From 40861f03ac5d44a1064e41b3d306ad8d72dd4d99 Mon Sep 17 00:00:00 2001
From: Andres Patrignani <andrespatrignani@ksu.edu>
Date: Mon, 15 Apr 2024 17:49:11 -0500
Subject: [PATCH] Fixed error in NDVI formula

---
 docs/exercises/raster_and_vector.html | 164 ++++++++++++-------------
 docs/search.json                      |   8 +-
 exercises/raster_and_vector.ipynb     | 168 +++++++++++++-------------
 3 files changed, 170 insertions(+), 170 deletions(-)

diff --git a/docs/exercises/raster_and_vector.html b/docs/exercises/raster_and_vector.html
index 728f5cf..959b27b 100644
--- a/docs/exercises/raster_and_vector.html
+++ b/docs/exercises/raster_and_vector.html
@@ -881,7 +881,7 @@ <h1 class="title"><span class="chapter-number">86</span>&nbsp; <span class="chap
 
 <p>Vector and raster layers are fundamental data formats in Geographic Information Systems (GIS). Vector data represents geographic features as points, lines, and polygons. Vector data is used for precise representation of features like roads or county boundaries. Raster data represents the Earth’s surface as a grid of cells, where each cell stores a single value or attribute. Raster data is often used for continuous phenomena such as elevation or land cover.</p>
 <p>In this tutorial we will vegetation patterns across multiple watersheds of the Konza Prairie Biological Station near Manhattan, KS.</p>
-<div class="cell" data-execution_count="1">
+<div class="cell" data-execution_count="22">
 <div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Import modules</span></span>
 <span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy <span class="im">as</span> np</span>
 <span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> geopandas <span class="im">as</span> gpd</span>
@@ -891,12 +891,12 @@ <h1 class="title"><span class="chapter-number">86</span>&nbsp; <span class="chap
 </div>
 <section id="read-vector-layer" class="level2">
 <h2 class="anchored" data-anchor-id="read-vector-layer">Read vector layer</h2>
-<div class="cell" data-execution_count="2">
+<div class="cell" data-execution_count="23">
 <div class="sourceCode cell-code" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Read file with watersheds</span></span>
 <span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>vector_path <span class="op">=</span> <span class="st">'../datasets/spatial/konza_watersheds.geojson'</span></span>
 <span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>gdf <span class="op">=</span> gpd.read_file(vector_path)</span>
 <span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>gdf.head(<span class="dv">3</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="2">
+<div class="cell-output cell-output-display" data-execution_count="23">
 <div>
 
 
@@ -958,7 +958,7 @@ <h2 class="anchored" data-anchor-id="read-vector-layer">Read vector layer</h2>
 </div>
 </div>
 </div>
-<div class="cell" data-execution_count="3">
+<div class="cell" data-execution_count="24">
 <div class="sourceCode cell-code" id="cb3"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Display coordiante reference system of vector layer</span></span>
 <span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(gdf.crs)</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">
@@ -967,11 +967,11 @@ <h2 class="anchored" data-anchor-id="read-vector-layer">Read vector layer</h2>
 </div>
 <p>The first step to perform spatial operations between vector and raster layers is to have both data sources in the same coordinate reference system. Our vector layer has geometries in projected coordinates (meters), but the raster datasets will be in geographic coordinates.</p>
 <p>To perform operations that involve distance computations is best to have both datasets in projected coordiantes. To perform other operations like clipping layers, then both geographic and projected coordinates should perform similarly. In this example we will convert the vector layer to geographic coordinates.</p>
-<div class="cell" data-execution_count="4">
+<div class="cell" data-execution_count="25">
 <div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Change coordinate reference system from projected to geographic</span></span>
 <span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>gdf.to_crs(epsg<span class="op">=</span><span class="dv">4326</span>, inplace<span class="op">=</span><span class="va">True</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
-<div class="cell" data-execution_count="5">
+<div class="cell" data-execution_count="26">
 <div class="sourceCode cell-code" id="cb6"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Visualize vector map of watersheds</span></span>
 <span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>gdf.plot(facecolor<span class="op">=</span><span class="st">'None'</span>, edgecolor<span class="op">=</span><span class="st">'k'</span>)</span>
 <span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">'Konza Watersheds'</span>)</span>
@@ -992,11 +992,11 @@ <h2 class="anchored" data-anchor-id="read-raster-layer">Read raster layer</h2>
 <li>Band 3: Sentinel B08 (near infrared, 842 nm)</li>
 </ul>
 <p>The image was downloaded using Sentinel Hub: https://www.sentinel-hub.com/explore/eobrowser/</p>
-<div class="cell" data-execution_count="6">
+<div class="cell" data-execution_count="27">
 <div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Load raster layer</span></span>
 <span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>raster <span class="op">=</span> xr.open_dataarray(<span class="st">'../datasets/spatial/2024-04-03_Sentinel-2_L2A_B03_B04_B08-16bit.tiff'</span>)</span>
 <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>raster</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="6">
+<div class="cell-output cell-output-display" data-execution_count="27">
 
