Name       : SjWsV7ln
       Instrument : HESS
       Models     : 
 
     Dataset 20: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 39ZYfKII
+      Name       : FSq2nXtB
       Instrument : HESS
       Models     : 
 
     Dataset 21: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 5FIknb8B
+      Name       : ISK9Zm4Z
       Instrument : HESS
       Models     : 
 
     Dataset 22: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : gtlyPDn1
+      Name       : xFU2Es-W
       Instrument : HESS
       Models     : 
 
     Dataset 23: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : FtPDsRi-
+      Name       : d_3hnZe2
       Instrument : HESS
       Models     : 
 
     Dataset 24: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : PIks4grU
+      Name       : yLbfEloR
       Instrument : HESS
       Models     : 
 
     Dataset 25: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : HC2xhXVI
+      Name       : aBzIjEmF
       Instrument : HESS
       Models     : 
 
     Dataset 26: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : qI4xk6RA
+      Name       : grwWQdDC
       Instrument : HESS
       Models     : 
 
     Dataset 27: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : cUGvd0xJ
+      Name       : QuA-nEdH
       Instrument : HESS
       Models     : 
 
     Dataset 28: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : Y6aCYI4C
+      Name       : AWwced-z
       Instrument : HESS
       Models     : 
 
     Dataset 29: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : A9C6H5wl
+      Name       : UtLyoQhA
       Instrument : HESS
       Models     : 
 
     Dataset 30: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 5B2ijety
+      Name       : bxSkYBdp
       Instrument : HESS
       Models     : 
 
     Dataset 31: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : E49UBz1y
+      Name       : S0mOfhIY
       Instrument : HESS
       Models     : 
 
     Dataset 32: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : -0HinXjV
+      Name       : KhEJrxey
       Instrument : HESS
       Models     : 
 
     Dataset 33: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : PXkcdiTq
+      Name       : xmiEobZr
       Instrument : HESS
       Models     : 
 
@@ -929,7 +929,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.314 seconds)
+   **Total running time of the script:** (0 minutes 21.674 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-time_Time_resolved_spectroscopy.py:
diff --git a/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt b/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt
index d7beedea4f5..f7dc8e49c7a 100644
--- a/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt
@@ -438,7 +438,7 @@ with the original light curve start and end points.
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7f54f7fa2130>
+    <matplotlib.legend.Legend object at 0x7ff5e25b3910>
 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt b/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt
index 2251adf4285..267629bf9e4 100644
--- a/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt
@@ -626,7 +626,7 @@ Here, we rebin 4 adjacent bins together, to get 30 min bins
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 33.997 seconds)
+   **Total running time of the script:** (0 minutes 34.419 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-time_light_curve_flare.py:
diff --git a/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt b/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt
index 4937169d701..5d17f8377bb 100644
--- a/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt
@@ -413,16 +413,16 @@ quick look into our datasets.
        name   counts       excess       ... n_fit_bins stat_type       stat_sum     
                                         ...                                         
     --------- ------ ------------------ ... ---------- --------- -------------------
-    dataset-0    847  826.6812310184489 ...          9      cash  -6743.438562295503
-    dataset-1    316 306.76419591747674 ...          9      cash -1903.8046248900994
-    dataset-2    294  284.3947637541758 ...          9      cash   -1764.48693149563
-    dataset-3    333  318.2227134679628 ...          9      cash  -2096.336469112958
-    dataset-4    205 190.22271346796282 ...          9      cash  -1056.510038400176
-    dataset-5    200 181.52839183495354 ...          9      cash -1051.9966157769538
-    dataset-6     30  15.22271346796283 ...          9      cash  -39.06137209183263
-    dataset-7     41  21.78952750835169 ...          9      cash  -91.18988140882705
-    dataset-8     27 11.114416978060046 ...          9      cash   -41.5252262894901
-    dataset-9     38 20.636688324856333 ...          9      cash  -74.96527693080456
+    dataset-0    825  804.6812310184489 ...          9      cash  -6655.151315970774
+    dataset-1    340 330.76419591747674 ...          9      cash -2170.4357786331666
+    dataset-2    279  269.3947637541758 ...          9      cash -1667.4648330911539
+    dataset-3    326  311.2227134679628 ...          9      cash  -2020.357938427437
+    dataset-4    196 181.22271346796282 ...          9      cash -1000.0818285168841
+    dataset-5    164 145.52839183495354 ...          9      cash  -805.9876514121862
+    dataset-6     49  34.22271346796283 ...          9      cash -117.53467183504627
+    dataset-7     49  29.78952750835169 ...          9      cash -129.34528286585203
+    dataset-8     33 17.114416978060046 ...          9      cash  -75.36120578437294
+    dataset-9     48 30.636688324856333 ...          9      cash -127.43372586910805
 
 
 
@@ -572,10 +572,10 @@ that ``t_ref`` should be fixed by default for the
       Name                            : dataset_lc 
 
       Number of total flux points     : 30 
-      Number of fit bins              : 24 
+      Number of fit bins              : 25 
 
       Fit statistic type              : chi2
-      Fit statistic value (-2 log(L)) : 1528.10
+      Fit statistic value (-2 log(L)) : 1505.83
 
       Number of models                : 1 
       Number of parameters            : 5
@@ -623,10 +623,10 @@ Fit the dataset
 
     type    name     value         unit        error   min max frozen link prior
     ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-             index 2.9523e+00                2.688e-02 nan nan  False           
-         amplitude 1.0111e-11 cm-2 s-1 TeV-1 3.325e-13 nan nan  False           
+             index 3.0472e+00                2.822e-02 nan nan  False           
+         amplitude 9.5786e-12 cm-2 s-1 TeV-1 3.378e-13 nan nan  False           
          reference 1.0000e+00            TeV 0.000e+00 nan nan   True           
-                t0 6.1027e+00              h 2.212e-01 nan nan  False           
+                t0 6.2036e+00              h 2.475e-01 nan nan  False           
              t_ref 5.8909e+04              d 0.000e+00 nan nan   True           
 
 
@@ -739,10 +739,10 @@ Perform a joint fit
 
     type    name     value         unit        error   min max frozen link prior
     ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-             index 2.9411e+00                3.072e-02 nan nan  False           
-         amplitude 1.0392e-11 cm-2 s-1 TeV-1 3.513e-13 nan nan  False           
+             index 3.0379e+00                3.246e-02 nan nan  False           
+         amplitude 9.5600e-12 cm-2 s-1 TeV-1 3.363e-13 nan nan  False           
          reference 1.0000e+00            TeV 0.000e+00 nan nan   True           
-                t0 5.9832e+00              h 2.013e-01 nan nan  False           
+                t0 6.2305e+00              h 2.192e-01 nan nan  False           
              t_ref 5.8909e+04              d 0.000e+00 nan nan   True           
 
 
@@ -768,7 +768,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 17.937 seconds)
+   **Total running time of the script:** (0 minutes 20.472 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-time_light_curve_simulation.py:
diff --git a/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt
index 29b602eafb7..54f1de1c0c9 100644
--- a/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:27.684** total execution time for 6 files **from tutorials/analysis-time**:
+**01:31.542** total execution time for 6 files **from tutorials/analysis-time**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_flare.py` (``light_curve_flare.py``)
-     - 00:33.997
+     - 00:34.419
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_Time_resolved_spectroscopy.py` (``Time_resolved_spectroscopy.py``)
-     - 00:21.314
+     - 00:21.674
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``light_curve_simulation.py``)
-     - 00:17.937
+     - 00:20.472
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``light_curve.py``)
-     - 00:07.491
+     - 00:07.771
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``pulsar_analysis.py``)
-     - 00:06.359
+     - 00:06.616
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_Variability_estimation.py` (``Variability_estimation.py``)
-     - 00:00.585
+     - 00:00.590
      - 0.0
diff --git a/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt b/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt
index 14933044ca9..a5787a7a4de 100644
--- a/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt
+++ b/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt
@@ -478,7 +478,7 @@ Finally flux maps for decay can be produced like this:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 28.144 seconds)
+   **Total running time of the script:** (0 minutes 28.577 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_astro_dark_matter.py:
diff --git a/docs/dev/_sources/tutorials/api/datasets.rst.txt b/docs/dev/_sources/tutorials/api/datasets.rst.txt
index 71e5050f96c..0e805e81d5e 100644
--- a/docs/dev/_sources/tutorials/api/datasets.rst.txt
+++ b/docs/dev/_sources/tutorials/api/datasets.rst.txt
@@ -297,7 +297,7 @@ To see the geometry of each map, we can use:
 
  .. code-block:: none
 
-    {'geom': <gammapy.maps.wcs.geom.WcsGeom object at 0x7f54f7eb2340>, 'geom_exposure': <gammapy.maps.wcs.geom.WcsGeom object at 0x7f54f7eb2430>, 'geom_psf': <gammapy.maps.wcs.geom.WcsGeom object at 0x7f54fc353d60>, 'geom_edisp': <gammapy.maps.wcs.geom.WcsGeom object at 0x7f54fdc5a2b0>}
+    {'geom': <gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e2c2b2b0>, 'geom_exposure': <gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e21e5280>, 'geom_psf': <gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e21e5190>, 'geom_edisp': <gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e21e5fd0>}
 
 
 
@@ -1883,7 +1883,7 @@ Or slice all datasets by a given energy range:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 13.598 seconds)
+   **Total running time of the script:** (0 minutes 15.083 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_datasets.py:
diff --git a/docs/dev/_sources/tutorials/api/estimators.rst.txt b/docs/dev/_sources/tutorials/api/estimators.rst.txt
index ef380e5492e..4ebfafae94b 100644
--- a/docs/dev/_sources/tutorials/api/estimators.rst.txt
+++ b/docs/dev/_sources/tutorials/api/estimators.rst.txt
@@ -551,7 +551,7 @@ Typically, it is the best fit model:
 
     SkyModel
 
-      Name                      : JiuHzZFX
+      Name                      : Zp_mtlPH
       Datasets names            : None
       Spectral model type       : PowerLawSpectralModel
       Spatial  model type       : 
diff --git a/docs/dev/_sources/tutorials/api/fitting.rst.txt b/docs/dev/_sources/tutorials/api/fitting.rst.txt
index 71ec7a9594f..375ba03c96f 100644
--- a/docs/dev/_sources/tutorials/api/fitting.rst.txt
+++ b/docs/dev/_sources/tutorials/api/fitting.rst.txt
@@ -1119,7 +1119,7 @@ in.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 11.467 seconds)
+   **Total running time of the script:** (0 minutes 11.443 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_fitting.py:
diff --git a/docs/dev/_sources/tutorials/api/makers.rst.txt b/docs/dev/_sources/tutorials/api/makers.rst.txt
index 67090260a12..26708c2b7a0 100644
--- a/docs/dev/_sources/tutorials/api/makers.rst.txt
+++ b/docs/dev/_sources/tutorials/api/makers.rst.txt
@@ -174,7 +174,7 @@ object. This is illustrated in the following example:
     MapDataset
     ----------
 
-      Name                            : I52ycHak 
+      Name                            : a2TeQ5mz 
 
       Total counts                    : 0 
       Total background counts         : 0.00
@@ -345,7 +345,7 @@ observational data using the `~gammapy.makers.MapDatasetMaker`:
     MapDataset
     ----------
 
-      Name                            : 2Sdt70DL 
+      Name                            : FxVy_5d4 
 
       Total counts                    : 2016 
       Total background counts         : 1866.72
@@ -597,7 +597,7 @@ dataset per observation is stacked into a larger map.
     MapDataset
     ----------
 
-      Name                            : YWye0lZT 
+      Name                            : o4caunWf 
 
       Total counts                    : 7972 
       Total background counts         : 7555.42
@@ -672,30 +672,30 @@ allow to use multiple processes on run.
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : RSGGor6e
+      Name       : dRy37DTs
       Instrument : HESS
-      Models     : ['RSGGor6e-bkg']
+      Models     : ['dRy37DTs-bkg']
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : g8PrO_Z2
+      Name       : mnKPK5y6
       Instrument : HESS
-      Models     : ['g8PrO_Z2-bkg']
+      Models     : ['mnKPK5y6-bkg']
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : 52AWrlQK
+      Name       : 630LOukq
       Instrument : HESS
-      Models     : ['52AWrlQK-bkg']
+      Models     : ['630LOukq-bkg']
 
     Dataset 3: 
 
       Type       : MapDataset
-      Name       : VIOiQEZe
+      Name       : xP3JytEA
       Instrument : HESS
-      Models     : ['VIOiQEZe-bkg']
+      Models     : ['xP3JytEA-bkg']
 
 
 
@@ -957,7 +957,7 @@ use `get_by_coord`
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.190 seconds)
+   **Total running time of the script:** (0 minutes 15.352 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_makers.py:
diff --git a/docs/dev/_sources/tutorials/api/model_management.rst.txt b/docs/dev/_sources/tutorials/api/model_management.rst.txt
index 13244b3f621..7b4d5f1ed32 100644
--- a/docs/dev/_sources/tutorials/api/model_management.rst.txt
+++ b/docs/dev/_sources/tutorials/api/model_management.rst.txt
@@ -1567,7 +1567,7 @@ associated models, ie, with yaml and fits files. eg:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.472 seconds)
+   **Total running time of the script:** (0 minutes 10.452 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_model_management.py:
diff --git a/docs/dev/_sources/tutorials/api/models.rst.txt b/docs/dev/_sources/tutorials/api/models.rst.txt
index 6fdc8644020..1121486e634 100644
--- a/docs/dev/_sources/tutorials/api/models.rst.txt
+++ b/docs/dev/_sources/tutorials/api/models.rst.txt
@@ -1198,7 +1198,7 @@ generated:
 
  .. code-block:: none
 
-    LZQlRQi2
+    -rKr_Buw
 
 
 
@@ -1392,7 +1392,7 @@ existing FITS file:
 
     SkyModel
 
-      Name                      : ywRZiUHk
+      Name                      : 5qSncpUX
       Datasets names            : None
       Spectral model type       : PowerLawNormSpectralModel
       Spatial  model type       : TemplateSpatialModel
@@ -1530,7 +1530,7 @@ multiple model components, Gammapy has a `~gammapy.modeling.models.Models` class
 
     Component 1: SkyModel
 
-      Name                      : ywRZiUHk
+      Name                      : 5qSncpUX
       Datasets names            : None
       Spectral model type       : PowerLawNormSpectralModel
       Spatial  model type       : TemplateSpatialModel
@@ -1616,7 +1616,7 @@ To see which models are available you can use the ``.names`` attribute:
 
  .. code-block:: none
 
-    ['my-source', 'ywRZiUHk']
+    ['my-source', '5qSncpUX']
 
 
 
@@ -1717,7 +1717,7 @@ format:
                 value: 2.0
                 unit: d
             scale: utc
-    -   name: ywRZiUHk
+    -   name: 5qSncpUX
         type: SkyModel
         spectral:
             type: PowerLawNormSpectralModel
@@ -1787,7 +1787,7 @@ format:
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:10:57.358040'
+        date: '2024-10-07T14:41:32.288253'
         origin: null
 
 
@@ -1864,8 +1864,8 @@ amplitudes:
 
  .. code-block:: none
 
-    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f54f41ce370)
-    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f54f41ce370)
+    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7ff5e24dfb20)
+    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7ff5e24dfb20)
 
 
 
@@ -1904,7 +1904,7 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 2.3
                 min: 1.0
                 max: 5.0
-                link: index@J7jVfm7m
+                link: index@354E3tP3
             -   name: amplitude
                 value: 2.7e-12
                 unit: cm-2 s-1 TeV-1
@@ -1920,7 +1920,7 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 2.3
                 min: 1.0
                 max: 5.0
-                link: index@J7jVfm7m
+                link: index@354E3tP3
             -   name: amplitude
                 value: 1.0e-12
                 unit: cm-2 s-1 TeV-1
@@ -1929,7 +1929,7 @@ In the YAML files the shared parameter is flagged by the additional
                 unit: TeV
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:10:57.542734'
+        date: '2024-10-07T14:41:32.476598'
         origin: null
 
 
diff --git a/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt b/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
index a944f2efab9..e52f89813c7 100644
--- a/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
+++ b/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
@@ -201,7 +201,7 @@ be adjusted according to each specific science case.
 
  .. code-block:: none
 
-    {'group_high_zenith': <gammapy.data.observations.Observations object at 0x7f54fd6ed910>, 'group_low_zenith': <gammapy.data.observations.Observations object at 0x7f54fd6edeb0>}
+    {'group_high_zenith': <gammapy.data.observations.Observations object at 0x7ff5e2b38b50>, 'group_low_zenith': <gammapy.data.observations.Observations object at 0x7ff5e2ae3dc0>}
 
 
 
@@ -481,7 +481,7 @@ Finally, ``observations.group_by_label`` creates a dictionary containing ``t``
 
  .. code-block:: none
 
-    {'group_1': <gammapy.data.observations.Observations object at 0x7f54fcb38c40>, 'group_2': <gammapy.data.observations.Observations object at 0x7f54f4343dc0>}
+    {'group_1': <gammapy.data.observations.Observations object at 0x7ff5e2b536a0>, 'group_2': <gammapy.data.observations.Observations object at 0x7ff5ebee7b80>}
 
 
 
diff --git a/docs/dev/_sources/tutorials/api/priors.rst.txt b/docs/dev/_sources/tutorials/api/priors.rst.txt
index 33460931b69..b4364658684 100644
--- a/docs/dev/_sources/tutorials/api/priors.rst.txt
+++ b/docs/dev/_sources/tutorials/api/priors.rst.txt
@@ -371,8 +371,8 @@ The parameters table will mention the type of prior associated to each model
 
        model    type    name     value    ... max frozen link     prior    
     ----------- ---- --------- ---------- ... --- ------ ---- -------------
-    prior-model          index 2.1112e+00 ... nan  False      GaussianPrior
-    prior-model      amplitude 9.9408e-12 ... nan  False                   
+    prior-model          index 2.1283e+00 ... nan  False      GaussianPrior
+    prior-model      amplitude 7.8605e-12 ... nan  False                   
     prior-model      reference 1.0000e+00 ... nan   True                   
 
 
@@ -781,14 +781,14 @@ The only parameter is ``sigma`` and the evaluation method return the squared inv
 
     {'spectral': {'type': 'PowerLawSpectralModel', 'parameters': [{'name': 'index', 'value': 2.0, 'prior': {'type': 'MyCustomPrior', 'parameters': [{'name': 'sigma', 'value': 0.5, 'unit': ''}], 'weight': 1}}, {'name': 'amplitude', 'value': 1e-12, 'unit': 'cm-2 s-1 TeV-1'}, {'name': 'reference', 'value': 1.0, 'unit': 'TeV'}]}}
 
-    [<__main__.MyCustomPrior object at 0x7f54fc346550>, None, None]
+    [<__main__.MyCustomPrior object at 0x7ff5d88631c0>, None, None]
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 21.814 seconds)
+   **Total running time of the script:** (1 minutes 17.328 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_priors.py:
diff --git a/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt
index 5e5c237a162..1b3ea2d4c80 100644
--- a/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**03:09.532** total execution time for 13 files **from tutorials/api**:
+**03:07.226** total execution time for 13 files **from tutorials/api**:
 
 .. container::
 
@@ -33,41 +33,41 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_api_priors.py` (``priors.py``)
-     - 01:21.814
+     - 01:17.328
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``astro_dark_matter.py``)
-     - 00:28.144
+     - 00:28.577
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_makers.py` (``makers.py``)
-     - 00:15.190
+     - 00:15.352
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_datasets.py` (``datasets.py``)
-     - 00:13.598
+     - 00:15.083
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``fitting.py``)
-     - 00:11.467
+     - 00:11.443
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``model_management.py``)
-     - 00:10.472
+     - 00:10.452
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_estimators.py` (``estimators.py``)
-     - 00:06.670
+     - 00:06.694
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``catalog.py``)
-     - 00:06.143
+     - 00:06.211
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``observation_clustering.py``)
-     - 00:03.962
+     - 00:03.994
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_irfs.py` (``irfs.py``)
-     - 00:03.862
+     - 00:03.757
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_models.py` (``models.py``)
-     - 00:03.170
+     - 00:03.189
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_maps.py` (``maps.py``)
-     - 00:02.721
+     - 00:02.791
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``mask_maps.py``)
-     - 00:02.321
+     - 00:02.355
      - 0.0
diff --git a/docs/dev/_sources/tutorials/data/cta.rst.txt b/docs/dev/_sources/tutorials/data/cta.rst.txt
index f47f439e6ae..fbcab08459b 100644
--- a/docs/dev/_sources/tutorials/data/cta.rst.txt
+++ b/docs/dev/_sources/tutorials/data/cta.rst.txt
@@ -523,7 +523,7 @@ Notes:
 
     /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/astropy/units/core.py:2097: UnitsWarning: '1/s/MeV/sr' did not parse as fits unit: Numeric factor not supported by FITS If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html
       warnings.warn(msg, UnitsWarning)
-    {'aeff': <gammapy.irf.effective_area.EffectiveAreaTable2D object at 0x7f54fd53dc10>, 'psf': <gammapy.irf.psf.parametric.EnergyDependentMultiGaussPSF object at 0x7f54fd4953a0>, 'edisp': <gammapy.irf.edisp.core.EnergyDispersion2D object at 0x7f54fd4e9820>, 'bkg': <gammapy.irf.background.Background3D object at 0x7f54fd4c4b20>}
+    {'aeff': <gammapy.irf.effective_area.EffectiveAreaTable2D object at 0x7ff5ebe8cd90>, 'psf': <gammapy.irf.psf.parametric.EnergyDependentMultiGaussPSF object at 0x7ff5e2c2b400>, 'edisp': <gammapy.irf.edisp.core.EnergyDispersion2D object at 0x7ff5e2c1ddc0>, 'bkg': <gammapy.irf.background.Background3D object at 0x7ff5e2c1d7c0>}
 
 
 
diff --git a/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
index 5814bb3ee47..38b76578451 100644
--- a/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:22.133** total execution time for 4 files **from tutorials/data**:
+**00:23.557** total execution time for 4 files **from tutorials/data**:
 
 .. container::
 
@@ -33,14 +33,14 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_data_hawc.py` (``hawc.py``)
-     - 00:06.835
+     - 00:07.408
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``fermi_lat.py``)
-     - 00:06.327
+     - 00:06.736
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``cta.py``)
-     - 00:05.342
+     - 00:05.715
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``hess.py``)
-     - 00:03.629
+     - 00:03.698
      - 0.0
diff --git a/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt
index 25f5846d046..7cb29a33454 100644
--- a/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:02.538** total execution time for 1 file **from tutorials/scripts**:
+**00:02.535** total execution time for 1 file **from tutorials/scripts**:
 
 .. container::
 
@@ -33,5 +33,5 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_scripts_survey_map.py` (``survey_map.py``)
-     - 00:02.538
+     - 00:02.535
      - 0.0
diff --git a/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt b/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt
index 63a6dddfbcc..5d7620b725a 100644
--- a/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt
+++ b/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt
@@ -311,7 +311,7 @@ Here is what the configuration for our analysis looks like:
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:02:41.380391'
+            date: '2024-10-07T14:32:56.507394'
             origin: null
     
 
@@ -629,7 +629,7 @@ One can export/import the `~gammapy.modeling.AnalysisConfig` to/from a YAML file
                 selection_optional: all
         metadata:
             creator: Gammapy 1.3.dev1108+g3132bb30e
-            date: '2024-10-07T14:02:41.408424'
+            date: '2024-10-07T14:32:56.535107'
             origin: null
     
 
@@ -1184,7 +1184,7 @@ This is how we can write the model back to file again:
     covariance: model-best-fit_covariance.dat
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:50.350407'
+        date: '2024-10-07T14:33:05.659611'
         origin: null
 
 
@@ -1337,7 +1337,7 @@ You can see how to perform a 1D spectral analysis of the same data in
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.328 seconds)
+   **Total running time of the script:** (0 minutes 15.613 seconds)
 
