From 37542f7d62c76a61ffe7106491a9a02b98d03614 Mon Sep 17 00:00:00 2001
From: CapMar00 <CapMar00@users.noreply.github.com>
Date: Mon, 15 Jul 2024 10:16:30 +0200
Subject: [PATCH] minor changes

---
 .../chapters/02-drought-focus/indices.doctree |  Bin 20693 -> 20703 bytes
 .../05-notebook-time-machine/index.doctree    |  Bin 20271 -> 20439 bytes
 handbook/_build/.doctrees/environment.pickle  |  Bin 332253 -> 332121 bytes
 handbook/_build/.doctrees/index.doctree       |  Bin 11616 -> 11600 bytes
 .../chapters/02-drought-focus/indices.md      |    2 +-
 .../05-notebook-time-machine/index.md         |    2 +
 handbook/_build/html/_sources/index.md        |    2 +-
 .../coordinate-system.html                    |   10 +-
 .../data-sources.html                         |   10 +-
 .../netCDF-file.html                          |   10 +-
 .../what-is-climate.html                      |   10 +-
 .../html/chapters/02-drought-focus/index.html |   10 +-
 .../chapters/02-drought-focus/indices.html    |   12 +-
 .../chapters/02-drought-focus/timeline.html   |   10 +-
 .../html/chapters/03-get-data/index.html      |   10 +-
 .../html/chapters/04-set-up-env/index.html    |   10 +-
 .../05-notebook-time-machine/index.html       |    3 +-
 .../06-notebook-quantum-of-drought/index.html |    2 +-
 .../07-notebook-solving-puzzle/index.html     |    2 +-
 .../_build/html/chapters/credits-license.html |   10 +-
 .../_build/html/chapters/glossary/index.html  | 1240 ++++++++---------
 handbook/_build/html/genindex.html            |    2 +-
 handbook/_build/html/index.html               |    4 +-
 handbook/_build/html/search.html              |    2 +-
 handbook/_build/html/searchindex.js           |    2 +-
 handbook/_config.yml                          |    2 +-
 handbook/index.md                             |    2 +-
 27 files changed, 671 insertions(+), 698 deletions(-)

diff --git a/handbook/_build/.doctrees/chapters/02-drought-focus/indices.doctree b/handbook/_build/.doctrees/chapters/02-drought-focus/indices.doctree
index 638eea5de0da1e0f9759b574e8b6f2f171b899b9..e5481a4b049d4e81a5042d03e1f189ecbd974fac 100644
GIT binary patch
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delta 79
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diff --git a/handbook/_build/.doctrees/chapters/05-notebook-time-machine/index.doctree b/handbook/_build/.doctrees/chapters/05-notebook-time-machine/index.doctree
index a4b6acb0cd2142047457f6157c1f425994ee74a8..a45b16f7d8e59eb49ad51c1dc8ecd4fd72e421a9 100644
GIT binary patch
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diff --git a/handbook/_build/.doctrees/environment.pickle b/handbook/_build/.doctrees/environment.pickle
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index e8f06559f5ce23e52adbefdab37d5ef830c62513..9c381ff8c78daa2f5b295c69ab8c51df944a83d9 100644
GIT binary patch
delta 80
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diff --git a/handbook/_build/html/_sources/chapters/02-drought-focus/indices.md b/handbook/_build/html/_sources/chapters/02-drought-focus/indices.md
index 1f7a426..b2dad1d 100644
--- 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
index d0c9b4d..668e81c 100644
--- 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
index cd0a17d..2474fe8 100644
--- 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
index e2eaf02..cf1f3fe 100644
--- 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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     <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/sphinx-design.min.css?v=87e54e7c" />
-    <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">
@@ -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
index c3894db..67271f7 100644
--- 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 @@
     <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" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
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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">
@@ -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
index 7a91ddf..e926916 100644
--- 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 @@
     <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/sphinx-design.min.css?v=87e54e7c" />
-    <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">
@@ -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
index 1603249..6f8b12a 100644
--- 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
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+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
     <link rel="stylesheet" type="text/css" href="../../_static/sphinx-thebe.css?v=4fa983c6" />
     <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
-    <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">
@@ -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
index 7250e1a..7412773 100644
--- 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" />
     <link rel="stylesheet" type="text/css" href="../../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
     <link rel="stylesheet" type="text/css" href="../../_static/sphinx-thebe.css?v=4fa983c6" />
