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       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## Load Data\n\nFirst, we select and load some H.E.S.S. observations of the Crab nebula\n(simulated events for now).\n\nWe will access the events, effective area, energy dispersion, livetime\nand PSF for containment correction.\n\n\n"
+        "## Load Data\n\nFirst, we select and load some H.E.S.S. observations of the Crab nebula.\n\nWe will access the events, effective area, energy dispersion, livetime\nand PSF for containment correction.\n\n\n"
       ]
     },
     {

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
diff --git a/docs/dev/_downloads/c2b61900ea448b3f1bbacb5848c7ae6e/plot_pulsar_spindown.pdf b/docs/dev/_downloads/c2b61900ea448b3f1bbacb5848c7ae6e/plot_pulsar_spindown.pdf
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
diff --git a/docs/dev/_downloads/d46f4cc1fb54f9148150a46cabce732a/plot_spiral_arm_models.pdf b/docs/dev/_downloads/d46f4cc1fb54f9148150a46cabce732a/plot_spiral_arm_models.pdf
diff --git a/docs/dev/_downloads/d47b4b3bccd5fc1699bbc9406a3c4035/plot_edisp.pdf b/docs/dev/_downloads/d47b4b3bccd5fc1699bbc9406a3c4035/plot_edisp.pdf
diff --git a/docs/dev/_downloads/e0a543cc50809937467ce947bbbfc283/spectral_analysis.py b/docs/dev/_downloads/e0a543cc50809937467ce947bbbfc283/spectral_analysis.py
@@ -145,8 +145,7 @@
 # Load Data
 # ---------
 #
-# First, we select and load some H.E.S.S. observations of the Crab nebula
-# (simulated events for now).
+# First, we select and load some H.E.S.S. observations of the Crab nebula.
 #
 # We will access the events, effective area, energy dispersion, livetime
 # and PSF for containment correction.

diff --git a/docs/dev/_downloads/e8a68734048b7e0ceca7060951d52b8d/regionmap-4.pdf b/docs/dev/_downloads/e8a68734048b7e0ceca7060951d52b8d/regionmap-4.pdf
diff --git a/docs/dev/_downloads/e91c6a55acd94e0e8b0019a37008ed49/plot_wstat_errors.pdf b/docs/dev/_downloads/e91c6a55acd94e0e8b0019a37008ed49/plot_wstat_errors.pdf
diff --git a/docs/dev/_downloads/ebd45185ed3e93103504e3303364e3ef/plot_velocity_distributions.pdf b/docs/dev/_downloads/ebd45185ed3e93103504e3303364e3ef/plot_velocity_distributions.pdf
diff --git a/docs/dev/_downloads/f48159f5f5e15c2ab4d4c84f71fb7688/plot_edisp_kernel_param.pdf b/docs/dev/_downloads/f48159f5f5e15c2ab4d4c84f71fb7688/plot_edisp_kernel_param.pdf
diff --git a/docs/dev/_downloads/f5a9665c6b3d034a7c33a9ef624a6185/plot_edisp_kernel.pdf b/docs/dev/_downloads/f5a9665c6b3d034a7c33a9ef624a6185/plot_edisp_kernel.pdf
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_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/visualization/utils.html b/docs/dev/_modules/gammapy/visualization/utils.html
@@ -562,8 +562,8 @@ <h1>Source code for gammapy.visualization.utils</h1><div class="highlight"><pre>
     <span class="s2">&quot;ec&quot;</span><span class="p">:</span> <span class="s2">&quot;markeredgecolor&quot;</span><span class="p">,</span>
     <span class="s2">&quot;facecolor&quot;</span><span class="p">:</span> <span class="s2">&quot;markerfacecolor&quot;</span><span class="p">,</span>
     <span class="s2">&quot;fc&quot;</span><span class="p">:</span> <span class="s2">&quot;markerfacecolor&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;linewidth&quot;</span><span class="p">:</span> <span class="s2">&quot;markerwidth&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;lw&quot;</span><span class="p">:</span> <span class="s2">&quot;markerwidth&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;linewidth&quot;</span><span class="p">:</span> <span class="s2">&quot;markeredgewidth&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;lw&quot;</span><span class="p">:</span> <span class="s2">&quot;markeredgewidth&quot;</span><span class="p">,</span>
 <span class="p">}</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
@@ -119,7 +119,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev187+gb83da1d2c 
+            version                : 1.3.dev192+g2dbf7f99e 
             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/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.dev187+gb83da1d2c 
+            version                : 1.3.dev192+g2dbf7f99e 
             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="table139990147059088" class="table-striped table-bordered table-condensed">
+    <table id="table140010470248608" 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
 =================
-**00:47.916** total execution time for 7 files **from tutorials/analysis-1d**:
+**00:45.358** total execution time for 7 files **from tutorials/analysis-1d**:
 
 .. container::
 
@@ -33,23 +33,23 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)
-     - 00:15.933
+     - 00:15.115
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)
-     - 00:08.263
+     - 00:07.762
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)
-     - 00:07.787
+     - 00:07.290
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)
-     - 00:05.828
+     - 00:05.456
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``)
-     - 00:04.588
+     - 00:04.500
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)
-     - 00:04.573
+     - 00:04.340
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)
-     - 00:00.944
+     - 00:00.894
      - 0.0