 <div><svg style="position: absolute; width: 0; height: 0; overflow: hidden">
 <defs>
@@ -1372,8 +1372,8 @@ <h2 class="anchored" data-anchor-id="read-raster-layer">Read raster layer</h2>
     AREA_OR_POINT:           Area
     TIFFTAG_RESOLUTIONUNIT:  1 (unitless)
     TIFFTAG_XRESOLUTION:     1
-    TIFFTAG_YRESOLUTION:     1</pre><div class="xr-wrap" style="display:none"><div class="xr-header"><div class="xr-obj-type">xarray.DataArray</div><div class="xr-array-name">'band_data'</div><ul class="xr-dim-list"><li><span class="xr-has-index">band</span>: 3</li><li><span class="xr-has-index">y</span>: 1060</li><li><span class="xr-has-index">x</span>: 1461</li></ul></div><ul class="xr-sections"><li class="xr-section-item"><div class="xr-array-wrap"><input id="section-397de6c2-4d2e-4196-999d-f192101ac33d" class="xr-array-in" type="checkbox" checked=""><label for="section-397de6c2-4d2e-4196-999d-f192101ac33d" title="Show/hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-array-preview xr-preview"><span>...</span></div><div class="xr-array-data"><pre>[4645980 values with dtype=float32]</pre></div></div></li><li class="xr-section-item"><input id="section-74bff003-1168-4fa1-af92-33f5355d534c" class="xr-section-summary-in" type="checkbox" checked=""><label for="section-74bff003-1168-4fa1-af92-33f5355d534c" class="xr-section-summary">Coordinates: <span>(4)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><ul class="xr-var-list"><li class="xr-var-item"><div class="xr-var-name"><span class="xr-has-index">band</span></div><div class="xr-var-dims">(band)</div><div class="xr-var-dtype">int64</div><div class="xr-var-preview xr-preview">1 2 3</div><input id="attrs-f62014e8-c91c-4407-a783-181ae22526c0" class="xr-var-attrs-in" type="checkbox" disabled=""><label for="attrs-f62014e8-c91c-4407-a783-181ae22526c0" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-3d1e39aa-ec87-496f-bfed-97e1c43218be" class="xr-var-data-in" type="checkbox"><label for="data-3d1e39aa-ec87-496f-bfed-97e1c43218be" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"></dl></div><div class="xr-var-data"><pre>array([1, 2, 3])</pre></div></li><li class="xr-var-item"><div class="xr-var-name"><span class="xr-has-index">x</span></div><div class="xr-var-dims">(x)</div><div class="xr-var-dtype">float64</div><div class="xr-var-preview xr-preview">-96.66 -96.66 ... -96.53 -96.53</div><input id="attrs-492f3007-71e0-4c5d-a7df-2cdd53562c28" class="xr-var-attrs-in" type="checkbox" disabled=""><label for="attrs-492f3007-71e0-4c5d-a7df-2cdd53562c28" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-2f054160-f03f-4d8a-9618-79c6c1fff2a5" class="xr-var-data-in" type="checkbox"><label for="data-2f054160-f03f-4d8a-9618-79c6c1fff2a5" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"></dl></div><div class="xr-var-data"><pre>array([-96.664536, -96.664446, -96.664356, ..., -96.533314, -96.533224,
-       -96.533134])</pre></div></li><li class="xr-var-item"><div class="xr-var-name"><span class="xr-has-index">y</span></div><div class="xr-var-dims">(y)</div><div class="xr-var-dtype">float64</div><div class="xr-var-preview xr-preview">39.15 39.15 39.15 ... 39.06 39.06</div><input id="attrs-c25f8c08-cd5d-4c68-999f-52f14b99a02f" class="xr-var-attrs-in" type="checkbox" disabled=""><label for="attrs-c25f8c08-cd5d-4c68-999f-52f14b99a02f" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-50e99154-9d7a-43e5-8858-2088f4ab4ee5" class="xr-var-data-in" type="checkbox"><label for="data-50e99154-9d7a-43e5-8858-2088f4ab4ee5" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"></dl></div><div class="xr-var-data"><pre>array([39.154246, 39.154156, 39.154066, ..., 39.059142, 39.059052, 39.058962])</pre></div></li><li class="xr-var-item"><div class="xr-var-name"><span>spatial_ref</span></div><div class="xr-var-dims">()</div><div class="xr-var-dtype">int64</div><div class="xr-var-preview xr-preview">...</div><input id="attrs-05c7a3a5-39bb-47be-a7f4-c236a2352fc1" class="xr-var-attrs-in" type="checkbox"><label for="attrs-05c7a3a5-39bb-47be-a7f4-c236a2352fc1" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-7a70aa03-d798-4125-abfb-ffe98e501e51" class="xr-var-data-in" type="checkbox"><label for="data-7a70aa03-d798-4125-abfb-ffe98e501e51" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"><dt><span>crs_wkt :</span></dt><dd>GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]</dd><dt><span>GeoTransform :</span></dt><dd>-96.664581 9.000136892538973e-05 0.0 39.154291 0.0 -8.997547169811285e-05</dd></dl></div><div class="xr-var-data"><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class="xr-section-item"><input id="section-71870108-2fad-4368-9648-caed37f0b5d9" class="xr-section-summary-in" type="checkbox"><label for="section-71870108-2fad-4368-9648-caed37f0b5d9" class="xr-section-summary">Indexes: <span>(3)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><ul class="xr-var-list"><li class="xr-var-item"><div class="xr-index-name"><div>band</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input id="index-29e357f0-f47b-4d15-82b0-ed5dfbaeaa2c" class="xr-index-data-in" type="checkbox"><label for="index-29e357f0-f47b-4d15-82b0-ed5dfbaeaa2c" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([1, 2, 3], dtype='int64', name='band'))</pre></div></li><li class="xr-var-item"><div class="xr-index-name"><div>x</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input id="index-73f15157-326e-47ed-908d-76f5e2373fab" class="xr-index-data-in" type="checkbox"><label for="index-73f15157-326e-47ed-908d-76f5e2373fab" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([-96.66453599931553,  -96.6644459979466, -96.66435599657768,
+    TIFFTAG_YRESOLUTION:     1</pre><div class="xr-wrap" style="display:none"><div class="xr-header"><div class="xr-obj-type">xarray.DataArray</div><div class="xr-array-name">'band_data'</div><ul class="xr-dim-list"><li><span class="xr-has-index">band</span>: 3</li><li><span class="xr-has-index">y</span>: 1060</li><li><span class="xr-has-index">x</span>: 1461</li></ul></div><ul class="xr-sections"><li class="xr-section-item"><div class="xr-array-wrap"><input id="section-e135e7f4-92ef-40d9-97d9-24ac09fb37eb" class="xr-array-in" type="checkbox" checked=""><label for="section-e135e7f4-92ef-40d9-97d9-24ac09fb37eb" title="Show/hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-array-preview xr-preview"><span>...</span></div><div class="xr-array-data"><pre>[4645980 values with dtype=float32]</pre></div></div></li><li class="xr-section-item"><input id="section-0b1f6770-e182-4369-9351-9467d0fd832d" class="xr-section-summary-in" type="checkbox" checked=""><label for="section-0b1f6770-e182-4369-9351-9467d0fd832d" class="xr-section-summary">Coordinates: <span>(4)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><ul class="xr-var-list"><li class="xr-var-item"><div class="xr-var-name"><span class="xr-has-index">band</span></div><div class="xr-var-dims">(band)</div><div class="xr-var-dtype">int64</div><div class="xr-var-preview xr-preview">1 2 3</div><input id="attrs-ca012371-0617-40ac-87b5-133a4b3a180a" class="xr-var-attrs-in" type="checkbox" disabled=""><label for="attrs-ca012371-0617-40ac-87b5-133a4b3a180a" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-39467d0d-2819-403f-b340-50ad3f18b43d" class="xr-var-data-in" type="checkbox"><label for="data-39467d0d-2819-403f-b340-50ad3f18b43d" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"></dl></div><div class="xr-var-data"><pre>array([1, 2, 3])</pre></div></li><li class="xr-var-item"><div class="xr-var-name"><span class="xr-has-index">x</span></div><div class="xr-var-dims">(x)</div><div class="xr-var-dtype">float64</div><div class="xr-var-preview xr-preview">-96.66 -96.66 ... -96.53 -96.53</div><input id="attrs-4cbe4a43-796d-411b-9b0c-d68cf6ff2f6a" class="xr-var-attrs-in" type="checkbox" disabled=""><label for="attrs-4cbe4a43-796d-411b-9b0c-d68cf6ff2f6a" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-8b3175b3-1689-44cd-8b1e-291c32c7f258" class="xr-var-data-in" type="checkbox"><label for="data-8b3175b3-1689-44cd-8b1e-291c32c7f258" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"></dl></div><div class="xr-var-data"><pre>array([-96.664536, -96.664446, -96.664356, ..., -96.533314, -96.533224,
+       -96.533134])</pre></div></li><li class="xr-var-item"><div class="xr-var-name"><span class="xr-has-index">y</span></div><div class="xr-var-dims">(y)</div><div class="xr-var-dtype">float64</div><div class="xr-var-preview xr-preview">39.15 39.15 39.15 ... 39.06 39.06</div><input id="attrs-79545816-7d25-4aec-b8c7-273bc2fdcc4a" class="xr-var-attrs-in" type="checkbox" disabled=""><label for="attrs-79545816-7d25-4aec-b8c7-273bc2fdcc4a" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-950b2290-eacd-418f-8514-740b7a3bd4f3" class="xr-var-data-in" type="checkbox"><label for="data-950b2290-eacd-418f-8514-740b7a3bd4f3" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"></dl></div><div class="xr-var-data"><pre>array([39.154246, 39.154156, 39.154066, ..., 39.059142, 39.059052, 39.058962])</pre></div></li><li class="xr-var-item"><div class="xr-var-name"><span>spatial_ref</span></div><div class="xr-var-dims">()</div><div class="xr-var-dtype">int64</div><div class="xr-var-preview xr-preview">...</div><input id="attrs-ef245c73-ceb3-441c-8e70-76589bf40e27" class="xr-var-attrs-in" type="checkbox"><label for="attrs-ef245c73-ceb3-441c-8e70-76589bf40e27" title="Show/Hide attributes"><svg class="icon xr-icon-file-text2"><use href="#icon-file-text2"></use></svg></label><input id="data-4edf622d-a117-4369-ab53-87a01802451c" class="xr-var-data-in" type="checkbox"><label for="data-4edf622d-a117-4369-ab53-87a01802451c" title="Show/Hide data repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-var-attrs"><dl class="xr-attrs"><dt><span>crs_wkt :</span></dt><dd>GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]</dd><dt><span>GeoTransform :</span></dt><dd>-96.664581 9.000136892538973e-05 0.0 39.154291 0.0 -8.997547169811285e-05</dd></dl></div><div class="xr-var-data"><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class="xr-section-item"><input id="section-035fdbab-8e9f-45a3-9f60-7d6b511cc0c2" class="xr-section-summary-in" type="checkbox"><label for="section-035fdbab-8e9f-45a3-9f60-7d6b511cc0c2" class="xr-section-summary">Indexes: <span>(3)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><ul class="xr-var-list"><li class="xr-var-item"><div class="xr-index-name"><div>band</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input id="index-f3bc1a18-67e9-49d1-87cf-d4e04e473847" class="xr-index-data-in" type="checkbox"><label for="index-f3bc1a18-67e9-49d1-87cf-d4e04e473847" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([1, 2, 3], dtype='int64', name='band'))</pre></div></li><li class="xr-var-item"><div class="xr-index-name"><div>x</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input id="index-5a9eeb06-2bb3-41ec-afc9-772da5448323" class="xr-index-data-in" type="checkbox"><label for="index-5a9eeb06-2bb3-41ec-afc9-772da5448323" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([-96.66453599931553,  -96.6644459979466, -96.66435599657768,
        -96.66426599520875, -96.66417599383983,  -96.6640859924709,
        -96.66399599110198, -96.66390598973305, -96.66381598836414,
         -96.6637259869952,
@@ -1382,7 +1382,7 @@ <h2 class="anchored" data-anchor-id="read-raster-layer">Read raster layer</h2>
        -96.53367400889802, -96.53358400752909, -96.53349400616017,
        -96.53340400479124, -96.53331400342232, -96.53322400205339,
        -96.53313400068447],
-      dtype='float64', name='x', length=1461))</pre></div></li><li class="xr-var-item"><div class="xr-index-name"><div>y</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input id="index-28e1e76c-64a4-4ed8-9c08-fb80071dd030" class="xr-index-data-in" type="checkbox"><label for="index-28e1e76c-64a4-4ed8-9c08-fb80071dd030" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([ 39.15424601226415,  39.15415603679246, 39.154066061320755,
+      dtype='float64', name='x', length=1461))</pre></div></li><li class="xr-var-item"><div class="xr-index-name"><div>y</div></div><div class="xr-index-preview">PandasIndex</div><div></div><input id="index-33032933-eace-41bf-ad5d-8098153c8875" class="xr-index-data-in" type="checkbox"><label for="index-33032933-eace-41bf-ad5d-8098153c8875" title="Show/Hide index repr"><svg class="icon xr-icon-database"><use href="#icon-database"></use></svg></label><div class="xr-index-data"><pre>PandasIndex(Index([ 39.15424601226415,  39.15415603679246, 39.154066061320755,
         39.15397608584906,  39.15388611037736,  39.15379613490566,
        39.153706159433966, 39.153616183962264,  39.15352620849057,
         39.15343623301887,
@@ -1391,32 +1391,32 @@ <h2 class="anchored" data-anchor-id="read-raster-layer">Read raster layer</h2>
         39.05950184056604,  39.05941186509434, 39.059321889622645,
         39.05923191415095,  39.05914193867925,  39.05905196320755,
         39.05896198773585],
-      dtype='float64', name='y', length=1060))</pre></div></li></ul></div></li><li class="xr-section-item"><input id="section-f09eed21-36b6-4edd-bb2e-93c5786da97e" class="xr-section-summary-in" type="checkbox" checked=""><label for="section-f09eed21-36b6-4edd-bb2e-93c5786da97e" class="xr-section-summary">Attributes: <span>(4)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><dl class="xr-attrs"><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>TIFFTAG_RESOLUTIONUNIT :</span></dt><dd>1 (unitless)</dd><dt><span>TIFFTAG_XRESOLUTION :</span></dt><dd>1</dd><dt><span>TIFFTAG_YRESOLUTION :</span></dt><dd>1</dd></dl></div></li></ul></div></div>
+      dtype='float64', name='y', length=1060))</pre></div></li></ul></div></li><li class="xr-section-item"><input id="section-988f7f66-544a-45f3-a76c-9200fa343788" class="xr-section-summary-in" type="checkbox" checked=""><label for="section-988f7f66-544a-45f3-a76c-9200fa343788" class="xr-section-summary">Attributes: <span>(4)</span></label><div class="xr-section-inline-details"></div><div class="xr-section-details"><dl class="xr-attrs"><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>TIFFTAG_RESOLUTIONUNIT :</span></dt><dd>1 (unitless)</dd><dt><span>TIFFTAG_XRESOLUTION :</span></dt><dd>1</dd><dt><span>TIFFTAG_YRESOLUTION :</span></dt><dd>1</dd></dl></div></li></ul></div></div>
 </div>
 </div>
-<div class="cell" data-execution_count="7">
+<div class="cell" data-execution_count="28">
 <div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Display CRS for raster layer</span></span>
 <span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(raster.rio.crs)</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>EPSG:4326</code></pre>
 </div>
 </div>
-<div class="cell" data-execution_count="8">
+<div class="cell" data-execution_count="31">
 <div class="sourceCode cell-code" id="cb10"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create separate variables to easily keep track of each band</span></span>
-<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>B4 <span class="op">=</span> raster[<span class="dv">1</span>] <span class="co"># Red band</span></span>
-<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>B8 <span class="op">=</span> raster[<span class="dv">2</span>] <span class="co"># NIR band</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>red <span class="op">=</span> raster[<span class="dv">1</span>] <span class="co"># Red band</span></span>
+<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>nir <span class="op">=</span> raster[<span class="dv">2</span>] <span class="co"># NIR band</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
-<div class="cell" data-execution_count="9">
+<div class="cell" data-execution_count="32">
 <div class="sourceCode cell-code" id="cb11"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Visualize raster files (1 band each)</span></span>
 <span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a>plt.figure(figsize<span class="op">=</span>(<span class="dv">12</span>,<span class="dv">4</span>))</span>
 <span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a>plt.subplot(<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">1</span>)</span>
-<span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">'Band 4'</span>)</span>
-<span id="cb11-6"><a href="#cb11-6" aria-hidden="true" tabindex="-1"></a>B4.plot(cmap<span class="op">=</span><span class="st">'Spectral'</span>)</span>
+<span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">'Red band'</span>)</span>
+<span id="cb11-6"><a href="#cb11-6" aria-hidden="true" tabindex="-1"></a>red.plot(cmap<span class="op">=</span><span class="st">'Spectral'</span>)</span>
 <span id="cb11-7"><a href="#cb11-7" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb11-8"><a href="#cb11-8" aria-hidden="true" tabindex="-1"></a>plt.subplot(<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">2</span>)</span>
-<span id="cb11-9"><a href="#cb11-9" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">'Band 8'</span>)</span>
-<span id="cb11-10"><a href="#cb11-10" aria-hidden="true" tabindex="-1"></a>B8.plot(cmap<span class="op">=</span><span class="st">'Spectral'</span>)</span>
+<span id="cb11-9"><a href="#cb11-9" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">'NIR band'</span>)</span>
+<span id="cb11-10"><a href="#cb11-10" aria-hidden="true" tabindex="-1"></a>nir.plot(cmap<span class="op">=</span><span class="st">'Spectral'</span>)</span>
 <span id="cb11-11"><a href="#cb11-11" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb11-12"><a href="#cb11-12" aria-hidden="true" tabindex="-1"></a>plt.show()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display">
@@ -1427,28 +1427,28 @@ <h2 class="anchored" data-anchor-id="read-raster-layer">Read raster layer</h2>
 <section id="compute-ndvi" class="level2">
 <h2 class="anchored" data-anchor-id="compute-ndvi">Compute NDVI</h2>
 <p>Normalized Difference Vegetation Index (NDVI) is a measure typically used in remote sensing to quantify and assess vegetation health and density. It is calculated using near-infrared (NIR) and red light reflectance values over an area as follows:</p>
-<p><span class="math display"> NDVI = \frac{Red - NIR}{Red+NIR}</span></p>
+<p><span class="math display"> NDVI = \frac{NIR-Red}{NIR+Red}</span></p>
 <p>NDVI values range from -1 to 1, where higher values indicate healthier and denser vegetation, typically falling between 0.2 and 0.8 for vegetation. Bare soil and rocks fall have values ranging from 0 to 0.2. Bodies of water like ponds, likes, rivers, and oceans typically have negative values close to -1.</p>
-<div class="cell" data-execution_count="10">
+<div class="cell" data-execution_count="33">
 <div class="sourceCode cell-code" id="cb12"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Calculate NDVI</span></span>
-<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>NDVI <span class="op">=</span> (B8 <span class="op">-</span> B4)<span class="op">/</span>(B8 <span class="op">+</span> B4)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>ndvi <span class="op">=</span> (nir <span class="op">-</span> red)<span class="op">/</span>(nir <span class="op">+</span> red)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <p>Now that we have the NDVI raster layer, here a few additional commands that could be useful:</p>
 <div class="sourceCode" id="cb13"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Get NDVI values as Numpy array</span></span>
-<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>NDVI.values</span>
+<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>ndvi.values</span>
 <span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Get latitude values as Numpy array</span></span>
-<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a>NDVI.coords[<span class="st">'y'</span>].values</span>
+<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a>ndvi.coords[<span class="st">'y'</span>].values</span>
 <span id="cb13-6"><a href="#cb13-6" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb13-7"><a href="#cb13-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Get a 3 by 3 slice</span></span>
-<span id="cb13-8"><a href="#cb13-8" aria-hidden="true" tabindex="-1"></a>NDVI[<span class="dv">0</span>:<span class="dv">3</span>,<span class="dv">0</span>:<span class="dv">3</span>]</span>
+<span id="cb13-8"><a href="#cb13-8" aria-hidden="true" tabindex="-1"></a>ndvi[<span class="dv">0</span>:<span class="dv">3</span>,<span class="dv">0</span>:<span class="dv">3</span>]</span>
 <span id="cb13-9"><a href="#cb13-9" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb13-10"><a href="#cb13-10" aria-hidden="true" tabindex="-1"></a><span class="co"># Find NDVI value for nearest point</span></span>
-<span id="cb13-11"><a href="#cb13-11" aria-hidden="true" tabindex="-1"></a>NDVI.sel(x<span class="op">=-</span><span class="fl">96.664356</span>, y<span class="op">=</span><span class="fl">39.15406606</span>, method<span class="op">=</span><span class="st">'nearest'</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<span id="cb13-11"><a href="#cb13-11" aria-hidden="true" tabindex="-1"></a>ndvi.sel(x<span class="op">=-</span><span class="fl">96.664356</span>, y<span class="op">=</span><span class="fl">39.15406606</span>, method<span class="op">=</span><span class="st">'nearest'</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </section>
 <section id="define-custom-colormap" class="level2">
 <h2 class="anchored" data-anchor-id="define-custom-colormap">Define custom colormap</h2>
-<div class="cell" data-execution_count="11">
+<div class="cell" data-execution_count="34">
 <div class="sourceCode cell-code" id="cb14"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Palette of colors NDVI</span></span>
 <span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a>hex_palette <span class="op">=</span> [<span class="st">'#CE7E45'</span>, <span class="st">'#DF923D'</span>, <span class="st">'#F1B555'</span>, <span class="st">'#FCD163'</span>, <span class="st">'#99B718'</span>, <span class="st">'#74A901'</span>,</span>
 <span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>             <span class="st">'#66A000'</span>, <span class="st">'#529400'</span>, <span class="st">'#3E8601'</span>, <span class="st">'#207401'</span>, <span class="st">'#056201'</span>, <span class="st">'#004C00'</span>, <span class="st">'#023B01'</span>,</span>
@@ -1459,17 +1459,17 @@ <h2 class="anchored" data-anchor-id="define-custom-colormap">Define custom color
 <span id="cb14-8"><a href="#cb14-8" aria-hidden="true" tabindex="-1"></a>ndvi_cmap.set_bad(<span class="st">'#FEFEFE'</span>)</span>
 <span id="cb14-9"><a href="#cb14-9" aria-hidden="true" tabindex="-1"></a>ndvi_cmap.set_under(<span class="st">'#0000FF'</span>)</span>
 <span id="cb14-10"><a href="#cb14-10" aria-hidden="true" tabindex="-1"></a>ndvi_cmap</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="11">
+<div class="cell-output cell-output-display" data-execution_count="34">
 <div style="vertical-align: middle;"><strong>from_list</strong> </div><div class="cmap"><img alt="from_list colormap" title="from_list" style="border: 1px solid #555;" src="data:image/png;base64,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"></div><div style="vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;"><div style="float: left;"><div title="#0000ffff" style="display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #0000ffff;"></div> under</div><div style="margin: 0 auto; display: inline-block;">bad <div title="#fefefeff" style="display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #fefefeff;"></div></div><div style="float: right;">over <div title="#011301ff" style="display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #011301ff;"></div></div>
 </div>
 </div>
-<div class="cell" data-execution_count="12">
+<div class="cell" data-execution_count="36">
 <div class="sourceCode cell-code" id="cb15"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Add new colormap to list of Matplotlib's colormaps</span></span>
 <span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a>plt.colormaps.register(cmap<span class="op">=</span>ndvi_cmap, name<span class="op">=</span><span class="st">'ndvi'</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
-<div class="cell" data-execution_count="13">
+<div class="cell" data-execution_count="37">
 <div class="sourceCode cell-code" id="cb16"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Visualize NDVI for the entire area of the image</span></span>
-<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>NDVI.plot(cmap<span class="op">=</span><span class="st">'ndvi'</span>, vmin<span class="op">=</span><span class="fl">0.0</span>, vmax<span class="op">=</span><span class="fl">1.0</span>, </span>
+<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>ndvi.plot(cmap<span class="op">=</span><span class="st">'ndvi'</span>, vmin<span class="op">=</span><span class="fl">0.0</span>, vmax<span class="op">=</span><span class="fl">1.0</span>, </span>
 <span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a>          cbar_kwargs<span class="op">=</span>{<span class="st">'label'</span>:<span class="st">'NDVI'</span>, <span class="st">'shrink'</span>:<span class="fl">0.5</span>})</span>
 <span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a>plt.title(<span class="st">'NDVI'</span>)</span>
 <span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a>plt.xlabel(<span class="st">'Longitude'</span>)</span>
@@ -1482,18 +1482,18 @@ <h2 class="anchored" data-anchor-id="define-custom-colormap">Define custom color
 </div></section>
 <section id="clip-ndvi-raster-to-watersheds" class="level2">
 <h2 class="anchored" data-anchor-id="clip-ndvi-raster-to-watersheds">Clip NDVI raster to watersheds</h2>
-<div class="cell" data-execution_count="14">
+<div class="cell" data-execution_count="38">
 <div class="sourceCode cell-code" id="cb17"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Define a function to clip the raster with each polygon and return a numpy array</span></span>
 <span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>clip_fn <span class="op">=</span> <span class="kw">lambda</span> polygon, R: R.rio.clip([polygon.geometry], </span>
 <span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>                                        crs<span class="op">=</span>R.rio.crs, </span>
 <span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a>                                        all_touched<span class="op">=</span><span class="va">True</span>)</span>
 <span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a><span class="co"># Apply the function to each row in the GeoDataFrame to create a new 'clipped_raster' column</span></span>
-<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a>gdf[<span class="st">'clipped_raster'</span>] <span class="op">=</span> gdf.<span class="bu">apply</span>(<span class="kw">lambda</span> row: clip_fn(row, NDVI), axis<span class="op">=</span><span class="dv">1</span>)</span>
+<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a>gdf[<span class="st">'clipped_raster'</span>] <span class="op">=</span> gdf.<span class="bu">apply</span>(<span class="kw">lambda</span> row: clip_fn(row, ndvi), axis<span class="op">=</span><span class="dv">1</span>)</span>
 <span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a><span class="co"># Inspect resulting GeoDataframe</span></span>
 <span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a>gdf.head(<span class="dv">3</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="14">
+<div class="cell-output cell-output-display" data-execution_count="38">
 <div>
 