 
 .. _sphx_glr_download_tutorials_starting_analysis_1.py:
diff --git a/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt
index 99ebacb9c0a..6fbf886c9c4 100644
--- a/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:24.056** total execution time for 3 files **from tutorials/starting**:
+**00:24.956** total execution time for 3 files **from tutorials/starting**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_starting_analysis_1.py` (``analysis_1.py``)
-     - 00:15.328
+     - 00:15.613
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``analysis_2.py``)
-     - 00:07.512
+     - 00:07.944
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_overview.py` (``overview.py``)
-     - 00:01.216
+     - 00:01.398
      - 0.0
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt
index de63fff537b..cf1b0403863 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt
@@ -111,7 +111,7 @@ Here is an example YAML file using the model:
             parameters: []
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:26.585434'
+        date: '2024-10-07T14:32:41.585958'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt
index a4e52ddb375..e0ff9bc95d9 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt
@@ -233,7 +233,7 @@ Here is an example YAML file using the model:
                 value: 0.01
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:27.011040'
+        date: '2024-10-07T14:32:42.035521'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt
index b1459ced86d..725f3bc5aa2 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt
@@ -191,7 +191,7 @@ Here is an example YAML file using the model:
                 unit: deg
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:27.340825'
+        date: '2024-10-07T14:32:42.374832'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt
index 8e3ba4fb8c6..a690406ef99 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt
@@ -183,7 +183,7 @@ Here is an example YAML file using the model:
                 unit: deg
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:27.686387'
+        date: '2024-10-07T14:32:42.739631'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt
index fd5f129abe0..58e4c4d454b 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt
@@ -142,7 +142,7 @@ Here is an example YAML file using the model:
                 unit: deg
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:27.945088'
+        date: '2024-10-07T14:32:43.000658'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt
index a5058bbfc71..8c407d47f60 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt
@@ -134,7 +134,7 @@ Here is an example YAML file using the model:
                 unit: deg
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:28.264095'
+        date: '2024-10-07T14:32:43.326565'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt
index 861ba58b6d2..ed161eefb6e 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt
@@ -146,7 +146,7 @@ Here is an example YAML file using the model:
                 unit: deg
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:28.533641'
+        date: '2024-10-07T14:32:43.625021'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt
index d065c5c739e..29c6e8060e0 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt
@@ -158,7 +158,7 @@ Here is an example YAML file using the model:
                 value: 0.2
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:28.789763'
+        date: '2024-10-07T14:32:43.934536'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt
index 0127c3db9e3..b96618314cc 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt
@@ -130,7 +130,7 @@ Here is an example YAML file using the model:
             unit: 1 / sr
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:29.099119'
+        date: '2024-10-07T14:32:44.278974'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt
index 7afc97c6c0c..02b02fb0aff 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.960** total execution time for 9 files **from user-guide/model-gallery/spatial**:
+**00:02.105** total execution time for 9 files **from user-guide/model-gallery/spatial**:
 
 .. container::
 
@@ -33,29 +33,29 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``plot_constant.py``)
-     - 00:00.346
+     - 00:00.374
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``plot_disk.py``)
-     - 00:00.316
+     - 00:00.326
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``plot_gen_gauss.py``)
-     - 00:00.227
+     - 00:00.235
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``plot_template.py``)
+     - 00:00.231
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``plot_gauss.py``)
-     - 00:00.211
+     - 00:00.217
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``plot_point.py``)
-     - 00:00.202
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``plot_template.py``)
-     - 00:00.197
+     - 00:00.205
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``plot_shell.py``)
-     - 00:00.161
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``plot_piecewise_norm_spatial.py``)
-     - 00:00.151
+     - 00:00.189
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``plot_shell2.py``)
-     - 00:00.150
+     - 00:00.182
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``plot_piecewise_norm_spatial.py``)
+     - 00:00.146
      - 0.0
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt
index 5cb48d25b0d..afef2bf87a7 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt
@@ -186,7 +186,7 @@ Here is an example YAML file using the model:
             operator: mul
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:30.269413'
+        date: '2024-10-07T14:32:45.477537'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt
index 33059896c9b..8cd5cb1aae2 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt
@@ -112,7 +112,7 @@ Here is an example YAML file using the model:
                 unit: TeV
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:30.747354'
+        date: '2024-10-07T14:32:45.978203'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt
index b555d93e2fb..272d66840b2 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt
@@ -127,7 +127,7 @@ Here is an example YAML file using the model:
             operator: add
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:31.193737'
+        date: '2024-10-07T14:32:46.429873'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt
index 4d1998816c6..b9a0330dcec 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt
@@ -93,7 +93,7 @@ Here is an example YAML file using the model:
                 unit: cm-2 s-1 TeV-1
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:31.557089'
+        date: '2024-10-07T14:32:46.796678'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt
index 237cfb047d1..32e83818173 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt
@@ -111,7 +111,7 @@ Here is an example YAML file using the model:
                 value: 1.0
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:31.876788'
+        date: '2024-10-07T14:32:47.124439'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt
index 6fcfdd5b224..0ef67e960b4 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt
@@ -110,7 +110,7 @@ Here is an example YAML file using the model:
                 unit: TeV
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:32.196446'
+        date: '2024-10-07T14:32:47.443630'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt
index fa9f16f20d2..e6bbab8ce0e 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt
@@ -147,7 +147,7 @@ Here is an example YAML file using the model:
             operator: mul
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:32.651862'
+        date: '2024-10-07T14:32:47.912699'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt
index 1a138298686..50ebaf46039 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt
@@ -109,7 +109,7 @@ Here is an example YAML file using the model:
                 unit: TeV
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:32.993208'
+        date: '2024-10-07T14:32:48.259446'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt
index c96da882044..65a8bd5e811 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt
@@ -119,7 +119,7 @@ Here is an example YAML file using the model:
                 value: 0.5
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:33.315359'
+        date: '2024-10-07T14:32:48.577240'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt
index 1cd74473b6e..a7c786fe86c 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt
@@ -136,7 +136,7 @@ Here is an example YAML file using the model:
             operator: mul
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:33.709434'
+        date: '2024-10-07T14:32:48.965054'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt
index 27044ee0140..4de0d069a7b 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt
@@ -170,7 +170,7 @@ Here is an example YAML file using the model:
                 scale_method: scale10
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:34.260964'
+        date: '2024-10-07T14:32:49.532223'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt
index 42c00c5cbbc..1fa9ac90188 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt
@@ -135,7 +135,7 @@ Here is an example YAML file using the model:
             operator: mul
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:34.623598'
+        date: '2024-10-07T14:32:49.898141'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt
index 9813c0c2329..71d8dd469b0 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt
@@ -105,7 +105,7 @@ Here is an example YAML file using the model:
                 unit: TeV
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:35.062011'
+        date: '2024-10-07T14:32:50.353386'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt
index 91034087516..8261af690a4 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt
@@ -112,7 +112,7 @@ Here is an example YAML file using the model:
                 unit: TeV
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:35.516487'
+        date: '2024-10-07T14:32:50.806765'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt
index e4d64d56620..00de106a7a0 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt
@@ -133,7 +133,7 @@ Here is an example YAML file using the model:
             operator: mul
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:35.915688'
+        date: '2024-10-07T14:32:51.209296'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt
index 2e22eedae13..acc0c91f53c 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt
@@ -115,7 +115,7 @@ Here is an example YAML file using the model:
                 value: 1.0
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:36.369583'
+        date: '2024-10-07T14:32:51.666014'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt
index 28e921dfaff..f755867ab76 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt
@@ -126,7 +126,7 @@ Here is an example YAML file using the model:
                 value: 2.0
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:36.713712'
+        date: '2024-10-07T14:32:52.014481'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt
index 1fd00dd362d..4aa9dfe8ad6 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt
@@ -125,7 +125,7 @@ Here is an example YAML file using the model:
                 value: 2.0
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:37.048081'
+        date: '2024-10-07T14:32:52.350055'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt
index a60b9e59f36..ff9974925b3 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt
@@ -127,7 +127,7 @@ Here is an example YAML file using the model:
                 value: 2.0
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:37.384950'
+        date: '2024-10-07T14:32:52.689557'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt
index b16727f5ee0..a13f1641496 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt
@@ -116,7 +116,7 @@ The following shows how to implement extrapolation of a template spectral model:
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7f5519ea35e0>
+    <matplotlib.legend.Legend object at 0x7ff5fd397310>
 
 
 
@@ -204,7 +204,7 @@ Here is an example YAML file using the model:
                 unit: 1 / (cm2 MeV s)
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:37.949960'
+        date: '2024-10-07T14:32:53.262698'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
index a673cd8476e..7c61989ba27 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:06.443** total execution time for 20 files **from user-guide/model-gallery/spectral**:
+**00:06.488** total execution time for 20 files **from user-guide/model-gallery/spectral**:
 
 .. container::
 
@@ -33,62 +33,62 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_absorbed.py` (``plot_absorbed.py``)
-     - 00:01.002
+     - 00:01.015
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``plot_template_spectral.py``)
-     - 00:00.452
+     - 00:00.457
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``plot_naima.py``)
-     - 00:00.437
+     - 00:00.442
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``plot_exp_cutoff_powerlaw_norm_spectral.py``)
-     - 00:00.348
+     - 00:00.350
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``plot_broken_powerlaw.py``)
-     - 00:00.333
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``plot_powerlaw2.py``)
-     - 00:00.332
+     - 00:00.334
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``plot_compound.py``)
-     - 00:00.331
+     - 00:00.334
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``plot_smooth_broken_powerlaw.py``)
-     - 00:00.331
+     - 00:00.332
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``plot_powerlaw2.py``)
+     - 00:00.332
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``plot_powerlaw.py``)
-     - 00:00.325
+     - 00:00.331
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``plot_powerlaw_norm_spectral.py``)
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``plot_logparabola_norm_spectral.py``)
      - 00:00.279
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``plot_logparabola_norm_spectral.py``)
-     - 00:00.277
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``plot_powerlaw_norm_spectral.py``)
+     - 00:00.278
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``plot_constant_spectral.py``)
-     - 00:00.244
+     - 00:00.245
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``plot_piecewise_norm_spectral.py``)
-     - 00:00.229
+     - 00:00.232
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``plot_super_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.224
+     - 00:00.225
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``plot_super_exp_cutoff_powerlaw_4fgl.py``)
-     - 00:00.224
+     - 00:00.225
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl_dr1.py` (``plot_super_exp_cutoff_powerlaw_4fgl_dr1.py``)
      - 00:00.224
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``plot_gauss_spectral.py``)
-     - 00:00.222
+     - 00:00.224
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``plot_logparabola.py``)
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``plot_exp_cutoff_powerlaw.py``)
      - 00:00.211
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``plot_exp_cutoff_powerlaw.py``)
-     - 00:00.210
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``plot_logparabola.py``)
+     - 00:00.209
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_3fgl.py` (``plot_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.207
+     - 00:00.208
      - 0.0
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt
index b3001b5fd70..6e68db0cee4 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt
@@ -112,7 +112,7 @@ Here is an example YAML file using the model:
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:38.860015'
+        date: '2024-10-07T14:32:54.015618'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt
index d44f774b0da..0709da71a3b 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt
@@ -122,7 +122,7 @@ Here is an example YAML file using the model:
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:39.093404'
+        date: '2024-10-07T14:32:54.250131'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt
index 03db3da5d2e..629a5d6d9fa 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt
@@ -121,7 +121,7 @@ Here is an example YAML file using the model:
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:39.325381'
+        date: '2024-10-07T14:32:54.486637'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt
index 55bbe72f743..78c54f0a9c3 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt
@@ -133,7 +133,7 @@ Here is an example YAML file using the model:
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:39.562175'
+        date: '2024-10-07T14:32:54.724385'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt
index 72159a7f836..4ce43f733c9 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt
@@ -117,12 +117,12 @@ Here is an example YAML file using the model:
                 value: 0.5
                 unit: d-1
             -   name: t_ref
-                value: 60590.485181548866
+                value: 60590.5061904183
                 unit: d
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:39.791005'
+        date: '2024-10-07T14:32:54.955378'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt
index 63e22b2c971..bd3111393dc 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt
@@ -113,7 +113,7 @@ Here is an example YAML file using the model:
             -   name: alpha
                 value: -2.0
             -   name: t_ref
-                value: 60590.48518422674
+                value: 60590.50619309456
                 unit: d
             -   name: t0
                 value: 1.0
@@ -121,7 +121,7 @@ Here is an example YAML file using the model:
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:40.113141'
+        date: '2024-10-07T14:32:55.276397'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt
index e0c87ac3358..69240f0148f 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt
@@ -119,12 +119,12 @@ Here is an example YAML file using the model:
                 value: 0.7853981633974483
                 unit: d-1 rad
             -   name: t_ref
-                value: 60590.48518784574
+                value: 60590.50619665744
                 unit: d
             scale: utc
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:40.337657'
+        date: '2024-10-07T14:32:55.498874'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt
index b4923196d8e..e547f06babe 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt
@@ -128,7 +128,7 @@ Here is an example YAML file using the model:
             filename: /home/runner/work/gammapy-docs/gammapy-docs/gammapy-datasets/dev/tests/phasecurve_LSI_DC.fits
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:40.585037'
+        date: '2024-10-07T14:32:55.743168'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt
index 40deaa21ced..51f68aa4afe 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt
@@ -119,7 +119,7 @@ Here is an example YAML file using the model:
             unit: ''
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: '2024-10-07T14:02:40.828199'
+        date: '2024-10-07T14:32:55.994141'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt
index 1de5b86ffc1..4527fc018f6 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.715** total execution time for 9 files **from user-guide/model-gallery/temporal**:
+**00:01.559** total execution time for 9 files **from user-guide/model-gallery/temporal**:
 
 .. container::
 
