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diff --git a/_sources/content/config.md b/_sources/content/config.md
@@ -55,7 +55,9 @@ Additionally, ML4Floods models have been [deployed onboard a D-Orbit satellite](
 
 > Mateo-Garcia, G., Veitch-Michaelis, J., Purcell, C., Longepe, N., Reid, S., Anlind, A., Bruhn, F., Parr, J., & Mathieu, P. P. , [In-orbit demonstration of a re-trainable machine learning payload for processing optical imagery](https://www.nature.com/articles/s41598-023-34436-w),  _Scientific Reports 13, 10391_ (2023). DOI: 10.1038/s41598-023-34436-w.
 
-ML4Floods has been funded by the United Kingdom Space Agency (UKSA) and led by [Trillium Technologies](http://trillium.tech/). It has also been partially supported by the Spanish Ministry of Science and Innovation project PID2019-109026RB-I00 (MINECO-ERDF MCIN/AEI/10.13039/501100011033).
+ML4Floods has been funded by the United Kingdom Space Agency (UKSA) and led by [Trillium Technologies](http://trillium.tech/). Additionally, this research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).
+
+<img width="300" title="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." alt="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." src="https://www.uv.es/chovago/logos/logoMICIN.jpg">
 
  ## Citation
 

diff --git a/_sources/content/ml4ops/HOWTO_Run_Inference_multioutput_binary.ipynb b/_sources/content/ml4ops/HOWTO_Run_Inference_multioutput_binary.ipynb
@@ -1163,7 +1163,13 @@
     "\tyear = {2023},\n",
     "\tpages = {20316},\n",
     "}\n",
-    "```"
+    "```\n",
+    "\n",
+    "## Acknowledgments\n",
+    "\n",
+    "This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).\n",
+    "\n",
+    "<img width=\"300\" title=\"DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033.\" alt=\"DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033.\" src=\"https://www.uv.es/chovago/logos/logoMICIN.jpg\">"
    ]
   }
  ],

diff --git a/_sources/content/ml4ops/HOWTO_inference_on_image_time_series.ipynb b/_sources/content/ml4ops/HOWTO_inference_on_image_time_series.ipynb
@@ -4747,7 +4747,13 @@
     "\tyear = {2023},\n",
     "\tpages = {20316},\n",
     "}\n",
-    "```"
+    "```\n",
+    "\n",
+    "## Acknowledgments\n",
+    "\n",
+    "This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).\n",
+    "\n",
+    "<img width=\"300\" title=\"DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033.\" alt=\"DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033.\" src=\"https://www.uv.es/chovago/logos/logoMICIN.jpg\">"
    ]
   }
  ],

diff --git a/_sources/content/ml4ops/HOWTO_postprocess_inference.ipynb b/_sources/content/ml4ops/HOWTO_postprocess_inference.ipynb
@@ -3121,7 +3121,13 @@
     "\tyear = {2023},\n",
     "\tpages = {20316},\n",
     "}\n",
-    "```"
+    "```\n",
+    "\n",
+    "## Acknowledgments\n",
+    "\n",
+    "This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).\n",
+    "\n",
+    "<img width=\"300\" title=\"DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033.\" alt=\"DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033.\" src=\"https://www.uv.es/chovago/logos/logoMICIN.jpg\">"
    ]
   }
  ],