     <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
-    <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
index 6228695..93a7d8b 100644
--- 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" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css?v=be8a1c11" />
     <link rel="stylesheet" type="text/css" href="../../_static/sphinx-thebe.css?v=4fa983c6" />
     <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
-    <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>
diff --git a/handbook/_build/html/chapters/02-drought-focus/timeline.html b/handbook/_build/html/chapters/02-drought-focus/timeline.html
index 763141f..4a2d7e4 100644
--- a/handbook/_build/html/chapters/02-drought-focus/timeline.html
+++ b/handbook/_build/html/chapters/02-drought-focus/timeline.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" />
+    <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">
@@ -574,7 +574,7 @@ <h1>Historic droughts timeline<a class="headerlink" href="#historic-droughts-tim
   <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/03-get-data/index.html b/handbook/_build/html/chapters/03-get-data/index.html
index efb1225..3bff5ee 100644
--- a/handbook/_build/html/chapters/03-get-data/index.html
+++ b/handbook/_build/html/chapters/03-get-data/index.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" />
+    <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/sphinx-design.min.css?v=87e54e7c" />
-    <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">
@@ -490,7 +490,7 @@ <h1>The Climate Data Store or any other data source<a class="headerlink" href="#
   <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/04-set-up-env/index.html b/handbook/_build/html/chapters/04-set-up-env/index.html
index 324463f..2a0265c 100644
--- a/handbook/_build/html/chapters/04-set-up-env/index.html
+++ b/handbook/_build/html/chapters/04-set-up-env/index.html
@@ -32,10 +32,10 @@
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     <link rel="stylesheet" type="text/css" href="../../_static/togglebutton.css?v=13237357" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
+    <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/sphinx-design.min.css?v=87e54e7c" />
-    <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">
@@ -490,7 +490,7 @@ <h1>Setting up the environment<a class="headerlink" href="#setting-up-the-enviro
   <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/05-notebook-time-machine/index.html b/handbook/_build/html/chapters/05-notebook-time-machine/index.html
index 9e9c1a4..07cae2f 100644
--- a/handbook/_build/html/chapters/05-notebook-time-machine/index.html
+++ b/handbook/_build/html/chapters/05-notebook-time-machine/index.html
@@ -457,6 +457,7 @@ <h2> Contents </h2>
                   
   <section class="tex2jax_ignore mathjax_ignore" id="the-time-machine-identify-drought-events">
 <h1>The time machine: identify drought events<a class="headerlink" href="#the-time-machine-identify-drought-events" title="Link to this heading">#</a></h1>
+<p>Test for github pages update</p>
 <section id="purpose-of-the-notebook">
 <h2>Purpose of the notebook<a class="headerlink" href="#purpose-of-the-notebook" title="Link to this heading">#</a></h2>
 <p>Explain the objective of the notebook, which is to recognize drought events around the world and over time.</p>
@@ -653,7 +654,7 @@ <h2>Preview of what’s coming in Notebook 2<a class="headerlink" href="#preview
   <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/06-notebook-quantum-of-drought/index.html b/handbook/_build/html/chapters/06-notebook-quantum-of-drought/index.html
index bbdf183..827425e 100644
--- a/handbook/_build/html/chapters/06-notebook-quantum-of-drought/index.html
+++ b/handbook/_build/html/chapters/06-notebook-quantum-of-drought/index.html
@@ -596,7 +596,7 @@ <h2>Preview of what’s coming in Notebook 3<a class="headerlink" href="#preview
   <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/07-notebook-solving-puzzle/index.html b/handbook/_build/html/chapters/07-notebook-solving-puzzle/index.html
index e209c30..3583ae2 100644
--- a/handbook/_build/html/chapters/07-notebook-solving-puzzle/index.html
+++ b/handbook/_build/html/chapters/07-notebook-solving-puzzle/index.html
@@ -635,7 +635,7 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" 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>
diff --git a/handbook/_build/html/chapters/credits-license.html b/handbook/_build/html/chapters/credits-license.html
index b84c7ae..31c264b 100644
--- a/handbook/_build/html/chapters/credits-license.html
+++ b/handbook/_build/html/chapters/credits-license.html
@@ -32,10 +32,10 @@
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@@ -204,11 +204,11 @@
 </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">
@@ -514,7 +514,7 @@ <h1>License<a class="headerlink" href="#license" title="Link to this heading">#<
   <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/glossary/index.html b/handbook/_build/html/chapters/glossary/index.html
index 510267c..200ce22 100644
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-                      Tales of Dry Lands: Chronicles of Drought
