diff --git a/_images/cmd_prompt.png b/_images/cmd_prompt.png
deleted file mode 100644
index bb0b476d..00000000
Binary files a/_images/cmd_prompt.png and /dev/null differ
diff --git a/_sources/docs/tool-setup.md b/_sources/docs/tool-setup.md
index 80eae3be..4110ce4d 100644
--- a/_sources/docs/tool-setup.md
+++ b/_sources/docs/tool-setup.md
@@ -126,12 +126,6 @@ CACHE_DIR = ${DATA_DIR}/cache/
   ```bash
   cd C:\Dir\Workdir\
   ```
-  ```{figure} images/cmd_prompt.png
-  ---
-  align: center
-  ---
-  Example of Anaconda cmd prompt
-  ```
 - Run the jupyter notebook.
   ```bash
   jupyter notebook
diff --git a/docs/external-data.html b/docs/external-data.html
index 4e039a6d..1537154b 100644
--- a/docs/external-data.html
+++ b/docs/external-data.html
@@ -504,7 +504,7 @@ <h1>Additional data sources<a class="headerlink" href="#additional-data-sources"
 <figure class="align-center" id="id1">
 <img alt="../_images/stac.png" src="../_images/stac.png" />
 <figcaption>
-<p><span class="caption-number">Fig. 53 </span><span class="caption-text">Planetary Computer as STAC catalogue accessed via <a class="reference internal" href="external-tools.html"><span class="doc std std-doc">QGIS</span></a> using STAC plugin.</span><a class="headerlink" href="#id1" title="Permalink to this image">#</a></p>
+<p><span class="caption-number">Fig. 52 </span><span class="caption-text">Planetary Computer as STAC catalogue accessed via <a class="reference internal" href="external-tools.html"><span class="doc std std-doc">QGIS</span></a> using STAC plugin.</span><a class="headerlink" href="#id1" title="Permalink to this image">#</a></p>
 </figcaption>
 </figure>
 </div>
diff --git a/docs/external-tools.html b/docs/external-tools.html
index 66642833..83db301f 100644
--- a/docs/external-tools.html
+++ b/docs/external-tools.html
@@ -491,7 +491,7 @@ <h1>External tools<a class="headerlink" href="#external-tools" title="Permalink
 <figure class="align-center" id="id2">
 <img alt="../_images/qgis.jpg" src="../_images/qgis.jpg" />
 <figcaption>
-<p><span class="caption-number">Fig. 52 </span><span class="caption-text">Example of QGIS project</span><a class="headerlink" href="#id2" title="Permalink to this image">#</a></p>
+<p><span class="caption-number">Fig. 51 </span><span class="caption-text">Example of QGIS project</span><a class="headerlink" href="#id2" title="Permalink to this image">#</a></p>
 </figcaption>
 </figure>
 </section>
diff --git a/docs/run-baseline.html b/docs/run-baseline.html
index 8a384393..5890ee7b 100644
--- a/docs/run-baseline.html
+++ b/docs/run-baseline.html
@@ -514,7 +514,7 @@ <h1>Baseline risk<a class="headerlink" href="#baseline-risk" title="Permalink to
 <figure class="align-center" id="id1">
 <img alt="../_images/ccdr-nb.png" src="../_images/ccdr-nb.png" />
 <figcaption>
-<p><span class="caption-number">Fig. 47 </span><span class="caption-text">Starting page for the CCDR python notebooks</span><a class="headerlink" href="#id1" title="Permalink to this image">#</a></p>
+<p><span class="caption-number">Fig. 46 </span><span class="caption-text">Starting page for the CCDR python notebooks</span><a class="headerlink" href="#id1" title="Permalink to this image">#</a></p>
 </figcaption>
 </figure>
 <ul class="simple">
@@ -523,7 +523,7 @@ <h1>Baseline risk<a class="headerlink" href="#baseline-risk" title="Permalink to
 <figure class="align-center" id="id2">
 <img alt="../_images/ccdr-nb_settings.png" src="../_images/ccdr-nb_settings.png" />
 <figcaption>
-<p><span class="caption-number">Fig. 48 </span><span class="caption-text">Settings from one of the python notebooks</span><a class="headerlink" href="#id2" title="Permalink to this image">#</a></p>
+<p><span class="caption-number">Fig. 47 </span><span class="caption-text">Settings from one of the python notebooks</span><a class="headerlink" href="#id2" title="Permalink to this image">#</a></p>
 </figcaption>
 </figure>
 <div class="admonition note">
