From f7c106b34557f1a29ecd469b9a57d88ad8faccfa Mon Sep 17 00:00:00 2001
From: Quarto GHA Workflow Runner <quarto-github-actions-publish@example.com>
Date: Sat, 27 Jul 2024 08:46:17 +0000
Subject: [PATCH] Built site for gh-pages

---
 .nojekyll                          |   2 +-
 interactive-deforestation-map.html | 124 ++++++++++++++++-------------
 search.json                        |  18 ++++-
 sitemap.xml                        |   2 +-
 4 files changed, 88 insertions(+), 58 deletions(-)

diff --git a/.nojekyll b/.nojekyll
index 5a6c97b..a433e0c 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-ca29e417
\ No newline at end of file
+97cac013
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diff --git a/interactive-deforestation-map.html b/interactive-deforestation-map.html
index 8945e65..4405b54 100644
--- a/interactive-deforestation-map.html
+++ b/interactive-deforestation-map.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 
-<title>Interactive Deforestation Map</title>
+<title>Interactive visualization of forest cover losses</title>
 <style>
 code{white-space: pre-wrap;}
 span.smallcaps{font-variant: small-caps;}
@@ -11017,7 +11017,7 @@
 
 <header id="title-block-header" class="quarto-title-block default">
 <div class="quarto-title">
-<h1 class="title">Interactive Deforestation Map</h1>
+<h1 class="title">Interactive visualization of forest cover losses</h1>
 </div>
 
 
@@ -11034,72 +11034,88 @@ <h1 class="title">Interactive Deforestation Map</h1>
 </header>
 
 
-<p>This document can be used to visualize a single protected area from the World Database on Protected Areas (WDPA) on an interactive web map. The map displays the selected protected areas (PAs) including a buffer region around it. The barplot shows the amount of forest cover loss over time for the PA itself as well as for the buffer zone around it. You can adjust the <code>params</code> object in the YAML header to your requirements.</p>
+<p>This document can be used to visualize a single protected area from the World Database on Protected Areas (WDPA) on an interactive web map and calculate respective forest losses as indicated with Global Forest Watch (GFW).</p>
+<p>You can adjust the <code>params</code> object in the YAML header to your requirements:</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">params</span><span class="kw">:</span></span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">wdpa_id</span><span class="kw">:</span><span class="at"> </span><span class="dv">115772</span><span class="co"> # ID of the protected area (PA) (see e.g. https://www.protectedplanet.net/115772)</span></span>
+<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">buffer</span><span class="kw">:</span><span class="at"> </span><span class="dv">10000</span><span class="co"> # Size of the buffer zone in meters</span></span>
+<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">lwd_pa</span><span class="kw">:</span><span class="at"> </span><span class="fl">8.0</span><span class="co"> # line width of the PA in pixels</span></span>
+<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">col_pa</span><span class="kw">:</span><span class="at"> </span><span class="st">&quot;#f18e26&quot;</span><span class="co"> # color for the PA in the map and barplot</span></span>
+<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">lwd_bf</span><span class="kw">:</span><span class="at"> </span><span class="fl">6.0</span><span class="co"> # line width of the buffer zone</span></span>
+<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">col_bf</span><span class="kw">:</span><span class="at"> </span><span class="st">&quot;#1d7990&quot;</span><span class="co"> # color for the buffer zone in the map and barplot</span></span>
+<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">gfw_version</span><span class="kw">:</span><span class="at"> </span><span class="st">&quot;GFC-2023-v1.11&quot;</span><span class="co"> # version of GFW to use</span></span>