 
@@ -1563,7 +1563,7 @@ <h2 class="anchored" data-anchor-id="clip-ndvi-raster-to-watersheds">Clip NDVI r
 <section id="visualize-a-specific-clipped-watershed" class="level2">
 <h2 class="anchored" data-anchor-id="visualize-a-specific-clipped-watershed">Visualize a specific clipped watershed</h2>
 <p>We will choose the K1B watershed to show the NDVI for the entire area.</p>
-<div class="cell" data-execution_count="15">
+<div class="cell" data-execution_count="39">
 <div class="sourceCode cell-code" id="cb18"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Select watershed</span></span>
 <span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>idx <span class="op">=</span> gdf[<span class="st">'NAME_1'</span>] <span class="op">==</span> <span class="st">'K1B'</span></span>
 <span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a>row <span class="op">=</span> gdf[idx].index[<span class="dv">0</span>]</span>
@@ -1572,7 +1572,7 @@ <h2 class="anchored" data-anchor-id="visualize-a-specific-clipped-watershed">Vis
 <pre><code>31</code></pre>
 </div>
 </div>
-<div class="cell" data-execution_count="16">
+<div class="cell" data-execution_count="40">
 <div class="sourceCode cell-code" id="cb20"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create figure of selected watershed</span></span>
 <span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a>fig, ax <span class="op">=</span> plt.subplots(figsize<span class="op">=</span>(<span class="dv">6</span>, <span class="dv">6</span>))</span>
 <span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a>gdf.loc[ [row], <span class="st">'geometry'</span>].boundary.plot(ax<span class="op">=</span>ax, edgecolor<span class="op">=</span><span class="st">'k'</span>)</span>
@@ -1592,7 +1592,7 @@ <h2 class="anchored" data-anchor-id="visualize-a-specific-clipped-watershed">Vis
 </section>
 <section id="compute-mean-ndvi-for-each-watershed" class="level2">
 <h2 class="anchored" data-anchor-id="compute-mean-ndvi-for-each-watershed">Compute mean NDVI for each watershed</h2>
-<div class="cell" data-execution_count="17">
+<div class="cell" data-execution_count="41">
 <div class="sourceCode cell-code" id="cb21"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create empty list to append watershed NDVI values</span></span>
 <span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>ndvi_avg <span class="op">=</span> []</span>
 <span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a></span>
@@ -1605,7 +1605,7 @@ <h2 class="anchored" data-anchor-id="compute-mean-ndvi-for-each-watershed">Compu
 <span id="cb21-10"><a href="#cb21-10" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb21-11"><a href="#cb21-11" aria-hidden="true" tabindex="-1"></a><span class="co"># Inspect results</span></span>
 <span id="cb21-12"><a href="#cb21-12" aria-hidden="true" tabindex="-1"></a>gdf.head(<span class="dv">3</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="17">
+<div class="cell-output cell-output-display" data-execution_count="41">
 <div>
 
 
@@ -1678,7 +1678,7 @@ <h2 class="anchored" data-anchor-id="compute-mean-ndvi-for-each-watershed">Compu
 </section>
 <section id="create-static-map" class="level2">
 <h2 class="anchored" data-anchor-id="create-static-map">Create static map</h2>
-<div class="cell" data-execution_count="19">
+<div class="cell" data-execution_count="42">
 <div class="sourceCode cell-code" id="cb22"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create figure with mean NDVI values for each watershed</span></span>
 <span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a>gdf.plot(column<span class="op">=</span><span class="st">'ndvi_avg'</span>, edgecolor<span class="op">=</span><span class="st">'k'</span>, cmap<span class="op">=</span><span class="st">'ndvi'</span>, </span>
 <span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a>         legend<span class="op">=</span><span class="va">True</span>, vmin<span class="op">=</span><span class="fl">0.0</span>, vmax<span class="op">=</span><span class="fl">1.0</span>, legend_kwds<span class="op">=</span>{<span class="st">'label'</span>:<span class="st">'NDVI'</span>, <span class="st">'shrink'</span>:<span class="fl">0.5</span>})</span>
@@ -1694,12 +1694,12 @@ <h2 class="anchored" data-anchor-id="create-static-map">Create static map</h2>
 </section>
 <section id="create-interactive-map" class="level2">
 <h2 class="anchored" data-anchor-id="create-interactive-map">Create interactive map</h2>
-<div class="cell" data-execution_count="20">
+<div class="cell" data-execution_count="43">
 <div class="sourceCode cell-code" id="cb23"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Create interactive map</span></span>
 <span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a>gdf.iloc[:,:<span class="op">-</span><span class="dv">1</span>].explore(column<span class="op">=</span><span class="st">'ndvi_avg'</span>, k<span class="op">=</span><span class="dv">10</span>, cmap<span class="op">=</span><span class="st">'ndvi'</span>,</span>
 <span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a>                        style_kwds<span class="op">=</span>{<span class="st">'stroke'</span>:<span class="va">True</span>,<span class="st">'color'</span>:<span class="st">'black'</span>,<span class="st">'width'</span>:<span class="dv">1</span>},</span>
 <span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a>                        legend_kwds<span class="op">=</span>{<span class="st">'caption'</span>:<span class="st">'NDVI'</span>})</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="20">
+<div class="cell-output cell-output-display" data-execution_count="43">
 