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-                  </li>
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-                <p aria-level="2" class="caption" role="heading"><span class="caption-text">Climate toolkit for
-                    beginners</span></p>
-                <ul class="nav bd-sidenav">
-                  <li class="toctree-l1"><a class="reference internal"
-                      href="../01-climate-toolkit-for-beginners/what-is-climate.html">What is climate?</a></li>
-                  <li class="toctree-l1"><a class="reference internal"
-                      href="../01-climate-toolkit-for-beginners/coordinate-system.html">Earth's coordinate system</a>
-                  </li>
-                  <li class="toctree-l1"><a class="reference internal"
-                      href="../01-climate-toolkit-for-beginners/data-sources.html">Climate data sources</a></li>
-
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-                      href="../01-climate-toolkit-for-beginners/netCDF-file.html">netCDF files</a></li>
-                </ul>
-                <p aria-level="2" class="caption" role="heading"><span class="caption-text">Droughts focus</span></p>
-                <ul class="nav bd-sidenav">
-                  <li class="toctree-l1"><a class="reference internal" href="../02-drought-focus/index.html">Droughts
-                      and their impacts</a></li>
-                  <li class="toctree-l1"><a class="reference internal" href="../02-drought-focus/timeline.html">Historic
-                      droughts timeline</a></li>
-                  <li class="toctree-l1"><a class="reference internal" href="../02-drought-focus/indices.html">Drought
-                      indices</a></li>
-                </ul>
-                <p aria-level="2" class="caption" role="heading"><span class="caption-text">Get the data</span></p>
-                <ul class="nav bd-sidenav">
-                  <li class="toctree-l1"><a class="reference internal" href="../03-get-data/index.html">Copernicus Data
-                      Store</a></li>
-                </ul>
-                <p aria-level="2" class="caption" role="heading"><span class="caption-text">Setting up the
-                    environment</span></p>
-                <ul class="nav bd-sidenav">
-                  <li class="toctree-l1"><a class="reference internal" href="../04-set-up-env/index.html">title xxx</a>
-                  </li>
-                </ul>
-                <p aria-level="2" class="caption" role="heading"><span class="caption-text">First exploration</span></p>
-                <ul class="nav bd-sidenav">
-                  <li class="toctree-l1"><a class="reference internal" href="../05-notebook-time-machine/index.html">The
-                      Time Machine</a></li>
-                </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>
-                </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>
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-                  <li class="toctree-l1 current active"><a class="current reference internal" href="#">Glossary</a></li>
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+        
+        <ul class="nav bd-sidenav bd-sidenav__home-link">
+            <li class="toctree-l1">
+                <a class="reference internal" href="../../index.html">
+                    Tales of Dry Lands: Chronicles of Drought
+                </a>
+            </li>
+        </ul>
+        <p aria-level="2" class="caption" role="heading"><span class="caption-text">Climate toolkit for beginners</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../01-climate-toolkit-for-beginners/what-is-climate.html">What is climate?</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../01-climate-toolkit-for-beginners/coordinate-system.html">Earth's coordinate system</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../01-climate-toolkit-for-beginners/data-sources.html">Climate data sources</a></li>
+
+<li class="toctree-l1"><a class="reference internal" href="../01-climate-toolkit-for-beginners/netCDF-file.html">netCDF files</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Droughts focus</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../02-drought-focus/index.html">Droughts and their impacts</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../02-drought-focus/timeline.html">Historic droughts timeline</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../02-drought-focus/indices.html">Drought indices</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Get the data</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../03-get-data/index.html">Copernicus Data Store</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Setting up the environment</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../04-set-up-env/index.html">title xxx</a></li>
+</ul>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">First exploration</span></p>
+<ul class="nav bd-sidenav">
