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diff --git a/docs/dev/_images/sphx_glr_plot_linear_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_linear_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_001.png b/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_sine_temporal_001.png b/docs/dev/_images/sphx_glr_plot_sine_temporal_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_sine_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_sine_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_priors_002.png b/docs/dev/_images/sphx_glr_priors_002.png
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/_modules/gammapy/datasets/flux_points.html b/docs/dev/_modules/gammapy/datasets/flux_points.html
@@ -555,7 +555,7 @@ <h1>Source code for gammapy.datasets.flux_points</h1><div class="highlight"><pre
 <div class="viewcode-block" id="FluxPointsDataset">
 <a class="viewcode-back" href="../../../api/gammapy.datasets.FluxPointsDataset.html#gammapy.datasets.FluxPointsDataset">[docs]</a>
 <span class="k">class</span> <span class="nc">FluxPointsDataset</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Bundle a set of flux points with a parametric model, to compute fit statistic function using chi2 statistics.</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Bundle a set of flux points with a parametric model, to compute fit statistic function using different statistics (see ``stat_type``).</span>
 
 <span class="sd">    For more information see :ref:`datasets`.</span>
 

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/cta_sensitivity.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt
@@ -120,7 +120,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 

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                      : 5vHnlL9m
+      Name                      : EKQniil2
       Datasets names            : None
       Spectral model type       : CompoundSpectralModel
       Spatial  model type       : 
@@ -367,7 +367,7 @@ compound model.
 
     SkyModel
 
-      Name                      : VYcabeMI
+      Name                      : CIdSCWVg
       Datasets names            : None
       Spectral model type       : PowerLawSpectralModel
       Spatial  model type       : 

diff --git a/docs/dev/_sources/tutorials/analysis-1d/extended_source_spectral_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/extended_source_spectral_analysis.rst.txt
@@ -164,7 +164,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 

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="table139643554865264" class="table-striped table-bordered table-condensed">
+    <table id="table140058770805424" 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
 =================
-**01:22.801** total execution time for 8 files **from tutorials/analysis-1d**:
+**01:21.884** 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``)
-     - 00:45.115
+     - 00:44.802
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)
-     - 00:07.981
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``ebl.py``)
-     - 00:07.128
+     - 00:07.937
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)
-     - 00:07.122
+     - 00:07.062
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``ebl.py``)
+     - 00:07.040
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)
-     - 00:05.429
+     - 00:05.380
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)
-     - 00:04.566
+     - 00:04.485
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``)
-     - 00:04.548
+     - 00:04.350
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)
-     - 00:00.911
+     - 00:00.829
      - 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
@@ -206,7 +206,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1216,7 +1216,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 45.115 seconds)
+   **Total running time of the script:** (0 minutes 44.802 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
@@ -150,7 +150,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -350,8 +350,8 @@ Here is what the configuration for our analysis looks like:
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev1272+g449384971
-            date: '2024-10-22T09:54:38.924025'
+            creator: Gammapy 1.3.dev1274+g8f5262e5f
+            date: '2024-10-22T11:58:58.548631'
             origin: null
     
 
@@ -571,8 +571,8 @@ One can export/import the `~gammapy.analysis.AnalysisConfig` to/from a YAML file
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev1272+g449384971
-            date: '2024-10-22T09:54:38.948372'
+            creator: Gammapy 1.3.dev1274+g8f5262e5f
+            date: '2024-10-22T11:58:58.572600'
             origin: null
     
 
@@ -1107,8 +1107,8 @@ This is how we can write the model back to file again:
                 unit: TeV
     covariance: model-best-fit_covariance.dat
     metadata:
-        creator: Gammapy 1.3.dev1272+g449384971
-        date: '2024-10-22T09:54:42.509739'
+        creator: Gammapy 1.3.dev1274+g8f5262e5f
+        date: '2024-10-22T11:59:02.040286'
         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
@@ -206,7 +206,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -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 3.9174e-11 cm-2 s-1 TeV-1 ... nan nan  False           
+    simulated      amplitude 3.8468e-11 cm-2 s-1 TeV-1 ... nan nan  False           
     simulated      reference 1.0000e+00            TeV ... nan nan   True           
-    simulated          alpha 2.6557e+00                ... nan nan  False           
-    simulated           beta 2.0080e-01                ... nan nan  False           
+    simulated          alpha 2.6556e+00                ... nan nan  False           
+    simulated           beta 1.7576e-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
@@ -142,7 +142,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -411,14 +411,14 @@ dealing with simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : TdvgRJ6l 
+      Name                            : xm4O_E-T 
 
-      Total counts                    : 285 
-      Total background counts         : 25.00
-      Total excess counts             : 260.00
+      Total counts                    : 317 
+      Total background counts         : 22.60
+      Total excess counts             : 294.40
 
-      Predicted counts                : 306.02
-      Predicted background counts     : 24.65
+      Predicted counts                : 304.11
+      Predicted background counts     : 22.73
       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)) : 6.75
+      Fit statistic value (-2 log(L)) : 5.98
 
       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                : 125 
+        Total counts_off                : 113 
       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
@@ -124,7 +124,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -425,7 +425,7 @@ normalisation factor:
 
     SkyModel
 
-      Name                      : bdEIUDgZ
+      Name                      : sQprlXuY
       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 21.042 seconds)
+   **Total running time of the script:** (0 minutes 20.815 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
@@ -124,7 +124,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -342,8 +342,8 @@ analysis as *3D*, and define the geometry of the analysis.
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev1272+g449384971
-            date: '2024-10-22T09:55:50.938391'
+            creator: Gammapy 1.3.dev1274+g8f5262e5f
+            date: '2024-10-22T12:00:09.521131'
             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
@@ -125,7 +125,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev1272+g449384971 
+            version                : 1.3.dev1274+g8f5262e5f 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -325,8 +325,8 @@ MSH 1552
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev1272+g449384971
-            date: '2024-10-22T09:55:38.340639'
+            creator: Gammapy 1.3.dev1274+g8f5262e5f
+            date: '2024-10-22T11:59:57.140584'
             origin: null
     
 
@@ -476,8 +476,8 @@ create the config
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev1272+g449384971
-            date: '2024-10-22T09:55:38.399032'
+            creator: Gammapy 1.3.dev1274+g8f5262e5f
+            date: '2024-10-22T11:59:57.196485'
             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 12.406 seconds)
+   **Total running time of the script:** (0 minutes 12.184 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
 =================
-**00:39.057** total execution time for 3 files **from tutorials/analysis-2d**:
+**00:38.502** 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``)
-     - 00:21.042
+     - 00:20.815
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``)
-     - 00:12.406
+     - 00:12.184
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)
-     - 00:05.609
+     - 00:05.504
      - 0.0