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diff --git a/docs/dev/.doctrees/environment.pickle b/docs/dev/.doctrees/environment.pickle
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/sed_fitting.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/sed_fitting.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_hli.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_hli.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_rad_max.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_rad_max.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectrum_simulation.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectrum_simulation.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-2d/detect.doctree b/docs/dev/.doctrees/tutorials/analysis-2d/detect.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-2d/ring_background.doctree b/docs/dev/.doctrees/tutorials/analysis-2d/ring_background.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-2d/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-2d/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/analysis_3d.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/analysis_3d.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/cta_data_analysis.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/cta_data_analysis.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/event_sampling.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/event_sampling.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/flux_profiles.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/flux_profiles.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/simulate_3d.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/simulate_3d.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-time/light_curve.doctree b/docs/dev/.doctrees/tutorials/analysis-time/light_curve.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-time/light_curve_flare.doctree b/docs/dev/.doctrees/tutorials/analysis-time/light_curve_flare.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-time/light_curve_simulation.doctree b/docs/dev/.doctrees/tutorials/analysis-time/light_curve_simulation.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-time/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-time/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/api/astro_dark_matter.doctree b/docs/dev/.doctrees/tutorials/api/astro_dark_matter.doctree
diff --git a/docs/dev/.doctrees/tutorials/api/datasets.doctree b/docs/dev/.doctrees/tutorials/api/datasets.doctree
diff --git a/docs/dev/.doctrees/tutorials/api/fitting.doctree b/docs/dev/.doctrees/tutorials/api/fitting.doctree
diff --git a/docs/dev/.doctrees/tutorials/api/makers.doctree b/docs/dev/.doctrees/tutorials/api/makers.doctree
diff --git a/docs/dev/.doctrees/tutorials/api/models.doctree b/docs/dev/.doctrees/tutorials/api/models.doctree
diff --git a/docs/dev/.doctrees/tutorials/api/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/api/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/data/cta.doctree b/docs/dev/.doctrees/tutorials/data/cta.doctree
diff --git a/docs/dev/.doctrees/tutorials/data/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/data/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/scripts/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/scripts/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/starting/analysis_1.doctree b/docs/dev/.doctrees/tutorials/starting/analysis_1.doctree
diff --git a/docs/dev/.doctrees/tutorials/starting/analysis_2.doctree b/docs/dev/.doctrees/tutorials/starting/analysis_2.doctree
diff --git a/docs/dev/.doctrees/tutorials/starting/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/starting/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/sg_execution_times.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/sg_execution_times.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_linear_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_linear_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_powerlaw_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_powerlaw_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_sine_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_sine_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/sg_execution_times.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/sg_execution_times.doctree
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diff --git a/...dev/_downloads/73e7de11148f573eeb51f279652f7b9b/make_rectangular_reflected_background.pdf b/...dev/_downloads/73e7de11148f573eeb51f279652f7b9b/make_rectangular_reflected_background.pdf
