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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/_modules/gammapy/analysis/config.html b/docs/dev/_modules/gammapy/analysis/config.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/analysis/core.html b/docs/dev/_modules/gammapy/analysis/core.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html b/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html b/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 
@@ -539,7 +539,7 @@ <h1>Source code for gammapy.astro.darkmatter.spectra</h1><div class="highlight">
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">import</span> <span class="nn">astropy.units</span> <span class="k">as</span> <span class="nn">u</span>
 <span class="kn">from</span> <span class="nn">astropy.table</span> <span class="kn">import</span> <span class="n">Table</span>
-<span class="kn">from</span> <span class="nn">gammapy.maps</span> <span class="kn">import</span> <span class="n">MapAxis</span><span class="p">,</span> <span class="n">RegionNDMap</span>
+<span class="kn">from</span> <span class="nn">gammapy.maps</span> <span class="kn">import</span> <span class="n">Map</span><span class="p">,</span> <span class="n">MapAxis</span><span class="p">,</span> <span class="n">RegionGeom</span>
 <span class="kn">from</span> <span class="nn">gammapy.modeling</span> <span class="kn">import</span> <span class="n">Parameter</span>
 <span class="kn">from</span> <span class="nn">gammapy.modeling.models</span> <span class="kn">import</span> <span class="n">SpectralModel</span><span class="p">,</span> <span class="n">TemplateNDSpectralModel</span>
 <span class="kn">from</span> <span class="nn">gammapy.utils.scripts</span> <span class="kn">import</span> <span class="n">make_path</span>
@@ -635,8 +635,10 @@ <h1>Source code for gammapy.astro.darkmatter.spectra</h1><div class="highlight">
         <span class="n">log10x_axis</span> <span class="o">=</span> <span class="n">MapAxis</span><span class="o">.</span><span class="n">from_nodes</span><span class="p">(</span><span class="n">log10x</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;energy_true&quot;</span><span class="p">)</span>
 
         <span class="n">channel_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">channel_registry</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">channel</span><span class="p">]</span>
-        <span class="n">region_map</span> <span class="o">=</span> <span class="n">RegionNDMap</span><span class="o">.</span><span class="n">create</span><span class="p">(</span>
-            <span class="n">region</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">axes</span><span class="o">=</span><span class="p">[</span><span class="n">log10x_axis</span><span class="p">,</span> <span class="n">mass_axis</span><span class="p">],</span> <span class="n">data</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="n">channel_name</span><span class="p">]</span>
+
+        <span class="n">geom</span> <span class="o">=</span> <span class="n">RegionGeom</span><span class="p">(</span><span class="n">region</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">axes</span><span class="o">=</span><span class="p">[</span><span class="n">log10x_axis</span><span class="p">,</span> <span class="n">mass_axis</span><span class="p">])</span>
+        <span class="n">region_map</span> <span class="o">=</span> <span class="n">Map</span><span class="o">.</span><span class="n">from_geom</span><span class="p">(</span>
+            <span class="n">geom</span><span class="o">=</span><span class="n">geom</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="n">channel_name</span><span class="p">]</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">geom</span><span class="o">.</span><span class="n">data_shape</span><span class="p">)</span>
         <span class="p">)</span>
 
         <span class="n">interp_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;extrapolate&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span> <span class="s2">&quot;fill_value&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;values_scale&quot;</span><span class="p">:</span> <span class="s2">&quot;lin&quot;</span><span class="p">}</span>

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/utils.html b/docs/dev/_modules/gammapy/astro/darkmatter/utils.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/population/simulate.html b/docs/dev/_modules/gammapy/astro/population/simulate.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/population/spatial.html b/docs/dev/_modules/gammapy/astro/population/spatial.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/population/velocity.html b/docs/dev/_modules/gammapy/astro/population/velocity.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/source/pulsar.html b/docs/dev/_modules/gammapy/astro/source/pulsar.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/source/pwn.html b/docs/dev/_modules/gammapy/astro/source/pwn.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/source/snr.html b/docs/dev/_modules/gammapy/astro/source/snr.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/catalog/core.html b/docs/dev/_modules/gammapy/catalog/core.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 Aug 2024"/>
+    <meta name="docbuild:last-update" content="27 Aug 2024"/>
   </head>