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diff --git a/handbook/_build/.doctrees/chapters/02-drought-focus/indices.doctree b/handbook/_build/.doctrees/chapters/02-drought-focus/indices.doctree
diff --git a/handbook/_build/.doctrees/chapters/05-notebook-time-machine/index.doctree b/handbook/_build/.doctrees/chapters/05-notebook-time-machine/index.doctree
diff --git a/handbook/_build/.doctrees/environment.pickle b/handbook/_build/.doctrees/environment.pickle
diff --git a/handbook/_build/.doctrees/index.doctree b/handbook/_build/.doctrees/index.doctree
diff --git a/handbook/_build/html/_sources/chapters/02-drought-focus/indices.md b/handbook/_build/html/_sources/chapters/02-drought-focus/indices.md
@@ -22,7 +22,7 @@ For our analysis we will focus on two indices: **SPI** and **SPEI**.
 
 The **Standardized Precipitation Index** (**SPI**) is an index used to measure drought intensity. It works by comparing the amount of rainfall in a specific period to the historical average for that same period. This helps determine how much more, or less, it has rained compared to usual conditions. 
 
-This global **SPI** is calculated using data from the {ref}`era5-dataset`. This **SPI** can examine rainfall over various timescales, including 1, 2, 3, 6, 9, and 12 months, allowing for a detailed analysis of short-term fluctuations and long-term trends in precipitation.
+This global **SPI** is calculated using data from the {ref}`era5-dataset`. This **SPI** can examine rainfall over various timescales, including 1, 3, 6, 12, 24, 36 and 48 months, allowing for a detailed analysis of short-term fluctuations and long-term trends in precipitation.
 