diff --git a/_sources/content/worldfloods_dataset.md b/_sources/content/worldfloods_dataset.md
@@ -114,3 +114,9 @@ If you find this work useful please cite:
 	pages = {7249},
 }
 ```
+
+## Acknowledgments
+
+This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).
+
+<img width="300" title="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." alt="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." src="https://www.uv.es/chovago/logos/logoMICIN.jpg">
diff --git a/content/config.html b/content/config.html
@@ -435,7 +435,8 @@ <h2>About<a class="headerlink" href="#about" title="Permalink to this heading">#
 <blockquote>
 <div><p>Mateo-Garcia, G., Veitch-Michaelis, J., Purcell, C., Longepe, N., Reid, S., Anlind, A., Bruhn, F., Parr, J., &amp; Mathieu, P. P. , <a class="reference external" href="https://www.nature.com/articles/s41598-023-34436-w">In-orbit demonstration of a re-trainable machine learning payload for processing optical imagery</a>,  <em>Scientific Reports 13, 10391</em> (2023). DOI: 10.1038/s41598-023-34436-w.</p>
 </div></blockquote>
-<p>ML4Floods has been funded by the United Kingdom Space Agency (UKSA) and led by <a class="reference external" href="http://trillium.tech/">Trillium Technologies</a>. It has also been partially supported by the Spanish Ministry of Science and Innovation project PID2019-109026RB-I00 (MINECO-ERDF MCIN/AEI/10.13039/501100011033).</p>
+<p>ML4Floods has been funded by the United Kingdom Space Agency (UKSA) and led by <a class="reference external" href="http://trillium.tech/">Trillium Technologies</a>. Additionally, this research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).</p>
+<img width="300" title="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." alt="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." src="https://www.uv.es/chovago/logos/logoMICIN.jpg">
 </section>
 <section id="citation">
 <h2>Citation<a class="headerlink" href="#citation" title="Permalink to this heading">#</a></h2>

diff --git a/content/ml4ops/HOWTO_Run_Inference_multioutput_binary.html b/content/ml4ops/HOWTO_Run_Inference_multioutput_binary.html
@@ -421,6 +421,7 @@ <h2> Contents </h2>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id6">Lets try another image!</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#lets-try-another-image-from-the-new-data-prepared-by-the-janitors">Lets try another image from the new data prepared by the Janitors!</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#licence">Licence</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
             </nav>
         </div>
@@ -1205,6 +1206,10 @@ <h2>Licence<a class="headerlink" href="#licence" title="Permalink to this headin
 </pre></div>
 </div>
 </section>
+<section id="acknowledgments">
+<h2>Acknowledgments<a class="headerlink" href="#acknowledgments" title="Permalink to this heading">#</a></h2>
+<p>This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).</p>
+<img width="300" title="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." alt="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." src="https://www.uv.es/chovago/logos/logoMICIN.jpg"></section>
 </section>
 
     <script type="text/x-thebe-config">
@@ -1295,6 +1300,7 @@ <h2>Licence<a class="headerlink" href="#licence" title="Permalink to this headin
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id6">Lets try another image!</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#lets-try-another-image-from-the-new-data-prepared-by-the-janitors">Lets try another image from the new data prepared by the Janitors!</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#licence">Licence</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
   </nav></div>
 

diff --git a/content/ml4ops/HOWTO_inference_on_image_time_series.html b/content/ml4ops/HOWTO_inference_on_image_time_series.html
@@ -403,6 +403,7 @@ <h2> Contents </h2>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-5-download-the-images-run-inference-and-vectorize-the-outputs">Step 5: Download the images, run inference and vectorize the outputs</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-6-show-vectorized-floodmaps-and-s2-images-in-an-interactive-map">Step 6: Show vectorized floodmaps and S2 images in an interactive map</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#licence">Licence</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
             </nav>
         </div>
@@ -4775,6 +4776,10 @@ <h2>Licence<a class="headerlink" href="#licence" title="Permalink to this headin
 </pre></div>
 </div>
 </section>
+<section id="acknowledgments">
+<h2>Acknowledgments<a class="headerlink" href="#acknowledgments" title="Permalink to this heading">#</a></h2>
+<p>This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).</p>
+<img width="300" title="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." alt="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." src="https://www.uv.es/chovago/logos/logoMICIN.jpg"></section>
 </section>
 
     <script type="text/x-thebe-config">
@@ -4847,6 +4852,7 @@ <h2>Licence<a class="headerlink" href="#licence" title="Permalink to this headin
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-5-download-the-images-run-inference-and-vectorize-the-outputs">Step 5: Download the images, run inference and vectorize the outputs</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-6-show-vectorized-floodmaps-and-s2-images-in-an-interactive-map">Step 6: Show vectorized floodmaps and S2 images in an interactive map</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#licence">Licence</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
   </nav></div>
 

diff --git a/content/ml4ops/HOWTO_postprocess_inference.html b/content/ml4ops/HOWTO_postprocess_inference.html
@@ -409,6 +409,7 @@ <h2> Contents </h2>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-11-plot-landsat-images-and-floodmaps">Step 11: Plot Landsat images and floodmaps</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-12-join-the-floodmaps-of-sentinel-2-and-landsat">Step 12: Join the floodmaps of Sentinel-2 and Landsat</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#licence">Licence</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
             </nav>
         </div>
@@ -2838,6 +2839,10 @@ <h2>Licence<a class="headerlink" href="#licence" title="Permalink to this headin
 </pre></div>
 </div>
 </section>
+<section id="acknowledgments">
+<h2>Acknowledgments<a class="headerlink" href="#acknowledgments" title="Permalink to this heading">#</a></h2>
+<p>This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).</p>
+<img width="300" title="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." alt="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." src="https://www.uv.es/chovago/logos/logoMICIN.jpg"></section>
 </section>
 
     <script type="text/x-thebe-config">
@@ -2916,6 +2921,7 @@ <h2>Licence<a class="headerlink" href="#licence" title="Permalink to this headin
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-11-plot-landsat-images-and-floodmaps">Step 11: Plot Landsat images and floodmaps</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-12-join-the-floodmaps-of-sentinel-2-and-landsat">Step 12: Join the floodmaps of Sentinel-2 and Landsat</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#licence">Licence</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
   </nav></div>
 

diff --git a/content/worldfloods_dataset.html b/content/worldfloods_dataset.html
@@ -369,6 +369,7 @@ <h2> Contents </h2>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#download-the-v2-data-from-zenodo">Download the v2 data from Zenodo</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#download-the-v1-data-from-the-google-drive">Download the v1 data from the Google Drive</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#download-the-v1-data-from-the-google-bucket">Download the v1 data from the Google Bucket</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
             </nav>
         </div>
@@ -473,6 +474,10 @@ <h2>Download the v1 data from the Google Bucket<a class="headerlink" href="#down
 </pre></div>
 </div>
 </section>
+<section id="acknowledgments">
+<h2>Acknowledgments<a class="headerlink" href="#acknowledgments" title="Permalink to this heading">#</a></h2>
+<p>This research has been supported by the DEEPCLOUD project (PID2019-109026RB-I00) funded by the Spanish Ministry of Science and Innovation (MCIN/AEI/10.13039/501100011033) and the European Union (NextGenerationEU).</p>
+<img width="300" title="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." alt="DEEPCLOUD project (PID2019-109026RB-I00, University of Valencia) funded by MCIN/AEI/10.13039/501100011033." src="https://www.uv.es/chovago/logos/logoMICIN.jpg"></section>
 </section>
 
     <script type="text/x-thebe-config">
@@ -542,6 +547,7 @@ <h2>Download the v1 data from the Google Bucket<a class="headerlink" href="#down
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#download-the-v2-data-from-zenodo">Download the v2 data from Zenodo</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#download-the-v1-data-from-the-google-drive">Download the v1 data from the Google Drive</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#download-the-v1-data-from-the-google-bucket">Download the v1 data from the Google Bucket</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#acknowledgments">Acknowledgments</a></li>
 </ul>
   </nav></div>
 

diff --git a/searchindex.js b/searchindex.js