@@ -33,19 +33,19 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``plot_constant_temporal.py``)
-     - 00:00.716
+     - 00:00.562
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``plot_powerlaw_temporal.py``)
-     - 00:00.198
+     - 00:00.195
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_phase_temporal.py` (``plot_template_phase_temporal.py``)
      - 00:00.125
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``plot_template_temporal.py``)
-     - 00:00.123
+     - 00:00.124
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``plot_generalized_gaussian_temporal.py``)
-     - 00:00.113
+     - 00:00.115
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``plot_gaussian_temporal.py``)
      - 00:00.112
@@ -57,5 +57,5 @@ Computation times
      - 00:00.110
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``plot_linear_temporal.py``)
-     - 00:00.107
+     - 00:00.105
      - 0.0
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html b/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
index 0ccd31ca3c1..c7040446e03 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
@@ -954,7 +954,7 @@
 <h1>MapDatasetMetaData<a class="headerlink" href="#mapdatasetmetadata" title="Link to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="gammapy.datasets.MapDatasetMetaData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.datasets.</span></span><span class="sig-name descname"><span class="pre">MapDatasetMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:02:20.271593&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">obs_info:</span> <span class="pre">~gammapy.utils.metadata.ObsInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.ObsInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointing:</span> <span class="pre">~gammapy.utils.metadata.PointingInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.PointingInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">event_type:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">list[str]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/datasets/metadata.html#MapDatasetMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.datasets.MapDatasetMetaData" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.datasets.</span></span><span class="sig-name descname"><span class="pre">MapDatasetMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:32:35.195498&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">obs_info:</span> <span class="pre">~gammapy.utils.metadata.ObsInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.ObsInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointing:</span> <span class="pre">~gammapy.utils.metadata.PointingInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.PointingInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">event_type:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">list[str]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/datasets/metadata.html#MapDatasetMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.datasets.MapDatasetMetaData" title="Link to this definition">#</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">MetaData</span></code></p>
 <p>Metadata containing information about the Dataset.</p>
 <dl class="field-list">
@@ -1113,7 +1113,7 @@ <h1>MapDatasetMetaData<a class="headerlink" href="#mapdatasetmetadata" title="Li
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="gammapy.datasets.MapDatasetMetaData.model_fields">
-<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'creation':</span> <span class="pre">FieldInfo(annotation=Union[CreatorMetaData,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e',</span> <span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:02:20.271593&gt;,</span> <span class="pre">origin=None)),</span> <span class="pre">'event_type':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">list[str],</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'obs_info':</span> <span class="pre">FieldInfo(annotation=Union[ObsInfoMetaData,</span> <span class="pre">list[ObsInfoMetaData],</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'optional':</span> <span class="pre">FieldInfo(annotation=Union[dict,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'pointing':</span> <span class="pre">FieldInfo(annotation=Union[PointingInfoMetaData,</span> <span class="pre">list[PointingInfoMetaData],</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None)}</span></em><a class="headerlink" href="#gammapy.datasets.MapDatasetMetaData.model_fields" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'creation':</span> <span class="pre">FieldInfo(annotation=Union[CreatorMetaData,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e',</span> <span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:32:35.195498&gt;,</span> <span class="pre">origin=None)),</span> <span class="pre">'event_type':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">list[str],</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'obs_info':</span> <span class="pre">FieldInfo(annotation=Union[ObsInfoMetaData,</span> <span class="pre">list[ObsInfoMetaData],</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'optional':</span> <span class="pre">FieldInfo(annotation=Union[dict,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'pointing':</span> <span class="pre">FieldInfo(annotation=Union[PointingInfoMetaData,</span> <span class="pre">list[PointingInfoMetaData],</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None)}</span></em><a class="headerlink" href="#gammapy.datasets.MapDatasetMetaData.model_fields" title="Link to this definition">#</a></dt>
 <dd><p>Metadata about the fields defined on the model,
 mapping of field names to [<code class="xref py py-obj docutils literal notranslate"><span class="pre">FieldInfo</span></code>][pydantic.fields.FieldInfo] objects.</p>
 <p>This replaces <code class="xref py py-obj docutils literal notranslate"><span class="pre">Model.__fields__</span></code> from Pydantic V1.</p>
diff --git a/docs/dev/api/gammapy.estimators.FluxMetaData.html b/docs/dev/api/gammapy.estimators.FluxMetaData.html
index d209b4e13f1..e251eb70047 100644
--- a/docs/dev/api/gammapy.estimators.FluxMetaData.html
+++ b/docs/dev/api/gammapy.estimators.FluxMetaData.html
@@ -954,7 +954,7 @@
 <h1>FluxMetaData<a class="headerlink" href="#fluxmetadata" title="Link to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="gammapy.estimators.FluxMetaData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.estimators.</span></span><span class="sig-name descname"><span class="pre">FluxMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type_init:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqrt_ts_threshold_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_sensitivity:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target:</span> <span class="pre">~gammapy.utils.metadata.TargetMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:02:20.321351&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/estimators/metadata.html#FluxMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.estimators.FluxMetaData" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.estimators.</span></span><span class="sig-name descname"><span class="pre">FluxMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type_init:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqrt_ts_threshold_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_sensitivity:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target:</span> <span class="pre">~gammapy.utils.metadata.TargetMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:32:35.248829&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/estimators/metadata.html#FluxMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.estimators.FluxMetaData" title="Link to this definition">#</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">MetaData</span></code></p>
 <p>Metadata containing information about the FluxPoints and FluxMaps.</p>
 <dl class="field-list">
@@ -1119,7 +1119,7 @@ <h1>FluxMetaData<a class="headerlink" href="#fluxmetadata" title="Link to this h
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="gammapy.estimators.FluxMetaData.model_fields">
-<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'creation':</span> <span class="pre">FieldInfo(annotation=Union[CreatorMetaData,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e',</span> <span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:02:20.321351&gt;,</span> <span class="pre">origin=None)),</span> <span class="pre">'n_sigma':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'n_sigma_sensitivity':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'n_sigma_ul':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'optional':</span> <span class="pre">FieldInfo(annotation=Union[dict,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'sed_type':</span> <span class="pre">FieldInfo(annotation=Union[SEDTYPEEnum,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'sed_type_init':</span> <span class="pre">FieldInfo(annotation=Union[SEDTYPEEnum,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'sqrt_ts_threshold_ul':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'target':</span> <span class="pre">FieldInfo(annotation=Union[TargetMetaData,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None)}</span></em><a class="headerlink" href="#gammapy.estimators.FluxMetaData.model_fields" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'creation':</span> <span class="pre">FieldInfo(annotation=Union[CreatorMetaData,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=CreatorMetaData(creator='Gammapy</span> <span class="pre">1.3.dev1108+g3132bb30e',</span> <span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2024-10-07</span> <span class="pre">14:32:35.248829&gt;,</span> <span class="pre">origin=None)),</span> <span class="pre">'n_sigma':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'n_sigma_sensitivity':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'n_sigma_ul':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'optional':</span> <span class="pre">FieldInfo(annotation=Union[dict,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'sed_type':</span> <span class="pre">FieldInfo(annotation=Union[SEDTYPEEnum,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'sed_type_init':</span> <span class="pre">FieldInfo(annotation=Union[SEDTYPEEnum,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'sqrt_ts_threshold_ul':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'target':</span> <span class="pre">FieldInfo(annotation=Union[TargetMetaData,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None)}</span></em><a class="headerlink" href="#gammapy.estimators.FluxMetaData.model_fields" title="Link to this definition">#</a></dt>
 <dd><p>Metadata about the fields defined on the model,
 mapping of field names to [<code class="xref py py-obj docutils literal notranslate"><span class="pre">FieldInfo</span></code>][pydantic.fields.FieldInfo] objects.</p>
 <p>This replaces <code class="xref py py-obj docutils literal notranslate"><span class="pre">Model.__fields__</span></code> from Pydantic V1.</p>
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"api/gammapy.makers.DatasetsMaker", "api/gammapy.makers.FoVBackgroundMaker", "api/gammapy.makers.MAKER_REGISTRY", "api/gammapy.makers.Maker", "api/gammapy.makers.MapDatasetMaker", "api/gammapy.makers.PhaseBackgroundMaker", "api/gammapy.makers.ReflectedRegionsBackgroundMaker", "api/gammapy.makers.ReflectedRegionsFinder", "api/gammapy.makers.RegionsFinder", "api/gammapy.makers.RingBackgroundMaker", "api/gammapy.makers.SafeMaskMaker", "api/gammapy.makers.SpectrumDatasetMaker", "api/gammapy.makers.WobbleRegionsFinder", "api/gammapy.makers.utils.make_counts_rad_max", "api/gammapy.makers.utils.make_edisp_kernel_map", "api/gammapy.makers.utils.make_edisp_map", "api/gammapy.makers.utils.make_effective_livetime_map", "api/gammapy.makers.utils.make_map_background_irf", "api/gammapy.makers.utils.make_map_exposure_true_energy", "api/gammapy.makers.utils.make_observation_time_map", "api/gammapy.makers.utils.make_psf_map", "api/gammapy.makers.utils.make_theta_squared_table", "api/gammapy.maps.Geom", 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"api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY", "api/gammapy.modeling.models.ScaleSpectralModel", "api/gammapy.modeling.models.Shell2SpatialModel", "api/gammapy.modeling.models.ShellSpatialModel", "api/gammapy.modeling.models.SineTemporalModel", "api/gammapy.modeling.models.SkyModel", "api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel", "api/gammapy.modeling.models.SpatialModel", "api/gammapy.modeling.models.SpectralModel", "api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel", "api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel", "api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel", "api/gammapy.modeling.models.TEMPORAL_MODEL_REGISTRY", "api/gammapy.modeling.models.TemplateNDSpatialModel", "api/gammapy.modeling.models.TemplateNDSpectralModel", "api/gammapy.modeling.models.TemplateNPredModel", "api/gammapy.modeling.models.TemplatePhaseCurveTemporalModel", "api/gammapy.modeling.models.TemplateSpatialModel", 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"api/gammapy.stats.f_cash_root_cython", "api/gammapy.stats.get_wstat_gof_terms", "api/gammapy.stats.get_wstat_mu_bkg", "api/gammapy.stats.norm_bounds_cython", "api/gammapy.stats.structure_function", "api/gammapy.stats.wstat", "api/gammapy.utils.cluster.hierarchical_clustering", "api/gammapy.utils.cluster.standard_scaler", "api/gammapy.utils.coordinates.D_SUN_TO_GALACTIC_CENTER", "api/gammapy.utils.coordinates.cartesian", "api/gammapy.utils.coordinates.fov_to_sky", "api/gammapy.utils.coordinates.galactic", "api/gammapy.utils.coordinates.motion_since_birth", "api/gammapy.utils.coordinates.polar", "api/gammapy.utils.coordinates.sky_to_fov", "api/gammapy.utils.coordinates.velocity_glon_glat", "api/gammapy.utils.fits.HDULocation", "api/gammapy.utils.fits.LazyFitsData", "api/gammapy.utils.fits.earth_location_from_dict", "api/gammapy.utils.integrate.trapz_loglog", "api/gammapy.utils.interpolation.ScaledRegularGridInterpolator", "api/gammapy.utils.interpolation.interpolate_profile", 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481], "character": [290, 398, 460], "characterist": [21, 25, 27, 51, 52, 53, 54, 134, 288, 385, 439, 466, 570], "charg": [400, 547], "chatti": [374, 458], "cheat": 409, "check": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 82, 83, 86, 87, 88, 91, 102, 105, 106, 109, 110, 122, 124, 146, 147, 148, 154, 159, 162, 187, 188, 189, 190, 191, 192, 193, 194, 197, 198, 199, 200, 201, 202, 211, 213, 220, 242, 258, 297, 348, 350, 377, 390, 396, 400, 403, 404, 406, 407, 408, 411, 420, 425, 433, 446, 464, 465, 477, 491, 499, 511, 515, 524, 568, 571, 572], "check_limit": [210, 211, 212, 213], "check_random_st": 374, "check_tutorials_setup": [443, 445, 448, 449, 450, 451, 452, 453, 454, 456, 457, 458, 459, 460, 461, 462, 467, 468, 469, 470, 472, 473, 474, 476, 478, 479, 480, 481, 482, 484, 486, 487, 488, 489, 495, 496, 497], "checker": [431, 434], "checklist": 404, "checkout": [374, 377, 416, 456, 460, 482], "checksum": [83, 86, 88, 100, 101, 102, 105, 106, 107, 109, 110, 122, 124, 146, 147, 148, 154, 159, 162, 189, 190, 192, 196, 198, 201, 202, 208, 220, 242, 337, 340, 343, 440, 457, 487], "chen": 434, "cherenkov": [149, 387, 406, 411, 445, 448, 454, 467, 478, 486, 488, 520, 521, 570], "cherri": [374, 381, 388, 399], "chi": [287, 389, 572, 573, 574], "chi2": [101, 140, 386, 416, 448, 459, 469, 476, 507, 573], "chi2assym": 419, "child": 384, "children": [456, 464, 479, 495, 496], "chime": 377, "chisq": 287, "chisquar": 287, "chmod": 571, "choic": [133, 387, 391, 393, 400, 448, 449, 451, 453, 476, 488, 495, 512, 568, 571], "choos": [45, 77, 187, 188, 191, 193, 194, 197, 200, 271, 315, 374, 386, 388, 390, 394, 406, 408, 425, 446, 448, 452, 456, 458, 469, 474, 476, 478, 479, 481, 482, 483, 487, 496, 511, 571], "chose": [460, 487, 488, 573, 575], "chosen": [26, 146, 159, 162, 188, 189, 190, 198, 201, 202, 220, 229, 242, 374, 377, 389, 390, 393, 449, 468, 478, 479, 483, 484, 488, 495, 509, 519, 520, 524], "christoph": [379, 380, 381, 382, 383, 384, 385, 386, 388, 390, 391, 392, 393, 394, 413, 414, 415, 416, 417, 418, 419, 420, 426, 429, 430, 431, 432, 433, 434, 435], "chrome": [87, 91], "chromei": 427, "chunk": [148, 159, 162], "chunk_siz": [148, 159, 162], "ci": [374, 377, 381, 400, 404, 419, 425, 427, 430, 436], "circl": [83, 177, 371, 375, 388, 427, 448, 458, 469, 472, 478, 480, 483, 486, 496, 497, 508, 518, 520, 521, 524], "circle_area": 375, "circleannulusskyregion": [255, 256, 520], "circledast": 507, "circlepixelregion": 388, "circleskyregion": [102, 105, 109, 110, 171, 172, 176, 200, 221, 375, 388, 443, 445, 448, 450, 451, 454, 456, 458, 460, 461, 465, 468, 472, 474, 478, 480, 481, 496, 518, 520, 521, 524], "circular": [91, 102, 105, 176, 188, 190, 200, 385, 393, 395, 445, 450, 474, 483, 520, 524], "circumv": [19, 20, 26, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271], "cirelli": [26, 499], "citat": 403, "cite": [377, 400], "ckyahgqk": 456, "cl": [16, 84, 90, 102, 104, 109, 123, 401], 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468, 469, 470, 472, 473, 474, 476, 478, 479, 480, 481, 482, 484, 486, 487, 488, 489, 495, 496, 497, 571], "clip": [19, 20, 26, 187, 188, 191, 193, 194, 197, 199, 200, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 270, 271, 313, 418, 419, 452], "clockwis": [221, 229, 232, 528], "clone": [377, 407, 434], "close": [143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 188, 189, 190, 191, 192, 193, 194, 197, 198, 199, 200, 201, 202, 270, 349, 350, 351, 383, 388, 403, 428, 439, 440, 476, 556], "closer": 497, "closest": [117, 121, 125, 129, 132, 188, 189, 190, 192, 198, 201, 202, 475, 480, 509], "cloud": [404, 491], "cluster": [6, 96, 299, 300, 387, 439, 440, 442, 485, 491, 508, 511], "clutter": [456, 511], "cm": [19, 20, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 45, 51, 52, 53, 54, 67, 101, 124, 130, 132, 214, 218, 224, 226, 230, 237, 240, 247, 249, 258, 259, 262, 263, 264, 273, 359, 385, 397, 444, 445, 446, 448, 449, 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[87, 91], "col_b": [87, 91], "col_c": [87, 91], "col_d": [87, 91], "col_fit_deriv": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "col_label": 368, "collabor": [77, 364, 365, 379, 381, 383, 387, 427, 459, 487, 570], "colleagu": [377, 571], "collect": [196, 242, 374, 376, 401, 404, 432, 433, 449, 474, 481, 499, 508, 512, 516, 570, 575], "collis": 50, "colnam": [87, 91, 189, 190, 192, 198, 201, 202, 487, 497], "color": [101, 109, 110, 143, 144, 202, 363, 364, 365, 368, 371, 375, 443, 444, 446, 448, 449, 450, 451, 452, 454, 456, 458, 459, 462, 467, 470, 472, 475, 476, 478, 481, 483, 484, 511, 520, 524, 528, 529, 547, 556], "colorbar": [124, 143, 144, 146, 149, 150, 151, 156, 157, 158, 160, 202, 362, 368, 465, 476, 479], "colorblind": 511, "colorblind10": 511, "colormap": [363, 364, 365, 413, 426, 497], "colormap_hess": [395, 576], "colormap_milagro": 576, "colour": 436, "column": [41, 43, 44, 46, 47, 56, 83, 87, 91, 103, 108, 122, 124, 127, 138, 143, 144, 146, 170, 189, 190, 191, 192, 193, 194, 198, 199, 201, 202, 269, 290, 299, 344, 345, 346, 347, 367, 368, 371, 372, 374, 387, 389, 398, 436, 439, 440, 443, 460, 461, 470, 473, 479, 482, 486, 508, 511], "column_nam": 477, "column_prefix": 194, "columnclass": [87, 91], "columnspac": 371, "com": [134, 140, 297, 328, 329, 341, 377, 394, 403, 404, 407], "combin": [99, 101, 102, 105, 109, 110, 141, 175, 183, 189, 190, 192, 197, 198, 201, 202, 215, 258, 374, 380, 384, 385, 386, 387, 388, 389, 394, 397, 406, 418, 433, 439, 446, 451, 456, 457, 464, 469, 474, 476, 477, 478, 479, 480, 482, 488, 496, 497, 499, 501, 511, 518, 523, 539, 569, 570], "combined_ev": 508, "combining_and_defin": [443, 451, 453, 456, 458, 464, 469, 486], "come": [69, 377, 380, 381, 382, 383, 384, 388, 389, 390, 391, 393, 394, 399, 401, 403, 404, 421, 422, 425, 434, 435, 439, 448, 456, 464, 482, 486, 495, 571], "comma": [71, 72, 74, 75, 76, 78, 79, 80, 473], "command": [6, 13, 94, 101, 124, 150, 156, 158, 160, 373, 375, 377, 382, 383, 385, 390, 391, 404, 405, 406, 407, 408, 409, 415, 419, 430, 433, 434, 436, 460, 510, 569], "commensur": 202, "comment": [124, 374, 375, 379, 383, 387, 388, 390, 391, 393, 395, 397, 399, 400], "commit": [374, 377, 382, 388, 399, 400, 412, 413, 436], "committe": [379, 381, 399, 400], "commod": 400, "common": [95, 373, 374, 375, 377, 379, 380, 388, 390, 394, 395, 397, 398, 400, 407, 409, 410, 425, 427, 449, 450, 462, 473, 477, 480, 482, 495, 496, 499, 506, 509, 510, 524, 529, 571], "common_irf_head": 477, "commonli": [29, 83, 388, 392, 434, 462, 499, 568, 569, 571, 573, 576], "commun": [390, 396, 400, 403, 405, 411, 489], "comp": 473, "compact": [16, 84, 87, 90, 91, 104, 123], "compar": [87, 91, 125, 126, 129, 130, 143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 188, 189, 190, 192, 197, 198, 200, 201, 202, 207, 280, 374, 388, 391, 394, 422, 438, 439, 443, 444, 445, 448, 452, 456, 459, 462, 464, 465, 468, 473, 476, 478, 484, 487, 495, 506, 570, 572], "comparison": [86, 87, 91, 100, 129, 143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 188, 189, 190, 192, 194, 197, 198, 200, 201, 202, 331, 430, 501], "compat": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 189, 190, 192, 201, 202, 228, 379, 381, 385, 388, 397, 399, 401, 402, 410, 413, 415, 417, 434, 440, 479, 523], "compil": [377, 426], "complain": 377, "complaint": 392, "complement": 394, "complementari": [101, 448], "complet": [13, 16, 84, 90, 104, 123, 331, 374, 380, 384, 385, 386, 387, 388, 391, 392, 394, 398, 399, 400, 407, 412, 414, 415, 416, 417, 418, 419, 420, 421, 422, 425, 427, 430, 431, 432, 433, 434, 435, 456, 461, 476, 483, 491, 511, 516], "complex": [374, 375, 380, 384, 388, 389, 390, 396, 398, 410, 445, 448, 458, 461, 466, 469, 474, 479, 480, 482, 483, 487, 520], "complianc": [400, 436], "compliant": [189, 190, 192, 201, 202, 440, 570], "complic": [388, 524], "compon": [15, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 80, 81, 88, 102, 103, 105, 108, 109, 110, 129, 134, 161, 163, 197, 220, 242, 243, 258, 273, 385, 386, 387, 390, 396, 397, 415, 419, 421, 425, 433, 434, 444, 449, 450, 451, 453, 456, 457, 458, 459, 460, 461, 464, 465, 467, 468, 469, 473, 474, 475, 481, 482, 486, 487, 495, 496, 499, 507, 509, 511, 524, 527, 528, 529, 530, 531, 532, 533, 534, 535, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 558, 559, 560, 561, 562, 563, 564, 565, 566, 568, 570], "component_1": 385, "component_2": 385, "component_class": 473, "components_model": 80, "components_statu": 67, "compos": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 380, 400], "composit": [57, 70, 80, 312, 400, 432], "compound": [197, 204, 215, 332, 336, 388, 397, 442, 444, 462, 525, 557], "compoundmodel": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 427], "compoundpixelregion": 336, "compoundskymodel": 385, "compoundskyregion": [204, 332, 336], "compoundsourcemodel": 385, "compoundspectralmodel": [253, 397, 439, 444, 482, 487, 537, 539, 543, 546, 548, 551, 556], "compress": 382, "compris": 488, "compromis": [374, 379, 387, 484], "compton": [243, 421, 547], "compulsori": 482, "comput": [16, 19, 20, 23, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 83, 84, 86, 88, 90, 94, 96, 100, 101, 102, 104, 105, 109, 110, 117, 119, 121, 122, 123, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 135, 136, 138, 140, 143, 144, 145, 146, 147, 148, 149, 150, 151, 153, 154, 156, 157, 158, 159, 160, 161, 162, 164, 175, 176, 178, 181, 182, 183, 184, 186, 188, 189, 190, 192, 194, 197, 198, 199, 200, 201, 202, 203, 207, 214, 215, 218, 220, 222, 224, 225, 226, 230, 234, 236, 237, 239, 242, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 269, 271, 273, 274, 280, 281, 282, 284, 287, 288, 289, 290, 292, 296, 297, 300, 304, 305, 308, 374, 383, 384, 385, 386, 387, 388, 389, 392, 394, 395, 396, 397, 398, 402, 404, 406, 407, 411, 413, 415, 416, 417, 418, 421, 422, 424, 425, 426, 428, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 445, 450, 452, 456, 457, 461, 462, 466, 467, 468, 470, 472, 474, 475, 478, 481, 482, 483, 484, 487, 488, 489, 495, 497, 499, 507, 509, 511, 516, 520, 547, 569, 570, 571, 572, 573, 574, 575], "computation": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 207, 387, 388, 507], "compute_chisq": 432, "compute_differential_jfactor": 23, "compute_errn": [282, 284, 436, 573], "compute_errp": [282, 284, 573], "compute_flux_doubl": 134, "compute_fpp": 135, "compute_fvar": [136, 289], "compute_jfactor": [23, 472], "compute_lightcurve_doublingtim": 466, "compute_lightcurve_fpp": 466, "compute_lightcurve_fvar": 466, "compute_lima_map": 421, "compute_npr": 387, "compute_upper_limit": [282, 284], "computedfieldinfo": [16, 84, 90, 104, 123], "con": [374, 390], "concaten": [83, 86, 92, 191, 194, 386, 390, 396, 439, 479], "concentr": 333, "concept": [16, 84, 90, 104, 123, 394, 395, 401, 411, 472, 479, 512], "conception": [387, 396], "concern": [377, 379, 388, 390, 391, 393, 395, 397, 400, 425, 435, 488, 573], "conclud": 383, "concret": 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415, 416, 417, 418, 419, 420, 421, 422, 425, 427, 433, 434, 435], "ensembl": 93, "ensur": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 175, 195, 280, 374, 380, 385, 386, 397, 401, 407, 427, 443, 448, 468, 475, 480, 518, 523, 532], "enter": [211, 213, 220, 242, 410], "entir": [16, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 84, 87, 90, 91, 102, 104, 105, 109, 110, 123, 176, 445, 456, 459, 466], "entri": [43, 44, 87, 91, 94, 119, 122, 125, 126, 129, 130, 132, 207, 208, 220, 242, 280, 341, 374, 386, 394, 398, 401, 403, 406, 408, 425, 436, 445, 449, 473, 476, 479, 482, 483, 511, 512, 524], "entry_point": 426, "enum": [95, 152, 316, 317], "enumer": [448, 460, 473, 476, 481, 484], "env": [377, 391, 403, 405, 406, 408, 409, 434, 571], "envelop": [387, 476, 496], "environ": [11, 82, 339, 373, 374, 377, 381, 382, 386, 391, 394, 403, 404, 406, 407, 408, 409, 410, 414, 415, 417, 433, 434, 443, 445, 448, 449, 450, 451, 452, 453, 454, 456, 457, 458, 459, 460, 461, 462, 467, 468, 469, 470, 472, 473, 474, 476, 478, 479, 480, 481, 482, 484, 486, 487, 488, 489, 495, 496, 497, 571], "envis": 383, "envvar": 11, "eosc": 400, "episod": 134, "epoch": 357, "epsilon": [19, 20, 26, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271], "epsilon_": [102, 109, 507], "epsilon_k": [102, 109, 507], "epsmch": 476, "eq": 101, "eqcon": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "eqnarrai": 397, "equal": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 52, 117, 121, 125, 129, 132, 146, 194, 374, 384, 387, 435, 448, 467, 468, 480, 484, 507, 523, 574], "equat": [27, 263, 264, 289, 533, 534, 538, 541, 542, 544, 545, 549, 550, 552, 553, 554, 555, 573, 574], "equatori": [95, 152, 188, 189, 190, 192, 195, 197, 200, 201, 202, 477], "equival": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 122, 143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 187, 188, 189, 190, 192, 194, 197, 198, 200, 201, 202, 367, 375, 386, 387, 388, 397, 398, 439, 440, 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256, 258, 260, 266, 270], "even": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 200, 211, 213, 374, 377, 379, 381, 382, 388, 391, 392, 400, 401, 417, 467, 470, 475, 476, 478, 479, 480, 481, 482, 495, 507, 509, 533, 534, 571], "event": [82, 83, 84, 85, 86, 87, 88, 89, 90, 93, 103, 104, 108, 113, 121, 131, 148, 159, 162, 163, 170, 178, 189, 190, 192, 198, 201, 202, 219, 227, 231, 233, 234, 235, 250, 257, 269, 272, 331, 374, 375, 378, 380, 384, 386, 388, 389, 390, 401, 406, 410, 417, 418, 419, 421, 425, 426, 427, 432, 433, 434, 435, 436, 439, 440, 442, 445, 448, 449, 450, 454, 456, 457, 463, 469, 478, 488, 491, 493, 495, 496, 507, 511, 519, 520, 521, 569, 570, 573], "event_3fhl": 497, "event_class": [84, 487, 497], "event_det_coord": [103, 108], "event_fil": 88, "event_filt": 89, "event_filter_typ": 89, "event_id": [387, 486, 487, 497, 508], "event_list": [83, 374, 375, 387], "event_list_meta": [103, 108, 420], "event_sampl": [442, 460, 463], "event_sampling_nrg_depend_model": [442, 461, 463], "event_typ": [104, 487, 497], "eventlist": [84, 88, 103, 108, 178, 189, 190, 192, 198, 201, 202, 374, 375, 380, 387, 388, 389, 401, 410, 415, 422, 427, 429, 430, 431, 433, 434, 460, 461, 470, 479, 486, 487, 497, 511, 520], "eventlistbas": 89, "eventlistdataset": 434, "eventlistlat": 508, "eventlistmetadata": [83, 401], "events2": 83, "events_": 460, "events_0001": 460, "events_1": 508, "events_2": 508, "events_3fhl": 497, "events_bkg": 387, "events_gc_3fhl": 497, "events_list": 387, "events_path": [82, 460], "events_src": 387, "events_tot": 387, "events_vela": 470, "eventu": [374, 379, 390, 393, 394, 410, 482], "ever": 574, "everi": [188, 190, 202, 270, 374, 377, 382, 383, 384, 386, 390, 399, 401, 404, 445, 448, 479, 496, 571], "everyon": 379, "everyth": [374, 392, 393, 511], "everywher": [374, 388, 393, 394, 414], "evid": [134, 473], "evolut": [50, 52, 53, 222, 380, 394, 442, 463, 491, 504, 505, 507, 508, 516, 519, 523, 525], "evolv": [28, 29, 30, 35, 36, 39, 40, 50, 52, 53, 222, 391, 394, 401, 461, 477], "evt_sampl": 460, "ex": [11, 479, 481, 482], "exact": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 91, 392, 479, 487], "exactli": [117, 121, 125, 129, 132, 194, 369, 448, 450, 468, 470, 480, 484, 487, 507, 524], "exagger": 365, "examin": [400, 515], "exampl": [11, 19, 20, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 66, 67, 80, 82, 83, 85, 86, 87, 88, 89, 91, 94, 96, 99, 101, 102, 105, 109, 110, 111, 114, 115, 116, 117, 119, 121, 122, 124, 126, 128, 129, 130, 131, 132, 134, 138, 139, 141, 142, 144, 146, 148, 149, 150, 151, 157, 159, 162, 169, 172, 174, 187, 188, 189, 190, 191, 192, 193, 194, 195, 197, 198, 199, 200, 201, 202, 207, 211, 213, 234, 240, 271, 274, 280, 283, 299, 300, 321, 325, 331, 341, 353, 354, 359, 362, 364, 365, 367, 369, 371, 374, 375, 377, 379, 382, 384, 385, 386, 387, 388, 389, 390, 391, 392, 394, 397, 400, 401, 402, 406, 407, 408, 410, 414, 416, 419, 422, 425, 426, 427, 430, 432, 433, 434, 440, 442, 443, 444, 445, 446, 447, 448, 449, 450, 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425], "expand_map": 129, "expans": [50, 52, 53], "expcutoffpowerlaw": 543, "expcutoffpowerlaw3fglspectralmodel": [253, 397, 446, 482, 542], "expcutoffpowerlawnormspectralmodel": [226, 253, 440, 482, 543], "expcutoffpowerlawspectralmodel": [19, 20, 26, 80, 214, 215, 218, 222, 224, 225, 230, 236, 237, 239, 243, 245, 247, 248, 249, 253, 254, 259, 261, 262, 263, 264, 267, 271, 397, 446, 448, 456, 482, 541, 547], "expdecai": [227, 442, 525, 567], "expdecay_model": [460, 559], "expdecaytemporalmodel": [265, 397, 421, 425, 460, 469, 482, 