+<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">min_size</span><span class="kw">:</span><span class="at"> </span><span class="dv">1</span><span class="co"> # minimum size of forest patches to be included (in ha)</span></span>
+<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">min_cover</span><span class="kw">:</span><span class="at"> </span><span class="dv">30</span><span class="co"> # minimun percentage of vegetation cover to be considered forest</span></span>
+<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a><span class="at">  </span><span class="fu">stacked</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # logical, indicating if bars are stacked in the plot</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<section id="deforestation-map" class="level2">
+<h2 class="anchored" data-anchor-id="deforestation-map">Deforestation map</h2>
+<p>The map displays the selected protected areas (PAs) including a buffer region around it. There are two additional layers included, one shwowing where forest loss occured since the year 2000 and the other indicating likley primary forests in the year 2001.</p>
 <div class="cell">
 <details class="code-fold">
 <summary>Code</summary>
-<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>basemap_custom <span class="ot">&lt;-</span></span>
-<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">leaflet</span>() <span class="sc">|&gt;</span></span>
-<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a>  <span class="co"># add external map providers</span></span>
-<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addTiles</span>(<span class="at">group =</span> <span class="st">&quot;OpenStreetMap&quot;</span>) <span class="sc">|&gt;</span></span>
-<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>Esri.WorldImagery, <span class="at">group=</span><span class="st">&quot;Satellite&quot;</span>) <span class="sc">|&gt;</span></span>
-<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>CartoDB.Positron, <span class="at">group=</span><span class="st">&quot;CartoDB&quot;</span>) <span class="sc">|&gt;</span></span>
-<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>Esri.WorldShadedRelief, <span class="at">group=</span><span class="st">&quot;Topography&quot;</span>) <span class="sc">|&gt;</span></span>
-<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>NASAGIBS.ViirsEarthAtNight2012, <span class="at">group=</span><span class="st">&quot;Nightlights&quot;</span>) <span class="sc">|&gt;</span></span>
-<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addTiles</span>(</span>
-<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a>    <span class="st">&quot;https://tiles.globalforestwatch.org/umd_tree_cover_loss/latest/dynamic/{z}/{x}/{y}.png&quot;</span>,</span>
-<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a>    <span class="at">group =</span> <span class="st">&quot;Forest Cover Loss (2001-2020)&quot;</span>,</span>
-<span id="cb1-12"><a href="#cb1-12" aria-hidden="true" tabindex="-1"></a>    <span class="at">attribution =</span> <span class="st">&quot;Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.&quot;</span></span>
-<span id="cb1-13"><a href="#cb1-13" aria-hidden="true" tabindex="-1"></a>  ) <span class="sc">|&gt;</span></span>
-<span id="cb1-14"><a href="#cb1-14" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addTiles</span>(</span>
-<span id="cb1-15"><a href="#cb1-15" aria-hidden="true" tabindex="-1"></a>    <span class="st">&quot;https://tiles.globalforestwatch.org/umd_regional_primary_forest_2001/latest/dynamic/{z}/{x}/{y}.png&quot;</span>,</span>
-<span id="cb1-16"><a href="#cb1-16" aria-hidden="true" tabindex="-1"></a>    <span class="at">group =</span> <span class="st">&quot;Regional Primary Forests (2001)&quot;</span>,</span>
-<span id="cb1-17"><a href="#cb1-17" aria-hidden="true" tabindex="-1"></a>    <span class="at">attribution =</span> <span class="st">&quot;Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.&quot;</span></span>
-<span id="cb1-18"><a href="#cb1-18" aria-hidden="true" tabindex="-1"></a>  ) <span class="sc">|&gt;</span></span>
-<span id="cb1-19"><a href="#cb1-19" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addFullscreenControl</span>() <span class="sc">|&gt;</span></span>
-<span id="cb1-20"><a href="#cb1-20" aria-hidden="true" tabindex="-1"></a>  <span class="co"># add legend(s)</span></span>
-<span id="cb1-21"><a href="#cb1-21" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addLayersControl</span>(</span>
-<span id="cb1-22"><a href="#cb1-22" aria-hidden="true" tabindex="-1"></a>    <span class="at">baseGroups =</span> <span class="fu">c</span>(<span class="st">&quot;Satellite&quot;</span>, <span class="st">&quot;CartoDB&quot;</span>, <span class="st">&quot;OpenStreetMap&quot;</span>, <span class="st">&quot;Topography&quot;</span>, <span class="st">&quot;Nightlights&quot;</span>),</span>
-<span id="cb1-23"><a href="#cb1-23" aria-hidden="true" tabindex="-1"></a>    <span class="at">overlayGroups =</span> <span class="fu">c</span>(<span class="st">&quot;Protected Area&quot;</span>, <span class="st">&quot;Buffer Zone&quot;</span>, <span class="st">&quot;Forest Cover Loss (2001-2023)&quot;</span>, <span class="st">&quot;Regional Primary Forests (2001)&quot;</span>),</span>
-<span id="cb1-24"><a href="#cb1-24" aria-hidden="true" tabindex="-1"></a>    <span class="at">options =</span> <span class="fu">layersControlOptions</span>(<span class="at">collapsed =</span> <span class="cn">FALSE</span>)) <span class="sc">|&gt;</span></span>
-<span id="cb1-25"><a href="#cb1-25" aria-hidden="true" tabindex="-1"></a>  <span class="co"># uncheck some layers in layer control</span></span>
-<span id="cb1-26"><a href="#cb1-26" aria-hidden="true" tabindex="-1"></a>  <span class="fu">hideGroup</span>(<span class="at">group =</span> <span class="fu">c</span>(<span class="st">&quot;Regional Primary Forests (2001)&quot;</span>,<span class="st">&quot;Labels (PA Names)&quot;</span>))</span>
-<span id="cb1-27"><a href="#cb1-27" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb1-28"><a href="#cb1-28" aria-hidden="true" tabindex="-1"></a>deforestation_map <span class="ot">&lt;-</span> basemap_custom <span class="sc">|&gt;</span></span>
-<span id="cb1-29"><a href="#cb1-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addPolygons</span>(<span class="at">data =</span> buffer, <span class="at">fillOpacity =</span> <span class="fl">0.0</span>, <span class="at">opacity =</span> <span class="fl">0.8</span>, <span class="at">color =</span> params<span class="sc">$</span>col_bf, <span class="at">smoothFactor =</span> <span class="dv">0</span>, <span class="at">weight =</span>params<span class="sc">$</span>lwd_bf, <span class="at">group =</span> <span class="st">&quot;Buffer Zone&quot;</span>,</span>
-<span id="cb1-30"><a href="#cb1-30" aria-hidden="true" tabindex="-1"></a>              <span class="at">dashArray =</span> <span class="st">&quot;10 8&quot;</span>) <span class="sc">|&gt;</span></span>
-<span id="cb1-31"><a href="#cb1-31" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addPolygons</span>(<span class="at">data =</span> wdpa, <span class="at">fillOpacity =</span> <span class="fl">0.0</span>, <span class="at">opacity =</span> <span class="fl">1.0</span>, <span class="at">color =</span> params<span class="sc">$</span>col_pa, <span class="at">smoothFactor =</span> <span class="dv">0</span>, <span class="at">weight =</span> params<span class="sc">$</span>lwd_pa, <span class="at">group =</span> <span class="st">&quot;Protected Area&quot;</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>basemap_custom <span class="ot">&lt;-</span></span>
+<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">leaflet</span>() <span class="sc">|&gt;</span></span>
+<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>  <span class="co"># add external map providers</span></span>
+<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addTiles</span>(<span class="at">group =</span> <span class="st">&quot;OpenStreetMap&quot;</span>) <span class="sc">|&gt;</span></span>
+<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>Esri.WorldImagery, <span class="at">group=</span><span class="st">&quot;Satellite&quot;</span>) <span class="sc">|&gt;</span></span>
+<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>CartoDB.Positron, <span class="at">group=</span><span class="st">&quot;CartoDB&quot;</span>) <span class="sc">|&gt;</span></span>
+<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>Esri.WorldShadedRelief, <span class="at">group=</span><span class="st">&quot;Topography&quot;</span>) <span class="sc">|&gt;</span></span>
+<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addProviderTiles</span>(providers<span class="sc">$</span>NASAGIBS.ViirsEarthAtNight2012, <span class="at">group=</span><span class="st">&quot;Nightlights&quot;</span>) <span class="sc">|&gt;</span></span>
+<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addTiles</span>(</span>
+<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a>    <span class="st">&quot;https://tiles.globalforestwatch.org/umd_tree_cover_loss/latest/dynamic/{z}/{x}/{y}.png&quot;</span>,</span>
+<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a>    <span class="at">group =</span> <span class="st">&quot;Forest Cover Loss (2001-2020)&quot;</span>,</span>
+<span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a>    <span class="at">attribution =</span> <span class="st">&quot;Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.&quot;</span></span>
+<span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a>  ) <span class="sc">|&gt;</span></span>
+<span id="cb2-14"><a href="#cb2-14" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addTiles</span>(</span>
+<span id="cb2-15"><a href="#cb2-15" aria-hidden="true" tabindex="-1"></a>    <span class="st">&quot;https://tiles.globalforestwatch.org/umd_regional_primary_forest_2001/latest/dynamic/{z}/{x}/{y}.png&quot;</span>,</span>
+<span id="cb2-16"><a href="#cb2-16" aria-hidden="true" tabindex="-1"></a>    <span class="at">group =</span> <span class="st">&quot;Regional Primary Forests (2001)&quot;</span>,</span>
+<span id="cb2-17"><a href="#cb2-17" aria-hidden="true" tabindex="-1"></a>    <span class="at">attribution =</span> <span class="st">&quot;Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.&quot;</span></span>
+<span id="cb2-18"><a href="#cb2-18" aria-hidden="true" tabindex="-1"></a>  ) <span class="sc">|&gt;</span></span>
+<span id="cb2-19"><a href="#cb2-19" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addFullscreenControl</span>() <span class="sc">|&gt;</span></span>
+<span id="cb2-20"><a href="#cb2-20" aria-hidden="true" tabindex="-1"></a>  <span class="co"># add legend(s)</span></span>
+<span id="cb2-21"><a href="#cb2-21" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addLayersControl</span>(</span>
+<span id="cb2-22"><a href="#cb2-22" aria-hidden="true" tabindex="-1"></a>    <span class="at">baseGroups =</span> <span class="fu">c</span>(<span class="st">&quot;Satellite&quot;</span>, <span class="st">&quot;CartoDB&quot;</span>, <span class="st">&quot;OpenStreetMap&quot;</span>, <span class="st">&quot;Topography&quot;</span>, <span class="st">&quot;Nightlights&quot;</span>),</span>
+<span id="cb2-23"><a href="#cb2-23" aria-hidden="true" tabindex="-1"></a>    <span class="at">overlayGroups =</span> <span class="fu">c</span>(<span class="st">&quot;Protected Area&quot;</span>, <span class="st">&quot;Buffer Zone&quot;</span>, <span class="st">&quot;Forest Cover Loss (2001-2023)&quot;</span>, <span class="st">&quot;Regional Primary Forests (2001)&quot;</span>),</span>
+<span id="cb2-24"><a href="#cb2-24" aria-hidden="true" tabindex="-1"></a>    <span class="at">options =</span> <span class="fu">layersControlOptions</span>(<span class="at">collapsed =</span> <span class="cn">FALSE</span>)) <span class="sc">|&gt;</span></span>
+<span id="cb2-25"><a href="#cb2-25" aria-hidden="true" tabindex="-1"></a>  <span class="co"># uncheck some layers in layer control</span></span>
+<span id="cb2-26"><a href="#cb2-26" aria-hidden="true" tabindex="-1"></a>  <span class="fu">hideGroup</span>(<span class="at">group =</span> <span class="fu">c</span>(<span class="st">&quot;Regional Primary Forests (2001)&quot;</span>,<span class="st">&quot;Labels (PA Names)&quot;</span>))</span>
+<span id="cb2-27"><a href="#cb2-27" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb2-28"><a href="#cb2-28" aria-hidden="true" tabindex="-1"></a>deforestation_map <span class="ot">&lt;-</span> basemap_custom <span class="sc">|&gt;</span></span>
+<span id="cb2-29"><a href="#cb2-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addPolygons</span>(<span class="at">data =</span> buffer, <span class="at">fillOpacity =</span> <span class="fl">0.0</span>, <span class="at">opacity =</span> <span class="fl">0.8</span>, <span class="at">color =</span> params<span class="sc">$</span>col_bf, <span class="at">smoothFactor =</span> <span class="dv">0</span>, <span class="at">weight =</span>params<span class="sc">$</span>lwd_bf, <span class="at">group =</span> <span class="st">&quot;Buffer Zone&quot;</span>,</span>
+<span id="cb2-30"><a href="#cb2-30" aria-hidden="true" tabindex="-1"></a>              <span class="at">dashArray =</span> <span class="st">&quot;10 8&quot;</span>) <span class="sc">|&gt;</span></span>
+<span id="cb2-31"><a href="#cb2-31" aria-hidden="true" tabindex="-1"></a>  <span class="fu">addPolygons</span>(<span class="at">data =</span> wdpa, <span class="at">fillOpacity =</span> <span class="fl">0.0</span>, <span class="at">opacity =</span> <span class="fl">1.0</span>, <span class="at">color =</span> params<span class="sc">$</span>col_pa, <span class="at">smoothFactor =</span> <span class="dv">0</span>, <span class="at">weight =</span> params<span class="sc">$</span>lwd_pa, <span class="at">group =</span> <span class="st">&quot;Protected Area&quot;</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </details>
 </div>
 <div class="cell">
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 </div>
 </div>
-<section id="loss-of-forest-cover-over-time" class="level1">
-<h1>Loss of forest cover over time</h1>
+</section>
+<section id="deforestation-over-time" class="level2">
+<h2 class="anchored" data-anchor-id="deforestation-over-time">Deforestation over time</h2>
+<p>The barplot shows the amount of forest cover loss occured over time. It differentiates between losses that occured within the PA and the losses that occured in its respective buffer zone.</p>
 <div class="cell">
 <details class="code-fold">
 <summary>Code</summary>
-<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>plt <span class="ot">&lt;-</span> <span class="fu">ggplot</span>(<span class="at">data =</span> inds) <span class="sc">+</span></span>
-<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_col</span>(<span class="fu">aes</span>(<span class="at">x=</span>datetime, <span class="at">y=</span>losses, <span class="at">fill=</span>buffer), <span class="at">position=</span><span class="fu">ifelse</span>(params<span class="sc">$</span>stacked, <span class="st">&quot;stack&quot;</span>, <span class="st">&quot;dodge&quot;</span>)) <span class="sc">+</span></span>
-<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">labs</span>(<span class="at">x =</span> <span class="st">&quot;Year&quot;</span>, <span class="at">y =</span> <span class="st">&quot;Forest cover losses (in ha)&quot;</span>, <span class="at">fill =</span> <span class="st">&quot;Zone&quot;</span>) <span class="sc">+</span></span>
-<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">scale_x_datetime</span>(<span class="at">date_breaks =</span> <span class="st">&quot;1 year&quot;</span>, <span class="at">date_labels =</span>  <span class="st">&quot;%Y&quot;</span>) <span class="sc">+</span></span>
-<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">scale_fill_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(params<span class="sc">$</span>col_pa, params<span class="sc">$</span>col_bf)) <span class="sc">+</span></span>
-<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">theme_classic</span>() <span class="sc">+</span></span>
-<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">theme</span>(</span>
-<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a>    <span class="at">axis.title=</span><span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">16</span>),</span>
-<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a>    <span class="at">axis.text=</span><span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">14</span>),</span>
-<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a>    <span class="at">axis.text.x=</span><span class="fu">element_text</span>(<span class="at">angle=</span><span class="dv">60</span>, <span class="at">hjust=</span><span class="dv">1</span>),</span>
-<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a>    <span class="at">legend.position=</span><span class="st">&quot;bottom&quot;</span></span>
-<span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a>    ) </span>
-<span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb2-14"><a href="#cb2-14" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplotly</span>(plt)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>plt <span class="ot">&lt;-</span> <span class="fu">ggplot</span>(<span class="at">data =</span> inds) <span class="sc">+</span></span>
+<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_col</span>(<span class="fu">aes</span>(<span class="at">x=</span>datetime, <span class="at">y=</span>losses, <span class="at">fill=</span>buffer), <span class="at">position=</span><span class="fu">ifelse</span>(params<span class="sc">$</span>stacked, <span class="st">&quot;stack&quot;</span>, <span class="st">&quot;dodge&quot;</span>)) <span class="sc">+</span></span>
+<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">labs</span>(<span class="at">x =</span> <span class="st">&quot;Year&quot;</span>, <span class="at">y =</span> <span class="st">&quot;Forest cover losses (in ha)&quot;</span>, <span class="at">fill =</span> <span class="st">&quot;Zone&quot;</span>) <span class="sc">+</span></span>
+<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a>  <span class="fu">scale_x_datetime</span>(<span class="at">date_breaks =</span> <span class="st">&quot;1 year&quot;</span>, <span class="at">date_labels =</span>  <span class="st">&quot;%Y&quot;</span>) <span class="sc">+</span></span>
+<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">scale_fill_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(params<span class="sc">$</span>col_pa, params<span class="sc">$</span>col_bf)) <span class="sc">+</span></span>
+<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">theme_classic</span>() <span class="sc">+</span></span>
+<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">theme</span>(</span>
+<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a>    <span class="at">axis.title=</span><span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">14</span>),</span>
+<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a>    <span class="at">axis.text=</span><span class="fu">element_text</span>(<span class="at">size=</span><span class="dv">12</span>),</span>
+<span id="cb3-10"><a href="#cb3-10" aria-hidden="true" tabindex="-1"></a>    <span class="at">axis.text.x=</span><span class="fu">element_text</span>(<span class="at">angle=</span><span class="dv">60</span>, <span class="at">hjust=</span><span class="dv">1</span>)</span>
+<span id="cb3-11"><a href="#cb3-11" aria-hidden="true" tabindex="-1"></a>    ) </span>
+<span id="cb3-12"><a href="#cb3-12" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb3-13"><a href="#cb3-13" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplotly</span>(plt)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </details>
 <div class="cell-output-display">
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diff --git a/search.json b/search.json
index 431cea9..c618faa 100644
--- a/search.json
+++ b/search.json
@@ -2,8 +2,22 @@
   {
     "objectID": "interactive-deforestation-map.html",
     "href": "interactive-deforestation-map.html",
-    "title": "Interactive Deforestation Map",
+    "title": "Interactive visualization of forest cover losses",
     "section": "",
-    "text": "This document can be used to visualize a single protected area from the World Database on Protected Areas (WDPA) on an interactive web map. The map displays the selected protected areas (PAs) including a buffer region around it. The barplot shows the amount of forest cover loss over time for the PA itself as well as for the buffer zone around it. You can adjust the params object in the YAML header to your requirements.\n\n\nCode\nbasemap_custom &lt;-\n  leaflet() |&gt;\n  # add external map providers\n  addTiles(group = \"OpenStreetMap\") |&gt;\n  addProviderTiles(providers$Esri.WorldImagery, group=\"Satellite\") |&gt;\n  addProviderTiles(providers$CartoDB.Positron, group=\"CartoDB\") |&gt;\n  addProviderTiles(providers$Esri.WorldShadedRelief, group=\"Topography\") |&gt;\n  addProviderTiles(providers$NASAGIBS.ViirsEarthAtNight2012, group=\"Nightlights\") |&gt;\n  addTiles(\n    \"https://tiles.globalforestwatch.org/umd_tree_cover_loss/latest/dynamic/{z}/{x}/{y}.png\",\n    group = \"Forest Cover Loss (2001-2020)\",\n    attribution = \"Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.\"\n  ) |&gt;\n  addTiles(\n    \"https://tiles.globalforestwatch.org/umd_regional_primary_forest_2001/latest/dynamic/{z}/{x}/{y}.png\",\n    group = \"Regional Primary Forests (2001)\",\n    attribution = \"Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.\"\n  ) |&gt;\n  addFullscreenControl() |&gt;\n  # add legend(s)\n  addLayersControl(\n    baseGroups = c(\"Satellite\", \"CartoDB\", \"OpenStreetMap\", \"Topography\", \"Nightlights\"),\n    overlayGroups = c(\"Protected Area\", \"Buffer Zone\", \"Forest Cover Loss (2001-2023)\", \"Regional Primary Forests (2001)\"),\n    options = layersControlOptions(collapsed = FALSE)) |&gt;\n  # uncheck some layers in layer control\n  hideGroup(group = c(\"Regional Primary Forests (2001)\",\"Labels (PA Names)\"))\n\ndeforestation_map &lt;- basemap_custom |&gt;\n  addPolygons(data = buffer, fillOpacity = 0.0, opacity = 0.8, color = params$col_bf, smoothFactor = 0, weight =params$lwd_bf, group = \"Buffer Zone\",\n              dashArray = \"10 8\") |&gt;\n  addPolygons(data = wdpa, fillOpacity = 0.0, opacity = 1.0, color = params$col_pa, smoothFactor = 0, weight = params$lwd_pa, group = \"Protected Area\")\n\n\n\n\n\n\n\n\n\nLoss of forest cover over time\n\n\nCode\nplt &lt;- ggplot(data = inds) +\n  geom_col(aes(x=datetime, y=losses, fill=buffer), position=ifelse(params$stacked, \"stack\", \"dodge\")) +\n  labs(x = \"Year\", y = \"Forest cover losses (in ha)\", fill = \"Zone\") +\n  scale_x_datetime(date_breaks = \"1 year\", date_labels =  \"%Y\") +\n  scale_fill_manual(values = c(params$col_pa, params$col_bf)) +\n  theme_classic() +\n  theme(\n    axis.title=element_text(size=16),\n    axis.text=element_text(size=14),\n    axis.text.x=element_text(angle=60, hjust=1),\n    legend.position=\"bottom\"\n    ) \n\nggplotly(plt)"
+    "text": "This document can be used to visualize a single protected area from the World Database on Protected Areas (WDPA) on an interactive web map and calculate respective forest losses as indicated with Global Forest Watch (GFW).\nYou can adjust the params object in the YAML header to your requirements:"
+  },
+  {
+    "objectID": "interactive-deforestation-map.html#deforestation-map",
+    "href": "interactive-deforestation-map.html#deforestation-map",
+    "title": "Interactive visualization of forest cover losses",
+    "section": "Deforestation map",
+    "text": "Deforestation map\nThe map displays the selected protected areas (PAs) including a buffer region around it. There are two additional layers included, one shwowing where forest loss occured since the year 2000 and the other indicating likley primary forests in the year 2001.\n\n\nCode\nbasemap_custom &lt;-\n  leaflet() |&gt;\n  # add external map providers\n  addTiles(group = \"OpenStreetMap\") |&gt;\n  addProviderTiles(providers$Esri.WorldImagery, group=\"Satellite\") |&gt;\n  addProviderTiles(providers$CartoDB.Positron, group=\"CartoDB\") |&gt;\n  addProviderTiles(providers$Esri.WorldShadedRelief, group=\"Topography\") |&gt;\n  addProviderTiles(providers$NASAGIBS.ViirsEarthAtNight2012, group=\"Nightlights\") |&gt;\n  addTiles(\n    \"https://tiles.globalforestwatch.org/umd_tree_cover_loss/latest/dynamic/{z}/{x}/{y}.png\",\n    group = \"Forest Cover Loss (2001-2020)\",\n    attribution = \"Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.\"\n  ) |&gt;\n  addTiles(\n    \"https://tiles.globalforestwatch.org/umd_regional_primary_forest_2001/latest/dynamic/{z}/{x}/{y}.png\",\n    group = \"Regional Primary Forests (2001)\",\n    attribution = \"Hansen, M. C., P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, and J. R. G. Townshend. 2013. “High-Resolution Global Maps of 21st-Century Forest Cover Change.” Science 342 (15 November): 850–53. Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest.\"\n  ) |&gt;\n  addFullscreenControl() |&gt;\n  # add legend(s)\n  addLayersControl(\n    baseGroups = c(\"Satellite\", \"CartoDB\", \"OpenStreetMap\", \"Topography\", \"Nightlights\"),\n    overlayGroups = c(\"Protected Area\", \"Buffer Zone\", \"Forest Cover Loss (2001-2023)\", \"Regional Primary Forests (2001)\"),\n    options = layersControlOptions(collapsed = FALSE)) |&gt;\n  # uncheck some layers in layer control\n  hideGroup(group = c(\"Regional Primary Forests (2001)\",\"Labels (PA Names)\"))\n\ndeforestation_map &lt;- basemap_custom |&gt;\n  addPolygons(data = buffer, fillOpacity = 0.0, opacity = 0.8, color = params$col_bf, smoothFactor = 0, weight =params$lwd_bf, group = \"Buffer Zone\",\n              dashArray = \"10 8\") |&gt;\n  addPolygons(data = wdpa, fillOpacity = 0.0, opacity = 1.0, color = params$col_pa, smoothFactor = 0, weight = params$lwd_pa, group = \"Protected Area\")"
+  },
+  {
+    "objectID": "interactive-deforestation-map.html#deforestation-over-time",
+    "href": "interactive-deforestation-map.html#deforestation-over-time",
+    "title": "Interactive visualization of forest cover losses",
+    "section": "Deforestation over time",
+    "text": "Deforestation over time\nThe barplot shows the amount of forest cover loss occured over time. It differentiates between losses that occured within the PA and the losses that occured in its respective buffer zone.\n\n\nCode\nplt &lt;- ggplot(data = inds) +\n  geom_col(aes(x=datetime, y=losses, fill=buffer), position=ifelse(params$stacked, \"stack\", \"dodge\")) +\n  labs(x = \"Year\", y = \"Forest cover losses (in ha)\", fill = \"Zone\") +\n  scale_x_datetime(date_breaks = \"1 year\", date_labels =  \"%Y\") +\n  scale_fill_manual(values = c(params$col_pa, params$col_bf)) +\n  theme_classic() +\n  theme(\n    axis.title=element_text(size=14),\n    axis.text=element_text(size=12),\n    axis.text.x=element_text(angle=60, hjust=1)\n    ) \n\nggplotly(plt)"
   }
 ]
\ No newline at end of file
diff --git a/sitemap.xml b/sitemap.xml
index b7c4658..7c55040 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,6 +2,6 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://mapme-initiative.github.io/interactive-deforestation-map/interactive-deforestation-map.html</loc>
-    <lastmod>2024-07-26T10:35:07.447Z</lastmod>
+    <lastmod>2024-07-27T08:45:47.198Z</lastmod>
   </url>
 </urlset>