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diff --git a/404.html b/404.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/ac.html b/ac.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/acknowledgements.html b/acknowledgements.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/book.epub b/book.epub
diff --git a/book.pdf b/book.pdf
diff --git a/book.tex b/book.tex
@@ -153,7 +153,7 @@
 
 \title{Climate And Statistics}
 \author{Helmut Küchenhoff, Henri Funk}
-\date{2024-07-23}
+\date{2024-07-25}
 
 \begin{document}
 \maketitle
@@ -506,7 +506,7 @@ \subsection{Implementation of the SPEI}\label{implementation-of-the-spei}
 \end{equation}
 
 The constants are:
-\(C_0 = 2.515517, \quad C_1 = 0.802853, \quad C_2 = 0.010328, \quad C_3 = -0.000220,\) \(d_1 = 1.432788, \quad d_2 = 0.189269, \quad d_3 = 0.001308\). \citet{vicente}
+\(C_0 = 2.515517, \quad C_1 = 0.802853, \quad C_2 = 0.010328, \quad C_3 = -0.000220,\) \(d_1 = 1.432788, \quad d_2 = 0.189269, \quad d_3 = 0.001308\). (\citet{vicente})
 
 \section{Results}\label{results}
 
@@ -573,9 +573,11 @@ \subsection{SPEI in Bavaria}\label{spei-in-bavaria}
 There is a trend toward more negative SPEI values in the last years, indicating a decrease in water availability and increasing drought conditions. This trend is mostly visible in the longer time scales.
 Historically, Bavaria has experienced extended periods with both negative and positive SPEI values, but in recent years, there have been no prolonged periods with positive SPEI values visible in the 12-, 18-, and 24-month SPEI.
 
+
+
 \begin{table}
 
-\caption{\label{tab:speiClassification}Classification of Droughts Based on the SPEI (@mckee1993).}
+\caption{\label{tab:speiClassification}Classification of Droughts Based on the SPEI (\citet{mckee1993}).}
 \centering
 \begin{tabular}[t]{ll}
 \toprule
@@ -584,7 +586,7 @@ \subsection{SPEI in Bavaria}\label{spei-in-bavaria}
 0 to -0.99 & Mild Drought\\
 -1 to -1.49 & Moderate Drought\\
 -1.5 to -1.99 & Severe Drought\\
-\$\textbackslash{}leq -2\$ & Extreme Drought\\
+less than or equal to -2 & Extreme Drought\\
 \bottomrule
 \end{tabular}
 \end{table}

diff --git a/ce.html b/ce.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/foreword.html b/foreword.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/he1.html b/he1.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/he2.html b/he2.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/he3.html b/he3.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/he4.html b/he4.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/index.html b/index.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -375,7 +375,7 @@ <h1>
 <div id="header">
 <h1 class="title">Climate And Statistics</h1>
 <p class="author"><em>Helmut Küchenhoff, Henri Funk</em></p>
-<p class="date"><em>2024-07-23</em></p>
+<p class="date"><em>2024-07-25</em></p>
 </div>
 <div id="preface" class="section level1 unnumbered hasAnchor">
 <h1>Preface<a href="index.html#preface" class="anchor-section" aria-label="Anchor link to header"></a></h1>

diff --git a/introduction.html b/introduction.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/iv.html b/iv.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/lfe.html b/lfe.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/menh3.html b/menh3.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/nao.html b/nao.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/open-issue.html b/open-issue.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/references-1.html b/references-1.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/references.html b/references.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/search_index.json b/search_index.json
diff --git a/sm.html b/sm.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />

diff --git a/spei.html b/spei.html
@@ -23,7 +23,7 @@
 <meta name="author" content="Helmut Küchenhoff, Henri Funk" />
 
 
-<meta name="date" content="2024-07-23" />
+<meta name="date" content="2024-07-25" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="apple-mobile-web-app-capable" content="yes" />
@@ -445,7 +445,7 @@ <h3><span class="header-section-number">3.2.2</span> Implementation of the SPEI<
 P = 1 - F_D(D^{(k)}_i).
 \end{equation}\]</span></p>
 <p>The constants are:
-<span class="math inline">\(C_0 = 2.515517, \quad C_1 = 0.802853, \quad C_2 = 0.010328, \quad C_3 = -0.000220,\)</span> <span class="math inline">\(d_1 = 1.432788, \quad d_2 = 0.189269, \quad d_3 = 0.001308\)</span>. <span class="citation">Vicente-Serrano, Beguerı́a, and López-Moreno (<a href="#ref-vicente">2010</a>)</span></p>
+<span class="math inline">\(C_0 = 2.515517, \quad C_1 = 0.802853, \quad C_2 = 0.010328, \quad C_3 = -0.000220,\)</span> <span class="math inline">\(d_1 = 1.432788, \quad d_2 = 0.189269, \quad d_3 = 0.001308\)</span>. (<span class="citation">Vicente-Serrano, Beguerı́a, and López-Moreno (<a href="#ref-vicente">2010</a>)</span>)</p>
 </div>
 </div>
 <div id="results" class="section level2 hasAnchor" number="3.3">
@@ -528,6 +528,7 @@ <h3><span class="header-section-number">3.3.2</span> SPEI in Bavaria<a href="spe
 The 1-month SPEI shows the highest variability due to its sensitivity to short-term fluctuations in precipitation and temperature.
 There is a trend toward more negative SPEI values in the last years, indicating a decrease in water availability and increasing drought conditions. This trend is mostly visible in the longer time scales.
 Historically, Bavaria has experienced extended periods with both negative and positive SPEI values, but in recent years, there have been no prolonged periods with positive SPEI values visible in the 12-, 18-, and 24-month SPEI.</p>
+
 <table>
 <caption><span id="tab:speiClassification">TABLE 3.2: </span>Classification of Droughts Based on the SPEI (<span class="citation">McKee et al. (<a href="#ref-mckee1993">1993</a>)</span>).</caption>
 <thead>
@@ -550,7 +551,7 @@ <h3><span class="header-section-number">3.3.2</span> SPEI in Bavaria<a href="spe
 <td align="left">Severe Drought</td>
 </tr>
 <tr class="even">
-<td align="left"><span class="math inline">\(\leq -2\)</span></td>
+<td align="left">less than or equal to -2</td>
 <td align="left">Extreme Drought</td>
 </tr>
 </tbody>