559], "expect": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 105, 108, 110, 122, 174, 179, 180, 185, 200, 282, 283, 284, 285, 287, 291, 298, 331, 374, 379, 387, 389, 390, 391, 394, 399, 401, 443, 445, 450, 451, 452, 454, 460, 461, 466, 467, 472, 476, 479, 480, 484, 487, 489, 507, 509, 572, 573, 574], "expens": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 448, 461], "experi": [377, 379, 383, 385, 389, 402, 404, 433, 499, 570, 575], "experienc": [383, 409], 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159, 162, 189, 190, 192, 196, 198, 201, 202, 208, 220, 242, 337, 340, 343, 440, 457, 487], "chen": 434, "cherenkov": [149, 387, 406, 411, 445, 448, 454, 467, 478, 486, 488, 520, 521, 570], "cherri": [374, 381, 388, 399], "chi": [287, 389, 572, 573, 574], "chi2": [101, 140, 386, 416, 448, 459, 469, 476, 507, 573], "chi2assym": 419, "child": 384, "children": [456, 464, 479, 495, 496], "chime": 377, "chisq": 287, "chisquar": 287, "chmod": 571, "choic": [133, 387, 391, 393, 400, 448, 449, 451, 453, 476, 488, 495, 512, 568, 571], "choos": [45, 77, 187, 188, 191, 193, 194, 197, 200, 271, 315, 374, 386, 388, 390, 394, 406, 408, 425, 446, 448, 452, 456, 458, 469, 474, 476, 478, 479, 481, 482, 483, 487, 496, 511, 571], "chose": [460, 487, 488, 573, 575], "chosen": [26, 146, 159, 162, 188, 189, 190, 198, 201, 202, 220, 229, 242, 374, 377, 389, 390, 393, 449, 468, 478, 479, 483, 484, 488, 495, 509, 519, 520, 524], "christoph": [379, 380, 381, 382, 383, 384, 385, 386, 388, 390, 391, 392, 393, 394, 413, 414, 415, 416, 417, 418, 419, 420, 426, 429, 430, 431, 432, 433, 434, 435], "chrome": [87, 91], "chromei": 427, "chunk": [148, 159, 162], "chunk_siz": [148, 159, 162], "ci": [374, 377, 381, 400, 404, 419, 425, 427, 430, 436], "circl": [83, 177, 371, 375, 388, 427, 448, 458, 469, 472, 478, 480, 483, 486, 496, 497, 508, 518, 520, 521, 524], "circle_area": 375, "circleannulusskyregion": [255, 256, 520], "circledast": 507, "circlepixelregion": 388, "circleskyregion": [102, 105, 109, 110, 171, 172, 176, 200, 221, 375, 388, 443, 445, 448, 450, 451, 454, 456, 458, 460, 461, 465, 468, 472, 474, 478, 480, 481, 496, 518, 520, 521, 524], "circular": [91, 102, 105, 176, 188, 190, 200, 385, 393, 395, 445, 450, 474, 483, 520, 524], "circumv": [19, 20, 26, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271], "cirelli": [26, 499], "citat": 403, "cite": [377, 400], "cl": [16, 84, 90, 102, 104, 109, 123, 401], "clabel": 476, 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453, 456, 457, 458, 459, 460, 461, 464, 469, 470, 472, 473, 475, 476, 482, 484, 486, 487, 495, 497, 504, 505, 509, 511, 527, 528, 529, 530, 532, 533, 534, 535, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 558, 559, 560, 561, 562, 563, 564, 565, 566, 570], "cm2": [51, 54, 67, 107, 124, 139, 149, 202, 274, 359, 443, 444, 446, 448, 449, 451, 452, 456, 457, 458, 460, 461, 464, 465, 467, 468, 469, 470, 472, 473, 474, 475, 479, 481, 482, 484, 487, 495, 496, 497, 509, 524, 540, 543, 546, 551, 556], "cm3": [17, 18, 19, 21, 22, 24, 25, 27, 52, 472], "cm5": 472, "cmap": [102, 105, 109, 110, 364, 365, 450, 456, 472, 479, 481, 487, 488, 495, 496, 520], "cmb": 547, "co": [53, 195, 399, 400, 443, 528, 529, 530], "coadd": [189, 190, 192, 198, 201, 202], "coars": 474, "coarser": [194, 199, 474], "codaci": 404, "codata": 52, "code": [19, 20, 26, 82, 83, 87, 91, 146, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271, 369, 377, 378, 379, 381, 382, 384, 387, 388, 389, 390, 391, 392, 393, 394, 395, 397, 398, 399, 400, 401, 407, 410, 413, 416, 417, 419, 420, 421, 422, 425, 427, 430, 431, 432, 433, 434, 436, 439, 443, 444, 445, 446, 448, 449, 450, 451, 452, 453, 454, 456, 457, 458, 459, 460, 461, 462, 464, 465, 466, 467, 468, 469, 470, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 486, 487, 488, 489, 491, 493, 495, 496, 497, 499, 511, 518, 525, 527, 528, 529, 530, 531, 532, 533, 534, 535, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 558, 559, 560, 561, 562, 563, 564, 565, 566, 568, 571], "codebas": [375, 391, 413, 432, 434], "codemeta": 427, "codespel": 425, "codestyl": 377, "coeffici": [127, 235, 239, 537], "coerce_numbers_to_str": 104, "coerce_unit": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "coincid": 466, "col": [87, 91, 425], "col0": [87, 91], "col1": [87, 91], "col2": [87, 91], "col_b": [87, 91], "col_c": [87, 91], "col_d": [87, 91], "col_fit_deriv": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "col_label": 368, "collabor": [77, 364, 365, 379, 381, 383, 387, 427, 459, 487, 570], "colleagu": [377, 571], "collect": [196, 242, 374, 376, 401, 404, 432, 433, 449, 474, 481, 499, 508, 512, 516, 570, 575], "collis": 50, "colnam": [87, 91, 189, 190, 192, 198, 201, 202, 487, 497], "color": [101, 109, 110, 143, 144, 202, 363, 364, 365, 368, 371, 375, 443, 444, 446, 448, 449, 450, 451, 452, 454, 456, 458, 459, 462, 467, 470, 472, 475, 476, 478, 481, 483, 484, 511, 520, 524, 528, 529, 547, 556], "colorbar": [124, 143, 144, 146, 149, 150, 151, 156, 157, 158, 160, 202, 362, 368, 465, 476, 479], "colorblind": 511, "colorblind10": 511, "colormap": [363, 364, 365, 413, 426, 497], "colormap_hess": [395, 576], "colormap_milagro": 576, "colour": 436, "column": [41, 43, 44, 46, 47, 56, 83, 87, 91, 103, 108, 122, 124, 127, 138, 143, 144, 146, 170, 189, 190, 191, 192, 193, 194, 198, 199, 201, 202, 269, 290, 299, 344, 345, 346, 347, 367, 368, 371, 372, 374, 387, 389, 398, 436, 439, 440, 443, 460, 461, 470, 473, 479, 482, 486, 508, 511], "column_nam": 477, "column_prefix": 194, "columnclass": [87, 91], "columnspac": 371, "com": [134, 140, 297, 328, 329, 341, 377, 394, 403, 404, 407], "combin": [99, 101, 102, 105, 109, 110, 141, 175, 183, 189, 190, 192, 197, 198, 201, 202, 215, 258, 374, 380, 384, 385, 386, 387, 388, 389, 394, 397, 406, 418, 433, 439, 446, 451, 456, 457, 464, 469, 474, 476, 477, 478, 479, 480, 482, 488, 496, 497, 499, 501, 511, 518, 523, 539, 569, 570], "combined_ev": 508, "combining_and_defin": [443, 451, 453, 456, 458, 464, 469, 486], "come": [69, 377, 380, 381, 382, 383, 384, 388, 389, 390, 391, 393, 394, 399, 401, 403, 404, 421, 422, 425, 434, 435, 439, 448, 456, 464, 482, 486, 495, 571], "comma": [71, 72, 74, 75, 76, 78, 79, 80, 473], "command": [6, 13, 94, 101, 124, 150, 156, 158, 160, 373, 375, 377, 382, 383, 385, 390, 391, 404, 405, 406, 407, 408, 409, 415, 419, 430, 433, 434, 436, 460, 510, 569], "commensur": 202, "comment": [124, 374, 375, 379, 383, 387, 388, 390, 391, 393, 395, 397, 399, 400], "commit": [374, 377, 382, 388, 399, 400, 412, 413, 436], "committe": [379, 381, 399, 400], "commod": 400, "common": [95, 373, 374, 375, 377, 379, 380, 388, 390, 394, 395, 397, 398, 400, 407, 409, 410, 425, 427, 449, 450, 462, 473, 477, 480, 482, 495, 496, 499, 506, 509, 510, 524, 529, 571], "common_irf_head": 477, "commonli": [29, 83, 388, 392, 434, 462, 499, 568, 569, 571, 573, 576], "commun": [390, 396, 400, 403, 405, 411, 489], "comp": 473, "compact": [16, 84, 87, 90, 91, 104, 123], "compar": [87, 91, 125, 126, 129, 130, 143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 188, 189, 190, 192, 197, 198, 200, 201, 202, 207, 280, 374, 388, 391, 394, 422, 438, 439, 443, 444, 445, 448, 452, 456, 459, 462, 464, 465, 468, 473, 476, 478, 484, 487, 495, 506, 570, 572], "comparison": [86, 87, 91, 100, 129, 143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 188, 189, 190, 192, 194, 197, 198, 200, 201, 202, 331, 430, 501], "compat": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 189, 190, 192, 201, 202, 228, 379, 381, 385, 388, 397, 399, 401, 402, 410, 413, 415, 417, 434, 440, 479, 523], "compil": [377, 426], "complain": 377, "complaint": 392, "complement": 394, "complementari": [101, 448], "complet": [13, 16, 84, 90, 104, 123, 331, 374, 380, 384, 385, 386, 387, 388, 391, 392, 394, 398, 399, 400, 407, 412, 414, 415, 416, 417, 418, 419, 420, 421, 422, 425, 427, 430, 431, 432, 433, 434, 435, 456, 461, 476, 483, 491, 511, 516], "complex": [374, 375, 380, 384, 388, 389, 390, 396, 398, 410, 445, 448, 458, 461, 466, 469, 474, 479, 480, 482, 483, 487, 520], "complianc": [400, 436], "compliant": [189, 190, 192, 201, 202, 440, 570], "complic": [388, 524], "compon": [15, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 80, 81, 88, 102, 103, 105, 108, 109, 110, 129, 134, 161, 163, 197, 220, 242, 243, 258, 273, 385, 386, 387, 390, 396, 397, 415, 419, 421, 425, 433, 434, 444, 449, 450, 451, 453, 456, 457, 458, 459, 460, 461, 464, 465, 467, 468, 469, 473, 474, 475, 481, 482, 486, 487, 495, 496, 499, 507, 509, 511, 524, 527, 528, 529, 530, 531, 532, 533, 534, 535, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 558, 559, 560, 561, 562, 563, 564, 565, 566, 568, 570], "component_1": 385, "component_2": 385, "component_class": 473, "components_model": 80, "components_statu": 67, "compos": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 380, 400], "composit": [57, 70, 80, 312, 400, 432], "compound": [197, 204, 215, 332, 336, 388, 397, 442, 444, 462, 525, 557], "compoundmodel": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 427], "compoundpixelregion": 336, "compoundskymodel": 385, "compoundskyregion": [204, 332, 336], "compoundsourcemodel": 385, "compoundspectralmodel": [253, 397, 439, 444, 482, 487, 537, 539, 543, 546, 548, 551, 556], "compress": 382, "compris": 488, "compromis": [374, 379, 387, 484], "compton": [243, 421, 547], "compulsori": 482, "comput": [16, 19, 20, 23, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 83, 84, 86, 88, 90, 94, 96, 100, 101, 102, 104, 105, 109, 110, 117, 119, 121, 122, 123, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 135, 136, 138, 140, 143, 144, 145, 146, 147, 148, 149, 150, 151, 153, 154, 156, 157, 158, 159, 160, 161, 162, 164, 175, 176, 178, 181, 182, 183, 184, 186, 188, 189, 190, 192, 194, 197, 198, 199, 200, 201, 202, 203, 207, 214, 215, 218, 220, 222, 224, 225, 226, 230, 234, 236, 237, 239, 242, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 269, 271, 273, 274, 280, 281, 282, 284, 287, 288, 289, 290, 292, 296, 297, 300, 304, 305, 308, 374, 383, 384, 385, 386, 387, 388, 389, 392, 394, 395, 396, 397, 398, 402, 404, 406, 407, 411, 413, 415, 416, 417, 418, 421, 422, 424, 425, 426, 428, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 445, 450, 452, 456, 457, 461, 462, 466, 467, 468, 470, 472, 474, 475, 478, 481, 482, 483, 484, 487, 488, 489, 495, 497, 499, 507, 509, 511, 516, 520, 547, 569, 570, 571, 572, 573, 574, 575], "computation": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 207, 387, 388, 507], "compute_chisq": 432, "compute_differential_jfactor": 23, "compute_errn": [282, 284, 436, 573], "compute_errp": [282, 284, 573], "compute_flux_doubl": 134, "compute_fpp": 135, "compute_fvar": [136, 289], "compute_jfactor": [23, 472], "compute_lightcurve_doublingtim": 466, "compute_lightcurve_fpp": 466, "compute_lightcurve_fvar": 466, "compute_lima_map": 421, "compute_npr": 387, "compute_upper_limit": [282, 284], "computedfieldinfo": [16, 84, 90, 104, 123], "con": [374, 390], "concaten": [83, 86, 92, 191, 194, 386, 390, 396, 439, 479], "concentr": 333, "concept": [16, 84, 90, 104, 123, 394, 395, 401, 411, 472, 479, 512], "conception": [387, 396], "concern": [377, 379, 388, 390, 391, 393, 395, 397, 400, 425, 435, 488, 573], "conclud": 383, "concret": [16, 84, 90, 104, 123, 391, 394], "conda": [373, 377, 381, 382, 391, 394, 399, 403, 404, 406, 407, 408, 409, 410, 415, 417, 433, 434, 571], "condit": [52, 53, 142, 194, 211, 213, 220, 242, 398, 402, 422, 443, 448, 451, 461, 473, 480, 481, 483, 488, 507, 516], "conduct": [436, 469], "cone": [91, 388, 449, 483, 495, 496, 511], "conesearch": 390, "conf": [87, 91, 374, 375, 404, 416, 431], "conf_1d": 467, "conf_3d": 467, "conf_max": [210, 212], "conf_min": [210, 212], "confid": [121, 207, 210, 212, 282, 284, 385, 392, 416, 421, 435, 570, 573], "confidence_opt": [207, 475], "config": [15, 16, 84, 90, 104, 123, 373, 375, 380, 382, 383, 390, 391, 394, 401, 406, 408, 418, 419, 420, 425, 433, 449, 456, 495, 568], "config_dict": 495, "config_joint": 456, "config_paramet": [117, 119, 120, 121, 125, 126, 128, 129, 130, 131, 132], "config_stack": 456, "config_str": 16, "configdict": [16, 84, 90, 104, 123], "configpars": 431, "configur": [11, 15, 16, 46, 84, 87, 90, 91, 101, 104, 109, 110, 117, 119, 120, 121, 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425, 433, 456], "consist": [74, 91, 95, 122, 124, 147, 148, 159, 162, 189, 190, 192, 201, 202, 229, 232, 374, 384, 385, 387, 388, 389, 394, 401, 418, 419, 420, 421, 422, 429, 433, 434, 436, 438, 439, 440, 449, 450, 451, 452, 459, 464, 469, 476, 478, 479, 482, 484, 495, 545, 547, 572], "consol": [374, 571], "consortium": [401, 486], "const": [216, 217, 218, 219, 397, 461, 482, 540, 558], "const3d": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "const_norm": 397, "constant": [50, 51, 52, 53, 102, 109, 117, 149, 189, 190, 192, 198, 200, 201, 202, 216, 217, 218, 219, 221, 233, 235, 330, 387, 388, 393, 433, 442, 467, 487, 504, 507, 525, 536, 557, 567, 570, 574], "constant_model": 558, "constantmodel": 435, "constantnormspectralmodel": 397, "constantspatialmodel": [252, 397, 482, 487, 527], "constantspectralmodel": [253, 397, 461, 482, 540], "constanttemporalmodel": [265, 397, 418, 482, 558], "constitu": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "constitut": 474, "constrain": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 400, 444, 453, 457, 478, 484, 518], "constraint": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 511], "construct": [16, 84, 90, 104, 123, 194, 236, 237, 339, 524, 570], "constructor": [187, 188, 189, 190, 192, 194, 197, 198, 199, 200, 201, 202, 439, 496, 522], "consult": 409, "consum": [476, 511], "contact": [376, 381, 383, 400, 409, 411, 414, 415, 416, 430, 433], "contain": [13, 16, 19, 20, 26, 57, 59, 63, 67, 69, 82, 83, 84, 86, 87, 88, 90, 91, 92, 95, 96, 100, 101, 102, 104, 105, 108, 109, 110, 112, 122, 123, 124, 132, 133, 138, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 153, 154, 156, 157, 158, 159, 160, 161, 162, 163, 164, 169, 171, 174, 176, 181, 184, 186, 187, 188, 189, 190, 192, 193, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 207, 211, 214, 215, 216, 217, 218, 219, 220, 221, 222, 224, 225, 226, 227, 229, 230, 231, 232, 233, 234, 235, 236, 237, 239, 240, 242, 243, 244, 245, 246, 247, 248, 249, 250, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 266, 267, 269, 270, 271, 272, 288, 299, 300, 367, 369, 371, 372, 374, 377, 378, 380, 382, 383, 384, 387, 388, 389, 390, 391, 393, 394, 395, 396, 398, 400, 403, 404, 411, 415, 419, 420, 421, 422, 424, 425, 427, 428, 431, 432, 433, 434, 435, 439, 440, 443, 446, 448, 449, 450, 453, 456, 457, 460, 461, 464, 467, 468, 470, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 486, 487, 488, 489, 495, 496, 497, 499, 500, 502, 507, 508, 509, 511, 515, 519, 520, 523, 524, 525, 568, 570, 572, 573, 574], "containment_correct": [16, 102, 105, 176, 443, 448, 449, 450, 453, 454, 456, 458, 465, 467, 468, 470, 474, 478, 495], "containment_fract": 96, "containment_radiu": [150, 156, 158, 159, 160, 162, 443, 474, 477, 480], "containment_radius_map": [159, 162], "contains_pix": [187, 188, 197, 200], "contains_wcs_pix": 197, "contamin": [67, 454, 473, 480, 520], "content": [84, 90, 104, 123, 124, 189, 190, 192, 198, 201, 202, 337, 340, 374, 377, 379, 383, 389, 394, 401, 404, 419, 428, 433, 445, 479, 480, 486, 488, 508, 511, 522, 523], "content_typ": [16, 84, 90, 104, 123], "context": [16, 84, 87, 90, 91, 104, 123, 211, 213, 220, 242, 321, 352, 374, 389, 400, 404, 440, 479, 501], "contigu": [194, 199, 425], "continu": [194, 381, 383, 384, 387, 388, 390, 391, 393, 394, 399, 410, 413, 414, 417, 425, 430, 431, 432, 434, 448, 461, 465, 480, 523, 570], "continuous_upd": [456, 464, 479, 495, 496], "contour": [204, 207, 366, 383, 435], "contour_": 476, "contourf": 202, "contract": 400, "contrari": [375, 382], "contrast": [394, 570], "contrera": 435, "contribut": [100, 114, 116, 220, 228, 242, 258, 370, 374, 376, 383, 388, 396, 398, 404, 411, 414, 425, 427, 429, 478, 512, 547, 568, 571, 572], "contributes_to_stat": 100, "contributor": [374, 377, 394, 404, 412, 423, 424], "control": [83, 87, 91, 102, 105, 109, 110, 374, 387, 405, 407, 443, 472, 479, 484, 511, 573], "controversi": [374, 379, 380, 394], "conveni": [13, 122, 373, 374, 377, 384, 388, 396, 398, 405, 415, 417, 422, 425, 427, 432, 458, 465, 472, 473, 474, 479, 480, 481, 482, 486, 488, 497, 506, 510, 569], "convent": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 188, 189, 190, 192, 200, 201, 202, 396, 398, 417, 418, 421, 422, 436, 474, 478, 479, 482, 507, 509, 516, 523, 573], "converg": [402, 416, 437, 448, 450, 456, 465, 476, 507, 511, 518, 528], "convers": [84, 87, 90, 91, 104, 122, 123, 124, 379, 398, 401, 406, 408, 425, 438, 439, 440, 443, 524], "conversion_typ": [487, 497], "convert": [16, 19, 23, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 50, 83, 85, 86, 87, 91, 99, 101, 102, 105, 107, 109, 110, 122, 124, 127, 143, 144, 145, 146, 147, 148, 149, 150, 151, 153, 154, 156, 158, 159, 160, 161, 162, 172, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 206, 209, 210, 211, 212, 213, 220, 234, 242, 280, 298, 301, 302, 306, 319, 335, 355, 357, 358, 375, 380, 388, 389, 398, 401, 404, 426, 438, 439, 440, 443, 452, 454, 459, 465, 468, 469, 474, 475, 476, 480, 481, 486, 497, 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263, 264, 266, 267, 269, 270, 271, 280, 287, 290, 295, 321, 367, 378, 380, 383, 387, 388, 389, 390, 393, 396, 402, 406, 415, 416, 419, 420, 421, 422, 425, 426, 427, 431, 432, 433, 434, 436, 439, 440, 442, 443, 444, 448, 450, 454, 456, 457, 458, 461, 463, 468, 469, 470, 471, 474, 476, 480, 484, 485, 488, 491, 495, 496, 507, 508, 511, 521, 523, 568, 569, 570, 572, 574], "estimate_best_fit": [125, 126, 129, 130], "estimate_count": [125, 126, 129, 130], "estimate_energy_depend": 119, "estimate_errn_errp": [125, 126, 129, 130], "estimate_excess_map": 121, "estimate_exposure_reco_energi": 121, "estimate_fit_input_map": 132, "estimate_flux_default": 132, "estimate_flux_map": 132, "estimate_flux_point": [125, 126, 129], "estimate_kernel": [121, 132], "estimate_map": 117, "estimate_mask_default": [121, 132], "estimate_min_e2dnd": 131, "estimate_min_excess": 131, "estimate_npr": [125, 126, 129, 130], "estimate_npred_excess": [125, 126, 129], "estimate_pad_width": 132, "estimate_scan": [125, 126, 129, 130], "estimate_t": [125, 126, 129, 130], "estimate_time_bin_flux": 129, "estimate_ul": [125, 126, 129, 130], "estimator_result": [140, 470], "et": [26, 33, 59, 101, 133, 134, 149, 222, 289, 290, 292, 297, 384, 452, 459, 466, 499, 570], "eta": [232, 233, 255, 530, 534, 561], "eta_": 50, "eta_b": 50, "eta_rang": [530, 534], "etc": [105, 110, 122, 374, 379, 380, 384, 385, 386, 389, 390, 394, 395, 398, 400, 401, 422, 449, 451, 456, 464, 465, 467, 469, 470, 474, 479, 482, 484, 487, 495, 507, 520, 570], "etru": 477, "eu": 394, "euclidean": 299, "europ": 400, "ev": [475, 477, 511, 547], "ev2": 477, "evalu": [17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 68, 87, 91, 102, 105, 108, 109, 110, 143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 169, 176, 182, 197, 208, 209, 214, 215, 216, 217, 218, 219, 220, 221, 222, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 239, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 266, 267, 268, 269, 270, 271, 272, 314, 374, 379, 383, 389, 392, 393, 396, 397, 398, 402, 414, 415, 416, 418, 421, 425, 430, 431, 433, 434, 435, 436, 437, 438, 439, 440, 460, 461, 470, 477, 482, 484, 486, 487, 507, 529, 530, 537, 570, 573], "evaluate_contain": [150, 158, 160, 427], "evaluate_direct": [150, 158, 160], "evaluate_energy_flux": [248, 249], "evaluate_error": [19, 20, 26, 124, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271, 392], "evaluate_geom": [216, 217, 221, 228, 229, 232, 244, 246, 255, 256, 258, 260, 266, 270, 440, 482, 530], "evaluate_integr": [247, 248, 249], "evaluate_paramet": [150, 158, 160], "evaluation_bin_size_min": [216, 217, 221, 229, 232, 244, 246, 255, 256, 258, 260, 266, 270], "evaluation_radiu": [216, 217, 221, 229, 232, 244, 246, 255, 256, 258, 260, 266, 268, 270, 385, 386, 397, 482], "evaluation_region": [216, 217, 221, 229, 232, 244, 246, 255, 256, 258, 260, 266, 270], "even": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 200, 211, 213, 374, 377, 379, 381, 382, 388, 391, 392, 400, 401, 417, 467, 470, 475, 476, 478, 479, 480, 481, 482, 495, 507, 509, 533, 534, 571], "event": [82, 83, 84, 85, 86, 87, 88, 89, 90, 93, 103, 104, 108, 113, 121, 131, 148, 159, 162, 163, 170, 178, 189, 190, 192, 198, 201, 202, 219, 227, 231, 233, 234, 235, 250, 257, 269, 272, 331, 374, 375, 378, 380, 384, 386, 388, 389, 390, 401, 406, 410, 417, 418, 419, 421, 425, 426, 427, 432, 433, 434, 435, 436, 439, 440, 442, 445, 448, 449, 450, 454, 456, 457, 463, 469, 478, 488, 491, 493, 495, 496, 507, 511, 519, 520, 521, 569, 570, 573], "event_3fhl": 497, "event_class": [84, 487, 497], "event_det_coord": [103, 108], "event_fil": 88, "event_filt": 89, "event_filter_typ": 89, "event_id": [387, 486, 487, 497, 508], "event_list": [83, 374, 375, 387], "event_list_meta": [103, 108, 420], "event_sampl": [442, 460, 463], "event_sampling_nrg_depend_model": [442, 461, 463], "event_typ": [104, 487, 497], "eventlist": [84, 88, 103, 108, 178, 189, 190, 192, 198, 201, 202, 374, 375, 380, 387, 388, 389, 401, 410, 415, 422, 427, 429, 430, 431, 433, 434, 460, 461, 470, 479, 486, 487, 497, 511, 520], "eventlistbas": 89, "eventlistdataset": 434, "eventlistlat": 508, "eventlistmetadata": [83, 401], "events2": 83, "events_": 460, "events_0001": 460, "events_1": 508, "events_2": 508, "events_3fhl": 497, "events_bkg": 387, "events_gc_3fhl": 497, "events_list": 387, "events_path": [82, 460], "events_src": 387, "events_tot": 387, "events_vela": 470, "eventu": [374, 379, 390, 393, 394, 410, 482], "ever": 574, "everi": [188, 190, 202, 270, 374, 377, 382, 383, 384, 386, 390, 399, 401, 404, 445, 448, 479, 496, 571], "everyon": 379, "everyth": [374, 392, 393, 511], "everywher": [374, 388, 393, 394, 414], "evid": [134, 473], "evolut": [50, 52, 53, 222, 380, 394, 442, 463, 491, 504, 505, 507, 508, 516, 519, 523, 525], "evolv": [28, 29, 30, 35, 36, 39, 40, 50, 52, 53, 222, 391, 394, 401, 461, 477], "evt_sampl": 460, "ex": [11, 479, 481, 482], "exact": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 91, 392, 479, 487], "exactli": [117, 121, 125, 129, 132, 194, 369, 448, 450, 468, 470, 480, 484, 487, 507, 524], "exagger": 365, "examin": [400, 515], "exampl": [11, 19, 20, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 66, 67, 80, 82, 83, 85, 86, 87, 88, 89, 91, 94, 96, 99, 101, 102, 105, 109, 110, 111, 114, 115, 116, 117, 119, 121, 122, 124, 126, 128, 129, 130, 131, 132, 134, 138, 139, 141, 142, 144, 146, 148, 149, 150, 151, 157, 159, 162, 169, 172, 174, 187, 188, 189, 190, 191, 192, 193, 194, 195, 197, 198, 199, 200, 201, 202, 207, 211, 213, 234, 240, 271, 274, 280, 283, 299, 300, 321, 325, 331, 341, 353, 354, 359, 362, 364, 365, 367, 369, 371, 374, 375, 377, 379, 382, 384, 385, 386, 387, 388, 389, 390, 391, 392, 394, 397, 400, 401, 402, 406, 407, 408, 410, 414, 416, 419, 422, 425, 426, 427, 430, 432, 433, 434, 440, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 501, 502, 511, 513, 514, 515, 517, 522, 524, 525, 526, 536, 557, 565, 566, 567, 571, 573, 575, 576], "example_cub": 479, "example_cube_fgst": 479, "exce": 112, "except": [67, 69, 80, 87, 91, 102, 105, 109, 110, 165, 189, 190, 192, 198, 201, 202, 301, 371, 374, 385, 389, 393, 477, 481, 524], "excerpt": 489, "excess": [15, 67, 72, 102, 105, 109, 110, 118, 121, 122, 124, 125, 126, 129, 131, 135, 136, 140, 169, 282, 284, 289, 290, 372, 386, 389, 421, 422, 428, 433, 440, 443, 444, 448, 449, 451, 452, 453, 456, 458, 462, 464, 469, 470, 473, 474, 475, 478, 480, 481, 488, 495, 496, 509, 511], "excess_estim": 488, "excess_estimator_integr": 488, "excess_integr": 488, "excess_map": [16, 449, 453, 454, 456, 495], "excess_map_estim": 470, "excess_matching_signific": [424, 434], "excess_min": 142, "excess_r": 474, "excessestim": 398, "excessmapconfig": 16, "excessmapestim": [118, 138, 139, 140, 398, 421, 422, 423, 425, 428, 438, 440, 454, 456, 470, 475, 480, 488, 509], "excesspointsestim": 398, "excessprofileestim": [398, 422], "exchang": 388, "exclud": [16, 84, 90, 101, 102, 104, 105, 109, 110, 123, 128, 170, 172, 211, 213, 220, 242, 380, 437, 478, 480, 520, 521], "exclude_default": [16, 84, 90, 104, 123], "exclude_non": [16, 84, 90, 104, 123], "exclude_unset": [16, 84, 90, 104, 123], "exclus": [16, 83, 164, 166, 171, 172, 173, 174, 177, 188, 200, 380, 388, 390, 421, 423, 445, 453, 456, 478, 518, 520], "exclusion_mask": [164, 166, 171, 172, 173, 174, 177, 448, 454, 458, 478, 480, 496, 518, 520, 521], "exclusion_mask_2d": 478, "exclusion_mask_crab": [449, 495], "exclusion_radiu": 480, "exclusion_region": 448, "exclusionmask": 431, "execut": [11, 121, 125, 129, 130, 132, 374, 375, 377, 379, 381, 382, 383, 389, 390, 394, 404, 405, 406, 407, 408, 409, 410, 419, 427, 433, 442, 447, 455, 463, 471, 478, 479, 485, 487, 490, 491, 492, 494, 497, 498, 526, 536, 557, 567, 569], "exercis": [377, 390, 394, 400], "exhibit": 459, "exist": [11, 15, 16, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 88, 91, 99, 100, 101, 102, 105, 107, 109, 110, 122, 124, 147, 148, 154, 159, 162, 174, 187, 188, 189, 190, 192, 193, 196, 197, 198, 200, 201, 202, 208, 220, 234, 242, 266, 267, 268, 270, 343, 358, 374, 377, 379, 382, 383, 385, 386, 387, 388, 390, 391, 393, 394, 395, 397, 398, 400, 401, 406, 407, 410, 411, 414, 418, 419, 433, 434, 436, 439, 452, 454, 474, 479, 480, 482, 483, 487, 508, 523, 524, 572], "exist_ok": [448, 449, 456, 457, 460, 495, 496], "exit": [11, 15, 87, 91, 211, 213, 220, 242, 415, 535, 571], "exot": 391, "exp": [21, 28, 29, 30, 31, 32, 35, 36, 39, 40, 149, 227, 230, 237, 248, 249, 262, 375, 397, 469, 482, 529, 530, 537, 541, 542, 543, 544, 553, 554, 555, 559, 560, 561, 574], "expand": [129, 339, 384, 425], "expand_map": 129, "expans": [50, 52, 53], "expcutoffpowerlaw": 543, "expcutoffpowerlaw3fglspectralmodel": [253, 397, 446, 482, 542], "expcutoffpowerlawnormspectralmodel": [226, 253, 440, 482, 543], "expcutoffpowerlawspectralmodel": [19, 20, 26, 80, 214, 215, 218, 222, 224, 225, 230, 236, 237, 239, 243, 245, 247, 248, 249, 253, 254, 259, 261, 262, 263, 264, 267, 271, 397, 446, 448, 456, 482, 541, 547], "expdecai": [227, 442, 525, 567], "expdecay_model": [460, 559], "expdecaytemporalmodel": [265, 397, 421, 425, 460, 469, 482, 559], "expect": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 105, 108, 110, 122, 174, 179, 180, 185, 200, 282, 283, 284, 285, 287, 291, 298, 331, 374, 379, 387, 389, 390, 391, 394, 399, 401, 443, 445, 450, 451, 452, 454, 460, 461, 466, 467, 472, 476, 479, 480, 484, 487, 489, 507, 509, 572, 573, 574], "expens": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 448, 461], "experi": [377, 379, 383, 385, 389, 402, 404, 433, 499, 570, 575], "experienc": [383, 409], "experiment": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 390, 571], "expert": 394, "expertis": 391, "expfactor": [263, 264, 554, 555], "expir": 387, "explain": [87, 91, 374, 377, 379, 388, 391, 393, 394, 400, 404, 406, 408, 419, 425, 443, 448, 450, 472, 476, 480, 482, 511, 569, 571], "explan": [117, 121, 125, 129, 132, 379, 411, 466, 575], "explicit": [87, 91, 188, 190, 374, 375, 390, 392, 398, 523, 575], "explicitli": [16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 84, 90, 104, 123, 143, 144, 145, 146, 149, 150, 151, 153, 156, 158, 160, 161, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271, 301, 384, 396, 405, 415, 461, 481, 509, 523, 575], "explor": [189, 190, 192, 198, 201, 202, 382, 390, 410, 442, 448, 453, 456, 459, 462, 463, 465, 466, 467, 468, 473, 474, 481, 488, 489, 495, 497, 507, 508, 509, 511, 519, 520, 523, 568], "explos": 52, "expomap": 387, "expon": [397, 482], "exponenti": [28, 30, 36, 39, 40, 77, 224, 225, 226, 227, 262, 263, 264, 375, 385, 419, 442, 456, 460, 469, 525, 557], "exponentialcutoffpowerlaw": 547, "export": [84, 87, 90, 91, 102, 104, 105, 122, 123, 124, 377, 398, 401, 406, 408, 419, 429, 436, 437, 440, 449, 482, 488, 489, 495], "expos": [6, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 383, 388, 389, 390, 393, 394, 438, 440, 479, 491, 509, 510, 569], "exposur": [16, 83, 88, 102, 105, 106, 108, 109, 110, 121, 132, 137, 147, 148, 154, 157, 159, 162, 164, 169, 176, 179, 180, 181, 183, 184, 185, 258, 293, 296, 298, 380, 383, 384, 385, 386, 387, 398, 417, 422, 430, 432, 433, 434, 436, 443, 444, 445, 448, 449, 450, 451, 452, 453, 454, 456, 458, 460, 461, 464, 465, 468, 469, 474, 478, 479, 480, 488, 495, 496, 507, 516, 519, 524, 573], "exposure_geom": 148, "exposure_hdu": [147, 148, 154, 159, 162], "exposure_hdu_band": [147, 148, 154, 159, 162], "exposure_hpx": 487, "exposure_map": [147, 148, 154, 159, 162, 179, 180, 185, 477], "exposure_max": 474, "exposure_min": 474, "exposure_tim": 387, "express": [121, 134, 282, 284, 385, 397, 398, 440, 454, 476, 477, 482, 484, 507, 523, 530, 572, 573, 574], "exptest": 431, "extend": [15, 19, 20, 26, 69, 72, 87, 91, 92, 100, 164, 191, 194, 202, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 242, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271, 283, 381, 385, 386, 387, 388, 394, 396, 397, 398, 401, 406, 418, 420, 425, 442, 447, 448, 452, 461, 467, 473, 479, 480, 481, 482, 487, 491, 507, 508, 519, 520, 568], "extended_archive_v18": 535, "extended_source_spectral_analysi": [442, 445, 447], "extens": [41, 146, 189, 190, 192, 194, 201, 202, 216, 217, 220, 221, 229, 232, 242, 244, 246, 255, 256, 260, 266, 270, 376, 379, 380, 381, 382, 383, 385, 387, 389, 390, 391, 392, 393, 394, 404, 428, 459, 460, 461, 482, 571], "extent": [200, 220, 242, 388, 452, 482], "extern": [113, 375, 400, 426, 430, 431, 434, 486, 511], "extnam": 477, "extra": [16, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 47, 83, 84, 90, 101, 104, 123, 187, 188, 193, 197, 198, 200, 206, 207, 209, 266, 267, 299, 373, 375, 381, 382, 388, 390, 391, 394, 400, 401, 430, 433, 434, 444, 479, 480, 511, 524], "extra_term": 298, "extract": [16, 84, 90, 100, 102, 104, 105, 109, 110, 122, 123, 124, 129, 147, 148, 154, 159, 162, 165, 170, 171, 176, 178, 186, 189, 190, 191, 192, 194, 199, 200, 201, 202, 268, 374, 384, 389, 398, 400, 401, 427, 428, 439, 440, 443, 445, 448, 449, 450, 451, 456, 457, 460, 461, 462, 464, 465, 474, 475, 479, 495, 507, 515, 520], "extragalact": [222, 444, 486], "extrapol": [101, 143, 144, 145, 169, 189, 190, 192, 198, 201, 202, 222, 271, 313, 314, 425, 430, 432, 433, 477, 479, 486, 487, 523], "extras_requir": 391, "extrem": [374, 401, 479, 530], "f": [17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 132, 142, 196, 207, 214, 215, 218, 222, 224, 225, 226, 230, 236, 237, 239, 243, 245, 247, 248, 249, 254, 259, 261, 262, 263, 264, 267, 271, 300, 301, 328, 374, 377, 391, 396, 397, 402, 405, 406, 408, 427, 436, 443, 445, 448, 449, 451, 457, 458, 459, 460, 461, 465, 468, 469, 470, 472, 473, 476, 478, 480, 482, 483, 484, 487, 488, 493, 495, 496, 497, 505, 520, 537, 547, 558, 559, 560, 561, 562, 563, 564, 571, 572, 573], "f0": [269, 565], "f06": 48, "f06b": [49, 501], "f06p": 49, "f1": [269, 565], "f2": [269, 565], "f4": [144, 149, 450, 474, 477, 479, 486, 487], "f8": [477, 487], "f_": [288, 290, 300, 507], "f_0": [247, 550], "f_dead": [83, 88], "f_i": 288, "f_max": 466, "f_max_err": 466, "f_mean": 466, "f_mean_err": 466, "f_min": 466, "f_min_err": 466, "f_pp": 289, "f_var": 289, "fabio": [387, 392, 415, 417, 418, 419, 420, 421, 422, 424, 425, 427, 428, 432, 434, 436, 438, 439, 440], "face": [379, 382], "facecolor": [371, 444, 448, 450, 458, 459, 462, 470, 472, 528, 529, 530], "facil": 399, "fact": [19, 20, 97, 210, 214, 217, 218, 221, 222, 224, 225, 226, 227, 229, 230, 231, 232, 233, 234, 235, 236, 237, 239, 246, 247, 248, 249, 250, 254, 255, 256, 257, 259, 262, 263, 264, 269, 270, 400, 445, 524], "facto": 400, "factor": [19, 20, 23, 102, 103, 105, 108, 109, 110, 117, 121, 122, 147, 148, 150, 154, 156, 157, 158, 159, 160, 162, 169, 176, 182, 186, 187, 188, 189, 190, 192, 193, 194, 197, 198, 200, 201, 202, 205, 210, 211, 212, 213, 214, 217, 218, 221, 222, 224, 225, 226, 227, 229, 230, 231, 232, 233, 234, 235, 236, 237, 239, 244, 246, 247, 248, 249, 250, 254, 255, 256, 257, 258, 259, 260, 262, 263, 264, 266, 269, 270, 272, 283, 374, 387, 389, 421, 443, 451, 452, 453, 456, 458, 462, 464, 469, 474, 475, 478, 482, 486, 507, 524, 537], "factor1": [19, 20, 210, 212, 214, 217, 218, 221, 222, 224, 225, 226, 227, 229, 230, 231, 232, 233, 234, 235, 236, 237, 239, 246, 247, 248, 249, 250, 254, 255, 256, 257, 259, 262, 263, 264, 269, 270], "factor_max": [19, 20, 210, 212, 214, 217, 218, 221, 222, 224, 225, 226, 227, 229, 230, 231, 232, 233, 234, 235, 236, 237, 239, 246, 247, 248, 249, 250, 254, 255, 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diff --git a/docs/dev/sg_execution_times.html b/docs/dev/sg_execution_times.html