 <div style="width:100%;"><div style="position:relative;width:100%;height:0;padding-bottom:60%;"><span style="color:#565656">Make this Notebook Trusted to load map: File -&gt; Trust Notebook</span><iframe srcdoc="<!DOCTYPE html>
 <html>
@@ -1728,7 +1728,7 @@ <h2 class="anchored" data-anchor-id="create-interactive-map">Create interactive
             <meta name=&quot;viewport&quot; content=&quot;width=device-width,
                 initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; />
             <style>
-                #map_c84eb2a24ec0b07275203ef0a09bb0d2 {
+                #map_71f2b876a1c5c3ff192a235e21079d6e {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -1759,14 +1759,14 @@ <h2 class="anchored" data-anchor-id="create-interactive-map">Create interactive
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_c84eb2a24ec0b07275203ef0a09bb0d2&quot; ></div>
+            <div class=&quot;folium-map&quot; id=&quot;map_71f2b876a1c5c3ff192a235e21079d6e&quot; ></div>
         
 </body>
 <script>
     
     
-            var map_c84eb2a24ec0b07275203ef0a09bb0d2 = L.map(
-                &quot;map_c84eb2a24ec0b07275203ef0a09bb0d2&quot;,
+            var map_71f2b876a1c5c3ff192a235e21079d6e = L.map(
+                &quot;map_71f2b876a1c5c3ff192a235e21079d6e&quot;,
                 {
                     center: [39.10077373838221, -96.5767885440094],
                     crs: L.CRS.EPSG3857,
@@ -1775,25 +1775,25 @@ <h2 class="anchored" data-anchor-id="create-interactive-map">Create interactive
                     preferCanvas: false,
                 }
             );
-            L.control.scale().addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);
+            L.control.scale().addTo(map_71f2b876a1c5c3ff192a235e21079d6e);
 
             
 
         
     
-            var tile_layer_18bf65ea711274e9c1f5b70fb78db10b = L.tileLayer(
+            var tile_layer_d64a4444b2f71bc647f45ceba953f8a0 = L.tileLayer(
                 &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,
                 {&quot;attribution&quot;: &quot;Data by \u0026copy; \u003ca target=\&quot;_blank\&quot; href=\&quot;http://openstreetmap.org\&quot;\u003eOpenStreetMap\u003c/a\u003e, under \u003ca target=\&quot;_blank\&quot; href=\&quot;http://www.openstreetmap.org/copyright\&quot;\u003eODbL\u003c/a\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
-            ).addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);
+            ).addTo(map_71f2b876a1c5c3ff192a235e21079d6e);
         
     
-            map_c84eb2a24ec0b07275203ef0a09bb0d2.fitBounds(
+            map_71f2b876a1c5c3ff192a235e21079d6e.fitBounds(
                 [[39.06565118262331, -96.61513534643187], [39.135896294141105, -96.53844174158694]],
                 {}
             );
         
     
-        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_styler(feature) {
+        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_styler(feature) {
             switch(feature.id) {
                 case &quot;0&quot;: case &quot;2&quot;: case &quot;3&quot;: case &quot;5&quot;: case &quot;15&quot;: case &quot;22&quot;: case &quot;31&quot;: case &quot;71&quot;: 
                     return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ce7e45&quot;, &quot;fillOpacity&quot;: 0.5, &quot;stroke&quot;: true, &quot;weight&quot;: 2, &quot;width&quot;: 1};
@@ -1821,53 +1821,53 @@ <h2 class="anchored" data-anchor-id="create-interactive-map">Create interactive
                     return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fcd163&quot;, &quot;fillOpacity&quot;: 0.5, &quot;stroke&quot;: true, &quot;weight&quot;: 2, &quot;width&quot;: 1};
             }
         }
-        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_highlighter(feature) {
+        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_highlighter(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.75};
             }
         }
-        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_pointToLayer(feature, latlng) {
+        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_pointToLayer(feature, latlng) {
             var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};
             
-            let style = geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_styler(feature)
+            let style = geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_onEachFeature(feature, layer) {
+        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7.resetStyle(e.target);
+                        geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7 = L.geoJson(null, {
-                onEachFeature: geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_onEachFeature,
+        var geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9 = L.geoJson(null, {
+                onEachFeature: geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_onEachFeature,
             
-                style: geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_styler,
-                pointToLayer: geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_pointToLayer
+                style: geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_styler,
+                pointToLayer: geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_pointToLayer
         });
 
-        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_add (data) {
-            geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7
+        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_add (data) {
+            geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9
                 .addData(data)
-                .addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);
+                .addTo(map_71f2b876a1c5c3ff192a235e21079d6e);
         }
-            geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_add({&quot;bbox&quot;: [-96.61513534643187, 39.06565118262331, -96.53844174158694, 39.135896294141105], &quot;features&quot;: [{&quot;bbox&quot;: [-96.61471902440374, 39.0670254891672, -96.60663012091618, 39.076943562259785], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-96.60663012091618, 39.07306640950315], [-96.6067090011289, 39.073023939898945], [-96.60678274965792, 39.0729842326238], [-96.60685445295833, 39.07294891783614], [-96.6069671383591, 39.0728934178533], [-96.60709590260075, 39.072823984766785], [-96.60722960633444, 39.07273663371691], [-96.60740696565341, 39.07261864507271], [-96.60757159610482, 39.072513909279984], [-96.60770947790328, 39.072431148235346], [-96.60786210116714, 39.07233967997798], [-96.60794116732737, 39.07228724509547], [-96.60800104666728, 39.07222540675596], [-96.60803568060534, 39.07217222835727], [-96.60810237857692, 39.072069818152684], [-96.60817627863753, 39.07191366649157], [-96.60821017345143, 39.071814672481246], [-96.60824520181383, 39.07171236455895], [-96.60824547601251, 39.07171184312338], [-96.60830618287585, 39.071596490956715], [-96.60840348690586, 39.07134621842131], [-96.60847932348365, 39.07115406780321], [-96.60853323695422, 39.071033544230396], [-96.60860948999333, 39.07093600304932], [-96.60870477725106, 39.07085236678047], [-96.60881237412914, 39.07074645893637], [-96.60898691439952, 39.07058336183589], [-96.6089875321356, 39.07058269518354], [-96.60911810402237, 39.07044189922363], [-96.60922569964626, 39.07033599095215], [-96.60923977203794, 39.07032364272614], [-96.60934108347145, 39.070234747138436], [-96.60947060029255, 39.07014280270736], [-96.60975060464698, 39.0699368194252], [-96.60992061993835, 39.0698006569252], [-96.61011088423491, 39.06964238532701], [-96.61028405171992, 39.06951980134566], [-96.61042541945527, 39.069419089181345], [-96.6105254892635, 39.06932203497912], [-96.61060880431414, 39.069229142010016], [-96.61067350286515, 39.06913136252108], [-96.61071491267928, 39.06906013444521], [-96.61072890759235, 39.06901649221849], [-96.61075366177423, 39.06893929887868], [-96.6107565755461, 39.06892757852712], [-96.61078040557568, 39.068831731630034], [-96.61080129963754, 39.068769092577654], [-96.61085969011852, 39.0686441547878], [-96.61095637558023, 39.06849747787644], [-96.61109219203763, 39.068347098128775], [-96.61123640365425, 39.06818337583819], [-96.61139892700824, 39.068033543079586], [-96.61153261633442, 39.06794618657765], [-96.61168157861266, 39.06787716213832], [-96.61185637501919, 39.067813171664085], [-96.61201103735546, 39.06778931172454], [-96.61221983748918, 39.06776656070929], [-96.61241829208218, 39.06773151277401], [-96.61247126286362, 39.06772215842572], [-96.61271489946098, 39.06767309124651], [-96.61292373582945, 39.06762781563318], [-96.61300123545824, 39.06761576319186], [-96.61312850765532, 39.06759597084679], [-96.6132953253326, 39.067554338862166], [-96.61365873742366, 39.06742579959599], [-96.61366888579794, 39.067422338657664], [-96.61375573070757, 39.0673745637636], [-96.61388865771534, 39.06730971297032], [-96.61405265973079, 39.06722297409073], [-96.61416490188525, 39.06716934898303], [-96.61422444988564, 39.06714089921069], [-96.61438062630751, 39.067072018933125], [-96.61445504755977, 39.06702849402913], [-96.61446252346008, 39.0670254891672], [-96.61448933255106, 39.06813492248639], [-96.61456056520797, 39.06908689631295], [-96.61458433419799, 39.07037575958335], [-96.6146941941943, 39.07361246347282], [-96.61471902440374, 39.07486981397266], [-96.61470035599471, 39.075367324281515], [-96.61441509580041, 39.07561430903858], [-96.61440007761931, 39.075627311538454], [-96.61409282368572, 39.07589131042], [-96.6140506667203, 39.07592225132836], [-96.61395816901893, 39.075990138039764], [-96.61389105650049, 39.07603048034767], [-96.6138198823573, 39.0760552447141], [-96.61376593095791, 39.07606340106438], [-96.61376417316009, 39.076063666895884], [-96.61373296041467, 39.07606838493273], [-96.61354203238116, 39.07609600915453], [-96.61299725078464, 39.076183958276054], [-96.61221085238698, 39.076302993233455], [-96.61200073489817, 39.076321212135625], [-96.61147213609568, 39.07640047604643], [-96.610929819621, 39.07647945634037], [-96.61067680390562, 39.07650580306384], [-96.61054017018718, 39.07653003062883], [-96.610332560165, 39.07660235559654], [-96.61009592066097, 39.07667858970517], [-96.60951351693603, 39.07687270581663], [-96.6094083790493, 39.0769077481134], [-96.6092895731976, 39.076943562259785], [-96.60915206295239, 39.07661465829716], [-96.60904962652023, 39.07639632612689], [-96.60891392950411, 39.07614139375811], [-96.60877019375273, 39.07584112750587], [-96.6087014333903, 39.07556796424528], [-96.6085718702352, 39.0754085051627], [-96.60839494248692, 39.075180267639716], [-96.6082591503713, 39.07496575508999], [-96.6080347345, 39.0746627420262], [-96.60779343196072, 39.07438246094741], [-96.6075794226545, 39.07409976197236], [-96.60738551344048, 39.073901229516736], [-96.6071908221517, 39.07370189504897], [-96.60695940617505, 39.07343136003749], [-96.6067804214516, 39.073233978137374], [-96.60663012091618, 39.07306640950315]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;ACRES&quot;: 119.800443994, &quot;AREA&quot;: 484815.196184, &quot;CODE_1&quot;: &quot;0R1A&quot;, &quot;DATACODE_2&quot;: &quot;GIS032&quot;, &quot;DATAID_1&quot;: &quot;GIS0321&quot;, &quot;HECTARES_1&quot;: 48.4815196184, &quot;NAME_1&quot;: &quot;R1A&quot;, &quot;PERIMETER&quot;: 2939.14653306, &quot;__folium_color&quot;: &quot;#ce7e45&quot;, &quot;ndvi_avg&quot;: 0.1870591938495636}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-96.61446252346008, 39.066432169062466, -96.60553347209684, 39.07306640950315], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-96.6062659191039, 39.07163276295417], [-96.60626584555477, 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-    geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7.bindTooltip(
+    geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9.bindTooltip(
     function(layer){
     let div = L.DomUtil.create('div');
     
@@ -1891,42 +1891,42 @@ <h2 class="anchored" data-anchor-id="create-interactive-map">Create interactive
     ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});
                      
     
-    var color_map_35409528275695ea0ba0418475c6a69b = {};
+    var color_map_07141af38ce253d8536d779535dfe497 = {};
 
     
-    color_map_35409528275695ea0ba0418475c6a69b.color = d3.scale.threshold()
+    color_map_07141af38ce253d8536d779535dfe497.color = d3.scale.threshold()
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-    color_map_35409528275695ea0ba0418475c6a69b.x = d3.scale.linear()
+    color_map_07141af38ce253d8536d779535dfe497.x = d3.scale.linear()
               .domain([0.17356258630752563, 0.45262089371681213])
               .range([0, 450 - 50]);
 
