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diff --git a/.buildinfo b/.buildinfo
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diff --git a/.doctrees/Tutorials/CCP5-June-2021.doctree b/.doctrees/Tutorials/CCP5-June-2021.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
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+  <title>Motivation &mdash; quippy f7f1657 documentation</title>
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@@ -133,13 +133,13 @@
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-  <center><p><img alt="d1a9b4c28bf34f5cb99671a26fc22843" src="../_images/warwick-logo.png" /></p>
+  <center><p><img alt="7c732261997c4556975bf921b8c2c9ae" src="../_images/warwick-logo.png" /></p>
 <h1><p>Quantum Mechanics and Interatomic Potentials – the QUIP code</p>
 </h1><h3><p>James Kermode</p>
 </h3><p>Warwick Centre for Predictive Modelling / School of Engineering University of Warwick</p>
 <h4><p>CCP5++ Software Seminar - 17th June 2021</p>
-</h4><table bgcolor="#ffffff"><tr><td><p><img alt="0a032d4bb0714324bd8b25b2af58db3c" class="no-scaled-link" src="../_images/WCPM_logo_text.png" style="width: 100%;" /></p>
-</td><td><p><img alt="6b7b288893974b86931c366496b6958a" class="no-scaled-link" src="../_images/hybrid.png" style="width: 100%;" /></p>
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+</td><td><p><img alt="4bc84ee6d6f84ab98fd341cf1571e506" class="no-scaled-link" src="../_images/hybrid.png" style="width: 100%;" /></p>
 </td></tr></table></center><p><em>These slides will subsequently be made available at https://libatoms.github.io/QUIP/Tutorials</em></p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
@@ -190,7 +190,7 @@ <h1>Motivation<a class="headerlink" href="#Motivation" title="Permalink to this
 </ul>
 </li>
 </ul>
-<center><p><img alt="3c4ff2453d1946bb8a4dab56b07f1eb2" class="no-scaled-link" src="../_images/multiscale.png" style="width: 80%;" /></p>
+<center><p><img alt="229cada3f63544b19e7a963a24dd9781" class="no-scaled-link" src="../_images/multiscale.png" style="width: 80%;" /></p>
 </center><p><em>Image credit: Gábor Csányi</em></p>
 </section>
 <section id="The-QUIP-code">
@@ -408,7 +408,7 @@ <h1>Using QUIP with Python and the Atomic Simulation Environment<a class="header
 <li><p><a class="reference external" href="https://jupyter.org/">jupyter</a>/IPython notebooks encourage reproducible research</p></li>
 <li><p><a class="reference external" href="https://jupyter.org/">anaconda</a> distribution and package management system</p></li>
 </ul>
-<center><p><img alt="2bf219a3f8f94b8982ac2b38f6600492" class="no-scaled-link" src="../_images/scipy-stack.png" style="width: 70%;" /></p>
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 </center><p><a class="reference external" href="http://www.scipy.org">http://www.scipy.org</a></p>
 </section>
 <section id="Atomic-Simulation-Environment-(ASE)">
@@ -418,7 +418,7 @@ <h1>Atomic Simulation Environment (ASE)<a class="headerlink" href="#Atomic-Simul
 <li><p>Wide range of calculators, very similar data model for Atoms objects to QUIP</p></li>
 <li><p>Can use many codes as drop-in replacements:</p></li>
 </ul>
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 </center><p><a class="reference external" href="https://wiki.fysik.dtu.dk/ase/">https://wiki.fysik.dtu.dk/ase/</a></p>
 </section>
 <section id="quippy-demo:-analysing-GAP-models-with-predictive-variance">

diff --git a/Tutorials/adaptive-qmmm-references.html b/Tutorials/adaptive-qmmm-references.html
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diff --git a/Tutorials/adaptive-qmmm-solutions.html b/Tutorials/adaptive-qmmm-solutions.html
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diff --git a/Tutorials/adaptive-qmmm-step0.html b/Tutorials/adaptive-qmmm-step0.html
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diff --git a/Tutorials/adaptive-qmmm-step1.html b/Tutorials/adaptive-qmmm-step1.html
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diff --git a/Tutorials/adaptive-qmmm-step2.html b/Tutorials/adaptive-qmmm-step2.html
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