index 7a0e7fce695..e825f706201 100644
--- a/docs/dev/sg_execution_times.html
+++ b/docs/dev/sg_execution_times.html
@@ -537,7 +537,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>09:47.063</strong> total execution time for 84 files <strong>from all galleries</strong>:</p>
+<p><strong>10:02.069</strong> total execution time for 84 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -559,311 +559,311 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/priors.html#sphx-glr-tutorials-api-priors-py"><span class="std std-ref">Priors</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/priors.py</span></code>)</p></td>
-<td><p>01:21.814</p></td>
+<td><p>01:17.328</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectral_analysis.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-py"><span class="std std-ref">Spectral analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectral_analysis.py</span></code>)</p></td>
-<td><p>00:45.018</p></td>
+<td><p>00:45.308</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/analysis_3d.html#sphx-glr-tutorials-analysis-3d-analysis-3d-py"><span class="std std-ref">3D detailed analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/analysis_3d.py</span></code>)</p></td>
-<td><p>00:37.253</p></td>
+<td><p>00:38.127</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve_flare.html#sphx-glr-tutorials-analysis-time-light-curve-flare-py"><span class="std std-ref">Light curves for flares</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve_flare.py</span></code>)</p></td>
-<td><p>00:33.997</p></td>
+<td><p>00:34.419</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/astro_dark_matter.html#sphx-glr-tutorials-api-astro-dark-matter-py"><span class="std std-ref">Dark matter spatial and spectral models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/astro_dark_matter.py</span></code>)</p></td>
-<td><p>00:28.144</p></td>
+<td><p>00:28.577</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/Time_resolved_spectroscopy.html#sphx-glr-tutorials-analysis-time-time-resolved-spectroscopy-py"><span class="std std-ref">A time resolved spectroscopy estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/Time_resolved_spectroscopy.py</span></code>)</p></td>
-<td><p>00:21.314</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/event_sampling.py</span></code>)</p></td>
+<td><p>00:23.761</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/flux_profiles.html#sphx-glr-tutorials-analysis-3d-flux-profiles-py"><span class="std std-ref">Flux Profile Estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/flux_profiles.py</span></code>)</p></td>
-<td><p>00:20.914</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/Time_resolved_spectroscopy.html#sphx-glr-tutorials-analysis-time-time-resolved-spectroscopy-py"><span class="std std-ref">A time resolved spectroscopy estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/Time_resolved_spectroscopy.py</span></code>)</p></td>
+<td><p>00:21.674</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-2d/detect.html#sphx-glr-tutorials-analysis-2d-detect-py"><span class="std std-ref">Source detection and significance maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/detect.py</span></code>)</p></td>
-<td><p>00:20.861</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/flux_profiles.html#sphx-glr-tutorials-analysis-3d-flux-profiles-py"><span class="std std-ref">Flux Profile Estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/flux_profiles.py</span></code>)</p></td>
+<td><p>00:21.403</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/energy_dependent_estimation.html#sphx-glr-tutorials-analysis-3d-energy-dependent-estimation-py"><span class="std std-ref">Morphological energy dependence estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/energy_dependent_estimation.py</span></code>)</p></td>
-<td><p>00:19.670</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-2d/detect.html#sphx-glr-tutorials-analysis-2d-detect-py"><span class="std std-ref">Source detection and significance maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/detect.py</span></code>)</p></td>
+<td><p>00:20.947</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve_simulation.html#sphx-glr-tutorials-analysis-time-light-curve-simulation-py"><span class="std std-ref">Simulating and fitting a time varying source</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve_simulation.py</span></code>)</p></td>
-<td><p>00:17.937</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/energy_dependent_estimation.html#sphx-glr-tutorials-analysis-3d-energy-dependent-estimation-py"><span class="std std-ref">Morphological energy dependence estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/energy_dependent_estimation.py</span></code>)</p></td>
+<td><p>00:20.777</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/cta_data_analysis.html#sphx-glr-tutorials-analysis-3d-cta-data-analysis-py"><span class="std std-ref">Basic image exploration and fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/cta_data_analysis.py</span></code>)</p></td>
-<td><p>00:16.918</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve_simulation.html#sphx-glr-tutorials-analysis-time-light-curve-simulation-py"><span class="std std-ref">Simulating and fitting a time varying source</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve_simulation.py</span></code>)</p></td>
+<td><p>00:20.472</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/event_sampling.py</span></code>)</p></td>
-<td><p>00:15.349</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/cta_data_analysis.html#sphx-glr-tutorials-analysis-3d-cta-data-analysis-py"><span class="std std-ref">Basic image exploration and fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/cta_data_analysis.py</span></code>)</p></td>
+<td><p>00:17.279</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/starting/analysis_1.html#sphx-glr-tutorials-starting-analysis-1-py"><span class="std std-ref">High level interface</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/starting/analysis_1.py</span></code>)</p></td>
-<td><p>00:15.328</p></td>
+<td><p>00:15.613</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/makers.html#sphx-glr-tutorials-api-makers-py"><span class="std std-ref">Makers - Data reduction</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/makers.py</span></code>)</p></td>
-<td><p>00:15.190</p></td>
+<td><p>00:15.352</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/datasets.html#sphx-glr-tutorials-api-datasets-py"><span class="std std-ref">Datasets - Reduced data, IRFs, models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/datasets.py</span></code>)</p></td>
-<td><p>00:13.598</p></td>
+<td><p>00:15.083</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-2d/ring_background.html#sphx-glr-tutorials-analysis-2d-ring-background-py"><span class="std std-ref">Ring background map</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/ring_background.py</span></code>)</p></td>
-<td><p>00:12.042</p></td>
+<td><p>00:12.350</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/fitting.html#sphx-glr-tutorials-api-fitting-py"><span class="std std-ref">Fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/fitting.py</span></code>)</p></td>
-<td><p>00:11.467</p></td>
+<td><p>00:11.443</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/model_management.html#sphx-glr-tutorials-api-model-management-py"><span class="std std-ref">Modelling</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/model_management.py</span></code>)</p></td>
-<td><p>00:10.472</p></td>
+<td><p>00:10.452</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/simulate_3d.html#sphx-glr-tutorials-analysis-3d-simulate-3d-py"><span class="std std-ref">3D map simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/simulate_3d.py</span></code>)</p></td>
-<td><p>00:10.436</p></td>
+<td><p>00:08.810</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectral_analysis_hli.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-hli-py"><span class="std std-ref">Spectral analysis with the HLI</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectral_analysis_hli.py</span></code>)</p></td>
-<td><p>00:08.058</p></td>
+<td><p>00:08.085</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/starting/analysis_2.html#sphx-glr-tutorials-starting-analysis-2-py"><span class="std std-ref">Low level API</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/starting/analysis_2.py</span></code>)</p></td>
-<td><p>00:07.512</p></td>
+<td><p>00:07.944</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve.html#sphx-glr-tutorials-analysis-time-light-curve-py"><span class="std std-ref">Light curves</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve.py</span></code>)</p></td>
-<td><p>00:07.491</p></td>
+<td><p>00:07.771</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectrum_simulation.html#sphx-glr-tutorials-analysis-1d-spectrum-simulation-py"><span class="std std-ref">1D spectrum simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectrum_simulation.py</span></code>)</p></td>
-<td><p>00:07.212</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/hawc.html#sphx-glr-tutorials-data-hawc-py"><span class="std std-ref">HAWC with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/hawc.py</span></code>)</p></td>
+<td><p>00:07.408</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/ebl.html#sphx-glr-tutorials-analysis-1d-ebl-py"><span class="std std-ref">Account for spectral absorption due to the EBL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/ebl.py</span></code>)</p></td>
-<td><p>00:07.098</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectrum_simulation.html#sphx-glr-tutorials-analysis-1d-spectrum-simulation-py"><span class="std std-ref">1D spectrum simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectrum_simulation.py</span></code>)</p></td>
+<td><p>00:07.360</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/hawc.html#sphx-glr-tutorials-data-hawc-py"><span class="std std-ref">HAWC with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/hawc.py</span></code>)</p></td>
-<td><p>00:06.835</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/ebl.html#sphx-glr-tutorials-analysis-1d-ebl-py"><span class="std std-ref">Account for spectral absorption due to the EBL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/ebl.py</span></code>)</p></td>
+<td><p>00:07.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/estimators.html#sphx-glr-tutorials-api-estimators-py"><span class="std std-ref">Estimators</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/estimators.py</span></code>)</p></td>
-<td><p>00:06.670</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/analysis_mwl.html#sphx-glr-tutorials-analysis-3d-analysis-mwl-py"><span class="std std-ref">Multi instrument joint 3D and 1D analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/analysis_mwl.py</span></code>)</p></td>
+<td><p>00:06.810</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/analysis_mwl.html#sphx-glr-tutorials-analysis-3d-analysis-mwl-py"><span class="std std-ref">Multi instrument joint 3D and 1D analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/analysis_mwl.py</span></code>)</p></td>
-<td><p>00:06.661</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/fermi_lat.html#sphx-glr-tutorials-data-fermi-lat-py"><span class="std std-ref">Fermi-LAT with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/fermi_lat.py</span></code>)</p></td>
+<td><p>00:06.736</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/pulsar_analysis.html#sphx-glr-tutorials-analysis-time-pulsar-analysis-py"><span class="std std-ref">Pulsar analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/pulsar_analysis.py</span></code>)</p></td>
-<td><p>00:06.359</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/estimators.html#sphx-glr-tutorials-api-estimators-py"><span class="std std-ref">Estimators</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/estimators.py</span></code>)</p></td>
+<td><p>00:06.694</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/fermi_lat.html#sphx-glr-tutorials-data-fermi-lat-py"><span class="std std-ref">Fermi-LAT with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/fermi_lat.py</span></code>)</p></td>
-<td><p>00:06.327</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/pulsar_analysis.html#sphx-glr-tutorials-analysis-time-pulsar-analysis-py"><span class="std std-ref">Pulsar analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/pulsar_analysis.py</span></code>)</p></td>
+<td><p>00:06.616</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/catalog.html#sphx-glr-tutorials-api-catalog-py"><span class="std std-ref">Source catalogs</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/catalog.py</span></code>)</p></td>
-<td><p>00:06.143</p></td>
+<td><p>00:06.211</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-2d/modeling_2D.html#sphx-glr-tutorials-analysis-2d-modeling-2d-py"><span class="std std-ref">2D map fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/modeling_2D.py</span></code>)</p></td>
-<td><p>00:05.589</p></td>
+<td><p>00:05.732</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/sed_fitting.html#sphx-glr-tutorials-analysis-1d-sed-fitting-py"><span class="std std-ref">Flux point fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/sed_fitting.py</span></code>)</p></td>
-<td><p>00:05.371</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/data/cta.html#sphx-glr-tutorials-data-cta-py"><span class="std std-ref">CTA with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/cta.py</span></code>)</p></td>
+<td><p>00:05.715</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/cta.html#sphx-glr-tutorials-data-cta-py"><span class="std std-ref">CTA with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/cta.py</span></code>)</p></td>
-<td><p>00:05.342</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/sed_fitting.html#sphx-glr-tutorials-analysis-1d-sed-fitting-py"><span class="std std-ref">Flux point fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/sed_fitting.py</span></code>)</p></td>
+<td><p>00:05.444</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/extended_source_spectral_analysis.html#sphx-glr-tutorials-analysis-1d-extended-source-spectral-analysis-py"><span class="std std-ref">Spectral analysis of extended sources</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/extended_source_spectral_analysis.py</span></code>)</p></td>
-<td><p>00:04.514</p></td>
+<td><p>00:04.549</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectral_analysis_rad_max.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-rad-max-py"><span class="std std-ref">Spectral analysis with energy-dependent directional cuts</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectral_analysis_rad_max.py</span></code>)</p></td>
-<td><p>00:04.339</p></td>
+<td><p>00:04.337</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/observation_clustering.html#sphx-glr-tutorials-api-observation-clustering-py"><span class="std std-ref">Observational clustering</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/observation_clustering.py</span></code>)</p></td>
-<td><p>00:03.962</p></td>
+<td><p>00:03.994</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/irfs.html#sphx-glr-tutorials-api-irfs-py"><span class="std std-ref">Using Gammapy IRFs</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/irfs.py</span></code>)</p></td>
-<td><p>00:03.862</p></td>
+<td><p>00:03.757</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/data/hess.html#sphx-glr-tutorials-data-hess-py"><span class="std std-ref">H.E.S.S. with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/hess.py</span></code>)</p></td>
-<td><p>00:03.629</p></td>
+<td><p>00:03.698</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/models.html#sphx-glr-tutorials-api-models-py"><span class="std std-ref">Models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/models.py</span></code>)</p></td>
-<td><p>00:03.170</p></td>
+<td><p>00:03.189</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/event_sampling_nrg_depend_models.html#sphx-glr-tutorials-analysis-3d-event-sampling-nrg-depend-models-py"><span class="std std-ref">Sample a source with energy-dependent temporal evolution</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/event_sampling_nrg_depend_models.py</span></code>)</p></td>
-<td><p>00:02.859</p></td>
+<td><p>00:02.879</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/maps.html#sphx-glr-tutorials-api-maps-py"><span class="std std-ref">Maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/maps.py</span></code>)</p></td>
-<td><p>00:02.721</p></td>
+<td><p>00:02.791</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/scripts/survey_map.html#sphx-glr-tutorials-scripts-survey-map-py"><span class="std std-ref">Survey Map Script</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/scripts/survey_map.py</span></code>)</p></td>
-<td><p>00:02.538</p></td>
+<td><p>00:02.535</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/mask_maps.html#sphx-glr-tutorials-api-mask-maps-py"><span class="std std-ref">Mask maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/mask_maps.py</span></code>)</p></td>
-<td><p>00:02.321</p></td>
+<td><p>00:02.355</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/starting/overview.html#sphx-glr-tutorials-starting-overview-py"><span class="std std-ref">Data structures</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/starting/overview.py</span></code>)</p></td>
-<td><p>00:01.216</p></td>
+<td><p>00:01.398</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_absorbed.html#sphx-glr-user-guide-model-gallery-spectral-plot-absorbed-py"><span class="std std-ref">EBL absorption spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_absorbed.py</span></code>)</p></td>
-<td><p>00:01.002</p></td>
+<td><p>00:01.015</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/cta_sensitivity.html#sphx-glr-tutorials-analysis-1d-cta-sensitivity-py"><span class="std std-ref">Point source sensitivity</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/cta_sensitivity.py</span></code>)</p></td>
-<td><p>00:00.841</p></td>
+<td><p>00:00.922</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_constant_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-constant-temporal-py"><span class="std std-ref">Constant temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_constant_temporal.py</span></code>)</p></td>
-<td><p>00:00.716</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/Variability_estimation.html#sphx-glr-tutorials-analysis-time-variability-estimation-py"><span class="std std-ref">Estimation of time variability in a lightcurve</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/Variability_estimation.py</span></code>)</p></td>
+<td><p>00:00.590</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/Variability_estimation.html#sphx-glr-tutorials-analysis-time-variability-estimation-py"><span class="std std-ref">Estimation of time variability in a lightcurve</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/Variability_estimation.py</span></code>)</p></td>
-<td><p>00:00.585</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_constant_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-constant-temporal-py"><span class="std std-ref">Constant temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_constant_temporal.py</span></code>)</p></td>
+<td><p>00:00.562</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_template_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-template-spectral-py"><span class="std std-ref">Template spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_template_spectral.py</span></code>)</p></td>
-<td><p>00:00.452</p></td>
+<td><p>00:00.457</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_naima.html#sphx-glr-user-guide-model-gallery-spectral-plot-naima-py"><span class="std std-ref">Naima spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_naima.py</span></code>)</p></td>
-<td><p>00:00.437</p></td>
+<td><p>00:00.442</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-norm-spectral-py"><span class="std std-ref">Exponential cutoff power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.348</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_constant.html#sphx-glr-user-guide-model-gallery-spatial-plot-constant-py"><span class="std std-ref">Constant spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_constant.py</span></code>)</p></td>
+<td><p>00:00.374</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_constant.html#sphx-glr-user-guide-model-gallery-spatial-plot-constant-py"><span class="std std-ref">Constant spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_constant.py</span></code>)</p></td>
-<td><p>00:00.346</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-norm-spectral-py"><span class="std std-ref">Exponential cutoff power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw_norm_spectral.py</span></code>)</p></td>
+<td><p>00:00.350</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-broken-powerlaw-py"><span class="std std-ref">Broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.333</p></td>
+<td><p>00:00.334</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw2.py</span></code>)</p></td>
-<td><p>00:00.332</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_compound.html#sphx-glr-user-guide-model-gallery-spectral-plot-compound-py"><span class="std std-ref">Compound spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_compound.py</span></code>)</p></td>
+<td><p>00:00.334</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_compound.html#sphx-glr-user-guide-model-gallery-spectral-plot-compound-py"><span class="std std-ref">Compound spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_compound.py</span></code>)</p></td>
-<td><p>00:00.331</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_smooth_broken_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.332</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_smooth_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.331</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw2.py</span></code>)</p></td>
+<td><p>00:00.332</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-py"><span class="std std-ref">Power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.325</p></td>
+<td><p>00:00.331</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_disk.html#sphx-glr-user-guide-model-gallery-spatial-plot-disk-py"><span class="std std-ref">Disk spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_disk.py</span></code>)</p></td>
-<td><p>00:00.316</p></td>
+<td><p>00:00.326</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw_norm_spectral.py</span></code>)</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-norm-spectral-py"><span class="std std-ref">Log parabola spectral norm model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_logparabola_norm_spectral.py</span></code>)</p></td>
 <td><p>00:00.279</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-norm-spectral-py"><span class="std std-ref">Log parabola spectral norm model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_logparabola_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.277</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw_norm_spectral.py</span></code>)</p></td>
+<td><p>00:00.278</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_constant_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-constant-spectral-py"><span class="std std-ref">Constant spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_constant_spectral.py</span></code>)</p></td>
-<td><p>00:00.244</p></td>
+<td><p>00:00.245</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-piecewise-norm-spectral-py"><span class="std std-ref">Piecewise  norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_piecewise_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.229</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gen_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gen-gauss-py"><span class="std std-ref">Generalized gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gen_gauss.py</span></code>)</p></td>
+<td><p>00:00.235</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gen_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gen-gauss-py"><span class="std std-ref">Generalized gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gen_gauss.py</span></code>)</p></td>
-<td><p>00:00.227</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-piecewise-norm-spectral-py"><span class="std std-ref">Piecewise  norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_piecewise_norm_spectral.py</span></code>)</p></td>
+<td><p>00:00.232</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Super exponential cutoff power law model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.224</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_template.html#sphx-glr-user-guide-model-gallery-spatial-plot-template-py"><span class="std std-ref">Template spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_template.py</span></code>)</p></td>
+<td><p>00:00.231</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR3</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl.py</span></code>)</p></td>
-<td><p>00:00.224</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Super exponential cutoff power law model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
+<td><p>00:00.225</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-dr1-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.py</span></code>)</p></td>
-<td><p>00:00.224</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR3</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl.py</span></code>)</p></td>
+<td><p>00:00.225</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_gauss_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-gauss-spectral-py"><span class="std std-ref">Gaussian spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_gauss_spectral.py</span></code>)</p></td>
-<td><p>00:00.222</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-dr1-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.py</span></code>)</p></td>
+<td><p>00:00.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gauss-py"><span class="std std-ref">Gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gauss.py</span></code>)</p></td>
-<td><p>00:00.211</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_gauss_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-gauss-spectral-py"><span class="std std-ref">Gaussian spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_gauss_spectral.py</span></code>)</p></td>
+<td><p>00:00.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_logparabola.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-py"><span class="std std-ref">Log parabola spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_logparabola.py</span></code>)</p></td>
-<td><p>00:00.211</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gauss-py"><span class="std std-ref">Gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gauss.py</span></code>)</p></td>
+<td><p>00:00.217</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-py"><span class="std std-ref">Exponential cutoff power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.210</p></td>
+<td><p>00:00.211</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Exponential cutoff power law spectral model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.207</p></td>
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-<td><p>00:00.202</p></td>
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-<td><p>00:00.198</p></td>
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-<td><p>00:00.197</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_powerlaw_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-powerlaw-temporal-py"><span class="std std-ref">PowerLaw temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_powerlaw_temporal.py</span></code>)</p></td>
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-<td><p>00:00.151</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_template_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-template-temporal-py"><span class="std std-ref">Light curve temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_template_temporal.py</span></code>)</p></td>
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--- a/docs/dev/tutorials/analysis-1d/ebl.html
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@@ -800,7 +800,7 @@ <h1>Get the flux points<a class="headerlink" href="#get-the-flux-points" title="
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : WO_JM34_
+  Name                      : yCgSsKG3
   Datasets names            : None
   Spectral model type       : CompoundSpectralModel
   Spatial  model type       :
@@ -815,7 +815,7 @@ <h1>Get the flux points<a class="headerlink" href="#get-the-flux-points" title="
 