-    color_map_35409528275695ea0ba0418475c6a69b.legend = L.control({position: 'topright'});
-    color_map_35409528275695ea0ba0418475c6a69b.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
-    color_map_35409528275695ea0ba0418475c6a69b.legend.addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);
+    color_map_07141af38ce253d8536d779535dfe497.legend = L.control({position: 'topright'});
+    color_map_07141af38ce253d8536d779535dfe497.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
+    color_map_07141af38ce253d8536d779535dfe497.legend.addTo(map_71f2b876a1c5c3ff192a235e21079d6e);
 
-    color_map_35409528275695ea0ba0418475c6a69b.xAxis = d3.svg.axis()
-        .scale(color_map_35409528275695ea0ba0418475c6a69b.x)
+    color_map_07141af38ce253d8536d779535dfe497.xAxis = d3.svg.axis()
+        .scale(color_map_07141af38ce253d8536d779535dfe497.x)
         .orient(&quot;top&quot;)
         .tickSize(1)
         .tickValues([0.17356258630752563, '', 0.20844487473368645, '', 0.24332716315984726, '', 0.27820945158600807, '', 0.3130917400121689, '', 0.3479740284383297, '', 0.3828563168644905, '', 0.4177386052906513, '', 0.45262089371681213, '']);
 
-    color_map_35409528275695ea0ba0418475c6a69b.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)
+    color_map_07141af38ce253d8536d779535dfe497.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)
         .attr(&quot;id&quot;, 'legend')
         .attr(&quot;width&quot;, 450)
         .attr(&quot;height&quot;, 40);
 
-    color_map_35409528275695ea0ba0418475c6a69b.g = color_map_35409528275695ea0ba0418475c6a69b.svg.append(&quot;g&quot;)
+    color_map_07141af38ce253d8536d779535dfe497.g = color_map_07141af38ce253d8536d779535dfe497.svg.append(&quot;g&quot;)
         .attr(&quot;class&quot;, &quot;key&quot;)
         .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);
 
-    color_map_35409528275695ea0ba0418475c6a69b.g.selectAll(&quot;rect&quot;)
-        .data(color_map_35409528275695ea0ba0418475c6a69b.color.range().map(function(d, i) {
+    color_map_07141af38ce253d8536d779535dfe497.g.selectAll(&quot;rect&quot;)
+        .data(color_map_07141af38ce253d8536d779535dfe497.color.range().map(function(d, i) {
           return {
-            x0: i ? color_map_35409528275695ea0ba0418475c6a69b.x(color_map_35409528275695ea0ba0418475c6a69b.color.domain()[i - 1]) : color_map_35409528275695ea0ba0418475c6a69b.x.range()[0],
-            x1: i < color_map_35409528275695ea0ba0418475c6a69b.color.domain().length ? color_map_35409528275695ea0ba0418475c6a69b.x(color_map_35409528275695ea0ba0418475c6a69b.color.domain()[i]) : color_map_35409528275695ea0ba0418475c6a69b.x.range()[1],
+            x0: i ? color_map_07141af38ce253d8536d779535dfe497.x(color_map_07141af38ce253d8536d779535dfe497.color.domain()[i - 1]) : color_map_07141af38ce253d8536d779535dfe497.x.range()[0],
+            x1: i < color_map_07141af38ce253d8536d779535dfe497.color.domain().length ? color_map_07141af38ce253d8536d779535dfe497.x(color_map_07141af38ce253d8536d779535dfe497.color.domain()[i]) : color_map_07141af38ce253d8536d779535dfe497.x.range()[1],
             z: d
           };
         }))
@@ -1936,7 +1936,7 @@ <h2 class="anchored" data-anchor-id="create-interactive-map">Create interactive
         .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })
         .style(&quot;fill&quot;, function(d) { return d.z; });
 