+<li class="toctree-l1"><a class="reference internal" href="../05-notebook-time-machine/index.html">The Time Machine</a></li>
+</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-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-notebook-solving-puzzle/index.html">Solving the puzzle</a></li>
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+<li class="toctree-l1 current active"><a class="current reference internal" href="#">Glossary</a></li>
+</ul>
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-                              href="#ecmwf-era5-dataset">ECMWF ERA5 dataset</a></li>
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-                <h1>Glossary<a class="headerlink" href="#glossary" title="Link to this heading">#</a></h1>
-                <p>A glossary of climate data analysis: your guide to mastering the language, terms, and metrics
-                  essential for understanding and interpreting the dynamics of Earth’s climate.</p>
-                <section id="a">
-                  <h2>A<a class="headerlink" href="#a" title="Link to this heading">#</a></h2>
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-                  <h2>B<a class="headerlink" href="#b" title="Link to this heading">#</a></h2>
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-                  <section id="ecmwf-era5-dataset">
-                    <span id="era5-dataset"></span>
-                    <h3>ECMWF ERA5 dataset<a class="headerlink" href="#ecmwf-era5-dataset"
-                        title="Link to this heading">#</a></h3>
-                  </section>
-                  <section id="evapotranspiration-pet">
-                    <span id="pet"></span>
-                    <h3>evapotranspiration (PET)<a class="headerlink" href="#evapotranspiration-pet"
-                        title="Link to this heading">#</a></h3>
-                  </section>
-                </section>
-                <section id="f">
-                  <h2>F<a class="headerlink" href="#f" title="Link to this heading">#</a></h2>
-                </section>
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-                  <h2>G<a class="headerlink" href="#g" title="Link to this heading">#</a></h2>
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-                  <h2>H<a class="headerlink" href="#h" title="Link to this heading">#</a></h2>
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-                  <h2>J<a class="headerlink" href="#j" title="Link to this heading">#</a></h2>
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-                  <h2>K<a class="headerlink" href="#k" title="Link to this heading">#</a></h2>
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-                  <h2>I<a class="headerlink" href="#i" title="Link to this heading">#</a></h2>
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-                  <h2>L<a class="headerlink" href="#l" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="m">
-                  <h2>M<a class="headerlink" href="#m" title="Link to this heading">#</a></h2>
-                  <section id="mean">
-                    <span id="id1"></span>
-                    <h3>mean<a class="headerlink" href="#mean" title="Link to this heading">#</a></h3>
-                  </section>
-                </section>
-                <section id="n">
-                  <h2>N<a class="headerlink" href="#n" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="o">
-                  <h2>O<a class="headerlink" href="#o" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="p">
-                  <h2>P<a class="headerlink" href="#p" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="q">
-                  <h2>Q<a class="headerlink" href="#q" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="r">
-                  <h2>R<a class="headerlink" href="#r" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="s">
-                  <h2>S<a class="headerlink" href="#s" title="Link to this heading">#</a></h2>
-                  <section id="standard-deviation">
-                    <span id="id2"></span>
-                    <h3>standard deviation<a class="headerlink" href="#standard-deviation"
-                        title="Link to this heading">#</a></h3>
-                  </section>
-                </section>
-                <section id="t">
-                  <h2>T<a class="headerlink" href="#t" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="u">
-                  <h2>U<a class="headerlink" href="#u" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="w">
-                  <h2>W<a class="headerlink" href="#w" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="x">
-                  <h2>X<a class="headerlink" href="#x" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="y">
-                  <h2>Y<a class="headerlink" href="#y" title="Link to this heading">#</a></h2>
-                </section>
-                <section id="z">
-                  <h2>Z<a class="headerlink" href="#z" title="Link to this heading">#</a></h2>
-                </section>
-              </section>
-