 SkyModel
 
-  Name                      : QnEIAgPk
+  Name                      : yQ7jcjY1
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diff --git a/docs/dev/tutorials/analysis-1d/sed_fitting.html b/docs/dev/tutorials/analysis-1d/sed_fitting.html
index 8e4ccf0e74d..02916539d52 100644
--- a/docs/dev/tutorials/analysis-1d/sed_fitting.html
+++ b/docs/dev/tutorials/analysis-1d/sed_fitting.html
@@ -706,7 +706,7 @@ <h2>Load spectral points<a class="headerlink" href="#load-spectral-points" title
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 <div><i>Table length=5</i>
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+<table id="table140694052992336" class="table-striped table-bordered table-condensed">
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 <thead><tr><th>GeV</th><th>GeV</th><th>GeV</th><th>1 / (cm2 GeV s)</th><th>1 / (cm2 GeV s)</th><th>1 / (cm2 GeV s)</th><th>1 / (cm2 GeV s)</th><th></th><th></th></tr></thead>
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   <section id="computation-times">
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 <tr class="row-odd"><td><p><a class="reference internal" href="extended_source_spectral_analysis.html#sphx-glr-tutorials-analysis-1d-extended-source-spectral-analysis-py"><span class="std std-ref">Spectral analysis of extended sources</span></a> (<code class="docutils literal notranslate"><span class="pre">extended_source_spectral_analysis.py</span></code>)</p></td>
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@@ -1305,7 +1305,7 @@ <h2>What next?<a class="headerlink" href="#what-next" title="Link to this headin
 extraction region, one has to use a different approach explained in
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index 5a84d4c4c14..611e2fdda46 100644
--- a/docs/dev/tutorials/analysis-1d/spectral_analysis_rad_max.html
+++ b/docs/dev/tutorials/analysis-1d/spectral_analysis_rad_max.html
@@ -1028,10 +1028,10 @@ <h2>Dataset simulations<a class="headerlink" href="#dataset-simulations" title="
   result = super().__array_ufunc__(function, method, *arrays, **kwargs)
   model   type    name     value         unit      ... min max frozen link prior
 --------- ---- --------- ---------- -------------- ... --- --- ------ ---- -----
-simulated      amplitude 4.3633e-11 cm-2 s-1 TeV-1 ... nan nan  False
+simulated      amplitude 4.2624e-11 cm-2 s-1 TeV-1 ... nan nan  False
 simulated      reference 1.0000e+00            TeV ... nan nan   True
-simulated          alpha 2.7208e+00                ... nan nan  False
-simulated           beta 2.7219e-01                ... nan nan  False
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index 78c0a00def1..a392cee1a96 100644
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+++ b/docs/dev/tutorials/analysis-1d/spectrum_simulation.html
@@ -882,14 +882,14 @@ <h3>On-Off analysis<a class="headerlink" href="#on-off-analysis" title="Link to
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SpectrumDatasetOnOff
 --------------------
 
-  Name                            : L7slIl-Q
+  Name                            : x0WGAfQy
 
-  Total counts                    : 270
-  Total background counts         : 19.00
-  Total excess counts             : 251.00
+  Total counts                    : 320
+  Total background counts         : 22.20
+  Total excess counts             : 297.80
 
-  Predicted counts                : 299.96
-  Predicted background counts     : 18.59
+  Predicted counts                : 303.83
+  Predicted background counts     : 22.46
   Predicted excess counts         : 281.37
 
   Exposure min                    : 2.53e+08 m2 s
@@ -899,7 +899,7 @@ <h3>On-Off analysis<a class="headerlink" href="#on-off-analysis" title="Link to
   Number of fit bins              : 9
 
   Fit statistic type              : wstat
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+  Fit statistic value (-2 log(L)) : 4.90
 
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@@ -917,7 +917,7 @@ <h3>On-Off analysis<a class="headerlink" href="#on-off-analysis" title="Link to
       amplitude                     :   2.50e-12   +/- 0.0e+00 1 / (cm2 s TeV)
       reference             (frozen):      1.000       TeV
 
-    Total counts_off                : 95
+    Total counts_off                : 111
   Acceptance                      : 9
   Acceptance off                  : 45
 </pre></div>
diff --git a/docs/dev/tutorials/analysis-2d/detect.html b/docs/dev/tutorials/analysis-2d/detect.html
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@@ -863,7 +863,7 @@ <h3>Accessing and visualising results<a class="headerlink" href="#accessing-and-
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : 5iaLxM5o
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@@ -990,7 +990,7 @@ <h2>What next?<a class="headerlink" href="#what-next" title="Link to this headin
 <a class="reference internal" href="../analysis-3d/analysis_3d.html"><span class="doc">3D detailed analysis</span></a>,
 <a class="reference internal" href="../analysis-3d/analysis_mwl.html"><span class="doc">Multi instrument joint 3D and 1D analysis</span></a> notebooks for some hints)</p></li>
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diff --git a/docs/dev/tutorials/analysis-2d/modeling_2D.html b/docs/dev/tutorials/analysis-2d/modeling_2D.html
index fb135a22684..78070f9ee37 100644
--- a/docs/dev/tutorials/analysis-2d/modeling_2D.html
+++ b/docs/dev/tutorials/analysis-2d/modeling_2D.html
@@ -858,7 +858,7 @@ <h2>Creating the config file<a class="headerlink" href="#creating-the-config-fil
             selection_optional: all
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: &#39;2024-10-07T14:05:14.092893&#39;
+        date: &#39;2024-10-07T14:35:32.615197&#39;
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index 2cb97e8a8df..1ef11b78ea5 100644
--- a/docs/dev/tutorials/analysis-2d/ring_background.html
+++ b/docs/dev/tutorials/analysis-2d/ring_background.html
@@ -863,7 +863,7 @@ <h2>Creating the config file<a class="headerlink" href="#creating-the-config-fil
             selection_optional: all
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: &#39;2024-10-07T14:05:19.839616&#39;
+        date: &#39;2024-10-07T14:35:38.522325&#39;
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@@ -993,7 +993,7 @@ <h2>Getting the reduced dataset<a class="headerlink" href="#getting-the-reduced-
             selection_optional: all
     metadata:
         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: &#39;2024-10-07T14:05:19.897379&#39;
+        date: &#39;2024-10-07T14:35:38.598282&#39;
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 </pre></div>
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@@ -1156,7 +1156,7 @@ <h2>Compute correlated significance and correlated excess maps<a class="headerli
 <span class="c1"># sphinx_gallery_thumbnail_number = 2</span>
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+<img src="../../_images/sphx_glr_ring_background_003.png" srcset="../../_images/sphx_glr_ring_background_003.png" alt="ring background" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 12.350 seconds)</p>
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diff --git a/docs/dev/tutorials/analysis-2d/sg_execution_times.html b/docs/dev/tutorials/analysis-2d/sg_execution_times.html
index 39530f69b37..8c3fa130a06 100644
--- a/docs/dev/tutorials/analysis-2d/sg_execution_times.html
+++ b/docs/dev/tutorials/analysis-2d/sg_execution_times.html
@@ -537,7 +537,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-analysis-2d-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:38.491</strong> total execution time for 3 files <strong>from tutorials/analysis-2d</strong>:</p>
+<p><strong>00:39.029</strong> total execution time for 3 files <strong>from tutorials/analysis-2d</strong>:</p>
 <div class="docutils container">
 <style scoped>
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@@ -559,15 +559,15 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="detect.html#sphx-glr-tutorials-analysis-2d-detect-py"><span class="std std-ref">Source detection and significance maps</span></a> (<code class="docutils literal notranslate"><span class="pre">detect.py</span></code>)</p></td>
-<td><p>00:20.861</p></td>
+<td><p>00:20.947</p></td>
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-<td><p>00:12.042</p></td>
+<td><p>00:12.350</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="modeling_2D.html#sphx-glr-tutorials-analysis-2d-modeling-2d-py"><span class="std std-ref">2D map fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">modeling_2D.py</span></code>)</p></td>
-<td><p>00:05.589</p></td>
+<td><p>00:05.732</p></td>
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diff --git a/docs/dev/tutorials/analysis-3d/analysis_3d.html b/docs/dev/tutorials/analysis-3d/analysis_3d.html
index b1da97a6782..7494fb1bb39 100644
--- a/docs/dev/tutorials/analysis-3d/analysis_3d.html
+++ b/docs/dev/tutorials/analysis-3d/analysis_3d.html
@@ -844,7 +844,7 @@ <h2>Analysis configuration<a class="headerlink" href="#analysis-configuration" t
             selection_optional: all
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         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: &#39;2024-10-07T14:05:32.088726&#39;
+        date: &#39;2024-10-07T14:35:51.082128&#39;
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@@ -958,7 +958,7 @@ <h2>Analysis configuration<a class="headerlink" href="#analysis-configuration" t
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         creator: Gammapy 1.3.dev1108+g3132bb30e
-        date: &#39;2024-10-07T14:05:32.096695&#39;
+        date: &#39;2024-10-07T14:35:51.089853&#39;
         origin: null
 </pre></div>
 </div>
@@ -1256,21 +1256,21 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 Dataset 0:
 
   Type       : MapDataset
-  Name       : CKYAHGQk
+  Name       : UYqvVVlp
   Instrument : CTA
   Models     :
 
 Dataset 1:
 
   Type       : MapDataset
-  Name       : FZ2BCcVS
+  Name       : Q2t-UMXK
   Instrument : CTA
   Models     :
 
 Dataset 2:
 
   Type       : MapDataset
-  Name       : hnEF6RqH
+  Name       : mYum-EeI
   Instrument : CTA
   Models     :
 </pre></div>
@@ -1282,7 +1282,7 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MapDataset
 ----------
 
-  Name                            : CKYAHGQk
+  Name                            : UYqvVVlp
 
   Total counts                    : 40481
   Total background counts         : 36014.51
@@ -1330,9 +1330,9 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>  name   counts       excess       ... n_fit_bins stat_type stat_sum
                                    ...
 -------- ------ ------------------ ... ---------- --------- --------
-CKYAHGQk  40481 4466.4930435940405 ...     693940      cash      nan
-FZ2BCcVS  40525  4510.505523195905 ...     693940      cash      nan
-hnEF6RqH  40235  4220.480554966147 ...     693940      cash      nan
+UYqvVVlp  40481 4466.4930435940405 ...     693940      cash      nan
+Q2t-UMXK  40525  4510.505523195905 ...     693940      cash      nan
+mYum-EeI  40235  4220.480554966147 ...     693940      cash      nan
 Models
 
 Component 0: SkyModel
@@ -1353,8 +1353,8 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 
 Component 1: FoVBackgroundModel
 
-  Name                      : CKYAHGQk-bkg
-  Datasets names            : [&#39;CKYAHGQk&#39;]
+  Name                      : UYqvVVlp-bkg
+  Datasets names            : [&#39;UYqvVVlp&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.000   +/-    0.00
@@ -1363,8 +1363,8 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 
 Component 2: FoVBackgroundModel
 
-  Name                      : FZ2BCcVS-bkg
-  Datasets names            : [&#39;FZ2BCcVS&#39;]
+  Name                      : Q2t-UMXK-bkg
+  Datasets names            : [&#39;Q2t-UMXK&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.000   +/-    0.00
@@ -1373,8 +1373,8 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 
 Component 3: FoVBackgroundModel
 
-  Name                      : hnEF6RqH-bkg
-  Datasets names            : [&#39;hnEF6RqH&#39;]
+  Name                      : mYum-EeI-bkg
+  Datasets names            : [&#39;mYum-EeI&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.000   +/-    0.00
@@ -1434,8 +1434,8 @@ <h3>Fit quality assessment and model residuals for a joint <code class="xref py
 
 Component 1: FoVBackgroundModel
 
-  Name                      : CKYAHGQk-bkg
-  Datasets names            : [&#39;CKYAHGQk&#39;]
+  Name                      : UYqvVVlp-bkg
+  Datasets names            : [&#39;UYqvVVlp&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.118   +/-    0.01
@@ -1444,8 +1444,8 @@ <h3>Fit quality assessment and model residuals for a joint <code class="xref py
 
 Component 2: FoVBackgroundModel
 
-  Name                      : FZ2BCcVS-bkg
-  Datasets names            : [&#39;FZ2BCcVS&#39;]
+  Name                      : Q2t-UMXK-bkg
+  Datasets names            : [&#39;Q2t-UMXK&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.119   +/-    0.01
@@ -1454,8 +1454,8 @@ <h3>Fit quality assessment and model residuals for a joint <code class="xref py
 
 Component 3: FoVBackgroundModel
 
-  Name                      : hnEF6RqH-bkg
-  Datasets names            : [&#39;hnEF6RqH&#39;]
+  Name                      : mYum-EeI-bkg
+  Datasets names            : [&#39;mYum-EeI&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.111   +/-    0.01
@@ -1518,7 +1518,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 <li><p>Perform modeling in more details - Add diffuse component, get flux
 points.</p></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 37.253 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 38.127 seconds)</p>
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diff --git a/docs/dev/tutorials/analysis-3d/cta_data_analysis.html b/docs/dev/tutorials/analysis-3d/cta_data_analysis.html
index 96f8462f218..7f0dcbd4f3d 100644
--- a/docs/dev/tutorials/analysis-3d/cta_data_analysis.html
+++ b/docs/dev/tutorials/analysis-3d/cta_data_analysis.html
@@ -1079,7 +1079,7 @@ <h3>Spectral points<a class="headerlink" href="#spectral-points" title="Link to
 </div>
 <div class="output_subarea output_html rendered_html output_result">
 <div><i>Table length=5</i>
-<table id="table140002997062336" class="table-striped table-bordered table-condensed">
+<table id="table140693876389104" class="table-striped table-bordered table-condensed">
 <thead><tr><th>e_ref</th><th>e_min</th><th>e_max</th><th>dnde</th><th>dnde_err</th><th>ts</th><th>sqrt_ts</th><th>npred</th><th>npred_excess</th><th>stat</th><th>stat_null</th><th>counts</th><th>success</th></tr></thead>
 <thead><tr><th>TeV</th><th>TeV</th><th>TeV</th><th>1 / (cm2 s TeV)</th><th>1 / (cm2 s TeV)</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>
 <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64[1]</th><th>float32[1]</th><th>float64</th><th>float64</th><th>float64[1]</th><th>bool</th></tr></thead>
@@ -1135,7 +1135,7 @@ <h2>What next?<a class="headerlink" href="#what-next" title="Link to this headin
 using simulated 1DC data.</p></li>
 <li><p>Let us know if you have any questions or issues!</p></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 16.918 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 17.279 seconds)</p>
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diff --git a/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html b/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html
index dc2366393ec..2f231d3efd1 100644
--- a/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html
+++ b/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html
@@ -898,7 +898,7 @@ <h2>Plotting the results<a class="headerlink" href="#plotting-the-results" title
 <span class="c1"># sphinx_gallery_thumbnail_number = 1</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_energy_dependent_estimation_001.png" srcset="../../_images/sphx_glr_energy_dependent_estimation_001.png" alt="energy dependent estimation" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 19.670 seconds)</p>
+<img src="../../_images/sphx_glr_energy_dependent_estimation_001.png" srcset="../../_images/sphx_glr_energy_dependent_estimation_001.png" alt="energy dependent estimation" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 20.777 seconds)</p>
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diff --git a/docs/dev/tutorials/analysis-3d/event_sampling.html b/docs/dev/tutorials/analysis-3d/event_sampling.html
index 6ad2416f67e..6f15aa61588 100644
--- a/docs/dev/tutorials/analysis-3d/event_sampling.html
+++ b/docs/dev/tutorials/analysis-3d/event_sampling.html
@@ -1218,7 +1218,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 <li><p>Change the spatial model and the spectrum of the simulated Sky model;</p></li>
 <li><p>Include a temporal model in the simulation</p></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 15.349 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 23.761 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-3d-event-sampling-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/analysis-3d/event_sampling.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo2.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/analysis-3d/flux_profiles.html b/docs/dev/tutorials/analysis-3d/flux_profiles.html
index 69cae45e0b9..84b667eb41d 100644
--- a/docs/dev/tutorials/analysis-3d/flux_profiles.html
+++ b/docs/dev/tutorials/analysis-3d/flux_profiles.html
@@ -793,11 +793,11 @@ <h3>Configuration<a class="headerlink" href="#configuration" title="Link to this
 --------------------
 