-    color_map_35409528275695ea0ba0418475c6a69b.g.call(color_map_35409528275695ea0ba0418475c6a69b.xAxis).append(&quot;text&quot;)
+    color_map_07141af38ce253d8536d779535dfe497.g.call(color_map_07141af38ce253d8536d779535dfe497.xAxis).append(&quot;text&quot;)
         .attr(&quot;class&quot;, &quot;caption&quot;)
         .attr(&quot;y&quot;, 21)
         .text(&quot;NDVI&quot;);
diff --git a/docs/search.json b/docs/search.json
index 4d9e33e..4766519 100644
--- a/docs/search.json
+++ b/docs/search.json
@@ -2475,28 +2475,28 @@
     "href": "exercises/raster_and_vector.html#read-raster-layer",
     "title": "86  Raster and vector",
     "section": "Read raster layer",
-    "text": "Read raster layer\nThe raster layer is a multi-band geo-referenced image at 10-meter spatial resolution obtained from Sentinel-2 satellite. Image data type is unsigned 16-bit (2^{16}). The bands are as follows:\n\nBand 1: Senteninel B03 (green, 560 nm)\nBand 2: Sentinel B04 (red, 665 nm)\nBand 3: Sentinel B08 (near infrared, 842 nm)\n\nThe image was downloaded using Sentinel Hub: https://www.sentinel-hub.com/explore/eobrowser/\n\n# Load raster layer\nraster = xr.open_dataarray('../datasets/spatial/2024-04-03_Sentinel-2_L2A_B03_B04_B08-16bit.tiff')\nraster\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n&lt;xarray.DataArray 'band_data' (band: 3, y: 1060, x: 1461)&gt;\n[4645980 values with dtype=float32]\nCoordinates:\n  * band         (band) int64 1 2 3\n  * x            (x) float64 -96.66 -96.66 -96.66 ... -96.53 -96.53 -96.53\n  * y            (y) float64 39.15 39.15 39.15 39.15 ... 39.06 39.06 39.06 39.06\n    spatial_ref  int64 ...\nAttributes:\n    AREA_OR_POINT:           Area\n    TIFFTAG_RESOLUTIONUNIT:  1 (unitless)\n    TIFFTAG_XRESOLUTION:     1\n    TIFFTAG_YRESOLUTION:     1xarray.DataArray'band_data'band: 3y: 1060x: 1461...[4645980 values with dtype=float32]Coordinates: (4)band(band)int641 2 3array([1, 2, 3])x(x)float64-96.66 -96.66 ... -96.53 -96.53array([-96.664536, -96.664446, -96.664356, ..., -96.533314, -96.533224,\n       -96.533134])y(y)float6439.15 39.15 39.15 ... 39.06 39.06array([39.154246, 39.154156, 39.154066, ..., 39.059142, 39.059052, 39.058962])spatial_ref()int64...crs_wkt :GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]]semi_major_axis :6378137.0semi_minor_axis :6356752.314245179inverse_flattening :298.257223563reference_ellipsoid_name :WGS 84longitude_of_prime_meridian :0.0prime_meridian_name :Greenwichgeographic_crs_name :WGS 84horizontal_datum_name :World Geodetic System 1984grid_mapping_name :latitude_longitudespatial_ref :GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]]GeoTransform :-96.664581 9.000136892538973e-05 0.0 39.154291 0.0 -8.997547169811285e-05[1 values with dtype=int64]Indexes: (3)bandPandasIndexPandasIndex(Index([1, 2, 3], dtype='int64', name='band'))xPandasIndexPandasIndex(Index([-96.66453599931553,  -96.6644459979466, -96.66435599657768,\n       -96.66426599520875, -96.66417599383983,  -96.6640859924709,\n       -96.66399599110198, -96.66390598973305, -96.66381598836414,\n        -96.6637259869952,\n       ...\n        -96.5339440130048, -96.53385401163587, -96.53376401026694,\n       -96.53367400889802, -96.53358400752909, -96.53349400616017,\n       -96.53340400479124, -96.53331400342232, -96.53322400205339,\n       -96.53313400068447],\n      dtype='float64', name='x', length=1461))yPandasIndexPandasIndex(Index([ 39.15424601226415,  39.15415603679246, 39.154066061320755,\n        39.15397608584906,  39.15388611037736,  39.15379613490566,\n       39.153706159433966, 39.153616183962264,  39.15352620849057,\n        39.15343623301887,\n       ...\n       39.059771766981136,  39.05968179150943,  39.05959181603774,\n        39.05950184056604,  39.05941186509434, 39.059321889622645,\n        39.05923191415095,  39.05914193867925,  39.05905196320755,\n        39.05896198773585],\n      dtype='float64', name='y', length=1060))Attributes: (4)AREA_OR_POINT :AreaTIFFTAG_RESOLUTIONUNIT :1 (unitless)TIFFTAG_XRESOLUTION :1TIFFTAG_YRESOLUTION :1\n\n\n\n# Display CRS for raster layer\nprint(raster.rio.crs)\n\nEPSG:4326\n\n\n\n# Create separate variables to easily keep track of each band\nB4 = raster[1] # Red band\nB8 = raster[2] # NIR band\n\n\n# Visualize raster files (1 band each)\nplt.figure(figsize=(12,4))\n\nplt.subplot(1,2,1)\nplt.title('Band 4')\nB4.plot(cmap='Spectral')\n\nplt.subplot(1,2,2)\nplt.title('Band 8')\nB8.plot(cmap='Spectral')\n\nplt.show()"
+    "text": "Read raster layer\nThe raster layer is a multi-band geo-referenced image at 10-meter spatial resolution obtained from Sentinel-2 satellite. Image data type is unsigned 16-bit (2^{16}). The bands are as follows:\n\nBand 1: Senteninel B03 (green, 560 nm)\nBand 2: Sentinel B04 (red, 665 nm)\nBand 3: Sentinel B08 (near infrared, 842 nm)\n\nThe image was downloaded using Sentinel Hub: https://www.sentinel-hub.com/explore/eobrowser/\n\n# Load raster layer\nraster = xr.open_dataarray('../datasets/spatial/2024-04-03_Sentinel-2_L2A_B03_B04_B08-16bit.tiff')\nraster\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n&lt;xarray.DataArray 'band_data' (band: 3, y: 1060, x: 1461)&gt;\n[4645980 values with dtype=float32]\nCoordinates:\n  * band         (band) int64 1 2 3\n  * x            (x) float64 -96.66 -96.66 -96.66 ... -96.53 -96.53 -96.53\n  * y            (y) float64 39.15 39.15 39.15 39.15 ... 39.06 39.06 39.06 39.06\n    spatial_ref  int64 ...\nAttributes:\n    AREA_OR_POINT:           Area\n    TIFFTAG_RESOLUTIONUNIT:  1 (unitless)\n    TIFFTAG_XRESOLUTION:     1\n    TIFFTAG_YRESOLUTION:     1xarray.DataArray'band_data'band: 3y: 1060x: 1461...[4645980 values with dtype=float32]Coordinates: (4)band(band)int641 2 3array([1, 2, 3])x(x)float64-96.66 -96.66 ... -96.53 -96.53array([-96.664536, -96.664446, -96.664356, ..., -96.533314, -96.533224,\n       -96.533134])y(y)float6439.15 39.15 39.15 ... 39.06 39.06array([39.154246, 39.154156, 39.154066, ..., 39.059142, 39.059052, 39.058962])spatial_ref()int64...crs_wkt :GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]]semi_major_axis :6378137.0semi_minor_axis :6356752.314245179inverse_flattening :298.257223563reference_ellipsoid_name :WGS 84longitude_of_prime_meridian :0.0prime_meridian_name :Greenwichgeographic_crs_name :WGS 84horizontal_datum_name :World Geodetic System 1984grid_mapping_name :latitude_longitudespatial_ref :GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]]GeoTransform :-96.664581 9.000136892538973e-05 0.0 39.154291 0.0 -8.997547169811285e-05[1 values with dtype=int64]Indexes: (3)bandPandasIndexPandasIndex(Index([1, 2, 3], dtype='int64', name='band'))xPandasIndexPandasIndex(Index([-96.66453599931553,  -96.6644459979466, -96.66435599657768,\n       -96.66426599520875, -96.66417599383983,  -96.6640859924709,\n       -96.66399599110198, -96.66390598973305, -96.66381598836414,\n        -96.6637259869952,\n       ...\n        -96.5339440130048, -96.53385401163587, -96.53376401026694,\n       -96.53367400889802, -96.53358400752909, -96.53349400616017,\n       -96.53340400479124, -96.53331400342232, -96.53322400205339,\n       -96.53313400068447],\n      dtype='float64', name='x', length=1461))yPandasIndexPandasIndex(Index([ 39.15424601226415,  39.15415603679246, 39.154066061320755,\n        39.15397608584906,  39.15388611037736,  39.15379613490566,\n       39.153706159433966, 39.153616183962264,  39.15352620849057,\n        39.15343623301887,\n       ...\n       39.059771766981136,  39.05968179150943,  39.05959181603774,\n        39.05950184056604,  39.05941186509434, 39.059321889622645,\n        39.05923191415095,  39.05914193867925,  39.05905196320755,\n        39.05896198773585],\n      dtype='float64', name='y', length=1060))Attributes: (4)AREA_OR_POINT :AreaTIFFTAG_RESOLUTIONUNIT :1 (unitless)TIFFTAG_XRESOLUTION :1TIFFTAG_YRESOLUTION :1\n\n\n\n# Display CRS for raster layer\nprint(raster.rio.crs)\n\nEPSG:4326\n\n\n\n# Create separate variables to easily keep track of each band\nred = raster[1] # Red band\nnir = raster[2] # NIR band\n\n\n# Visualize raster files (1 band each)\nplt.figure(figsize=(12,4))\n\nplt.subplot(1,2,1)\nplt.title('Red band')\nred.plot(cmap='Spectral')\n\nplt.subplot(1,2,2)\nplt.title('NIR band')\nnir.plot(cmap='Spectral')\n\nplt.show()"
   },
   {
     "objectID": "exercises/raster_and_vector.html#compute-ndvi",
     "href": "exercises/raster_and_vector.html#compute-ndvi",
     "title": "86  Raster and vector",
     "section": "Compute NDVI",
-    "text": "Compute NDVI\nNormalized Difference Vegetation Index (NDVI) is a measure typically used in remote sensing to quantify and assess vegetation health and density. It is calculated using near-infrared (NIR) and red light reflectance values over an area as follows:\n NDVI = \\frac{Red - NIR}{Red+NIR}\nNDVI values range from -1 to 1, where higher values indicate healthier and denser vegetation, typically falling between 0.2 and 0.8 for vegetation. Bare soil and rocks fall have values ranging from 0 to 0.2. Bodies of water like ponds, likes, rivers, and oceans typically have negative values close to -1.\n\n# Calculate NDVI\nNDVI = (B8 - B4)/(B8 + B4)\n\nNow that we have the NDVI raster layer, here a few additional commands that could be useful:\n# Get NDVI values as Numpy array\nNDVI.values\n\n# Get latitude values as Numpy array\nNDVI.coords['y'].values\n\n# Get a 3 by 3 slice\nNDVI[0:3,0:3]\n\n# Find NDVI value for nearest point\nNDVI.sel(x=-96.664356, y=39.15406606, method='nearest')"
+    "text": "Compute NDVI\nNormalized Difference Vegetation Index (NDVI) is a measure typically used in remote sensing to quantify and assess vegetation health and density. It is calculated using near-infrared (NIR) and red light reflectance values over an area as follows:\n NDVI = \\frac{NIR-Red}{NIR+Red}\nNDVI values range from -1 to 1, where higher values indicate healthier and denser vegetation, typically falling between 0.2 and 0.8 for vegetation. Bare soil and rocks fall have values ranging from 0 to 0.2. Bodies of water like ponds, likes, rivers, and oceans typically have negative values close to -1.\n\n# Calculate NDVI\nndvi = (nir - red)/(nir + red)\n\nNow that we have the NDVI raster layer, here a few additional commands that could be useful:\n# Get NDVI values as Numpy array\nndvi.values\n\n# Get latitude values as Numpy array\nndvi.coords['y'].values\n\n# Get a 3 by 3 slice\nndvi[0:3,0:3]\n\n# Find NDVI value for nearest point\nndvi.sel(x=-96.664356, y=39.15406606, method='nearest')"
   },
   {
     "objectID": "exercises/raster_and_vector.html#define-custom-colormap",
     "href": "exercises/raster_and_vector.html#define-custom-colormap",
     "title": "86  Raster and vector",
     "section": "Define custom colormap",
-    "text": "Define custom colormap\n\n# Palette of colors NDVI\nhex_palette = ['#CE7E45', '#DF923D', '#F1B555', '#FCD163', '#99B718', '#74A901',\n             '#66A000', '#529400', '#3E8601', '#207401', '#056201', '#004C00', '#023B01',\n             '#012E01', '#011D01', '#011301']\n\n# Use the built-in ListedColormap function to do the conversion\nndvi_cmap = colors.ListedColormap(hex_palette)\nndvi_cmap.set_bad('#FEFEFE')\nndvi_cmap.set_under('#0000FF')\nndvi_cmap\n\nfrom_list  underbad over \n\n\n\n# Add new colormap to list of Matplotlib's colormaps\nplt.colormaps.register(cmap=ndvi_cmap, name='ndvi')\n\n\n# Visualize NDVI for the entire area of the image\nNDVI.plot(cmap='ndvi', vmin=0.0, vmax=1.0, \n          cbar_kwargs={'label':'NDVI', 'shrink':0.5})\nplt.title('NDVI')\nplt.xlabel('Longitude')\nplt.ylabel('Latitude')\nplt.show()"
+    "text": "Define custom colormap\n\n# Palette of colors NDVI\nhex_palette = ['#CE7E45', '#DF923D', '#F1B555', '#FCD163', '#99B718', '#74A901',\n             '#66A000', '#529400', '#3E8601', '#207401', '#056201', '#004C00', '#023B01',\n             '#012E01', '#011D01', '#011301']\n\n# Use the built-in ListedColormap function to do the conversion\nndvi_cmap = colors.ListedColormap(hex_palette)\nndvi_cmap.set_bad('#FEFEFE')\nndvi_cmap.set_under('#0000FF')\nndvi_cmap\n\nfrom_list  underbad over \n\n\n\n# Add new colormap to list of Matplotlib's colormaps\nplt.colormaps.register(cmap=ndvi_cmap, name='ndvi')\n\n\n# Visualize NDVI for the entire area of the image\nndvi.plot(cmap='ndvi', vmin=0.0, vmax=1.0, \n          cbar_kwargs={'label':'NDVI', 'shrink':0.5})\nplt.title('NDVI')\nplt.xlabel('Longitude')\nplt.ylabel('Latitude')\nplt.show()"
   },
   {
     "objectID": "exercises/raster_and_vector.html#clip-ndvi-raster-to-watersheds",
     "href": "exercises/raster_and_vector.html#clip-ndvi-raster-to-watersheds",
     "title": "86  Raster and vector",
     "section": "Clip NDVI raster to watersheds",
-    "text": "Clip NDVI raster to watersheds\n\n# Define a function to clip the raster with each polygon and return a numpy array\nclip_fn = lambda polygon, R: R.rio.clip([polygon.geometry], \n                                        crs=R.rio.crs, \n                                        all_touched=True)\n\n# Apply the function to each row in the GeoDataFrame to create a new 'clipped_raster' column\ngdf['clipped_raster'] = gdf.apply(lambda row: clip_fn(row, NDVI), axis=1)\n\n# Inspect resulting GeoDataframe\ngdf.head(3)\n\n\n\n\n\n\n\n\nCODE_1\nNAME_1\nAREA\nPERIMETER\nACRES\nHECTARES_1\nDATAID_1\nDATACODE_2\ngeometry\nclipped_raster\n\n\n\n\n0\n0R1A\nR1A\n484815.196184\n2939.146533\n119.800444\n48.481520\nGIS0321\nGIS032\nPOLYGON ((-96.60663 39.07307, -96.60671 39.073...\n[[&lt;xarray.DataArray 'band_data' ()&gt;\\narray(nan...\n\n\n1\nR20A\nR20A\n263364.016292\n2509.563160\n65.078666\n26.336402\nGIS0322\nGIS032\nPOLYGON ((-96.60627 39.07163, -96.60627 39.071...\n[[&lt;xarray.DataArray 'band_data' ()&gt;\\narray(nan...\n\n\n2\n002A\n2A\n283017.160279\n2417.724921\n69.935063\n28.301716\nGIS0323\nGIS032\nPOLYGON ((-96.60294 39.07362, -96.60292 39.073...\n[[&lt;xarray.DataArray 'band_data' ()&gt;\\narray(nan..."
+    "text": "Clip NDVI raster to watersheds\n\n# Define a function to clip the raster with each polygon and return a numpy array\nclip_fn = lambda polygon, R: R.rio.clip([polygon.geometry], \n                                        crs=R.rio.crs, \n                                        all_touched=True)\n\n# Apply the function to each row in the GeoDataFrame to create a new 'clipped_raster' column\ngdf['clipped_raster'] = gdf.apply(lambda row: clip_fn(row, ndvi), axis=1)\n\n# Inspect resulting GeoDataframe\ngdf.head(3)\n\n\n\n\n\n\n\n\nCODE_1\nNAME_1\nAREA\nPERIMETER\nACRES\nHECTARES_1\nDATAID_1\nDATACODE_2\ngeometry\nclipped_raster\n\n\n\n\n0\n0R1A\nR1A\n484815.196184\n2939.146533\n119.800444\n48.481520\nGIS0321\nGIS032\nPOLYGON ((-96.60663 39.07307, -96.60671 39.073...\n[[&lt;xarray.DataArray 'band_data' ()&gt;\\narray(nan...\n\n\n1\nR20A\nR20A\n263364.016292\n2509.563160\n65.078666\n26.336402\nGIS0322\nGIS032\nPOLYGON ((-96.60627 39.07163, -96.60627 39.071...\n[[&lt;xarray.DataArray 'band_data' ()&gt;\\narray(nan...\n\n\n2\n002A\n2A\n283017.160279\n2417.724921\n69.935063\n28.301716\nGIS0323\nGIS032\nPOLYGON ((-96.60294 39.07362, -96.60292 39.073...\n[[&lt;xarray.DataArray 'band_data' ()&gt;\\narray(nan..."