@@ -564,7 +564,7 @@ <h2>Analytical approach: Expected Annual Impact<a class="headerlink" href="#anal
 <figure class="align-center" id="id3">
 <a class="reference internal image-reference" href="../_images/run_analysis.png"><img alt="../_images/run_analysis.png" src="../_images/run_analysis.png" style="width: 180px;" /></a>
 <figcaption>
-<p><span class="caption-number">Fig. 49 </span><span class="caption-text">Click the button to start the processing</span><a class="headerlink" href="#id3" title="Permalink to this image">#</a></p>
+<p><span class="caption-number">Fig. 48 </span><span class="caption-text">Click the button to start the processing</span><a class="headerlink" href="#id3" title="Permalink to this image">#</a></p>
 </figcaption>
 </figure>
 <p>Once the analysis finishes, results are exported as geospatial data (.gpkg) and table (.csv).</p>
@@ -576,14 +576,14 @@ <h2>Analytical approach: Expected Annual Impact<a class="headerlink" href="#anal
 <figure class="align-center" id="id4">
 <img alt="https://user-images.githubusercontent.com/44863827/156605538-85af4764-a2cb-4d0f-8046-a59fdcbed50b.png" src="https://user-images.githubusercontent.com/44863827/156605538-85af4764-a2cb-4d0f-8046-a59fdcbed50b.png" />
 <figcaption>
-<p><span class="caption-number">Fig. 50 </span><span class="caption-text">Example of output preview generated by the script: flood risk over built-up in Nepal</span><a class="headerlink" href="#id4" title="Permalink to this image">#</a></p>
+<p><span class="caption-number">Fig. 49 </span><span class="caption-text">Example of output preview generated by the script: flood risk over built-up in Nepal</span><a class="headerlink" href="#id4" title="Permalink to this image">#</a></p>
 </figcaption>
 </figure>
 <p>The map can be zoomed and inspected with the pointer to show all the values in the table.</p>
 <figure class="align-center" id="id5">
 <a class="reference internal image-reference" href="https://user-images.githubusercontent.com/44863827/156605784-b80e4ba8-aafd-4316-b9f8-d3657230a1d4.png"><img alt="https://user-images.githubusercontent.com/44863827/156605784-b80e4ba8-aafd-4316-b9f8-d3657230a1d4.png" src="https://user-images.githubusercontent.com/44863827/156605784-b80e4ba8-aafd-4316-b9f8-d3657230a1d4.png" style="width: 500px;" /></a>
 <figcaption>
-<p><span class="caption-number">Fig. 51 </span><span class="caption-text">Example of output preview, subnational unit attributes as generated by the script: individual scenario exposure, impact and EAI summary</span><a class="headerlink" href="#id5" title="Permalink to this image">#</a></p>
+<p><span class="caption-number">Fig. 50 </span><span class="caption-text">Example of output preview, subnational unit attributes as generated by the script: individual scenario exposure, impact and EAI summary</span><a class="headerlink" href="#id5" title="Permalink to this image">#</a></p>
 </figcaption>
 </figure>
 <p>As explained in the <a class="reference internal" href="intro-risk.html"><span class="doc std std-doc">risk concepts</span></a>, EAI represents the aggregated absolute risk estimate:</p>
diff --git a/docs/tool-setup.html b/docs/tool-setup.html
index d3dc0320..d82f4241 100644
--- a/docs/tool-setup.html
+++ b/docs/tool-setup.html
@@ -764,12 +764,6 @@ <h2>Run Jupyter notebooks<a class="headerlink" href="#run-jupyter-notebooks" tit
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">cd</span><span class="w"> </span>C:<span class="se">\D</span>ir<span class="se">\W</span>orkdir<span class="se">\</span>
 </pre></div>
 </div>
-<figure class="align-center" id="id2">
-<img alt="../_images/cmd_prompt.png" src="../_images/cmd_prompt.png" />
-<figcaption>
-<p><span class="caption-number">Fig. 46 </span><span class="caption-text">Example of Anaconda cmd prompt</span><a class="headerlink" href="#id2" title="Permalink to this image">#</a></p>
-</figcaption>
-</figure>
 </li>
 <li><p>Run the jupyter notebook.</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>jupyter<span class="w"> </span>notebook