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+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#l">L</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#m">M</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#mean">mean</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#n">N</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#o">O</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#p">P</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#q">Q</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#r">R</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#s">S</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#standard-deviation">standard deviation</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#t">T</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#u">U</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#w">W</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#x">X</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#y">Y</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#z">Z</a></li>
+</ul>
+            </nav>
+        </div>
+    </div>
+</div>
+
+              
+                
+<div id="searchbox"></div>
+                <article class="bd-article">
+                  
+  <section class="tex2jax_ignore mathjax_ignore" id="glossary">
+<h1>Glossary<a class="headerlink" href="#glossary" title="Link to this heading">#</a></h1>
+<p>A glossary of climate data analysis: your guide to mastering the language, terms, and metrics essential for understanding and interpreting the dynamics of Earth’s climate.</p>
+<section id="a">
+<h2>A<a class="headerlink" href="#a" title="Link to this heading">#</a></h2>
+</section>
+<section id="b">
+<h2>B<a class="headerlink" href="#b" title="Link to this heading">#</a></h2>
+</section>
+<section id="c">
+<h2>C<a class="headerlink" href="#c" title="Link to this heading">#</a></h2>
+</section>
+<section id="d">
+<h2>D<a class="headerlink" href="#d" title="Link to this heading">#</a></h2>
+</section>
+<section id="e">
+<h2>E<a class="headerlink" href="#e" title="Link to this heading">#</a></h2>
+<section id="ecmwf-era5-dataset">
+<span id="era5-dataset"></span><h3>ECMWF ERA5 dataset<a class="headerlink" href="#ecmwf-era5-dataset" title="Link to this heading">#</a></h3>
+</section>
+<section id="evapotranspiration-pet">
+<span id="pet"></span><h3>evapotranspiration (PET)<a class="headerlink" href="#evapotranspiration-pet" title="Link to this heading">#</a></h3>
+</section>
+</section>
+<section id="f">
+<h2>F<a class="headerlink" href="#f" title="Link to this heading">#</a></h2>
+</section>
+<section id="g">
+<h2>G<a class="headerlink" href="#g" title="Link to this heading">#</a></h2>
+</section>
+<section id="h">
+<h2>H<a class="headerlink" href="#h" title="Link to this heading">#</a></h2>
+</section>
+<section id="j">
+<h2>J<a class="headerlink" href="#j" title="Link to this heading">#</a></h2>
+</section>
+<section id="k">
+<h2>K<a class="headerlink" href="#k" title="Link to this heading">#</a></h2>
+</section>
+<section id="i">
+<h2>I<a class="headerlink" href="#i" title="Link to this heading">#</a></h2>
+</section>
+<section id="l">
+<h2>L<a class="headerlink" href="#l" title="Link to this heading">#</a></h2>
+</section>
+<section id="m">
+<h2>M<a class="headerlink" href="#m" title="Link to this heading">#</a></h2>
+<section id="mean">
+<span id="id1"></span><h3>mean<a class="headerlink" href="#mean" title="Link to this heading">#</a></h3>
+</section>
+</section>
+<section id="n">
+<h2>N<a class="headerlink" href="#n" title="Link to this heading">#</a></h2>
+</section>
+<section id="o">
+<h2>O<a class="headerlink" href="#o" title="Link to this heading">#</a></h2>
+</section>
+<section id="p">
+<h2>P<a class="headerlink" href="#p" title="Link to this heading">#</a></h2>
+</section>
+<section id="q">
+<h2>Q<a class="headerlink" href="#q" title="Link to this heading">#</a></h2>
+</section>
+<section id="r">
+<h2>R<a class="headerlink" href="#r" title="Link to this heading">#</a></h2>
+</section>
+<section id="s">
+<h2>S<a class="headerlink" href="#s" title="Link to this heading">#</a></h2>
+<section id="standard-deviation">
+<span id="id2"></span><h3>standard deviation<a class="headerlink" href="#standard-deviation" title="Link to this heading">#</a></h3>
+</section>
+</section>
+<section id="t">
+<h2>T<a class="headerlink" href="#t" title="Link to this heading">#</a></h2>
+</section>
+<section id="u">
+<h2>U<a class="headerlink" href="#u" title="Link to this heading">#</a></h2>
+</section>
+<section id="w">
+<h2>W<a class="headerlink" href="#w" title="Link to this heading">#</a></h2>
+</section>
+<section id="x">
+<h2>X<a class="headerlink" href="#x" title="Link to this heading">#</a></h2>
+</section>
+<section id="y">
+<h2>Y<a class="headerlink" href="#y" title="Link to this heading">#</a></h2>
+</section>
+<section id="z">
+<h2>Z<a class="headerlink" href="#z" title="Link to this heading">#</a></h2>
+</section>
+</section>
+
+    <script type="text/x-thebe-config">
     {
         requestKernel: true,
         binderOptions: {
@@ -592,140 +570,132 @@ <h2>Z<a class="headerlink" href="#z" title="Link to this heading">#</a></h2>
         predefinedOutput: true
     }
     </script>
-              <script>kernelName = 'python3'</script>
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-                  <i class="fa-solid fa-list"></i> Contents
-                </div>
-                <nav class="bd-toc-nav page-toc">
-                  <ul class="visible nav section-nav flex-column">
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#a">A</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#b">B</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#c">C</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#d">D</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#e">E</a>
-                      <ul class="nav section-nav flex-column">
-                        <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link"
-                            href="#ecmwf-era5-dataset">ECMWF ERA5 dataset</a></li>
-                        <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link"
-                            href="#evapotranspiration-pet">evapotranspiration (PET)</a></li>
-                      </ul>
-                    </li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#f">F</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#g">G</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#h">H</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#j">J</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#k">K</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#i">I</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#l">L</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#m">M</a>
-                      <ul class="nav section-nav flex-column">
-                        <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link"
-                            href="#mean">mean</a></li>
-                      </ul>
-                    </li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#n">N</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#o">O</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#p">P</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#q">Q</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#r">R</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#s">S</a>
-                      <ul class="nav section-nav flex-column">
-                        <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link"
-                            href="#standard-deviation">standard deviation</a></li>
-                      </ul>
-                    </li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#t">T</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#u">U</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#w">W</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#x">X</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#y">Y</a></li>
-                    <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#z">Z</a></li>
-                  </ul>
-                </nav>
-              </div>
-
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-        <footer class="bd-footer-content">
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-              <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)
-              </p>
-
-            </div>
-
-            <div class="footer-item">
-
-
-            </div>
-
-            <div class="footer-item">
-
+    <script>kernelName = 'python3'</script>
+
+                </article>
+              
+
+              
+              
+              
+              
+                <footer class="prev-next-footer">
+                  
+<div class="prev-next-area">
+    <a class="left-prev"
+       href="../07-notebook-solving-puzzle/index.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">Solving the puzzle: determine drivers of the drought</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="../credits-license.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Credits</p>
+      </div>
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+    </a>
+</div>
+                </footer>
+              
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+            
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+                <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-            <div class="footer-item">
-
-            </div>
 
+  <div class="sidebar-secondary-item">
+  <div class="page-toc tocsection onthispage">
+    <i class="fa-solid fa-list"></i> Contents
+  </div>
+  <nav class="bd-toc-nav page-toc">
+    <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#a">A</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#b">B</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#c">C</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#d">D</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#e">E</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ecmwf-era5-dataset">ECMWF ERA5 dataset</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#evapotranspiration-pet">evapotranspiration (PET)</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#f">F</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#g">G</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#h">H</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#j">J</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#k">K</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#i">I</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#l">L</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#m">M</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#mean">mean</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#n">N</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#o">O</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#p">P</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#q">Q</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#r">R</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#s">S</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#standard-deviation">standard deviation</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#t">T</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#u">U</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#w">W</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#x">X</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#y">Y</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#z">Z</a></li>
+</ul>
+  </nav></div>
+
+</div></div>
+              
+            
           </div>
-        </footer>
+          <footer class="bd-footer-content">
+            
+<div class="bd-footer-content__inner container">
+  
+  <div class="footer-item">
+    
+<p class="component-author">
+By Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
+</p>
+
+  </div>
+  
+  <div class="footer-item">
+    
 
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+  
+  <div class="footer-item">
+    
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+  
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+    
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+  
+</div>
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+        
 
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     </div>
   </div>
-
+  
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
   <script src="../../_static/scripts/bootstrap.js?digest=8d27b9dea8ad943066ae"></script>
-  <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=8d27b9dea8ad943066ae"></script>
+<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=8d27b9dea8ad943066ae"></script>
 
   <footer class="bd-footer">
   </footer>
-</body>
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+  </body>
 </html>
\ No newline at end of file
diff --git a/handbook/_build/html/genindex.html b/handbook/_build/html/genindex.html
index 6f4f085..fefc2ea 100644
--- a/handbook/_build/html/genindex.html
+++ b/handbook/_build/html/genindex.html
@@ -403,7 +403,7 @@ <h1 id="index">Index</h1>
   <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/index.html b/handbook/_build/html/index.html
index e13f37a..cfce50f 100644
--- a/handbook/_build/html/index.html
+++ b/handbook/_build/html/index.html
@@ -419,7 +419,7 @@ <h1>Tales of Dry Lands: Chronicles of Drought</h1>
                   
   <section class="tex2jax_ignore mathjax_ignore" id="tales-of-dry-lands-chronicles-of-drought">
 <h1>Tales of Dry Lands: Chronicles of Drought<a class="headerlink" href="#tales-of-dry-lands-chronicles-of-drought" title="Link to this heading">#</a></h1>
-<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>
 <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.</p>
 <p>Feel free to explore at your own pace: we only ask that you have a basic knowledge of Python, we’ll take care of the rest.</p>
 <div class="iframe_ctn">
@@ -553,7 +553,7 @@ <h1>Tales of Dry Lands: Chronicles of Drought<a class="headerlink" href="#tales-
   <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/search.html b/handbook/_build/html/search.html
index a262a5d..a4d2722 100644
--- a/handbook/_build/html/search.html
+++ b/handbook/_build/html/search.html
@@ -415,7 +415,7 @@ <h1>Search</h1>
   <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/searchindex.js b/handbook/_build/html/searchindex.js
index c4f03b8..debdde8 100644
--- a/handbook/_build/html/searchindex.js
+++ b/handbook/_build/html/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/handbook/_config.yml b/handbook/_config.yml
index ead964d..febca2b 100644
--- a/handbook/_config.yml
+++ b/handbook/_config.yml
@@ -2,7 +2,7 @@
 # Learn more at https://jupyterbook.org/customize/config.html
 
 title: Tales of Dry Lands
-author: Madiha Abbas, Syed Akhtar, George Begkas, Marina Caporlingua, Lucy Colley, Akis Karagiannis, (thanks to ECMWF mentors Christopher Barnard, Francesca Di Giuseppe, Jessica Keune)
+author: Marina Caporlingua, Akis Karagiannis, George Begkas, Lucy Colley - Thanks to ECMWF mentors Jessica Keune, Christopher Barnard, Francesca Di Giuseppe
 logo: ../images/logo-no-bg.png
 
 # Force re-execution of notebooks on each build.
diff --git a/handbook/index.md b/handbook/index.md
index cd0a17d..2474fe8 100644
--- a/handbook/index.md
+++ b/handbook/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.