 
 ```{tip} 

diff --git a/handbook/_build/html/_sources/chapters/05-notebook-time-machine/index.md b/handbook/_build/html/_sources/chapters/05-notebook-time-machine/index.md
@@ -1,5 +1,7 @@
 # The time machine: identify drought events
 
+Test for github pages update
+
 ## Purpose of the notebook
 Explain the objective of the notebook, which is to recognize drought events around the world and over time.
 

diff --git a/handbook/_build/html/_sources/index.md b/handbook/_build/html/_sources/index.md
@@ -1,6 +1,6 @@
 # Tales of Dry Lands: Chronicles of Drought
 
-<p class="message">Welcome to our interactive journey into the world of climate data science! 🌡️💧<p>
+<p class="message">Welcome to our interactive journey into the world of drought data! 🌡️💧<p>
 
 We’re thrilled to have you embark on this adventure with us. Whether you’re a student, a curious newcomer or a passionate environmentalist, our mission is to make the complexities of drought data understandable and engaging for you. 
 

diff --git a/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/coordinate-system.html b/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/coordinate-system.html
@@ -32,10 +32,10 @@
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@@ -205,11 +205,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Second exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../06-quantum-of-drought/index.html">Quantum of Drought</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../06-notebook-quantum-of-drought/index.html">Quantum of Drought</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Third exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../07-solving-puzzle/index.html">Solving the puzzle</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../07-notebook-solving-puzzle/index.html">Solving the puzzle</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Glossary</span></p>
 <ul class="nav bd-sidenav">
@@ -529,7 +529,7 @@ <h2>Parallels and latitude<a class="headerlink" href="#parallels-and-latitude" t
   <div class="footer-item">
 
 <p class="component-author">
-By Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+By Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
 </p>
 
   </div>

diff --git a/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/data-sources.html b/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/data-sources.html
@@ -32,10 +32,10 @@
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     <link rel="stylesheet" type="text/css" href="../../_static/togglebutton.css?v=13237357" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
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@@ -205,11 +205,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Second exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../06-quantum-of-drought/index.html">Quantum of Drought</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../06-notebook-quantum-of-drought/index.html">Quantum of Drought</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Third exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../07-solving-puzzle/index.html">Solving the puzzle</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../07-notebook-solving-puzzle/index.html">Solving the puzzle</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Glossary</span></p>
 <ul class="nav bd-sidenav">
@@ -579,7 +579,7 @@ <h1>TODO: add information about drought data.<a class="headerlink" href="#todo-a
   <div class="footer-item">
 
 <p class="component-author">
-By Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+By Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
 </p>
 
   </div>

diff --git a/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/netCDF-file.html b/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/netCDF-file.html
@@ -32,10 +32,10 @@
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     <link rel="stylesheet" type="text/css" href="../../_static/togglebutton.css?v=13237357" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/custom.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=e0a43387" />
 
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   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae" />
@@ -205,11 +205,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Second exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../06-quantum-of-drought/index.html">Quantum of Drought</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../06-notebook-quantum-of-drought/index.html">Quantum of Drought</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Third exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../07-solving-puzzle/index.html">Solving the puzzle</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../07-notebook-solving-puzzle/index.html">Solving the puzzle</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Glossary</span></p>
 <ul class="nav bd-sidenav">
@@ -497,7 +497,7 @@ <h1>The netCDF files<a class="headerlink" href="#the-netcdf-files" title="Link t
   <div class="footer-item">
 
 <p class="component-author">
-By Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+By Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
 </p>
 
   </div>

diff --git a/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/what-is-climate.html b/handbook/_build/html/chapters/01-climate-toolkit-for-beginners/what-is-climate.html
@@ -32,10 +32,10 @@
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+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=e0a43387" />
 
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   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae" />
@@ -205,11 +205,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Second exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../06-quantum-of-drought/index.html">Quantum of Drought</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../06-notebook-quantum-of-drought/index.html">Quantum of Drought</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Third exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../07-solving-puzzle/index.html">Solving the puzzle</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../07-notebook-solving-puzzle/index.html">Solving the puzzle</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Glossary</span></p>
 <ul class="nav bd-sidenav">
@@ -535,7 +535,7 @@ <h2>Climate variables and indicators<a class="headerlink" href="#climate-variabl
   <div class="footer-item">
 
 <p class="component-author">
-By Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+By Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
 </p>
 
   </div>

diff --git a/handbook/_build/html/chapters/02-drought-focus/index.html b/handbook/_build/html/chapters/02-drought-focus/index.html
@@ -32,10 +32,10 @@
     <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css?v=384b581d" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/custom.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=e0a43387" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae" />
@@ -205,11 +205,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Second exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../06-quantum-of-drought/index.html">Quantum of Drought</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../06-notebook-quantum-of-drought/index.html">Quantum of Drought</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Third exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../07-solving-puzzle/index.html">Solving the puzzle</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../07-notebook-solving-puzzle/index.html">Solving the puzzle</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Glossary</span></p>
 <ul class="nav bd-sidenav">
@@ -527,7 +527,7 @@ <h2>The 4 drought stages<a class="headerlink" href="#the-4-drought-stages" title
   <div class="footer-item">
 
 <p class="component-author">
-By Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+By Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
 </p>
 
   </div>

diff --git a/handbook/_build/html/chapters/02-drought-focus/indices.html b/handbook/_build/html/chapters/02-drought-focus/indices.html
@@ -32,10 +32,10 @@
     <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css?v=384b581d" />
     <link rel="stylesheet" type="text/css" href="../../_static/togglebutton.css?v=13237357" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/custom.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=e0a43387" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae" />
@@ -205,11 +205,11 @@
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Second exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../06-quantum-of-drought/index.html">Quantum of Drought</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../06-notebook-quantum-of-drought/index.html">Quantum of Drought</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Third exploration</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="../07-solving-puzzle/index.html">Solving the puzzle</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../07-notebook-solving-puzzle/index.html">Solving the puzzle</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Glossary</span></p>
 <ul class="nav bd-sidenav">
@@ -444,7 +444,7 @@ <h1>Drought indicators and indices<a class="headerlink" href="#drought-indicator
 <section id="spi-index">
 <h2>SPI index<a class="headerlink" href="#spi-index" title="Link to this heading">#</a></h2>
 <p>The <strong>Standardized Precipitation Index</strong> (<strong>SPI</strong>) is an index used to measure drought intensity. It works by comparing the amount of rainfall in a specific period to the historical average for that same period. This helps determine how much more, or less, it has rained compared to usual conditions.</p>
-<p>This global <strong>SPI</strong> is calculated using data from the <a class="reference internal" href="../glossary/index.html#era5-dataset"><span class="std std-ref">ECMWF ERA5 dataset</span></a>. This <strong>SPI</strong> can examine rainfall over various timescales, including 1, 2, 3, 6, 9, and 12 months, allowing for a detailed analysis of short-term fluctuations and long-term trends in precipitation.</p>
+<p>This global <strong>SPI</strong> is calculated using data from the <a class="reference internal" href="../glossary/index.html#era5-dataset"><span class="std std-ref">ECMWF ERA5 dataset</span></a>. This <strong>SPI</strong> can examine rainfall over various timescales, including 1, 3, 6, 12, 24, 36 and 48 months, allowing for a detailed analysis of short-term fluctuations and long-term trends in precipitation.</p>
 <div class="admonition tip">
 <p class="admonition-title">Tip</p>
 <p>If you’re interested in learning more about the <strong>SPI</strong> index, you can download the  “<a class="reference external" href="https://library.wmo.int/records/item/39629-standardized-precipitation-index-user-guide">Standardized Precipitation Index User Guide</a>” from the World Meteorological Organization (WMO).</p>
@@ -557,7 +557,7 @@ <h2>SPEI index<a class="headerlink" href="#spei-index" title="Link to this headi
   <div class="footer-item">
 
 <p class="component-author">
-By Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+By Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
 </p>
 
   </div>