diff --git a/docs/dev/_downloads/74468ce448910c5a873be0e51cee13fb/plot_pwn_evolution.pdf b/docs/dev/_downloads/74468ce448910c5a873be0e51cee13fb/plot_pwn_evolution.pdf
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diff --git a/docs/dev/_downloads/84424d59ec624940199b69d87a792d50/index-1.pdf b/docs/dev/_downloads/84424d59ec624940199b69d87a792d50/index-1.pdf
diff --git a/...downloads/8a9ae62d4481bef2294fabff4afc70cf/gammapy-irf-EnergyDependentMultiGaussPSF-1.pdf b/...downloads/8a9ae62d4481bef2294fabff4afc70cf/gammapy-irf-EnergyDependentMultiGaussPSF-1.pdf
diff --git a/docs/dev/_downloads/8d795d04d6c1419b268a0a4676041f36/model-gallery_python.zip b/docs/dev/_downloads/8d795d04d6c1419b268a0a4676041f36/model-gallery_python.zip
diff --git a/docs/dev/_downloads/8f7cba6e147ac68586bc14a007ba4cc5/plot_spiral_arms.pdf b/docs/dev/_downloads/8f7cba6e147ac68586bc14a007ba4cc5/plot_spiral_arms.pdf
diff --git a/docs/dev/_downloads/90e01209a5243d5c972882c04584c8e3/plot_aeff_param.pdf b/docs/dev/_downloads/90e01209a5243d5c972882c04584c8e3/plot_aeff_param.pdf
diff --git a/docs/dev/_downloads/9784111b1a9a5c8f07b727039a6e8b82/plot_radial_distributions.pdf b/docs/dev/_downloads/9784111b1a9a5c8f07b727039a6e8b82/plot_radial_distributions.pdf
diff --git a/docs/dev/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip b/docs/dev/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip
diff --git a/docs/dev/_downloads/a5b2ee0329e727a4750cc6807854a799/plot_snr_brightness_evolution.pdf b/docs/dev/_downloads/a5b2ee0329e727a4750cc6807854a799/plot_snr_brightness_evolution.pdf
diff --git a/docs/dev/_downloads/a60ac3367f6b8b4daf62f7767737c935/regionmap-3.pdf b/docs/dev/_downloads/a60ac3367f6b8b4daf62f7767737c935/regionmap-3.pdf
diff --git a/docs/dev/_downloads/a647e703f1c14b3b2be137109a402268/plot_wstat_significance.pdf b/docs/dev/_downloads/a647e703f1c14b3b2be137109a402268/plot_wstat_significance.pdf
diff --git a/docs/dev/_downloads/bfe6aa14bdebe4f65370b05f400755e5/plot_cash_significance.pdf b/docs/dev/_downloads/bfe6aa14bdebe4f65370b05f400755e5/plot_cash_significance.pdf
diff --git a/docs/dev/_downloads/c2775618fc6e3f5a7b28e723a9132470/plot_aeff.pdf b/docs/dev/_downloads/c2775618fc6e3f5a7b28e723a9132470/plot_aeff.pdf
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diff --git a/docs/dev/_downloads/c6bad13b7bd034ce07497e4d5025d5d2/edisp-1.pdf b/docs/dev/_downloads/c6bad13b7bd034ce07497e4d5025d5d2/edisp-1.pdf
diff --git a/docs/dev/_downloads/c8dacdfbdf94c97cce7a5ee9555295b5/plot_cash_errors.pdf b/docs/dev/_downloads/c8dacdfbdf94c97cce7a5ee9555295b5/plot_cash_errors.pdf
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diff --git a/docs/dev/_downloads/d47b4b3bccd5fc1699bbc9406a3c4035/plot_edisp.pdf b/docs/dev/_downloads/d47b4b3bccd5fc1699bbc9406a3c4035/plot_edisp.pdf
diff --git a/docs/dev/_downloads/e8a68734048b7e0ceca7060951d52b8d/regionmap-4.pdf b/docs/dev/_downloads/e8a68734048b7e0ceca7060951d52b8d/regionmap-4.pdf
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diff --git a/docs/dev/_downloads/ebd45185ed3e93103504e3303364e3ef/plot_velocity_distributions.pdf b/docs/dev/_downloads/ebd45185ed3e93103504e3303364e3ef/plot_velocity_distributions.pdf
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diff --git a/docs/dev/_downloads/fc59bdccd0cfc40136461f8aea2aa6fe/colormap_example.pdf b/docs/dev/_downloads/fc59bdccd0cfc40136461f8aea2aa6fe/colormap_example.pdf
diff --git a/docs/dev/_images/plot_spiral_arms.png b/docs/dev/_images/plot_spiral_arms.png
diff --git a/docs/dev/_images/sphx_glr_light_curve_simulation_001.png b/docs/dev/_images/sphx_glr_light_curve_simulation_001.png
diff --git a/docs/dev/_images/sphx_glr_light_curve_simulation_002.png b/docs/dev/_images/sphx_glr_light_curve_simulation_002.png
diff --git a/docs/dev/_images/sphx_glr_light_curve_simulation_thumb.png b/docs/dev/_images/sphx_glr_light_curve_simulation_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_constant_temporal_001.png b/docs/dev/_images/sphx_glr_plot_constant_temporal_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_constant_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_constant_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_linear_temporal_001.png b/docs/dev/_images/sphx_glr_plot_linear_temporal_001.png
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_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/tutorials/analysis-1d/sed_fitting.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
@@ -163,7 +163,7 @@ attribute:
 
     <div class="output_subarea output_html rendered_html output_result">
     <div><i>Table length=5</i>
-    <table id="table140640124532288" class="table-striped table-bordered table-condensed">
+    <table id="table140316102179376" 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
@@ -6,20 +6,20 @@
 
 Computation times
 =================
-**00:53.671** total execution time for **tutorials_analysis-1d** files:
+**00:50.005** total execution time for **tutorials_analysis-1d** files:
 
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)                                 | 00:17.589 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)                                 | 00:16.176 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)                         | 00:10.582 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)                         | 00:09.985 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)                             | 00:08.548 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)                             | 00:07.905 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``) | 00:06.649 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``) | 00:06.352 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)                 | 00:05.378 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)                 | 00:04.978 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)                                             | 00:03.942 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)                                             | 00:03.701 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)                                     | 00:00.982 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)                                     | 00:00.908 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
@@ -1109,7 +1109,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  17.589 seconds)
+   **Total running time of the script:** ( 0 minutes  16.176 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
@@ -1145,11 +1145,6 @@ both methods on a unique plot.
 
 
 
-.. rst-class:: sphx-glr-timing
-
-   **Total running time of the script:** ( 0 minutes  10.582 seconds)
-
-
 .. _sphx_glr_download_tutorials_analysis-1d_spectral_analysis_hli.py:
 
 .. only:: html

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
@@ -747,10 +747,10 @@ provide a good distribution of the background.
 
       model     type      name     value    ... max frozen is_norm link
     --------- -------- --------- ---------- ... --- ------ ------- ----
-    simulated spectral amplitude 4.5266e-11 ... nan  False    True     
+    simulated spectral amplitude 4.1479e-11 ... nan  False    True     
     simulated spectral reference 1.0000e+00 ... nan   True   False     
-    simulated spectral     alpha 2.7602e+00 ... nan  False   False     
-    simulated spectral      beta 3.2042e-01 ... nan  False   False     
+    simulated spectral     alpha 2.8086e+00 ... nan  False   False     
+    simulated spectral      beta 2.9527e-01 ... nan  False   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
@@ -408,14 +408,14 @@ for simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : hxx0FTux 
+      Name                            : SqXH56M0 
 
-      Total counts                    : 310 
-      Total background counts         : 18.60
-      Total excess counts             : 291.40
+      Total counts                    : 277 
+      Total background counts         : 24.80
+      Total excess counts             : 252.20
 
-      Predicted counts                : 300.22
-      Predicted background counts     : 18.85
+      Predicted counts                : 305.68
+      Predicted background counts     : 24.31
       Predicted excess counts         : 281.37
 
       Exposure min                    : 2.53e+08 m2 s
@@ -425,7 +425,7 @@ for simulations based on observations of real off counts.
       Number of fit bins              : 9 
 
       Fit statistic type              : wstat
-      Fit statistic value (-2 log(L)) : 16.41
+      Fit statistic value (-2 log(L)) : 10.92
 
       Number of models                : 1 
       Number of parameters            : 3
@@ -443,7 +443,7 @@ for 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                : 93 
+        Total counts_off                : 124 
       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
@@ -460,7 +460,7 @@ Here’s some suggestions what to do next:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  17.987 seconds)
+   **Total running time of the script:** ( 0 minutes  17.352 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-2d_detect.py:

diff --git a/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
@@ -666,7 +666,7 @@ to be a standard normal distribution.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  21.660 seconds)
+   **Total running time of the script:** ( 0 minutes  20.793 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
@@ -6,12 +6,12 @@
 
 Computation times
 =================
-**00:47.787** total execution time for **tutorials_analysis-2d** files:
+**00:45.580** total execution time for **tutorials_analysis-2d** files:
 
 +-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``) | 00:21.660 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``) | 00:20.793 | 0.0 MB |
 +-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``detect.py``)                   | 00:17.987 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``detect.py``)                   | 00:17.352 | 0.0 MB |
 +-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)         | 00:08.139 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)         | 00:07.435 | 0.0 MB |
 +-----------------------------------------------------------------------------------+-----------+--------+
diff --git a/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
@@ -951,21 +951,21 @@ Data reduction
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : P1UqEtp2
+      Name       : 161pRO4z
       Instrument : CTA
       Models     : 
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : bn2K97UB
+      Name       : ZiwY_sOr
       Instrument : CTA
       Models     : 
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : AxV4DCzC
+      Name       : qKQ8yhe5
       Instrument : CTA
       Models     : 
 
@@ -998,7 +998,7 @@ You can access each one by name or by index, eg:
     MapDataset
     ----------
 
-      Name                            : P1UqEtp2 
+      Name                            : 161pRO4z 
 
       Total counts                    : 40481 
       Total background counts         : 36014.51
@@ -1066,9 +1066,9 @@ map, omit the region argument.
       name   counts       excess      ... n_fit_bins stat_type stat_sum
                                       ...                              
     -------- ------ ----------------- ... ---------- --------- --------
-    P1UqEtp2  40481       4466.484375 ...     693940      cash      nan
-    bn2K97UB  40525 4510.505523195905 ...     693940      cash      nan
-    AxV4DCzC  40235 4220.480554966147 ...     693940      cash      nan
+    161pRO4z  40481       4466.484375 ...     693940      cash      nan
+    ZiwY_sOr  40525 4510.505523195905 ...     693940      cash      nan
+    qKQ8yhe5  40235 4220.480554966147 ...     693940      cash      nan
     Models
 
     Component 0: SkyModel
@@ -1089,8 +1089,8 @@ map, omit the region argument.
 
     Component 1: FoVBackgroundModel
 
-      Name                      : P1UqEtp2-bkg
-      Datasets names            : ['P1UqEtp2']
+      Name                      : 161pRO4z-bkg
+      Datasets names            : ['161pRO4z']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1099,8 +1099,8 @@ map, omit the region argument.
 
     Component 2: FoVBackgroundModel
 
-      Name                      : bn2K97UB-bkg
-      Datasets names            : ['bn2K97UB']
+      Name                      : ZiwY_sOr-bkg
+      Datasets names            : ['ZiwY_sOr']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1109,8 +1109,8 @@ map, omit the region argument.
 
     Component 3: FoVBackgroundModel
 
-      Name                      : AxV4DCzC-bkg
-      Datasets names            : ['AxV4DCzC']
+      Name                      : qKQ8yhe5-bkg
+      Datasets names            : ['qKQ8yhe5']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1225,8 +1225,8 @@ Check best-fit parameters and error estimates:
 
     Component 1: FoVBackgroundModel
 
-      Name                      : P1UqEtp2-bkg
-      Datasets names            : ['P1UqEtp2']
+      Name                      : 161pRO4z-bkg
+      Datasets names            : ['161pRO4z']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.118   +/-    0.01             
@@ -1235,8 +1235,8 @@ Check best-fit parameters and error estimates:
 
     Component 2: FoVBackgroundModel
 
-      Name                      : bn2K97UB-bkg
-      Datasets names            : ['bn2K97UB']
+      Name                      : ZiwY_sOr-bkg
+      Datasets names            : ['ZiwY_sOr']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.119   +/-    0.01             
@@ -1245,8 +1245,8 @@ Check best-fit parameters and error estimates:
 
     Component 3: FoVBackgroundModel
 
-      Name                      : AxV4DCzC-bkg
-      Datasets names            : ['AxV4DCzC']
+      Name                      : qKQ8yhe5-bkg
+      Datasets names            : ['qKQ8yhe5']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.111   +/-    0.01             
@@ -1375,7 +1375,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  48.183 seconds)
+   **Total running time of the script:** ( 0 minutes  42.933 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
@@ -811,7 +811,7 @@ 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="table140640120283680" class="table-striped table-bordered table-condensed">
+    <table id="table140316077497408" 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>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></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[1]</th><th>bool</th></tr></thead>
@@ -905,7 +905,7 @@ What next?
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  20.429 seconds)
+   **Total running time of the script:** ( 0 minutes  19.650 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_cta_data_analysis.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
@@ -1188,7 +1188,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  52.949 seconds)
+   **Total running time of the script:** ( 0 minutes  48.385 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
@@ -375,7 +375,7 @@ We can see the full configuration by printing the estimator object:
     --------------------
 
       energy_edges           : [  10. 2000.] GeV
-      fit                    : <gammapy.modeling.fit.Fit object at 0x7fe95474df70>
+      fit                    : <gammapy.modeling.fit.Fit object at 0x7f9ddb906130>
       n_jobs                 : None
       n_sigma                : 1
       n_sigma_ul             : 2
@@ -800,7 +800,7 @@ And now plot the points together with the likelihood profiles:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  23.738 seconds)
+   **Total running time of the script:** ( 0 minutes  22.131 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
@@ -6,20 +6,20 @@
 
 Computation times
 =================
-**02:52.221** total execution time for **tutorials_analysis-3d** files:
+**02:38.369** total execution time for **tutorials_analysis-3d** files:
 
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)                                     | 00:52.949 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)                                     | 00:48.385 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``analysis_3d.py``)                                           | 00:48.183 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``analysis_3d.py``)                                           | 00:42.933 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``flux_profiles.py``)                                       | 00:23.738 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``flux_profiles.py``)                                       | 00:22.131 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``cta_data_analysis.py``)                               | 00:20.429 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``cta_data_analysis.py``)                               | 00:19.650 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``simulate_3d.py``)                                           | 00:16.136 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``simulate_3d.py``)                                           | 00:15.302 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``analysis_mwl.py``)                                         | 00:06.164 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``analysis_mwl.py``)                                         | 00:05.792 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``event_sampling_nrg_depend_models.py``) | 00:04.622 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``event_sampling_nrg_depend_models.py``) | 00:04.176 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------------------------+-----------+--------+