   energy_edges           : [  10. 2000.] GeV
-  fit                    : &lt;gammapy.modeling.fit.Fit object at 0x7f54fd504b50&gt;
+  fit                    : &lt;gammapy.modeling.fit.Fit object at 0x7ff5e07d9e20&gt;
   n_jobs                 : None
   n_sigma                : 1
   n_sigma_ul             : 2
-  norm                   : Parameter(name=&#39;norm&#39;, value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7f54fd504df0)
+  norm                   : Parameter(name=&#39;norm&#39;, value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7ff5e07d9c40)
   null_value             : 0
   parallel_backend       : None
   reoptimize             : False
@@ -981,7 +981,7 @@ <h3>Serialisation and I/O<a class="headerlink" href="#serialisation-and-i-o" tit
 <span class="c1"># sphinx_gallery_thumbnail_number = 2</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_flux_profiles_009.png" srcset="../../_images/sphx_glr_flux_profiles_009.png" alt="flux profiles" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 20.914 seconds)</p>
+<img src="../../_images/sphx_glr_flux_profiles_009.png" srcset="../../_images/sphx_glr_flux_profiles_009.png" alt="flux profiles" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 21.403 seconds)</p>
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diff --git a/docs/dev/tutorials/analysis-3d/sg_execution_times.html b/docs/dev/tutorials/analysis-3d/sg_execution_times.html
index 563e02669ef..296f188f47b 100644
--- a/docs/dev/tutorials/analysis-3d/sg_execution_times.html
+++ b/docs/dev/tutorials/analysis-3d/sg_execution_times.html
@@ -537,7 +537,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-analysis-3d-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>02:10.061</strong> total execution time for 8 files <strong>from tutorials/analysis-3d</strong>:</p>
+<p><strong>02:19.845</strong> total execution time for 8 files <strong>from tutorials/analysis-3d</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -559,35 +559,35 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="analysis_3d.html#sphx-glr-tutorials-analysis-3d-analysis-3d-py"><span class="std std-ref">3D detailed analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">analysis_3d.py</span></code>)</p></td>
-<td><p>00:37.253</p></td>
+<td><p>00:38.127</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="flux_profiles.html#sphx-glr-tutorials-analysis-3d-flux-profiles-py"><span class="std std-ref">Flux Profile Estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">flux_profiles.py</span></code>)</p></td>
-<td><p>00:20.914</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">event_sampling.py</span></code>)</p></td>
+<td><p>00:23.761</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="energy_dependent_estimation.html#sphx-glr-tutorials-analysis-3d-energy-dependent-estimation-py"><span class="std std-ref">Morphological energy dependence estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">energy_dependent_estimation.py</span></code>)</p></td>
-<td><p>00:19.670</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="flux_profiles.html#sphx-glr-tutorials-analysis-3d-flux-profiles-py"><span class="std std-ref">Flux Profile Estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">flux_profiles.py</span></code>)</p></td>
+<td><p>00:21.403</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="cta_data_analysis.html#sphx-glr-tutorials-analysis-3d-cta-data-analysis-py"><span class="std std-ref">Basic image exploration and fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">cta_data_analysis.py</span></code>)</p></td>
-<td><p>00:16.918</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="energy_dependent_estimation.html#sphx-glr-tutorials-analysis-3d-energy-dependent-estimation-py"><span class="std std-ref">Morphological energy dependence estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">energy_dependent_estimation.py</span></code>)</p></td>
+<td><p>00:20.777</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">event_sampling.py</span></code>)</p></td>
-<td><p>00:15.349</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="cta_data_analysis.html#sphx-glr-tutorials-analysis-3d-cta-data-analysis-py"><span class="std std-ref">Basic image exploration and fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">cta_data_analysis.py</span></code>)</p></td>
+<td><p>00:17.279</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="simulate_3d.html#sphx-glr-tutorials-analysis-3d-simulate-3d-py"><span class="std std-ref">3D map simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">simulate_3d.py</span></code>)</p></td>
-<td><p>00:10.436</p></td>
+<td><p>00:08.810</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="analysis_mwl.html#sphx-glr-tutorials-analysis-3d-analysis-mwl-py"><span class="std std-ref">Multi instrument joint 3D and 1D analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">analysis_mwl.py</span></code>)</p></td>
-<td><p>00:06.661</p></td>
+<td><p>00:06.810</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="event_sampling_nrg_depend_models.html#sphx-glr-tutorials-analysis-3d-event-sampling-nrg-depend-models-py"><span class="std std-ref">Sample a source with energy-dependent temporal evolution</span></a> (<code class="docutils literal notranslate"><span class="pre">event_sampling_nrg_depend_models.py</span></code>)</p></td>
-<td><p>00:02.859</p></td>
+<td><p>00:02.879</p></td>
 <td><p>0.0</p></td>
 </tr>
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diff --git a/docs/dev/tutorials/analysis-3d/simulate_3d.html b/docs/dev/tutorials/analysis-3d/simulate_3d.html
index 76dd11ab537..9aafe94d73c 100644
--- a/docs/dev/tutorials/analysis-3d/simulate_3d.html
+++ b/docs/dev/tutorials/analysis-3d/simulate_3d.html
@@ -836,9 +836,9 @@ <h2>Simulation<a class="headerlink" href="#simulation" title="Link to this headi
 
   Name                            : dataset-simu
 
-  Total counts                    : 169059
+  Total counts                    : 170248
   Total background counts         : 161250.95
-  Total excess counts             : 7808.05
+  Total excess counts             : 8997.05
 
   Predicted counts                : 169871.64
   Predicted background counts     : 161250.95
@@ -851,7 +851,7 @@ <h2>Simulation<a class="headerlink" href="#simulation" title="Link to this headi
   Number of fit bins              : 804492
 
   Fit statistic type              : cash
-  Fit statistic value (-2 log(L)) : 562196.03
+  Fit statistic value (-2 log(L)) : 562820.59
 
   Number of models                : 2
   Number of parameters            : 11
@@ -989,12 +989,12 @@ <h2>Fit<a class="headerlink" href="#fit" title="Link to this heading">#</a></h2>
   Spatial  model type       : GaussianSpatialModel
   Temporal model type       :
   Parameters:
-    index                         :      2.970   +/-    0.02
-    amplitude                     :   1.04e-11   +/- 3.3e-13 1 / (cm2 s TeV)
+    index                         :      2.997   +/-    0.02
+    amplitude                     :   9.99e-12   +/- 3.3e-13 1 / (cm2 s TeV)
     reference             (frozen):      1.000       TeV
-    lon_0                         :      0.203   +/-    0.01 deg
-    lat_0                         :      0.101   +/-    0.01 deg
-    sigma                         :      0.297   +/-    0.00 deg
+    lon_0                         :      0.209   +/-    0.01 deg
+    lat_0                         :      0.102   +/-    0.01 deg
+    sigma                         :      0.294   +/-    0.00 deg
     e                     (frozen):      0.000
     phi                   (frozen):      0.000       deg
 </pre></div>
@@ -1005,12 +1005,12 @@ <h2>Fit<a class="headerlink" href="#fit" title="Link to this heading">#</a></h2>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>type    name     value         unit      ...    max    frozen link prior
 ---- --------- ---------- -------------- ... --------- ------ ---- -----
-         index 2.9701e+00                ...       nan  False
-     amplitude 1.0423e-11 cm-2 s-1 TeV-1 ...       nan  False
+         index 2.9967e+00                ...       nan  False
+     amplitude 9.9866e-12 cm-2 s-1 TeV-1 ...       nan  False
      reference 1.0000e+00            TeV ...       nan   True
-         lon_0 2.0253e-01            deg ...       nan  False
-         lat_0 1.0134e-01            deg ... 9.000e+01  False
-         sigma 2.9705e-01            deg ...       nan  False
+         lon_0 2.0856e-01            deg ...       nan  False
+         lat_0 1.0238e-01            deg ... 9.000e+01  False
+         sigma 2.9353e-01            deg ...       nan  False
              e 0.0000e+00                ... 1.000e+00   True
            phi 0.0000e+00            deg ...       nan   True
           norm 1.0000e+00                ...       nan   True
@@ -1018,7 +1018,6 @@ <h2>Fit<a class="headerlink" href="#fit" title="Link to this heading">#</a></h2>
      reference 1.0000e+00            TeV ...       nan   True
 </pre></div>
 </div>
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diff --git a/docs/dev/tutorials/analysis-time/Time_resolved_spectroscopy.html b/docs/dev/tutorials/analysis-time/Time_resolved_spectroscopy.html
index 33f03f4d80c..56485371e71 100644
--- a/docs/dev/tutorials/analysis-time/Time_resolved_spectroscopy.html
+++ b/docs/dev/tutorials/analysis-time/Time_resolved_spectroscopy.html
@@ -781,238 +781,238 @@ <h2>Data reduction<a class="headerlink" href="#data-reduction" title="Link to th
 Dataset 0:
 
   Type       : SpectrumDatasetOnOff
-  Name       : vTixsq-H
+  Name       : 5xSHRrmD
   Instrument : HESS
   Models     :
 
 Dataset 1:
 
   Type       : SpectrumDatasetOnOff
-  Name       : rum2FBh7
+  Name       : MTrsfktn
   Instrument : HESS
   Models     :
 
 Dataset 2:
 
   Type       : SpectrumDatasetOnOff
-  Name       : LRQ6NgwG
+  Name       : Prn1CJTE
   Instrument : HESS
   Models     :
 
 Dataset 3:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 4nicypLB
+  Name       : KEso3NwY
   Instrument : HESS
   Models     :
 
 Dataset 4:
 
   Type       : SpectrumDatasetOnOff
-  Name       : ZkPAJMWG
+  Name       : p_eTqsD_
   Instrument : HESS
   Models     :
 
 Dataset 5:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 0B7hY0W7
+  Name       : 44Pmrbuv
   Instrument : HESS
   Models     :
 
 Dataset 6:
 
   Type       : SpectrumDatasetOnOff
-  Name       : luV1A_sy
+  Name       : 2w_hlRJQ
   Instrument : HESS
   Models     :
 
 Dataset 7:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 4RHnLqsW
+  Name       : 3fER6yAF
   Instrument : HESS
   Models     :
 
 Dataset 8:
 
   Type       : SpectrumDatasetOnOff
-  Name       : Sr8fBjzY
+  Name       : gJIG_SiX
   Instrument : HESS
   Models     :
 
 Dataset 9:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 6yFLNKSE
+  Name       : Bu0XWI4m
   Instrument : HESS
   Models     :
 
 Dataset 10:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 7qSDZUIN
+  Name       : 7AW4oPHj
   Instrument : HESS
   Models     :
 
 Dataset 11:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 92OlJePX
+  Name       : x2s16Ycg
   Instrument : HESS
   Models     :
 
 Dataset 12:
 
   Type       : SpectrumDatasetOnOff
-  Name       : UGv-uGNA
+  Name       : JWSve_cg
   Instrument : HESS
   Models     :
 
 Dataset 13:
 
   Type       : SpectrumDatasetOnOff
-  Name       : rW10LM3C
+  Name       : q0o7a4Np
   Instrument : HESS
   Models     :
 
 Dataset 14:
 
   Type       : SpectrumDatasetOnOff
-  Name       : GQIRCRBi
+  Name       : WopD663f
   Instrument : HESS
   Models     :
 
 Dataset 15:
 
   Type       : SpectrumDatasetOnOff
-  Name       : H3JpDNJO
+  Name       : 5vqEpsYO
   Instrument : HESS
   Models     :
 
 Dataset 16:
 
   Type       : SpectrumDatasetOnOff
-  Name       : PD3dYJOm
+  Name       : gH0ArWA9
   Instrument : HESS
   Models     :
 
 Dataset 17:
 
   Type       : SpectrumDatasetOnOff
-  Name       : amo9pADy
+  Name       : brz4t_IP
   Instrument : HESS
   Models     :
 
 Dataset 18:
 
   Type       : SpectrumDatasetOnOff
-  Name       : gnExvYxX
+  Name       : lwTbMcl5
   Instrument : HESS
   Models     :
 
 Dataset 19:
 
   Type       : SpectrumDatasetOnOff
-  Name       : KIWZoGKF
+  Name       : SjWsV7ln
   Instrument : HESS
   Models     :
 
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   Type       : SpectrumDatasetOnOff
-  Name       : 39ZYfKII
+  Name       : FSq2nXtB
   Instrument : HESS
   Models     :
 
 Dataset 21:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 5FIknb8B
+  Name       : ISK9Zm4Z
   Instrument : HESS
   Models     :
 
 Dataset 22:
 
   Type       : SpectrumDatasetOnOff
-  Name       : gtlyPDn1
+  Name       : xFU2Es-W
   Instrument : HESS
   Models     :
 
 Dataset 23:
 
   Type       : SpectrumDatasetOnOff
-  Name       : FtPDsRi-
+  Name       : d_3hnZe2
   Instrument : HESS
   Models     :
 
 Dataset 24:
 
   Type       : SpectrumDatasetOnOff
-  Name       : PIks4grU
+  Name       : yLbfEloR
   Instrument : HESS
   Models     :
 
 Dataset 25:
 
   Type       : SpectrumDatasetOnOff
-  Name       : HC2xhXVI
+  Name       : aBzIjEmF
   Instrument : HESS
   Models     :
 
 Dataset 26:
 
   Type       : SpectrumDatasetOnOff
-  Name       : qI4xk6RA
+  Name       : grwWQdDC
   Instrument : HESS
   Models     :
 
 Dataset 27:
 
   Type       : SpectrumDatasetOnOff
-  Name       : cUGvd0xJ
+  Name       : QuA-nEdH
   Instrument : HESS
   Models     :
 
 Dataset 28:
 
   Type       : SpectrumDatasetOnOff
-  Name       : Y6aCYI4C
+  Name       : AWwced-z
   Instrument : HESS
   Models     :
 
 Dataset 29:
 
   Type       : SpectrumDatasetOnOff
-  Name       : A9C6H5wl
+  Name       : UtLyoQhA
   Instrument : HESS
   Models     :
 
 Dataset 30:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 5B2ijety
+  Name       : bxSkYBdp
   Instrument : HESS
   Models     :
 
 Dataset 31:
 
   Type       : SpectrumDatasetOnOff
-  Name       : E49UBz1y
+  Name       : S0mOfhIY
   Instrument : HESS
   Models     :
 
 Dataset 32:
 
   Type       : SpectrumDatasetOnOff
-  Name       : -0HinXjV
+  Name       : KhEJrxey
   Instrument : HESS
   Models     :
 
 Dataset 33:
 
   Type       : SpectrumDatasetOnOff
-  Name       : PXkcdiTq
+  Name       : xmiEobZr
   Instrument : HESS
   Models     :
 </pre></div>
@@ -1245,7 +1245,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 <li><p>Compare the significance of the new model with the simple power law.
 Take note of any fit non-convergence in the bins.</p></li>
 </ol>
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diff --git a/docs/dev/tutorials/analysis-time/Variability_estimation.html b/docs/dev/tutorials/analysis-time/Variability_estimation.html
index 346de22c808..89388eac43e 100644
--- a/docs/dev/tutorials/analysis-time/Variability_estimation.html
+++ b/docs/dev/tutorials/analysis-time/Variability_estimation.html
@@ -842,7 +842,7 @@ <h2>Bayesian blocks<a class="headerlink" href="#bayesian-blocks" title="Link to
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html#matplotlib.pyplot.legend" title="matplotlib.pyplot.legend" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">legend</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_Variability_estimation_002.png" srcset="../../_images/sphx_glr_Variability_estimation_002.png" alt="Variability estimation" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7f54f7fa2130&gt;
+<img src="../../_images/sphx_glr_Variability_estimation_002.png" srcset="../../_images/sphx_glr_Variability_estimation_002.png" alt="Variability estimation" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7ff5e25b3910&gt;
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diff --git a/docs/dev/tutorials/analysis-time/light_curve_flare.html b/docs/dev/tutorials/analysis-time/light_curve_flare.html
index 8fd89024f55..b00d8d076f7 100644
--- a/docs/dev/tutorials/analysis-time/light_curve_flare.html
+++ b/docs/dev/tutorials/analysis-time/light_curve_flare.html
@@ -944,7 +944,7 @@ <h2>Extract the light curve<a class="headerlink" href="#extract-the-light-curve"
   total time     : 5.6666666666583865 h
 </pre></div>
 </div>
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diff --git a/docs/dev/tutorials/analysis-time/light_curve_simulation.html b/docs/dev/tutorials/analysis-time/light_curve_simulation.html
index a23ba577585..78c8fd913c0 100644
--- a/docs/dev/tutorials/analysis-time/light_curve_simulation.html
+++ b/docs/dev/tutorials/analysis-time/light_curve_simulation.html
@@ -855,16 +855,16 @@ <h2>Simulating a light curve<a class="headerlink" href="#simulating-a-light-curv
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>   name   counts       excess       ... n_fit_bins stat_type       stat_sum
                                     ...
 --------- ------ ------------------ ... ---------- --------- -------------------
-dataset-0    847  826.6812310184489 ...          9      cash  -6743.438562295503
-dataset-1    316 306.76419591747674 ...          9      cash -1903.8046248900994
-dataset-2    294  284.3947637541758 ...          9      cash   -1764.48693149563
-dataset-3    333  318.2227134679628 ...          9      cash  -2096.336469112958
-dataset-4    205 190.22271346796282 ...          9      cash  -1056.510038400176
-dataset-5    200 181.52839183495354 ...          9      cash -1051.9966157769538
-dataset-6     30  15.22271346796283 ...          9      cash  -39.06137209183263
-dataset-7     41  21.78952750835169 ...          9      cash  -91.18988140882705
-dataset-8     27 11.114416978060046 ...          9      cash   -41.5252262894901
-dataset-9     38 20.636688324856333 ...          9      cash  -74.96527693080456
+dataset-0    825  804.6812310184489 ...          9      cash  -6655.151315970774
+dataset-1    340 330.76419591747674 ...          9      cash -2170.4357786331666
+dataset-2    279  269.3947637541758 ...          9      cash -1667.4648330911539
+dataset-3    326  311.2227134679628 ...          9      cash  -2020.357938427437
+dataset-4    196 181.22271346796282 ...          9      cash -1000.0818285168841
+dataset-5    164 145.52839183495354 ...          9      cash  -805.9876514121862
+dataset-6     49  34.22271346796283 ...          9      cash -117.53467183504627
+dataset-7     49  29.78952750835169 ...          9      cash -129.34528286585203
+dataset-8     33 17.114416978060046 ...          9      cash  -75.36120578437294
+dataset-9     48 30.636688324856333 ...          9      cash -127.43372586910805
 </pre></div>
 </div>
 </section>
@@ -945,10 +945,10 @@ <h3>Fitting the obtained light curve<a class="headerlink" href="#fitting-the-obt
   Name                            : dataset_lc
 
   Number of total flux points     : 30
-  Number of fit bins              : 24
+  Number of fit bins              : 25
 
   Fit statistic type              : chi2
-  Fit statistic value (-2 log(L)) : 1528.10
+  Fit statistic value (-2 log(L)) : 1505.83
 
   Number of models                : 1
   Number of parameters            : 5
@@ -977,10 +977,10 @@ <h3>Fitting the obtained light curve<a class="headerlink" href="#fitting-the-obt
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>type    name     value         unit        error   min max frozen link prior
 ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-         index 2.9523e+00                2.688e-02 nan nan  False
-     amplitude 1.0111e-11 cm-2 s-1 TeV-1 3.325e-13 nan nan  False
+         index 3.0472e+00                2.822e-02 nan nan  False
+     amplitude 9.5786e-12 cm-2 s-1 TeV-1 3.378e-13 nan nan  False
      reference 1.0000e+00            TeV 0.000e+00 nan nan   True
-            t0 6.1027e+00              h 2.212e-01 nan nan  False
+            t0 6.2036e+00              h 2.475e-01 nan nan  False
          t_ref 5.8909e+04              d 0.000e+00 nan nan   True
 </pre></div>
 </div>
@@ -1035,10 +1035,10 @@ <h3>Fit the datasets<a class="headerlink" href="#fit-the-datasets" title="Link t
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>type    name     value         unit        error   min max frozen link prior
 ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-         index 2.9411e+00                3.072e-02 nan nan  False
-     amplitude 1.0392e-11 cm-2 s-1 TeV-1 3.513e-13 nan nan  False
+         index 3.0379e+00                3.246e-02 nan nan  False
+     amplitude 9.5600e-12 cm-2 s-1 TeV-1 3.363e-13 nan nan  False
      reference 1.0000e+00            TeV 0.000e+00 nan nan   True
-            t0 5.9832e+00              h 2.013e-01 nan nan  False
+            t0 6.2305e+00              h 2.192e-01 nan nan  False
          t_ref 5.8909e+04              d 0.000e+00 nan nan   True
 </pre></div>
 </div>
@@ -1055,7 +1055,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 Use a combination of a Gaussian and Exponential flare profiles.</p></li>
 <li><p>Do a joint fitting of the datasets.</p></li>
 </ol>
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 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-time-light-curve-simulation-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/analysis-time/light_curve_simulation.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo3.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/analysis-time/sg_execution_times.html b/docs/dev/tutorials/analysis-time/sg_execution_times.html
index e32dd8ada68..05c9533e24d 100644
--- a/docs/dev/tutorials/analysis-time/sg_execution_times.html
+++ b/docs/dev/tutorials/analysis-time/sg_execution_times.html
@@ -537,7 +537,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-analysis-time-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>01:27.684</strong> total execution time for 6 files <strong>from tutorials/analysis-time</strong>:</p>
+<p><strong>01:31.542</strong> total execution time for 6 files <strong>from tutorials/analysis-time</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -559,27 +559,27 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="light_curve_flare.html#sphx-glr-tutorials-analysis-time-light-curve-flare-py"><span class="std std-ref">Light curves for flares</span></a> (<code class="docutils literal notranslate"><span class="pre">light_curve_flare.py</span></code>)</p></td>
-<td><p>00:33.997</p></td>
+<td><p>00:34.419</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="Time_resolved_spectroscopy.html#sphx-glr-tutorials-analysis-time-time-resolved-spectroscopy-py"><span class="std std-ref">A time resolved spectroscopy estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">Time_resolved_spectroscopy.py</span></code>)</p></td>
-<td><p>00:21.314</p></td>
+<td><p>00:21.674</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="light_curve_simulation.html#sphx-glr-tutorials-analysis-time-light-curve-simulation-py"><span class="std std-ref">Simulating and fitting a time varying source</span></a> (<code class="docutils literal notranslate"><span class="pre">light_curve_simulation.py</span></code>)</p></td>
-<td><p>00:17.937</p></td>
+<td><p>00:20.472</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="light_curve.html#sphx-glr-tutorials-analysis-time-light-curve-py"><span class="std std-ref">Light curves</span></a> (<code class="docutils literal notranslate"><span class="pre">light_curve.py</span></code>)</p></td>
-<td><p>00:07.491</p></td>
+<td><p>00:07.771</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="pulsar_analysis.html#sphx-glr-tutorials-analysis-time-pulsar-analysis-py"><span class="std std-ref">Pulsar analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">pulsar_analysis.py</span></code>)</p></td>
-<td><p>00:06.359</p></td>
+<td><p>00:06.616</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="Variability_estimation.html#sphx-glr-tutorials-analysis-time-variability-estimation-py"><span class="std std-ref">Estimation of time variability in a lightcurve</span></a> (<code class="docutils literal notranslate"><span class="pre">Variability_estimation.py</span></code>)</p></td>
-<td><p>00:00.585</p></td>
+<td><p>00:00.590</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/tutorials/api/astro_dark_matter.html b/docs/dev/tutorials/api/astro_dark_matter.html
index c7a63fe43a0..bbcca9b2e76 100644
--- a/docs/dev/tutorials/api/astro_dark_matter.html
+++ b/docs/dev/tutorials/api/astro_dark_matter.html
@@ -902,7 +902,7 @@ <h2>Flux maps for decay<a class="headerlink" href="#flux-maps-for-decay" title="
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_astro_dark_matter_006.png" srcset="../../_images/sphx_glr_astro_dark_matter_006.png" alt="Flux [1 / (cm2 s)]  m$_{DM}$=10.0 TeV, channel=Z" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 28.144 seconds)</p>
+<img src="../../_images/sphx_glr_astro_dark_matter_006.png" srcset="../../_images/sphx_glr_astro_dark_matter_006.png" alt="Flux [1 / (cm2 s)]  m$_{DM}$=10.0 TeV, channel=Z" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 28.577 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-api-astro-dark-matter-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/api/astro_dark_matter.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo4.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/api/datasets.html b/docs/dev/tutorials/api/datasets.html
index c05c8fb4db9..0979149af87 100644
--- a/docs/dev/tutorials/api/datasets.html
+++ b/docs/dev/tutorials/api/datasets.html
@@ -787,7 +787,7 @@ <h3>Creating an empty dataset<a class="headerlink" href="#creating-an-empty-data
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.datasets.MapDataset.html#gammapy.datasets.MapDataset.geoms" title="gammapy.datasets.MapDataset.geoms" class="sphx-glr-backref-module-gammapy-datasets sphx-glr-backref-type-py-attribute"><span class="n">dataset_empty</span><span class="o">.</span><span class="n">geoms</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;geom&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7f54f7eb2340&gt;, &#39;geom_exposure&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7f54f7eb2430&gt;, &#39;geom_psf&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7f54fc353d60&gt;, &#39;geom_edisp&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7f54fdc5a2b0&gt;}
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;geom&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e2c2b2b0&gt;, &#39;geom_exposure&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e21e5280&gt;, &#39;geom_psf&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e21e5190&gt;, &#39;geom_edisp&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7ff5e21e5fd0&gt;}
 </pre></div>
 </div>
 <p>Another way to create a <a class="reference internal" href="../../api/gammapy.datasets.MapDataset.html#gammapy.datasets.MapDataset" title="gammapy.datasets.MapDataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MapDataset</span></code></a> is to just read an existing one
@@ -1567,7 +1567,7 @@ <h2>Datasets<a class="headerlink" href="#datasets" title="Link to this heading">
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(&lt;Quantity [1.e+09, 1.e+09, 1.e+09, 1.e+09] keV&gt;, &lt;Quantity [1.e+10, 1.e+10, 1.e+10, 1.e+10] keV&gt;)
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 13.598 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 15.083 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-api-datasets-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/api/datasets.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo4.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/api/estimators.html b/docs/dev/tutorials/api/estimators.html
index 77a022f995b..b14a13f009a 100644
--- a/docs/dev/tutorials/api/estimators.html
+++ b/docs/dev/tutorials/api/estimators.html
@@ -856,7 +856,7 @@ <h3>A note on the internal representation<a class="headerlink" href="#a-note-on-
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : JiuHzZFX
+  Name                      : Zp_mtlPH
   Datasets names            : None
   Spectral model type       : PowerLawSpectralModel
   Spatial  model type       :
diff --git a/docs/dev/tutorials/api/fitting.html b/docs/dev/tutorials/api/fitting.html
index 62d41e99ca1..06fdf3f28c6 100644
--- a/docs/dev/tutorials/api/fitting.html
+++ b/docs/dev/tutorials/api/fitting.html
@@ -1196,7 +1196,7 @@ <h3>Computing contours using <a class="reference internal" href="../../api/gamma
 of the contours is not well defined. That’s why we advise to always
 choose a parameter space that contains the contours you’re interested
 in.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 11.467 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 11.443 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-api-fitting-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/api/fitting.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo4.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/api/makers.html b/docs/dev/tutorials/api/makers.html
index e74d1b54f41..46b096c0ed4 100644
--- a/docs/dev/tutorials/api/makers.html
+++ b/docs/dev/tutorials/api/makers.html
@@ -720,7 +720,7 @@ <h2>Dataset<a class="headerlink" href="#dataset" title="Link to this heading">#<
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MapDataset
 ----------
 
