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diff --git a/docs/dev/_images/sphx_glr_priors_004.png b/docs/dev/_images/sphx_glr_priors_004.png
diff --git a/docs/dev/_images/sphx_glr_simulate_3d_001.png b/docs/dev/_images/sphx_glr_simulate_3d_001.png
diff --git a/docs/dev/_images/sphx_glr_simulate_3d_002.png b/docs/dev/_images/sphx_glr_simulate_3d_002.png
diff --git a/docs/dev/_images/sphx_glr_simulate_3d_thumb.png b/docs/dev/_images/sphx_glr_simulate_3d_thumb.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_rad_max_005.png b/docs/dev/_images/sphx_glr_spectral_analysis_rad_max_005.png
diff --git a/docs/dev/_sources/sg_execution_times.rst.txt b/docs/dev/_sources/sg_execution_times.rst.txt
diff --git 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                      : wKIAMoDw
+      Name                      : bLZIdAnb
       Datasets names            : None
       Spectral model type       : CompoundSpectralModel
       Spatial  model type       : 
@@ -367,7 +367,7 @@ compound model.
 
     SkyModel
 
-      Name                      : 7HPU-fYr
+      Name                      : bq-NvT_X
       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
@@ -162,7 +162,7 @@ attribute:
 
     <div class="output_subarea output_html rendered_html output_result">
     <div><i>Table length=5</i>
-    <table id="table139759031588128" class="table-striped table-bordered table-condensed">
+    <table id="table139927771079728" 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
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:06.815** total execution time for 8 files **from tutorials/analysis-1d**:
+**01:06.752** 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``)
-     - 00:30.200
+     - 00:30.259
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)
-     - 00:07.915
+     - 00:07.986
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)
-     - 00:07.035
+     - 00:07.001
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``ebl.py``)
-     - 00:07.004
+     - 00:06.947
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)
-     - 00:05.177
+     - 00:05.205
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``)
-     - 00:04.347
+     - 00:04.316
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)
-     - 00:04.308
+     - 00:04.201
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)
-     - 00:00.828
+     - 00:00.836
      - 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
@@ -1220,7 +1220,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 30.200 seconds)
+   **Total running time of the script:** (0 minutes 30.259 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
@@ -351,7 +351,7 @@ Here is what the configuration for our analysis looks like:
                 selection_optional: all
         metadata:
             creator: Gammapy 2.0.dev78+g09321bd3a
-            date: '2024-11-25T16:28:19.227818'
+            date: '2024-11-25T17:33:32.237165'
             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 2.0.dev78+g09321bd3a
-            date: '2024-11-25T16:28:19.251897'
+            date: '2024-11-25T17:33:32.261143'
             origin: null
     
 
@@ -1107,7 +1107,7 @@ This is how we can write the model back to file again:
     covariance: model-best-fit_covariance.dat
     metadata:
         creator: Gammapy 2.0.dev78+g09321bd3a
-        date: '2024-11-25T16:28:22.658780'
+        date: '2024-11-25T17:33:35.668405'
         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
@@ -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 4.0131e-11 cm-2 s-1 TeV-1 ... nan nan  False           
+    simulated      amplitude 4.3639e-11 cm-2 s-1 TeV-1 ... nan nan  False           
     simulated      reference 1.0000e+00            TeV ... nan nan   True           
-    simulated          alpha 2.5667e+00                ... nan nan  False           
-    simulated           beta 1.6597e-01                ... nan nan  False           
+    simulated          alpha 2.4701e+00                ... nan nan  False           
+    simulated           beta 1.4527e-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
@@ -411,14 +411,14 @@ dealing with simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : oKPFv8wo 
+      Name                            : zQtZWb9e 
 
-      Total counts                    : 313 
-      Total background counts         : 20.60
-      Total excess counts             : 292.40
+      Total counts                    : 283 
+      Total background counts         : 18.00
+      Total excess counts             : 265.00
 
-      Predicted counts                : 302.21
-      Predicted background counts     : 20.84
+      Predicted counts                : 299.15
+      Predicted background counts     : 17.78
       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)) : 5.30
+      Fit statistic value (-2 log(L)) : 7.87
 
       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                : 103 
+        Total counts_off                : 90 
       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
@@ -425,7 +425,7 @@ normalisation factor:
 
     SkyModel
 
-      Name                      : ypPoR64m
+      Name                      : 5VnG-rjd
       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 20.596 seconds)
+   **Total running time of the script:** (0 minutes 20.633 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
@@ -343,7 +343,7 @@ analysis as *3D*, and define the geometry of the analysis.
                 selection_optional: all
         metadata:
             creator: Gammapy 2.0.dev78+g09321bd3a
-            date: '2024-11-25T16:29:29.475835'
+            date: '2024-11-25T17:34:42.343255'
             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
@@ -327,7 +327,7 @@ MSH 1552
                 selection_optional: all
         metadata:
             creator: Gammapy 2.0.dev78+g09321bd3a
-            date: '2024-11-25T16:29:17.081617'
+            date: '2024-11-25T17:34:29.951091'
             origin: null
     