   },
   {
     "objectID": "exercises/raster_and_vector.html#visualize-a-specific-clipped-watershed",
diff --git a/exercises/raster_and_vector.ipynb b/exercises/raster_and_vector.ipynb
index 77ff3b5..14f8e46 100644
--- a/exercises/raster_and_vector.ipynb
+++ b/exercises/raster_and_vector.ipynb
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 22,
    "id": "153a6eec-8bf8-4909-9729-8a088e755571",
    "metadata": {},
    "outputs": [],
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 23,
    "id": "6493cb90-d811-4221-ad09-10fc255ee1ec",
    "metadata": {},
    "outputs": [
@@ -137,7 +137,7 @@
        "2     GIS032  POLYGON ((707362.870 4327681.792, 707364.460 4...  "
       ]
      },
-     "execution_count": 2,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 24,
    "id": "89760133-6136-4891-bd2f-ba8699cfc0d1",
    "metadata": {},
    "outputs": [
@@ -180,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 25,
    "id": "38b6545b-99de-4e5c-a864-581da8e006b9",
    "metadata": {},
    "outputs": [],
@@ -191,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 26,
    "id": "b5d84b0a-16eb-4573-9814-2ade79dcd47c",
    "metadata": {},
    "outputs": [
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 27,
    "id": "e2f0a111-fada-42f3-9a6b-55225cfbb4b6",
    "metadata": {},
    "outputs": [
@@ -614,8 +614,8 @@
        "    AREA_OR_POINT:           Area\n",
        "    TIFFTAG_RESOLUTIONUNIT:  1 (unitless)\n",
        "    TIFFTAG_XRESOLUTION:     1\n",
-       "    TIFFTAG_YRESOLUTION:     1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'band_data'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>band</span>: 3</li><li><span class='xr-has-index'>y</span>: 1060</li><li><span class='xr-has-index'>x</span>: 1461</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-397de6c2-4d2e-4196-999d-f192101ac33d' class='xr-array-in' type='checkbox' checked><label for='section-397de6c2-4d2e-4196-999d-f192101ac33d' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[4645980 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-74bff003-1168-4fa1-af92-33f5355d534c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74bff003-1168-4fa1-af92-33f5355d534c' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>band</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3</div><input id='attrs-f62014e8-c91c-4407-a783-181ae22526c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f62014e8-c91c-4407-a783-181ae22526c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d1e39aa-ec87-496f-bfed-97e1c43218be' class='xr-var-data-in' type='checkbox'><label for='data-3d1e39aa-ec87-496f-bfed-97e1c43218be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-96.66 -96.66 ... -96.53 -96.53</div><input id='attrs-492f3007-71e0-4c5d-a7df-2cdd53562c28' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-492f3007-71e0-4c5d-a7df-2cdd53562c28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f054160-f03f-4d8a-9618-79c6c1fff2a5' class='xr-var-data-in' type='checkbox'><label for='data-2f054160-f03f-4d8a-9618-79c6c1fff2a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-96.664536, -96.664446, -96.664356, ..., -96.533314, -96.533224,\n",
-       "       -96.533134])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>39.15 39.15 39.15 ... 39.06 39.06</div><input id='attrs-c25f8c08-cd5d-4c68-999f-52f14b99a02f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c25f8c08-cd5d-4c68-999f-52f14b99a02f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50e99154-9d7a-43e5-8858-2088f4ab4ee5' class='xr-var-data-in' type='checkbox'><label for='data-50e99154-9d7a-43e5-8858-2088f4ab4ee5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([39.154246, 39.154156, 39.154066, ..., 39.059142, 39.059052, 39.058962])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-05c7a3a5-39bb-47be-a7f4-c236a2352fc1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05c7a3a5-39bb-47be-a7f4-c236a2352fc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a70aa03-d798-4125-abfb-ffe98e501e51' class='xr-var-data-in' type='checkbox'><label for='data-7a70aa03-d798-4125-abfb-ffe98e501e51' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>-96.664581 9.000136892538973e-05 0.0 39.154291 0.0 -8.997547169811285e-05</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-71870108-2fad-4368-9648-caed37f0b5d9' class='xr-section-summary-in' type='checkbox'  ><label for='section-71870108-2fad-4368-9648-caed37f0b5d9' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-29e357f0-f47b-4d15-82b0-ed5dfbaeaa2c' class='xr-index-data-in' type='checkbox'/><label for='index-29e357f0-f47b-4d15-82b0-ed5dfbaeaa2c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;band&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-73f15157-326e-47ed-908d-76f5e2373fab' class='xr-index-data-in' type='checkbox'/><label for='index-73f15157-326e-47ed-908d-76f5e2373fab' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-96.66453599931553,  -96.6644459979466, -96.66435599657768,\n",
+       "    TIFFTAG_YRESOLUTION:     1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'band_data'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>band</span>: 3</li><li><span class='xr-has-index'>y</span>: 1060</li><li><span class='xr-has-index'>x</span>: 1461</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-e135e7f4-92ef-40d9-97d9-24ac09fb37eb' class='xr-array-in' type='checkbox' checked><label for='section-e135e7f4-92ef-40d9-97d9-24ac09fb37eb' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>...</span></div><div class='xr-array-data'><pre>[4645980 values with dtype=float32]</pre></div></div></li><li class='xr-section-item'><input id='section-0b1f6770-e182-4369-9351-9467d0fd832d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0b1f6770-e182-4369-9351-9467d0fd832d' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>band</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3</div><input id='attrs-ca012371-0617-40ac-87b5-133a4b3a180a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ca012371-0617-40ac-87b5-133a4b3a180a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39467d0d-2819-403f-b340-50ad3f18b43d' class='xr-var-data-in' type='checkbox'><label for='data-39467d0d-2819-403f-b340-50ad3f18b43d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-96.66 -96.66 ... -96.53 -96.53</div><input id='attrs-4cbe4a43-796d-411b-9b0c-d68cf6ff2f6a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4cbe4a43-796d-411b-9b0c-d68cf6ff2f6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b3175b3-1689-44cd-8b1e-291c32c7f258' class='xr-var-data-in' type='checkbox'><label for='data-8b3175b3-1689-44cd-8b1e-291c32c7f258' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-96.664536, -96.664446, -96.664356, ..., -96.533314, -96.533224,\n",
+       "       -96.533134])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>39.15 39.15 39.15 ... 39.06 39.06</div><input id='attrs-79545816-7d25-4aec-b8c7-273bc2fdcc4a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79545816-7d25-4aec-b8c7-273bc2fdcc4a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-950b2290-eacd-418f-8514-740b7a3bd4f3' class='xr-var-data-in' type='checkbox'><label for='data-950b2290-eacd-418f-8514-740b7a3bd4f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([39.154246, 39.154156, 39.154066, ..., 39.059142, 39.059052, 39.058962])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ef245c73-ceb3-441c-8e70-76589bf40e27' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef245c73-ceb3-441c-8e70-76589bf40e27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4edf622d-a117-4369-ab53-87a01802451c' class='xr-var-data-in' type='checkbox'><label for='data-4edf622d-a117-4369-ab53-87a01802451c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>-96.664581 9.000136892538973e-05 0.0 39.154291 0.0 -8.997547169811285e-05</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-035fdbab-8e9f-45a3-9f60-7d6b511cc0c2' class='xr-section-summary-in' type='checkbox'  ><label for='section-035fdbab-8e9f-45a3-9f60-7d6b511cc0c2' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f3bc1a18-67e9-49d1-87cf-d4e04e473847' class='xr-index-data-in' type='checkbox'/><label for='index-f3bc1a18-67e9-49d1-87cf-d4e04e473847' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;band&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5a9eeb06-2bb3-41ec-afc9-772da5448323' class='xr-index-data-in' type='checkbox'/><label for='index-5a9eeb06-2bb3-41ec-afc9-772da5448323' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-96.66453599931553,  -96.6644459979466, -96.66435599657768,\n",
        "       -96.66426599520875, -96.66417599383983,  -96.6640859924709,\n",
        "       -96.66399599110198, -96.66390598973305, -96.66381598836414,\n",
        "        -96.6637259869952,\n",
@@ -624,7 +624,7 @@
        "       -96.53367400889802, -96.53358400752909, -96.53349400616017,\n",
        "       -96.53340400479124, -96.53331400342232, -96.53322400205339,\n",
        "       -96.53313400068447],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1461))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-28e1e76c-64a4-4ed8-9c08-fb80071dd030' class='xr-index-data-in' type='checkbox'/><label for='index-28e1e76c-64a4-4ed8-9c08-fb80071dd030' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 39.15424601226415,  39.15415603679246, 39.154066061320755,\n",
+       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1461))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-33032933-eace-41bf-ad5d-8098153c8875' class='xr-index-data-in' type='checkbox'/><label for='index-33032933-eace-41bf-ad5d-8098153c8875' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 39.15424601226415,  39.15415603679246, 39.154066061320755,\n",
        "        39.15397608584906,  39.15388611037736,  39.15379613490566,\n",
        "       39.153706159433966, 39.153616183962264,  39.15352620849057,\n",
        "        39.15343623301887,\n",
@@ -633,7 +633,7 @@
        "        39.05950184056604,  39.05941186509434, 39.059321889622645,\n",
        "        39.05923191415095,  39.05914193867925,  39.05905196320755,\n",
        "        39.05896198773585],\n",
-       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1060))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f09eed21-36b6-4edd-bb2e-93c5786da97e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f09eed21-36b6-4edd-bb2e-93c5786da97e' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>TIFFTAG_RESOLUTIONUNIT :</span></dt><dd>1 (unitless)</dd><dt><span>TIFFTAG_XRESOLUTION :</span></dt><dd>1</dd><dt><span>TIFFTAG_YRESOLUTION :</span></dt><dd>1</dd></dl></div></li></ul></div></div>"
+       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1060))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-988f7f66-544a-45f3-a76c-9200fa343788' class='xr-section-summary-in' type='checkbox'  checked><label for='section-988f7f66-544a-45f3-a76c-9200fa343788' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>TIFFTAG_RESOLUTIONUNIT :</span></dt><dd>1 (unitless)</dd><dt><span>TIFFTAG_XRESOLUTION :</span></dt><dd>1</dd><dt><span>TIFFTAG_YRESOLUTION :</span></dt><dd>1</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'band_data' (band: 3, y: 1060, x: 1461)>\n",
@@ -650,7 +650,7 @@
        "    TIFFTAG_YRESOLUTION:     1"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -663,7 +663,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 28,
    "id": "1f739e7c-73e4-4738-9df1-129a7f7c06fa",
    "metadata": {},
    "outputs": [
@@ -682,19 +682,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 31,
    "id": "acd2a7ec-9bbf-44c2-9345-e0321a308964",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Create separate variables to easily keep track of each band\n",
-    "B4 = raster[1] # Red band\n",
-    "B8 = raster[2] # NIR band\n"
+    "red = raster[1] # Red band\n",
+    "nir = raster[2] # NIR band\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 32,
    "id": "df801097-7bd0-4332-bad9-14fc54eaffaf",
    "metadata": {},
    "outputs": [
@@ -714,12 +714,12 @@
     "plt.figure(figsize=(12,4))\n",
     "\n",
     "plt.subplot(1,2,1)\n",
-    "plt.title('Band 4')\n",
-    "B4.plot(cmap='Spectral')\n",
+    "plt.title('Red band')\n",
+    "red.plot(cmap='Spectral')\n",
     "\n",
     "plt.subplot(1,2,2)\n",
-    "plt.title('Band 8')\n",
-    "B8.plot(cmap='Spectral')\n",
+    "plt.title('NIR band')\n",
+    "nir.plot(cmap='Spectral')\n",
     "\n",
     "plt.show()\n"
    ]
@@ -733,20 +733,20 @@
     "\n",
     "Normalized Difference Vegetation Index (NDVI) is a measure typically used in remote sensing to quantify and assess vegetation health and density. It is calculated using near-infrared (NIR) and red light reflectance values over an area as follows:\n",
     "\n",
-    "$$ NDVI = \\frac{Red - NIR}{Red+NIR}$$\n",
+    "$$ NDVI = \\frac{NIR-Red}{NIR+Red}$$\n",
     "\n",
     "NDVI values range from -1 to 1, where higher values indicate healthier and denser vegetation, typically falling between 0.2 and 0.8 for vegetation. Bare soil and rocks fall have values ranging from 0 to 0.2. Bodies of water like ponds, likes, rivers, and oceans typically have negative values close to -1."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 33,
    "id": "1acda02b-b9c3-4a28-9ce8-082a09ea8bcf",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Calculate NDVI\n",
-    "NDVI = (B8 - B4)/(B8 + B4)\n"
+    "ndvi = (nir - red)/(nir + red)\n"
    ]
   },
   {
@@ -758,16 +758,16 @@
     "\n",
     "```python\n",
     "# Get NDVI values as Numpy array\n",
-    "NDVI.values\n",
+    "ndvi.values\n",
     "\n",
     "# Get latitude values as Numpy array\n",
-    "NDVI.coords['y'].values\n",
+    "ndvi.coords['y'].values\n",
     "\n",
     "# Get a 3 by 3 slice\n",
-    "NDVI[0:3,0:3]\n",
+    "ndvi[0:3,0:3]\n",
     "\n",
     "# Find NDVI value for nearest point\n",
-    "NDVI.sel(x=-96.664356, y=39.15406606, method='nearest')\n",
+    "ndvi.sel(x=-96.664356, y=39.15406606, method='nearest')\n",
     "```"
    ]
   },
@@ -781,7 +781,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 34,
    "id": "5e3814e4-5e7d-457c-8439-6b38f693c126",
    "metadata": {},
    "outputs": [
@@ -792,10 +792,10 @@
        "<div style=\"vertical-align: middle;\"><strong>from_list</strong> </div><div class=\"cmap\"><img alt=\"from_list colormap\" title=\"from_list\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#0000ffff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #0000ffff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#fefefeff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #fefefeff;\"></div></div><div style=\"float: right;\">over <div title=\"#011301ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #011301ff;\"></div></div>"
       ],
       "text/plain": [
-       "<matplotlib.colors.ListedColormap at 0x7fcbeca46140>"