-  Name                            : I52ycHak
+  Name                            : a2TeQ5mz
 
   Total counts                    : 0
   Total background counts         : 0.00
@@ -829,7 +829,7 @@ <h2>Dataset<a class="headerlink" href="#dataset" title="Link to this heading">#<
 <img src="../../_images/sphx_glr_makers_001.png" srcset="../../_images/sphx_glr_makers_001.png" alt="makers" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MapDataset
 ----------
 
-  Name                            : 2Sdt70DL
+  Name                            : FxVy_5d4
 
   Total counts                    : 2016
   Total background counts         : 1866.72
@@ -1009,7 +1009,7 @@ <h2>Data reduction loop<a class="headerlink" href="#data-reduction-loop" title="
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MapDataset
 ----------
 
-  Name                            : YWye0lZT
+  Name                            : o4caunWf
 
   Total counts                    : 7972
   Total background counts         : 7555.42
@@ -1061,30 +1061,30 @@ <h2>Data reduction loop<a class="headerlink" href="#data-reduction-loop" title="
 Dataset 0:
 
   Type       : MapDataset
-  Name       : RSGGor6e
+  Name       : dRy37DTs
   Instrument : HESS
-  Models     : [&#39;RSGGor6e-bkg&#39;]
+  Models     : [&#39;dRy37DTs-bkg&#39;]
 
 Dataset 1:
 
   Type       : MapDataset
-  Name       : g8PrO_Z2
+  Name       : mnKPK5y6
   Instrument : HESS
-  Models     : [&#39;g8PrO_Z2-bkg&#39;]
+  Models     : [&#39;mnKPK5y6-bkg&#39;]
 
 Dataset 2:
 
   Type       : MapDataset
-  Name       : 52AWrlQK
+  Name       : 630LOukq
   Instrument : HESS
-  Models     : [&#39;52AWrlQK-bkg&#39;]
+  Models     : [&#39;630LOukq-bkg&#39;]
 
 Dataset 3:
 
   Type       : MapDataset
-  Name       : VIOiQEZe
+  Name       : xP3JytEA
   Instrument : HESS
-  Models     : [&#39;VIOiQEZe-bkg&#39;]
+  Models     : [&#39;xP3JytEA-bkg&#39;]
 </pre></div>
 </div>
 </section>
@@ -1258,7 +1258,7 @@ <h3>Observation duration and effective livetime<a class="headerlink" href="#obse
 Effective livetime at 3.1622776601683795 TeV: 7.234359264373779 * h
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 15.190 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 15.352 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-api-makers-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/api/makers.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo4.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/api/model_management.html b/docs/dev/tutorials/api/model_management.html
index a4439667a0b..200bf7532ab 100644
--- a/docs/dev/tutorials/api/model_management.html
+++ b/docs/dev/tutorials/api/model_management.html
@@ -1649,7 +1649,7 @@ <h2>Serialising models<a class="headerlink" href="#serialising-models" title="Li
   Models     : [&#39;3FHL J1745.6-2900&#39;, &#39;3FHL J1745.8-3028e&#39;, &#39;3FHL J1746.2-2852&#39;, &#39;3FHL J1747.2-2959&#39;, &#39;3FHL J1747.2-2822&#39;, &#39;3FHL J1748.1-2903&#39;, &#39;3FHL J1748.6-2816&#39;]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 10.472 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 10.452 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-api-model-management-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/api/model_management.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo4.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/api/models.html b/docs/dev/tutorials/api/models.html
index 35e2e2e5511..9d943ea1df4 100644
--- a/docs/dev/tutorials/api/models.html
+++ b/docs/dev/tutorials/api/models.html
@@ -1153,7 +1153,7 @@ <h2>SkyModel<a class="headerlink" href="#skymodel" title="Link to this heading">
 <span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.modeling.models.SkyModel.html#gammapy.modeling.models.SkyModel.name" title="gammapy.modeling.models.SkyModel.name" class="sphx-glr-backref-module-gammapy-modeling-models sphx-glr-backref-type-py-attribute"><span class="n">model_without_name</span><span class="o">.</span><span class="n">name</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>LZQlRQi2
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>-rKr_Buw
 </pre></div>
 </div>
 <p>The individual components of the source model can be accessed using
@@ -1241,7 +1241,7 @@ <h2>SkyModel<a class="headerlink" href="#skymodel" title="Link to this heading">
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : ywRZiUHk
+  Name                      : 5qSncpUX
   Datasets names            : None
   Spectral model type       : PowerLawNormSpectralModel
   Spatial  model type       : TemplateSpatialModel
@@ -1331,7 +1331,7 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
 
 Component 1: SkyModel
 
-  Name                      : ywRZiUHk
+  Name                      : 5qSncpUX
   Datasets names            : None
   Spectral model type       : PowerLawNormSpectralModel
   Spatial  model type       : TemplateSpatialModel
@@ -1374,7 +1374,7 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.modeling.models.Models.html#gammapy.modeling.models.Models.names" title="gammapy.modeling.models.Models.names" class="sphx-glr-backref-module-gammapy-modeling-models sphx-glr-backref-type-py-attribute"><span class="n">models</span><span class="o">.</span><span class="n">names</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[&#39;my-source&#39;, &#39;ywRZiUHk&#39;]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[&#39;my-source&#39;, &#39;5qSncpUX&#39;]
 </pre></div>
 </div>
 <p>Note that a <a class="reference internal" href="../../api/gammapy.modeling.models.SkyModel.html#gammapy.modeling.models.SkyModel" title="gammapy.modeling.models.SkyModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SkyModel</span></code></a> object can be evaluated for a given longitude,
@@ -1439,7 +1439,7 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
             value: 2.0
             unit: d
         scale: utc
--   name: ywRZiUHk
+-   name: 5qSncpUX
     type: SkyModel
     spectral:
         type: PowerLawNormSpectralModel
@@ -1509,7 +1509,7 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:10:57.358040&#39;
+    date: &#39;2024-10-07T14:41:32.288253&#39;
     origin: null
 </pre></div>
 </div>
@@ -1548,8 +1548,8 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
 <span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.modeling.Parameter.html#gammapy.modeling.Parameter" title="gammapy.modeling.Parameter" class="sphx-glr-backref-module-gammapy-modeling sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">pwl2</span><span class="o">.</span><span class="n">index</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f54f41ce370)
-Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f54f41ce370)
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7ff5e24dfb20)
+Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7ff5e24dfb20)
 </pre></div>
 </div>
 <p>In the YAML files the shared parameter is flagged by the additional
@@ -1569,7 +1569,7 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
             value: 2.3
             min: 1.0
             max: 5.0
-            link: index@J7jVfm7m
+            link: index@354E3tP3
         -   name: amplitude
             value: 2.7e-12
             unit: cm-2 s-1 TeV-1
@@ -1585,7 +1585,7 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
             value: 2.3
             min: 1.0
             max: 5.0
-            link: index@J7jVfm7m
+            link: index@354E3tP3
         -   name: amplitude
             value: 1.0e-12
             unit: cm-2 s-1 TeV-1
@@ -1594,7 +1594,7 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
             unit: TeV
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
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diff --git a/docs/dev/tutorials/api/observation_clustering.html b/docs/dev/tutorials/api/observation_clustering.html
index 8357e8a180c..1cf01fe772f 100644
--- a/docs/dev/tutorials/api/observation_clustering.html
+++ b/docs/dev/tutorials/api/observation_clustering.html
@@ -710,7 +710,7 @@ <h2>Manual grouping of observations<a class="headerlink" href="#manual-grouping-
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 </div>
 <p>The results for each group of observations is shown visually below.</p>
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 <p>The groups here are divided by the quality of the IRFs values <code class="docutils literal notranslate"><span class="pre">edisp-res</span></code>
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-[&lt;__main__.MyCustomPrior object at 0x7f54fc346550&gt;, None, None]
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_constant.html b/docs/dev/user-guide/model-gallery/spatial/plot_constant.html
index cdbdea4a5eb..1ec7bab2140 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_constant.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_constant.html
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_disk.html b/docs/dev/user-guide/model-gallery/spatial/plot_disk.html
index 8d3c14128b4..7c2ca9fb63a 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_disk.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_disk.html
@@ -771,7 +771,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_gauss.html b/docs/dev/user-guide/model-gallery/spatial/plot_gauss.html
index 70420ab7308..13b7a40541b 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_gauss.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_gauss.html
@@ -747,7 +747,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html b/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html
index f282cb08f8f..26b99218690 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html
@@ -744,7 +744,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html b/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html
index 14410077974..cb3b6b853a1 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html
@@ -706,7 +706,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_point.html b/docs/dev/user-guide/model-gallery/spatial/plot_point.html
index 8b3bb85b9bf..09333597c07 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_point.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_point.html
@@ -698,7 +698,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_shell.html b/docs/dev/user-guide/model-gallery/spatial/plot_shell.html
index 662b49a54e6..b3fe3fe3969 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_shell.html
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@@ -708,7 +708,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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index df22720ef3e..94ca8b97cd8 100644
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@@ -722,7 +722,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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index 306bc66f270..4ade2e2af9a 100644
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@@ -695,7 +695,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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index 585340e3921..c7406d34963 100644
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-<td><p>00:00.227</p></td>
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-<td><p>00:00.211</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_template.html#sphx-glr-user-guide-model-gallery-spatial-plot-template-py"><span class="std std-ref">Template spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template.py</span></code>)</p></td>
+<td><p>00:00.231</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="plot_point.html#sphx-glr-user-guide-model-gallery-spatial-plot-point-py"><span class="std std-ref">Point spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_point.py</span></code>)</p></td>
-<td><p>00:00.202</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gauss-py"><span class="std std-ref">Gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gauss.py</span></code>)</p></td>
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 <td><p>0.0</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_template.html#sphx-glr-user-guide-model-gallery-spatial-plot-template-py"><span class="std std-ref">Template spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template.py</span></code>)</p></td>
-<td><p>00:00.197</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_point.html#sphx-glr-user-guide-model-gallery-spatial-plot-point-py"><span class="std std-ref">Point spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_point.py</span></code>)</p></td>
+<td><p>00:00.205</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="plot_shell.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell-py"><span class="std std-ref">Shell spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_shell.py</span></code>)</p></td>
-<td><p>00:00.161</p></td>
+<td><p>00:00.189</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="plot_piecewise_norm_spatial.html#sphx-glr-user-guide-model-gallery-spatial-plot-piecewise-norm-spatial-py"><span class="std std-ref">Piecewise norm spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_piecewise_norm_spatial.py</span></code>)</p></td>
-<td><p>00:00.151</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_shell2.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell2-py"><span class="std std-ref">Shell2 spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_shell2.py</span></code>)</p></td>
+<td><p>00:00.182</p></td>
 <td><p>0.0</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="plot_shell2.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell2-py"><span class="std std-ref">Shell2 spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_shell2.py</span></code>)</p></td>
-<td><p>00:00.150</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_piecewise_norm_spatial.html#sphx-glr-user-guide-model-gallery-spatial-plot-piecewise-norm-spatial-py"><span class="std std-ref">Piecewise norm spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_piecewise_norm_spatial.py</span></code>)</p></td>
+<td><p>00:00.146</p></td>
 <td><p>0.0</p></td>
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_absorbed.html b/docs/dev/user-guide/model-gallery/spectral/plot_absorbed.html
index 71411c89001..cffd7318ed3 100644
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+++ b/docs/dev/user-guide/model-gallery/spectral/plot_absorbed.html
@@ -748,7 +748,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_broken_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_broken_powerlaw.html
index b59ab47147b..625521aea3e 100644
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index 3a1e6b2ddf1..fa43bdb2c24 100644
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@@ -694,7 +694,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html
index 7f67b736971..2bcd659d295 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html
@@ -664,7 +664,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html
index f0bbb25c51f..615532f44f1 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html
@@ -678,7 +678,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html
index c25c681d5a1..e4039bf1723 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html
@@ -677,7 +677,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             unit: TeV
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html
index 70e05483a18..a5ecaffc567 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html
@@ -712,7 +712,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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-    date: &#39;2024-10-07T14:02:32.651862&#39;
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html
index 5e8285fe3d5..4341ba9e30b 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html
@@ -673,7 +673,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html
index 2705245ec4c..0e5ec8798e9 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html
@@ -683,7 +683,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html
index 7166ec2cf7e..237087b0c4c 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html
@@ -703,7 +703,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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-    date: &#39;2024-10-07T14:02:33.709434&#39;
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_naima.html b/docs/dev/user-guide/model-gallery/spectral/plot_naima.html
index ce4badefc3b..7141a78efb8 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_naima.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_naima.html
@@ -736,7 +736,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html
index 1de6f58858a..7c2ed43ef3e 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html
@@ -702,7 +702,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         operator: mul
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:34.623598&#39;
+    date: &#39;2024-10-07T14:32:49.898141&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html
index 97ac9c98494..424da8430ec 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html
@@ -672,7 +672,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             unit: TeV
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:35.062011&#39;
+    date: &#39;2024-10-07T14:32:50.353386&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html
index 6644b15908d..66d3bef7ae7 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html
@@ -678,7 +678,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             unit: TeV
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:35.516487&#39;
+    date: &#39;2024-10-07T14:32:50.806765&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html
index 7f4f5948e1f..99938ae330a 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html
@@ -701,7 +701,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         operator: mul
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:35.915688&#39;
+    date: &#39;2024-10-07T14:32:51.209296&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html
index c204ddab44d..828afe94741 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html
@@ -682,7 +682,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 1.0
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:36.369583&#39;
+    date: &#39;2024-10-07T14:32:51.666014&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html
index fa0d6062f65..8e0fdad0888 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html
@@ -690,7 +690,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 2.0
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:36.713712&#39;
+    date: &#39;2024-10-07T14:32:52.014481&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html
index 73265c34f04..b9750341937 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html
@@ -687,7 +687,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 2.0
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:37.048081&#39;
+    date: &#39;2024-10-07T14:32:52.350055&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html
index 3033bd3c0aa..d22c7c84251 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html
@@ -690,7 +690,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 2.0
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:37.384950&#39;
+    date: &#39;2024-10-07T14:32:52.689557&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html
index 4f6d2317800..2c1308974a3 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html
@@ -674,7 +674,7 @@ <h2>Example of extrapolation<a class="headerlink" href="#example-of-extrapolatio
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html#matplotlib.pyplot.legend" title="matplotlib.pyplot.legend" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">legend</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../../_images/sphx_glr_plot_template_spectral_002.png" srcset="../../../_images/sphx_glr_plot_template_spectral_002.png" alt="plot template spectral" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7f5519ea35e0&gt;
+<img src="../../../_images/sphx_glr_plot_template_spectral_002.png" srcset="../../../_images/sphx_glr_plot_template_spectral_002.png" alt="plot template spectral" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7ff5fd397310&gt;
 </pre></div>
 </div>
 <p>Spectral corrections to templates can be applied by multiplication with a normalized spectral model,
@@ -730,7 +730,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             unit: 1 / (cm2 MeV s)
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:37.949960&#39;
+    date: &#39;2024-10-07T14:32:53.262698&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html b/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html
index b9e80d3fcfc..ea2265206ad 100644
--- a/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html
+++ b/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html
@@ -537,7 +537,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-user-guide-model-gallery-spectral-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:06.443</strong> total execution time for 20 files <strong>from user-guide/model-gallery/spectral</strong>:</p>
+<p><strong>00:06.488</strong> total execution time for 20 files <strong>from user-guide/model-gallery/spectral</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -559,63 +559,63 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_absorbed.html#sphx-glr-user-guide-model-gallery-spectral-plot-absorbed-py"><span class="std std-ref">EBL absorption spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_absorbed.py</span></code>)</p></td>
-<td><p>00:01.002</p></td>
+<td><p>00:01.015</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_template_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-template-spectral-py"><span class="std std-ref">Template spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template_spectral.py</span></code>)</p></td>
-<td><p>00:00.452</p></td>
+<td><p>00:00.457</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_naima.html#sphx-glr-user-guide-model-gallery-spectral-plot-naima-py"><span class="std std-ref">Naima spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_naima.py</span></code>)</p></td>
-<td><p>00:00.437</p></td>
+<td><p>00:00.442</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-norm-spectral-py"><span class="std std-ref">Exponential cutoff power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.348</p></td>
+<td><p>00:00.350</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-broken-powerlaw-py"><span class="std std-ref">Broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.333</p></td>
+<td><p>00:00.334</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw2.py</span></code>)</p></td>
-<td><p>00:00.332</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_compound.html#sphx-glr-user-guide-model-gallery-spectral-plot-compound-py"><span class="std std-ref">Compound spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_compound.py</span></code>)</p></td>
+<td><p>00:00.334</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_compound.html#sphx-glr-user-guide-model-gallery-spectral-plot-compound-py"><span class="std std-ref">Compound spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_compound.py</span></code>)</p></td>
-<td><p>00:00.331</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_smooth_broken_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.332</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_smooth_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.331</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw2.py</span></code>)</p></td>
+<td><p>00:00.332</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-py"><span class="std std-ref">Power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.325</p></td>
+<td><p>00:00.331</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw_norm_spectral.py</span></code>)</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_logparabola_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-norm-spectral-py"><span class="std std-ref">Log parabola spectral norm model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_logparabola_norm_spectral.py</span></code>)</p></td>
 <td><p>00:00.279</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_logparabola_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-norm-spectral-py"><span class="std std-ref">Log parabola spectral norm model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_logparabola_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.277</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw_norm_spectral.py</span></code>)</p></td>
+<td><p>00:00.278</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_constant_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-constant-spectral-py"><span class="std std-ref">Constant spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_constant_spectral.py</span></code>)</p></td>
-<td><p>00:00.244</p></td>
+<td><p>00:00.245</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_piecewise_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-piecewise-norm-spectral-py"><span class="std std-ref">Piecewise  norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_piecewise_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.229</p></td>
+<td><p>00:00.232</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Super exponential cutoff power law model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.224</p></td>
+<td><p>00:00.225</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_4fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR3</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_4fgl.py</span></code>)</p></td>
-<td><p>00:00.224</p></td>
+<td><p>00:00.225</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_4fgl_dr1.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-dr1-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_4fgl_dr1.py</span></code>)</p></td>
@@ -623,19 +623,19 @@
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_gauss_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-gauss-spectral-py"><span class="std std-ref">Gaussian spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gauss_spectral.py</span></code>)</p></td>
-<td><p>00:00.222</p></td>
+<td><p>00:00.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_logparabola.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-py"><span class="std std-ref">Log parabola spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_logparabola.py</span></code>)</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-py"><span class="std std-ref">Exponential cutoff power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw.py</span></code>)</p></td>
 <td><p>00:00.211</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-py"><span class="std std-ref">Exponential cutoff power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.210</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_logparabola.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-py"><span class="std std-ref">Log parabola spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_logparabola.py</span></code>)</p></td>
+<td><p>00:00.209</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Exponential cutoff power law spectral model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.207</p></td>
+<td><p>00:00.208</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html
index 8f5ae430f05..aaa1796af71 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html
@@ -681,7 +681,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:38.860015&#39;
+    date: &#39;2024-10-07T14:32:54.015618&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html
index 00b00be588e..93639ca8d3a 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html
@@ -691,7 +691,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:39.093404&#39;
+    date: &#39;2024-10-07T14:32:54.250131&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html
index e0988acd132..2a4b4c5c7eb 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html
@@ -689,7 +689,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:39.325381&#39;
+    date: &#39;2024-10-07T14:32:54.486637&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html
index 1b93676fe15..238fac9890f 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html
@@ -699,7 +699,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:39.562175&#39;
+    date: &#39;2024-10-07T14:32:54.724385&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html
index 018d2bf15d4..30597b3c01f 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html
@@ -686,12 +686,12 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 0.5
             unit: d-1
         -   name: t_ref
-            value: 60590.485181548866
+            value: 60590.5061904183
             unit: d
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:39.791005&#39;
+    date: &#39;2024-10-07T14:32:54.955378&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html
index cb0b3a75703..b81036bc835 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html
@@ -682,7 +682,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         -   name: alpha
             value: -2.0
         -   name: t_ref
-            value: 60590.48518422674
+            value: 60590.50619309456
             unit: d
         -   name: t0
             value: 1.0
@@ -690,7 +690,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:40.113141&#39;
+    date: &#39;2024-10-07T14:32:55.276397&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html
index d36867e5050..32f4f39e067 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html
@@ -688,12 +688,12 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 0.7853981633974483
             unit: d-1 rad
         -   name: t_ref
-            value: 60590.48518784574
+            value: 60590.50619665744
             unit: d
         scale: utc
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:40.337657&#39;
+    date: &#39;2024-10-07T14:32:55.498874&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html
index 708e075aad9..de79a229cc0 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html
@@ -695,7 +695,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         filename: /home/runner/work/gammapy-docs/gammapy-docs/gammapy-datasets/dev/tests/phasecurve_LSI_DC.fits
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:40.585037&#39;
+    date: &#39;2024-10-07T14:32:55.743168&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html
index 6e546aa518b..e898d00473a 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html
@@ -686,7 +686,7 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         unit: &#39;&#39;
 metadata:
     creator: Gammapy 1.3.dev1108+g3132bb30e
-    date: &#39;2024-10-07T14:02:40.828199&#39;
+    date: &#39;2024-10-07T14:32:55.994141&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/sg_execution_times.html b/docs/dev/user-guide/model-gallery/temporal/sg_execution_times.html
index 77418ebc1a1..c7a402af410 100644
--- a/docs/dev/user-guide/model-gallery/temporal/sg_execution_times.html
+++ b/docs/dev/user-guide/model-gallery/temporal/sg_execution_times.html
@@ -537,7 +537,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-user-guide-model-gallery-temporal-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:01.715</strong> total execution time for 9 files <strong>from user-guide/model-gallery/temporal</strong>:</p>
+<p><strong>00:01.559</strong> total execution time for 9 files <strong>from user-guide/model-gallery/temporal</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -559,11 +559,11 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_constant_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-constant-temporal-py"><span class="std std-ref">Constant temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_constant_temporal.py</span></code>)</p></td>
-<td><p>00:00.716</p></td>
+<td><p>00:00.562</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-powerlaw-temporal-py"><span class="std std-ref">PowerLaw temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw_temporal.py</span></code>)</p></td>
-<td><p>00:00.198</p></td>
+<td><p>00:00.195</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_template_phase_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-template-phase-temporal-py"><span class="std std-ref">Phase curve temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template_phase_temporal.py</span></code>)</p></td>
@@ -571,11 +571,11 @@
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_template_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-template-temporal-py"><span class="std std-ref">Light curve temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template_temporal.py</span></code>)</p></td>
-<td><p>00:00.123</p></td>
+<td><p>00:00.124</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_generalized_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-generalized-gaussian-temporal-py"><span class="std std-ref">Generalized Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_generalized_gaussian_temporal.py</span></code>)</p></td>
-<td><p>00:00.113</p></td>
+<td><p>00:00.115</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-gaussian-temporal-py"><span class="std std-ref">Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gaussian_temporal.py</span></code>)</p></td>
@@ -591,7 +591,7 @@
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_linear_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-linear-temporal-py"><span class="std std-ref">Linear temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_linear_temporal.py</span></code>)</p></td>
-<td><p>00:00.107</p></td>
+<td><p>00:00.105</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>