 
@@ -476,7 +476,7 @@ Create the config:
                 selection_optional: all
         metadata:
             creator: Gammapy 2.0.dev78+g09321bd3a
-            date: '2024-11-25T16:29:17.138040'
+            date: '2024-11-25T17:34:30.008021'
             origin: null
     
 
@@ -797,7 +797,7 @@ we can recompute the maps after adding a `mask_fit` to our dataset.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 12.203 seconds)
+   **Total running time of the script:** (0 minutes 12.197 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
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:38.377** total execution time for 3 files **from tutorials/analysis-2d**:
+**00:38.363** 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``)
-     - 00:20.596
+     - 00:20.633
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``)
-     - 00:12.203
+     - 00:12.197
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)
-     - 00:05.578
+     - 00:05.533
      - 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
@@ -296,7 +296,7 @@ the analysis, we will programmatically build a config file from scratch.
                 selection_optional: all
         metadata:
             creator: Gammapy 2.0.dev78+g09321bd3a
-            date: '2024-11-25T16:29:35.248611'
+            date: '2024-11-25T17:34:48.073299'
             origin: null
     
     AnalysisConfig
@@ -410,7 +410,7 @@ the analysis, we will programmatically build a config file from scratch.
                 selection_optional: all
         metadata:
             creator: Gammapy 2.0.dev78+g09321bd3a
-            date: '2024-11-25T16:29:35.256314'
+            date: '2024-11-25T17:34:48.081208'
             origin: null
     
 
@@ -1074,21 +1074,21 @@ Data reduction
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : jZsSKuet
+      Name       : hU6E8sIX
       Instrument : CTA
       Models     : 
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : ApInnZXv
+      Name       : d5d4fN5t
       Instrument : CTA
       Models     : 
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : zV3Yo4CV
+      Name       : B_u4TRYA
       Instrument : CTA
       Models     : 
 
@@ -1121,7 +1121,7 @@ You can access each one by name or by index, eg:
     MapDataset
     ----------
 
-      Name                            : jZsSKuet 
+      Name                            : hU6E8sIX 
 
       Total counts                    : 40481 
       Total background counts         : 36014.51
@@ -1189,9 +1189,9 @@ map, omit the region argument.
       name   counts       excess      ... n_fit_bins stat_type stat_sum
                                       ...                              
     -------- ------ ----------------- ... ---------- --------- --------
-    jZsSKuet  40481 4466.493043594026 ...     693940      cash      nan
-    ApInnZXv  40525 4510.505523195905 ...     693940      cash      nan
-    zV3Yo4CV  40235 4220.480554966154 ...     693940      cash      nan
+    hU6E8sIX  40481 4466.493043594026 ...     693940      cash      nan
+    d5d4fN5t  40525 4510.505523195905 ...     693940      cash      nan
+    B_u4TRYA  40235 4220.480554966154 ...     693940      cash      nan
     Models
 
     Component 0: SkyModel
@@ -1212,8 +1212,8 @@ map, omit the region argument.
 
     Component 1: FoVBackgroundModel
 
-      Name                      : jZsSKuet-bkg
-      Datasets names            : ['jZsSKuet']
+      Name                      : hU6E8sIX-bkg
+      Datasets names            : ['hU6E8sIX']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1222,8 +1222,8 @@ map, omit the region argument.
 
     Component 2: FoVBackgroundModel
 
-      Name                      : ApInnZXv-bkg
-      Datasets names            : ['ApInnZXv']
+      Name                      : d5d4fN5t-bkg
+      Datasets names            : ['d5d4fN5t']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1232,8 +1232,8 @@ map, omit the region argument.
 
     Component 3: FoVBackgroundModel
 
-      Name                      : zV3Yo4CV-bkg
-      Datasets names            : ['zV3Yo4CV']
+      Name                      : B_u4TRYA-bkg
+      Datasets names            : ['B_u4TRYA']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1348,8 +1348,8 @@ Check best-fit parameters and error estimates:
 
     Component 1: FoVBackgroundModel
 
-      Name                      : jZsSKuet-bkg
-      Datasets names            : ['jZsSKuet']
+      Name                      : hU6E8sIX-bkg
+      Datasets names            : ['hU6E8sIX']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.118   +/-    0.01             
@@ -1358,8 +1358,8 @@ Check best-fit parameters and error estimates:
 
     Component 2: FoVBackgroundModel
 
-      Name                      : ApInnZXv-bkg
-      Datasets names            : ['ApInnZXv']
+      Name                      : d5d4fN5t-bkg
+      Datasets names            : ['d5d4fN5t']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.119   +/-    0.01             
@@ -1368,8 +1368,8 @@ Check best-fit parameters and error estimates:
 
     Component 3: FoVBackgroundModel
 
-      Name                      : zV3Yo4CV-bkg
-      Datasets names            : ['zV3Yo4CV']
+      Name                      : B_u4TRYA-bkg
+      Datasets names            : ['B_u4TRYA']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.111   +/-    0.01             
@@ -1498,7 +1498,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 32.889 seconds)
+   **Total running time of the script:** (0 minutes 32.843 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
@@ -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="table139759476810368" class="table-striped table-bordered table-condensed">
+    <table id="table139927450506816" 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 17.125 seconds)
+   **Total running time of the script:** (0 minutes 17.082 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_cta_data_analysis.py: