diff --git a/docs/lance-modis-nrt-global-flood-mcdwd-f3.html b/docs/lance-modis-nrt-global-flood-mcdwd-f3.html
index 760eda7..5e01a3a 100644
--- a/docs/lance-modis-nrt-global-flood-mcdwd-f3.html
+++ b/docs/lance-modis-nrt-global-flood-mcdwd-f3.html
@@ -8,7 +8,7 @@
 
 <meta name="author" content="Juan F. Martinez">
 <meta name="author" content="Iris Cano">
-<meta name="dcterms.date" content="2024-02-02">
+<meta name="dcterms.date" content="2024-04-14">
 
 <title>MODIS NRT Global Flood Product</title>
 <style>
@@ -4100,7 +4100,7 @@ <h1 class="title">MODIS NRT Global Flood Product</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">February 2, 2024</p>
+      <p class="date">April 14, 2024</p>
     </div>
   </div>
     
@@ -4292,7 +4292,7 @@ <h2 class="anchored" data-anchor-id="loading-the-data">Loading the Data</h2>
 <div class="sourceCode cell-code" id="cb11"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a>response</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>Response [https://nrt3.modaps.eosdis.nasa.gov/api/v2/content/details?products=MCDWD_L3_F3_NRT&amp;archiveSets=61&amp;temporalRanges=2024-102]
-  Date: 2024-04-15 03:37
+  Date: 2024-04-15 03:44
   Status: 200
   Content-Type: application/json;charset=UTF-8
   Size: 113 kB</code></pre>
@@ -4322,16 +4322,16 @@ <h2 class="anchored" data-anchor-id="loading-the-data">Loading the Data</h2>
 <span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a>subset_df</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>    archiveSets     cksum    collections               dataDay
-160          61 826602906 modis-nrt-c6.1 2024-102 = 2024-04-11
-                                                                                          downloadsLink
-160 https://nrt3.modaps.eosdis.nasa.gov/api/v2/content/archives/MCDWD_L3_F3_NRT.A2024102.h05v05.061.tif
-        fileId                           md5sum      mtime
-160 2200473883 6d7939907f42817d4253ea79dc7c7113 1712891285
-                                       name        products resourceType
-160 MCDWD_L3_F3_NRT.A2024102.h05v05.061.tif MCDWD_L3_F3_NRT         File
-                                                               self   size
-160 /api/v2/content/details/MCDWD_L3_F3_NRT.A2024102.h05v05.061.tif 780531</code></pre>
+<pre><code>   archiveSets     cksum    collections               dataDay
+38          61 826602906 modis-nrt-c6.1 2024-102 = 2024-04-11
+                                                                                         downloadsLink
+38 https://nrt3.modaps.eosdis.nasa.gov/api/v2/content/archives/MCDWD_L3_F3_NRT.A2024102.h05v05.061.tif
+       fileId                           md5sum      mtime
+38 2200473883 6d7939907f42817d4253ea79dc7c7113 1712891285
+                                      name        products resourceType
+38 MCDWD_L3_F3_NRT.A2024102.h05v05.061.tif MCDWD_L3_F3_NRT         File
+                                                              self   size
+38 /api/v2/content/details/MCDWD_L3_F3_NRT.A2024102.h05v05.061.tif 780531</code></pre>
 </div>
 </div>
 <p>If there is only 1 row, select the string ‘downloadsLink’ column:</p>
@@ -4560,7 +4560,74 @@ <h2 class="anchored" data-anchor-id="zonal-statistics-of-flood-zones">Zonal Stat
 <span id="cb34-2"><a href="#cb34-2" aria-hidden="true" tabindex="-1"></a>cdl_sub3 <span class="ot">&lt;-</span> cdl_sub[raster3<span class="sc">==</span><span class="dv">3</span>]</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <p>The <a href="https://www.nass.usda.gov/Research_and_Science/Cropland/sarsfaqs2.php#common.7">CDL FAQ Webpage</a> lists the categorization, including non-agricultural categories which we can remove from the analysis:</p>
-<p>Non-Agricultural Categories | Categorization Code | Land cover | |———————|———————–| | “111” | Open water | | “112” | Perennial Ice/snow | | “121” | Developed/Open space | | “122” | Developed/Low Intensity | | “123” | Developed/Med Intensity | | “124” | Developed/High Intensity | | “131” | Barren | | “141” | Deciduous Forest | | “142” | Evergreen Forest | | “143” | Mixed Forest | | “152” | Shrubland | | “176” | Grassland/Pasture | | “190” | Woody Wetlands | | “195” | Herbaceous Wetlands | `</p>
+<p>Non-Agricultural Categories</p>
+<table class="table">
+<thead>
+<tr class="header">
+<th style="text-align: center;">Categorization Code</th>
+<th style="text-align: left;">Land cover</th>
+</tr>
+</thead>
+<tbody>
+<tr class="odd">
+<td style="text-align: center;">“111”</td>
+<td style="text-align: left;">Open water</td>
+</tr>
+<tr class="even">
+<td style="text-align: center;">“112”</td>
+<td style="text-align: left;">Perennial Ice/snow</td>
+</tr>
+<tr class="odd">
+<td style="text-align: center;">“121”</td>
+<td style="text-align: left;">Developed/Open space</td>
+</tr>
+<tr class="even">
+<td style="text-align: center;">“122”</td>
+<td style="text-align: left;">Developed/Low Intensity</td>
+</tr>
+<tr class="odd">
+<td style="text-align: center;">“123”</td>
+<td style="text-align: left;">Developed/Med Intensity</td>
+</tr>
+<tr class="even">
+<td style="text-align: center;">“124”</td>
+<td style="text-align: left;">Developed/High Intensity</td>
+</tr>
+<tr class="odd">
+<td style="text-align: center;">“131”</td>
+<td style="text-align: left;">Barren</td>
+</tr>
+<tr class="even">
+<td style="text-align: center;">“141”</td>
+<td style="text-align: left;">Deciduous Forest</td>
+</tr>
+<tr class="odd">
+<td style="text-align: center;">“142”</td>
+<td style="text-align: left;">Evergreen Forest</td>
+</tr>
+<tr class="even">
+<td style="text-align: center;">“143”</td>
+<td style="text-align: left;">Mixed Forest</td>
+</tr>
+<tr class="odd">
+<td style="text-align: center;">“152”</td>
+<td style="text-align: left;">Shrubland</td>
+</tr>
+<tr class="even">
+<td style="text-align: center;">“176”</td>
+<td style="text-align: left;">Grassland/Pasture</td>
+</tr>
+<tr class="odd">
+<td style="text-align: center;">“190”</td>
+<td style="text-align: left;">Woody Wetlands</td>
+</tr>
+<tr class="even">
+<td style="text-align: center;">“195”</td>
+<td style="text-align: left;">Herbaceous Wetlands</td>
+</tr>
+</tbody>
+</table>
+<p>`</p>
 <div class="cell">
 <div class="sourceCode cell-code" id="cb35"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a><span class="co">#list of non-agricultural Categories</span></span>
 <span id="cb35-2"><a href="#cb35-2" aria-hidden="true" tabindex="-1"></a>nonag_cat <span class="ot">&lt;-</span> <span class="fu">list</span>(<span class="st">&quot;Perennial Ice/Snow&quot;</span>, <span class="st">&quot;Developed/Open Space&quot;</span>, <span class="st">&quot;Developed/Low Intensity&quot;</span>, <span class="st">&quot;Developed/Med Intensity&quot;</span>,<span class="st">&quot;Developed/High Intensity&quot;</span>, <span class="st">&quot;Barren&quot;</span>, <span class="st">&quot;Deciduous Forest&quot;</span>, <span class="st">&quot;Evergreen Forest&quot;</span>,<span class="st">&quot;Mixed Forest&quot;</span>,<span class="st">&quot;Shrubland&quot;</span>,<span class="st">&quot;Grassland/Pasture&quot;</span>,<span class="st">&quot;Woody Wetlands&quot;</span>, <span class="st">&quot;Herbaceous Wetlands&quot;</span>)</span>
diff --git a/lance-modis-nrt-global-flood-mcdwd-f3.qmd b/lance-modis-nrt-global-flood-mcdwd-f3.qmd
index a971fd9..d0128f7 100644
--- a/lance-modis-nrt-global-flood-mcdwd-f3.qmd
+++ b/lance-modis-nrt-global-flood-mcdwd-f3.qmd
@@ -3,7 +3,7 @@ title: "MODIS NRT Global Flood Product"
 author: 
   - "Juan F. Martinez"
   - "Iris Cano"
-date: "February 2, 2024"
+date: "April 14, 2024"
 bibliography: nrt-flood-references.bib
 ---
 
