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diff --git a/docs/dev/_images/sphx_glr_plot_exp_cutoff_powerlaw_norm_spectral_001.png b/docs/dev/_images/sphx_glr_plot_exp_cutoff_powerlaw_norm_spectral_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_exp_cutoff_powerlaw_norm_spectral_thumb.png b/docs/dev/_images/sphx_glr_plot_exp_cutoff_powerlaw_norm_spectral_thumb.png
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diff --git a/docs/dev/_images/sphx_glr_plot_piecewise_norm_spectral_001.png b/docs/dev/_images/sphx_glr_plot_piecewise_norm_spectral_001.png
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diff --git a/docs/dev/_images/sphx_glr_plot_powerlaw2_001.png b/docs/dev/_images/sphx_glr_plot_powerlaw2_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_powerlaw2_thumb.png b/docs/dev/_images/sphx_glr_plot_powerlaw2_thumb.png
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diff --git a/docs/dev/_images/sphx_glr_plot_powerlaw_thumb.png b/docs/dev/_images/sphx_glr_plot_powerlaw_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_plot_template_spectral_001.png b/docs/dev/_images/sphx_glr_plot_template_spectral_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_template_spectral_thumb.png b/docs/dev/_images/sphx_glr_plot_template_spectral_thumb.png
diff --git a/docs/dev/_images/sphx_glr_pulsar_analysis_006.png b/docs/dev/_images/sphx_glr_pulsar_analysis_006.png
diff --git a/docs/dev/_images/sphx_glr_ring_background_002.png b/docs/dev/_images/sphx_glr_ring_background_002.png
diff --git a/docs/dev/_images/sphx_glr_ring_background_003.png b/docs/dev/_images/sphx_glr_ring_background_003.png
diff --git a/docs/dev/_images/sphx_glr_ring_background_thumb.png b/docs/dev/_images/sphx_glr_ring_background_thumb.png
diff --git a/docs/dev/_images/sphx_glr_sed_fitting_001.png b/docs/dev/_images/sphx_glr_sed_fitting_001.png
diff --git a/docs/dev/_images/sphx_glr_sed_fitting_thumb.png b/docs/dev/_images/sphx_glr_sed_fitting_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_005.png b/docs/dev/_images/sphx_glr_spectral_analysis_005.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_006.png b/docs/dev/_images/sphx_glr_spectral_analysis_006.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_007.png b/docs/dev/_images/sphx_glr_spectral_analysis_007.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_hli_003.png b/docs/dev/_images/sphx_glr_spectral_analysis_hli_003.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/_images/sphx_glr_spectral_analysis_thumb.png b/docs/dev/_images/sphx_glr_spectral_analysis_thumb.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="table139807283181312" class="table-striped table-bordered table-condensed">
+    <table id="table139912929823280" 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
 =================
-**01:11.210** total execution time for **tutorials_analysis-1d** files:
+**00:59.083** total execution time for **tutorials_analysis-1d** files:
 
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)                                 | 00:23.593 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)                                 | 00:19.496 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)                         | 00:13.207 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)                         | 00:11.299 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)                             | 00:12.318 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)                             | 00:09.992 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``) | 00:07.782 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``) | 00:06.736 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)                 | 00:07.153 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)                 | 00:05.853 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)                                             | 00:05.757 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)                                             | 00:04.561 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)                                     | 00:01.400 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)                                     | 00:01.146 | 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
@@ -847,7 +847,7 @@ Here is a the table of the resulting flux points:
      8.462  6.778 10.564 ...    True 0.200 .. 5.000   28.474 .. 55.783
     11.803 10.564 13.189 ...    True 0.200 .. 5.000   12.285 .. 18.679
     16.465 13.189 20.556 ...    True 0.200 .. 5.000    9.622 .. 17.557
-    25.663 20.556 32.040 ...    True 0.200 .. 5.000     0.866 .. 6.774
+    25.663 20.556 32.040 ...   False 0.200 .. 5.000     0.866 .. 6.774
 
 
 
@@ -1109,7 +1109,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  23.593 seconds)
+   **Total running time of the script:** ( 0 minutes  19.496 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
@@ -981,12 +981,12 @@ This is how we can write the model back to file again:
             type: PowerLawSpectralModel
             parameters:
             -   name: index
-                value: 2.676836990188792
-                error: 0.10350021860740599
+                value: 2.6768369901788422
+                error: 0.10350021262006437
             -   name: amplitude
-                value: 4.679478012854058e-11
+                value: 4.679478012795579e-11
                 unit: cm-2 s-1 TeV-1
-                error: 4.678684049503813e-12
+                error: 4.678683942000057e-12
             -   name: reference
                 value: 1.0
                 unit: TeV
@@ -1147,7 +1147,7 @@ both methods on a unique plot.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  13.207 seconds)
+   **Total running time of the script:** ( 0 minutes  11.299 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-1d_spectral_analysis_hli.py:

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    ... frozen is_norm link prior
     --------- -------- --------- ---------- ... ------ ------- ---- -----
-    simulated spectral amplitude 4.3088e-11 ...  False    True       None
+    simulated spectral amplitude 4.5627e-11 ...  False    True       None
     simulated spectral reference 1.0000e+00 ...   True   False       None
-    simulated spectral     alpha 2.7363e+00 ...  False   False       None
-    simulated spectral      beta 3.1903e-01 ...  False   False       None
+    simulated spectral     alpha 2.5573e+00 ...  False   False       None
+    simulated spectral      beta 2.1233e-01 ...  False   False       None
 
 
 

diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt
@@ -407,14 +407,14 @@ dealing with simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : R-EiAy6- 
+      Name                            : --ximjsq 
 
-      Total counts                    : 301 
-      Total background counts         : 24.20
-      Total excess counts             : 276.80
+      Total counts                    : 297 
+      Total background counts         : 20.80
+      Total excess counts             : 276.20
 
-      Predicted counts                : 305.34
-      Predicted background counts     : 23.97
+      Predicted counts                : 302.13
+      Predicted background counts     : 20.76
       Predicted excess counts         : 281.37
 
       Exposure min                    : 2.53e+08 m2 s
@@ -424,7 +424,7 @@ 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)) : 11.78
+      Fit statistic value (-2 log(L)) : 2.47
 
       Number of models                : 1 
       Number of parameters            : 3
@@ -442,7 +442,7 @@ 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                : 121 
+        Total counts_off                : 104 
       Acceptance                      : 9 
       Acceptance off                  : 45 
 
@@ -608,7 +608,7 @@ very well with the spectrum that we initially injected.
 
  .. code-block:: none
 
-    index: 3.0036925550381217 += 0.08081469527619482
+    index: 3.0036925550401095 += 0.08081469527291649
 
 
 
@@ -627,11 +627,6 @@ Exercises
 
 
 
-.. rst-class:: sphx-glr-timing
-
-   **Total running time of the script:** ( 0 minutes  12.318 seconds)
-
-
 .. _sphx_glr_download_tutorials_analysis-1d_spectrum_simulation.py:
 
 .. only:: html

diff --git a/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt
@@ -508,7 +508,7 @@ Here’s some suggestions what to do next:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  28.578 seconds)
+   **Total running time of the script:** ( 0 minutes  21.347 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
@@ -524,12 +524,12 @@ events in the `on` and `off` regions respectively.
 
       Name                            : stacked 
 
-      Total counts                    : 40051 
-      Total background counts         : 39151.26
-      Total excess counts             : 899.74
+      Total counts                    : 39183 
+      Total background counts         : 38320.57
+      Total excess counts             : 862.43
 
-      Predicted counts                : 39151.62
-      Predicted background counts     : 39151.62
+      Predicted counts                : 38320.92
+      Predicted background counts     : 38320.92
       Predicted excess counts         : nan
 
       Exposure min                    : 1.11e+09 m2 s
@@ -539,15 +539,15 @@ events in the `on` and `off` regions respectively.
       Number of fit bins              : 22500 
 
       Fit statistic type              : wstat
-      Fit statistic value (-2 log(L)) : 26392.57
+      Fit statistic value (-2 log(L)) : 26399.35
 
       Number of models                : 0 
       Number of parameters            : 0
       Number of free parameters       : 0
 
-      Total counts_off                : 88113384 
+      Total counts_off                : 86301192 
       Acceptance                      : 22500 
-      Acceptance off                  : 49447600 
+      Acceptance off                  : 49478072 
 
 
 
@@ -666,7 +666,7 @@ to be a standard normal distribution.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  21.873 seconds)
+   **Total running time of the script:** ( 0 minutes  18.827 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
 =================
-**01:00.032** total execution time for **tutorials_analysis-2d** files:
+**00:48.564** total execution time for **tutorials_analysis-2d** files:
 
 +-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``detect.py``)                   | 00:28.578 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``detect.py``)                   | 00:21.347 | 0.0 MB |
 +-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``) | 00:21.873 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``) | 00:18.827 | 0.0 MB |
 +-----------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)         | 00:09.581 | 0.0 MB |
+| :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)         | 00:08.390 | 0.0 MB |
 +-----------------------------------------------------------------------------------+-----------+--------+