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diff --git a/docs/dev/_modules/gammapy/maps/axes.html b/docs/dev/_modules/gammapy/maps/axes.html
@@ -1728,10 +1728,10 @@ <h1>Source code for gammapy.maps.axes</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="MapAxis.downsample">
 <a class="viewcode-back" href="../../../api/gammapy.maps.MapAxis.html#gammapy.maps.MapAxis.downsample">[docs]</a>
-    <span class="k">def</span> <span class="nf">downsample</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">factor</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">downsample</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">factor</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Downsample map axis by a given factor.</span>
 
-<span class="sd">        When downsampling each n-th (given by the factor) bin is selected from</span>
+<span class="sd">        When downsampling, each n-th (given by the factor) bin is selected from</span>
 <span class="sd">        the axis while preserving the axis limits. For node type &quot;edges&quot; this</span>
 <span class="sd">        requires nbin to be dividable by the factor, for node type &quot;center&quot; this</span>
 <span class="sd">        requires nbin - 1 to be dividable by the factor.</span>
@@ -1740,32 +1740,38 @@ <h1>Source code for gammapy.maps.axes</h1><div class="highlight"><pre>
 <span class="sd">        ----------</span>
 <span class="sd">        factor : int</span>
 <span class="sd">            Downsampling factor.</span>
+<span class="sd">        strict : bool</span>
+<span class="sd">            Whether the number of bins is strictly divisible by the factor.</span>
+<span class="sd">            If True, ``nbin`` must be divisible by the ``factor``.</span>
+<span class="sd">            If False, the reminder bins are put into the last bin of the new axis.</span>
+<span class="sd">            Default is True.</span>
 
 <span class="sd">        Returns</span>
 <span class="sd">        -------</span>
 <span class="sd">        axis : `MapAxis`</span>
 <span class="sd">            Downsampled map axis.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">node_type</span> <span class="o">==</span> <span class="s2">&quot;edges&quot;</span><span class="p">:</span>
-            <span class="n">nbin</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">nbin</span> <span class="o">/</span> <span class="n">factor</span>
-
-            <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">mod</span><span class="p">(</span><span class="n">nbin</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">f</span><span class="s2">&quot;Number of </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> bins is not divisible by </span><span class="si">{</span><span class="n">factor</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
             <span class="n">edges</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">edges</span><span class="p">[::</span><span class="n">factor</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">edges</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">edges</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">strict</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="sa">f</span><span class="s2">&quot;Number of </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> bins (</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">nbin</span><span class="si">}</span><span class="s2">) is not divisible by </span><span class="si">{</span><span class="n">factor</span><span class="si">}</span><span class="s2">&quot;</span>
+                    <span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">edges</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">edges</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">edges</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">from_edges</span><span class="p">(</span><span class="n">edges</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">interp</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">interp</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">nbin</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">nbin</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">/</span> <span class="n">factor</span>
 
-            <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">mod</span><span class="p">(</span><span class="n">nbin</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">f</span><span class="s2">&quot;Number of </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> bins - 1 is not divisible by </span><span class="si">{</span><span class="n">factor</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
-            <span class="n">nodes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">center</span><span class="p">[::</span><span class="n">factor</span><span class="p">]</span>
-            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">from_nodes</span><span class="p">(</span><span class="n">nodes</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">interp</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">interp</span><span class="p">)</span></div>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">node_type</span> <span class="o">==</span> <span class="s2">&quot;center&quot;</span><span class="p">:</span>
+            <span class="n">centers</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">center</span><span class="p">[::</span><span class="n">factor</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">centers</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">center</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">strict</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="sa">f</span><span class="s2">&quot;Number of </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> bins - 1 (</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">nbin</span><span class="o">-</span><span class="mi">1</span><span class="si">}</span><span class="s2">) is not divisible by </span><span class="si">{</span><span class="n">factor</span><span class="si">}</span><span class="s2">&quot;</span>
+                    <span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">centers</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">centers</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">center</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">from_nodes</span><span class="p">(</span><span class="n">centers</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">interp</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">interp</span><span class="p">)</span></div>
 
 
 <div class="viewcode-block" id="MapAxis.to_header">