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index df1991e..a0f1264 100644
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+    "slideshow": {
+     "slide_type": ""
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+    "tags": []
+   },
+   "source": [
+    ":::{figure-md} filters-fig\n",
+    "<img src=\"filters.jpg\" alt=\"path filtering\" width=\"600px\" align=\"center\">\n",
+    "\n",
+    "Some examples of scattering paths with `forward_scattering`, `backward_scattering` and `distance` filters selected. The accepted forward angle is 45°, the accepted backscattering angle is 20° and the threshold distance is $6a_0$ where $a_0$ is the lattice parameter. Note that the yellow path is rejected but if the `off_cone_events` option is set to a value > 1, then it could have been accepted.\n",
+    ":::"
+   ]
   }
  ],
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+    <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'Activity07/Activity07';</script>
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@@ -344,6 +346,13 @@ document.write(`
                   
   <section class="tex2jax_ignore mathjax_ignore" id="activity-7-large-clusters-and-path-filtering">
 <span id="path-filtering"></span><h1>Activity 7: Large clusters and path filtering<a class="headerlink" href="#activity-7-large-clusters-and-path-filtering" title="Link to this heading">#</a></h1>
+<figure class="align-default" id="filters-fig">
+<a class="reference internal image-reference" href="../_images/filters.jpg"><img alt="path filtering" class="align-center" src="../_images/filters.jpg" style="width: 600px;" />
+</a>
+<figcaption>
+<p><span class="caption-number">Fig. 16 </span><span class="caption-text">Some examples of scattering paths with <code class="docutils literal notranslate"><span class="pre">forward_scattering</span></code>, <code class="docutils literal notranslate"><span class="pre">backward_scattering</span></code> and <code class="docutils literal notranslate"><span class="pre">distance</span></code> filters selected. The accepted forward angle is 45°, the accepted backscattering angle is 20° and the threshold distance is <span class="math notranslate nohighlight">\(6a_0\)</span> where <span class="math notranslate nohighlight">\(a_0\)</span> is the lattice parameter. Note that the yellow path is rejected but if the <code class="docutils literal notranslate"><span class="pre">off_cone_events</span></code> option is set to a value &gt; 1, then it could have been accepted.</span><a class="headerlink" href="#filters-fig" title="Link to this image">#</a></p>
+</figcaption>
+</figure>
 </section>
 
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diff --git a/msspecbook/_build/html/_images/filters.jpg b/msspecbook/_build/html/_images/filters.jpg
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diff --git a/msspecbook/_build/html/_sources/Activity07/Activity07.ipynb b/msspecbook/_build/html/_sources/Activity07/Activity07.ipynb
index df1991e..a0f1264 100644
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@@ -10,12 +10,22 @@
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+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    ":::{figure-md} filters-fig\n",
+    "<img src=\"filters.jpg\" alt=\"path filtering\" width=\"600px\" align=\"center\">\n",
+    "\n",
+    "Some examples of scattering paths with `forward_scattering`, `backward_scattering` and `distance` filters selected. The accepted forward angle is 45°, the accepted backscattering angle is 20° and the threshold distance is $6a_0$ where $a_0$ is the lattice parameter. Note that the yellow path is rejected but if the `off_cone_events` option is set to a value > 1, then it could have been accepted.\n",
+    ":::"
+   ]
   }
  ],
  "metadata": {
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single scattering approach", "Activity 4: From single scattering to multiple scattering", "Activity 5: Multiple scattering in the forward scattering regime", "Activity 6: Effect of the temperature", "Activity 7: Large clusters and path filtering", "Activity 8: Inequivalent emitters and the XPD of a substrate", "Activity 9: Comparing simulation and experiment with R-factors", "Activity 10: Auger Electron Diffraction", "Activity 11: Spectral radius and convergence", "Final word", "Welcome to this small MsSpec tour"], "titleterms": {"001": [0, 2], "1": 0, "10": 9, "11": 10, "111": 1, "1t": 4, "2": [1, 4], "3": 2, "4": 3, "5": 4, "6": 5, "7": 6, "8": 7, "9": 8, "The": 5, "activ": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10], "adsorb": 2, "ag": 1, "an": 1, "approach": 2, "atom": 0, "auger": 9, "azimuth": 1, "backscatt": 2, "barebon": 0, "build": [0, 1], "bulk": 5, "cluster": [0, 1, 4, 6], "compar": 8, "comput": [1, 2], "converg": 10, "creat": 4, "cu": 0, "developp": 11, "diffract": 9, "due": 2, 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\ No newline at end of file
diff --git a/msspecbook/_build/jupyter_execute/Activity07/Activity07.ipynb b/msspecbook/_build/jupyter_execute/Activity07/Activity07.ipynb
index ed8d9c7..a882640 100644
--- a/msspecbook/_build/jupyter_execute/Activity07/Activity07.ipynb
+++ b/msspecbook/_build/jupyter_execute/Activity07/Activity07.ipynb
@@ -10,12 +10,22 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e0df9191-52b9-4a42-9232-7fed2b63cc3a",
-   "metadata": {},
-   "outputs": [],
-   "source": []
+   "cell_type": "markdown",
+   "id": "2f802e59-3ebc-4c5d-a034-42a706044d87",
+   "metadata": {
+    "editable": true,
+    "slideshow": {
+     "slide_type": ""
+    },
+    "tags": []
+   },
+   "source": [
+    ":::{figure-md} filters-fig\n",
+    "<img src=\"filters.jpg\" alt=\"path filtering\" width=\"600px\" align=\"center\">\n",
+    "\n",
+    "Some examples of scattering paths with `forward_scattering`, `backward_scattering` and `distance` filters selected. The accepted forward angle is 45°, the accepted backscattering angle is 20° and the threshold distance is $6a_0$ where $a_0$ is the lattice parameter. Note that the yellow path is rejected but if the `off_cone_events` option is set to a value > 1, then it could have been accepted.\n",
+    ":::"
+   ]
   }
  ],
  "metadata": {