@@ -444,22 +444,23 @@ cdl_sub3 <- cdl_sub[raster3==3]
 The [CDL FAQ Webpage](https://www.nass.usda.gov/Research_and_Science/Cropland/sarsfaqs2.php#common.7) lists the categorization, including non-agricultural categories which we can remove from the analysis:
 
 Non-Agricultural Categories
-| Categorization Code | Land cover            |
-|---------------------|-----------------------|
-| "111"               | Open water            |
-| "112"               | Perennial Ice/snow   |
-| "121"               | Developed/Open space |
-| "122"               | Developed/Low Intensity |
-| "123"               | Developed/Med Intensity |
+
+| Categorization Code | Land cover               |
+|:-------------------:|:-------------------------|
+| "111"               | Open water               |
+| "112"               | Perennial Ice/snow       |
+| "121"               | Developed/Open space     |
+| "122"               | Developed/Low Intensity  |
+| "123"               | Developed/Med Intensity  |
 | "124"               | Developed/High Intensity |
-| "131"               | Barren                |
-| "141"               | Deciduous Forest      |
-| "142"               | Evergreen Forest      |
-| "143"               | Mixed Forest          |
-| "152"               | Shrubland             |
-| "176"               | Grassland/Pasture     |
-| "190"               | Woody Wetlands        |
-| "195"               | Herbaceous Wetlands   |
+| "131"               | Barren                   |
+| "141"               | Deciduous Forest         |
+| "142"               | Evergreen Forest         |
+| "143"               | Mixed Forest             |
+| "152"               | Shrubland                |
+| "176"               | Grassland/Pasture        |
+| "190"               | Woody Wetlands           |
+| "195"               | Herbaceous Wetlands      |
 `
 
 ```{r}