+       "<matplotlib.colors.ListedColormap at 0x7fcbc6c07f10>"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -815,7 +815,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 36,
    "id": "ccb1bd1b-3ad8-436e-817c-d92e2a992188",
    "metadata": {},
    "outputs": [],
@@ -826,7 +826,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 37,
    "id": "ebd52bf0-0c46-4bc7-ae05-ad4b074bb84d",
    "metadata": {},
    "outputs": [
@@ -843,7 +843,7 @@
    ],
    "source": [
     "# Visualize NDVI for the entire area of the image\n",
-    "NDVI.plot(cmap='ndvi', vmin=0.0, vmax=1.0, \n",
+    "ndvi.plot(cmap='ndvi', vmin=0.0, vmax=1.0, \n",
     "          cbar_kwargs={'label':'NDVI', 'shrink':0.5})\n",
     "plt.title('NDVI')\n",
     "plt.xlabel('Longitude')\n",
@@ -861,7 +861,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 38,
    "id": "7e67867c-eac1-4c7f-b4f4-a37907a24dcb",
    "metadata": {},
    "outputs": [
@@ -959,7 +959,7 @@
        "2  [[<xarray.DataArray 'band_data' ()>\\narray(nan...  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -971,7 +971,7 @@
     "                                        all_touched=True)\n",
     "\n",
     "# Apply the function to each row in the GeoDataFrame to create a new 'clipped_raster' column\n",
-    "gdf['clipped_raster'] = gdf.apply(lambda row: clip_fn(row, NDVI), axis=1)\n",
+    "gdf['clipped_raster'] = gdf.apply(lambda row: clip_fn(row, ndvi), axis=1)\n",
     "\n",
     "# Inspect resulting GeoDataframe\n",
     "gdf.head(3)\n"
@@ -989,7 +989,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 39,
    "id": "87afdd98-3ce5-4178-81db-cc633b278f59",
    "metadata": {},
    "outputs": [
@@ -1010,7 +1010,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 40,
    "id": "d5d0f203-6fc3-47fa-839b-5d82109d456b",
    "metadata": {},
    "outputs": [
@@ -1057,7 +1057,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 41,
    "id": "ad428f65-adda-4408-8600-938b2dda728c",
    "metadata": {},
    "outputs": [
@@ -1159,7 +1159,7 @@
        "2  [[<xarray.DataArray 'band_data' ()>\\narray(nan...  "
       ]
      },
-     "execution_count": 17,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1189,7 +1189,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 42,
    "id": "663134ec-5a1d-45f9-ab16-239d17475532",
    "metadata": {},
    "outputs": [
@@ -1225,7 +1225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 43,
    "id": "da9a480a-886b-4a2e-a9d2-bf0352bf1140",
    "metadata": {},
    "outputs": [
@@ -1259,7 +1259,7 @@
        "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
        "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
        "            &lt;style&gt;\n",
-       "                #map_c84eb2a24ec0b07275203ef0a09bb0d2 {\n",
+       "                #map_71f2b876a1c5c3ff192a235e21079d6e {\n",
        "                    position: relative;\n",
        "                    width: 100.0%;\n",
        "                    height: 100.0%;\n",
@@ -1290,14 +1290,14 @@
        "&lt;body&gt;\n",
        "    \n",
        "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_c84eb2a24ec0b07275203ef0a09bb0d2&quot; &gt;&lt;/div&gt;\n",
+       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_71f2b876a1c5c3ff192a235e21079d6e&quot; &gt;&lt;/div&gt;\n",
        "        \n",
        "&lt;/body&gt;\n",
        "&lt;script&gt;\n",
        "    \n",
        "    \n",
-       "            var map_c84eb2a24ec0b07275203ef0a09bb0d2 = L.map(\n",
-       "                &quot;map_c84eb2a24ec0b07275203ef0a09bb0d2&quot;,\n",
+       "            var map_71f2b876a1c5c3ff192a235e21079d6e = L.map(\n",
+       "                &quot;map_71f2b876a1c5c3ff192a235e21079d6e&quot;,\n",
        "                {\n",
        "                    center: [39.10077373838221, -96.5767885440094],\n",
        "                    crs: L.CRS.EPSG3857,\n",
@@ -1306,25 +1306,25 @@
        "                    preferCanvas: false,\n",
        "                }\n",
        "            );\n",
-       "            L.control.scale().addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);\n",
+       "            L.control.scale().addTo(map_71f2b876a1c5c3ff192a235e21079d6e);\n",
        "\n",
        "            \n",
        "\n",
        "        \n",
        "    \n",
-       "            var tile_layer_18bf65ea711274e9c1f5b70fb78db10b = L.tileLayer(\n",
+       "            var tile_layer_d64a4444b2f71bc647f45ceba953f8a0 = L.tileLayer(\n",
        "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
        "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
-       "            ).addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);\n",
+       "            ).addTo(map_71f2b876a1c5c3ff192a235e21079d6e);\n",
        "        \n",
        "    \n",
-       "            map_c84eb2a24ec0b07275203ef0a09bb0d2.fitBounds(\n",
+       "            map_71f2b876a1c5c3ff192a235e21079d6e.fitBounds(\n",
        "                [[39.06565118262331, -96.61513534643187], [39.135896294141105, -96.53844174158694]],\n",
        "                {}\n",
        "            );\n",
        "        \n",
        "    \n",
-       "        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_styler(feature) {\n",
+       "        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_styler(feature) {\n",
        "            switch(feature.id) {\n",
        "                case &quot;0&quot;: case &quot;2&quot;: case &quot;3&quot;: case &quot;5&quot;: case &quot;15&quot;: case &quot;22&quot;: case &quot;31&quot;: case &quot;71&quot;: \n",
        "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ce7e45&quot;, &quot;fillOpacity&quot;: 0.5, &quot;stroke&quot;: true, &quot;weight&quot;: 2, &quot;width&quot;: 1};\n",
@@ -1352,53 +1352,53 @@
        "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#fcd163&quot;, &quot;fillOpacity&quot;: 0.5, &quot;stroke&quot;: true, &quot;weight&quot;: 2, &quot;width&quot;: 1};\n",
        "            }\n",
        "        }\n",
-       "        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_highlighter(feature) {\n",
+       "        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_highlighter(feature) {\n",
        "            switch(feature.id) {\n",
        "                default:\n",
        "                    return {&quot;fillOpacity&quot;: 0.75};\n",
        "            }\n",
        "        }\n",
-       "        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_pointToLayer(feature, latlng) {\n",
+       "        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_pointToLayer(feature, latlng) {\n",
        "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
        "            \n",
-       "            let style = geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_styler(feature)\n",
+       "            let style = geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_styler(feature)\n",
        "            Object.assign(opts, style)\n",
        "            \n",
        "            return new L.CircleMarker(latlng, opts)\n",
        "        }\n",
        "\n",
-       "        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_onEachFeature(feature, layer) {\n",
+       "        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_onEachFeature(feature, layer) {\n",
        "            layer.on({\n",
        "                mouseout: function(e) {\n",
        "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
-       "                        geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7.resetStyle(e.target);\n",
+       "                        geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9.resetStyle(e.target);\n",
        "                    }\n",
        "                },\n",
        "                mouseover: function(e) {\n",
        "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
-       "                        const highlightStyle = geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_highlighter(e.target.feature)\n",
+       "                        const highlightStyle = geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_highlighter(e.target.feature)\n",
        "                        e.target.setStyle(highlightStyle);\n",
        "                    }\n",
        "                },\n",
        "            });\n",
        "        };\n",
-       "        var geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_onEachFeature,\n",
+       "        var geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_onEachFeature,\n",
        "            \n",
-       "                style: geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_styler,\n",
-       "                pointToLayer: geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_pointToLayer\n",
+       "                style: geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_styler,\n",
+       "                pointToLayer: geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_pointToLayer\n",
        "        });\n",
        "\n",
-       "        function geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7_add (data) {\n",
-       "            geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7\n",
+       "        function geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9_add (data) {\n",
+       "            geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9\n",
        "                .addData(data)\n",
-       "                .addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);\n",
+       "                .addTo(map_71f2b876a1c5c3ff192a235e21079d6e);\n",
        "        }\n",
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        "\n",
        "        \n",
        "    \n",
-       "    geo_json_5e57cd9fbfdbc68d9a11f0a8a74d92e7.bindTooltip(\n",
+       "    geo_json_f08f710bab4cfa40a37e3bc98dc5ceb9.bindTooltip(\n",
        "    function(layer){\n",
        "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
        "    \n",
@@ -1422,42 +1422,42 @@
        "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
        "                     \n",
        "    \n",
-       "    var color_map_35409528275695ea0ba0418475c6a69b = {};\n",
+       "    var color_map_07141af38ce253d8536d779535dfe497 = {};\n",
        "\n",
        "    \n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.color = d3.scale.threshold()\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.color = d3.scale.threshold()\n",
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&#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;, &#x27;#011301ff&#x27;]);\n",
        "    \n",
        "\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.x = d3.scale.linear()\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.x = d3.scale.linear()\n",
        "              .domain([0.17356258630752563, 0.45262089371681213])\n",
        "              .range([0, 450 - 50]);\n",
        "\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.legend = L.control({position: &#x27;topright&#x27;});\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.legend.addTo(map_c84eb2a24ec0b07275203ef0a09bb0d2);\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.legend = L.control({position: &#x27;topright&#x27;});\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.legend.addTo(map_71f2b876a1c5c3ff192a235e21079d6e);\n",
        "\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.xAxis = d3.svg.axis()\n",
-       "        .scale(color_map_35409528275695ea0ba0418475c6a69b.x)\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.xAxis = d3.svg.axis()\n",
+       "        .scale(color_map_07141af38ce253d8536d779535dfe497.x)\n",
        "        .orient(&quot;top&quot;)\n",
        "        .tickSize(1)\n",
        "        .tickValues([0.17356258630752563, &#x27;&#x27;, 0.20844487473368645, &#x27;&#x27;, 0.24332716315984726, &#x27;&#x27;, 0.27820945158600807, &#x27;&#x27;, 0.3130917400121689, &#x27;&#x27;, 0.3479740284383297, &#x27;&#x27;, 0.3828563168644905, &#x27;&#x27;, 0.4177386052906513, &#x27;&#x27;, 0.45262089371681213, &#x27;&#x27;]);\n",
        "\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
        "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
        "        .attr(&quot;width&quot;, 450)\n",
        "        .attr(&quot;height&quot;, 40);\n",
        "\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.g = color_map_35409528275695ea0ba0418475c6a69b.svg.append(&quot;g&quot;)\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.g = color_map_07141af38ce253d8536d779535dfe497.svg.append(&quot;g&quot;)\n",
        "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
        "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
        "\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.g.selectAll(&quot;rect&quot;)\n",
-       "        .data(color_map_35409528275695ea0ba0418475c6a69b.color.range().map(function(d, i) {\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.g.selectAll(&quot;rect&quot;)\n",
+       "        .data(color_map_07141af38ce253d8536d779535dfe497.color.range().map(function(d, i) {\n",
        "          return {\n",
-       "            x0: i ? color_map_35409528275695ea0ba0418475c6a69b.x(color_map_35409528275695ea0ba0418475c6a69b.color.domain()[i - 1]) : color_map_35409528275695ea0ba0418475c6a69b.x.range()[0],\n",
-       "            x1: i &lt; color_map_35409528275695ea0ba0418475c6a69b.color.domain().length ? color_map_35409528275695ea0ba0418475c6a69b.x(color_map_35409528275695ea0ba0418475c6a69b.color.domain()[i]) : color_map_35409528275695ea0ba0418475c6a69b.x.range()[1],\n",
+       "            x0: i ? color_map_07141af38ce253d8536d779535dfe497.x(color_map_07141af38ce253d8536d779535dfe497.color.domain()[i - 1]) : color_map_07141af38ce253d8536d779535dfe497.x.range()[0],\n",
+       "            x1: i &lt; color_map_07141af38ce253d8536d779535dfe497.color.domain().length ? color_map_07141af38ce253d8536d779535dfe497.x(color_map_07141af38ce253d8536d779535dfe497.color.domain()[i]) : color_map_07141af38ce253d8536d779535dfe497.x.range()[1],\n",
        "            z: d\n",
        "          };\n",
        "        }))\n",
@@ -1467,7 +1467,7 @@
        "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
        "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
        "\n",
-       "    color_map_35409528275695ea0ba0418475c6a69b.g.call(color_map_35409528275695ea0ba0418475c6a69b.xAxis).append(&quot;text&quot;)\n",
+       "    color_map_07141af38ce253d8536d779535dfe497.g.call(color_map_07141af38ce253d8536d779535dfe497.xAxis).append(&quot;text&quot;)\n",
        "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
        "        .attr(&quot;y&quot;, 21)\n",
        "        .text(&quot;NDVI&quot;);\n",
@@ -1475,10 +1475,10 @@
        "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
       ],
       "text/plain": [
-       "<folium.folium.Map at 0x7fcbc69afa60>"
+       "<folium.folium.Map at 0x7fcbb3ea4f70>"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }