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diff --git a/latest/.buildinfo b/latest/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 2da95c342f64efd7e8c9ed59bf0e5516
+config: 42aab3e79e3ca10393f981aa1abdd173
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/latest/_images/notebooks_SFRmaker_demo_17_1.png b/latest/_images/notebooks_SFRmaker_demo_17_1.png
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diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_1.png b/latest/_images/notebooks_Streambed_elevation_demo_8_1.png
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diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_40.png b/latest/_images/notebooks_Streambed_elevation_demo_8_40.png
diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_41.png b/latest/_images/notebooks_Streambed_elevation_demo_8_41.png
diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_5.png b/latest/_images/notebooks_Streambed_elevation_demo_8_5.png
diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_6.png b/latest/_images/notebooks_Streambed_elevation_demo_8_6.png
diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_7.png b/latest/_images/notebooks_Streambed_elevation_demo_8_7.png
diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_8.png b/latest/_images/notebooks_Streambed_elevation_demo_8_8.png
diff --git a/latest/_images/notebooks_Streambed_elevation_demo_8_9.png b/latest/_images/notebooks_Streambed_elevation_demo_8_9.png
diff --git a/latest/_images/notebooks_preprocessing_demo_14_1.png b/latest/_images/notebooks_preprocessing_demo_14_1.png
diff --git a/latest/_images/notebooks_preprocessing_demo_17_1.png b/latest/_images/notebooks_preprocessing_demo_17_1.png
diff --git a/latest/_images/notebooks_preprocessing_demo_9_1.png b/latest/_images/notebooks_preprocessing_demo_9_1.png
diff --git a/latest/_images/notebooks_sfrmaker_tools_12_1.png b/latest/_images/notebooks_sfrmaker_tools_12_1.png
diff --git a/latest/_modules/index.html b/latest/_modules/index.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Overview: module code &mdash; SFRmaker 0.11.1.post5.dev0+ga0e0c61 documentation</title>
+  <title>Overview: module code &mdash; SFRmaker 0.11.1.post6.dev0+gb19b63e documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
@@ -38,7 +38,7 @@
             SFRmaker
           </a>
               <div class="version">
-                0.11.1.post5.dev0+ga0e0c61
+                0.11.1.post6.dev0+gb19b63e
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -119,7 +119,7 @@ <h1>All modules for which code is available</h1>
 
   <div role="contentinfo">
     <p>
-      <span class="lastupdated">Last updated on Oct 17, 2023.
+      <span class="lastupdated">Last updated on Nov 15, 2023.
       </span></p>
   </div>
 

diff --git a/latest/_modules/sfrmaker/flows.html b/latest/_modules/sfrmaker/flows.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>sfrmaker.flows &mdash; SFRmaker 0.11.1.post5.dev0+ga0e0c61 documentation</title>
+  <title>sfrmaker.flows &mdash; SFRmaker 0.11.1.post6.dev0+gb19b63e documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/plot_directive.css" type="text/css" />
@@ -38,7 +38,7 @@
             SFRmaker
           </a>
               <div class="version">
-                0.11.1.post5.dev0+ga0e0c61
+                0.11.1.post6.dev0+gb19b63e
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
@@ -695,7 +695,7 @@ <h1>Source code for sfrmaker.flows</h1><div class="highlight"><pre>
 
   <div role="contentinfo">
     <p>
-      <span class="lastupdated">Last updated on Oct 17, 2023.
+      <span class="lastupdated">Last updated on Nov 15, 2023.
       </span></p>
   </div>
 

diff --git a/latest/_modules/sfrmaker/grid.html b/latest/_modules/sfrmaker/grid.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>sfrmaker.grid &mdash; SFRmaker 0.11.1.post5.dev0+ga0e0c61 documentation</title>
+  <title>sfrmaker.grid &mdash; SFRmaker 0.11.1.post6.dev0+gb19b63e documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/plot_directive.css" type="text/css" />
@@ -38,7 +38,7 @@
             SFRmaker
           </a>
               <div class="version">
-                0.11.1.post5.dev0+ga0e0c61
+                0.11.1.post6.dev0+gb19b63e
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
@@ -678,7 +678,7 @@ <h1>Source code for sfrmaker.grid</h1><div class="highlight"><pre>
 
   <div role="contentinfo">
     <p>
-      <span class="lastupdated">Last updated on Oct 17, 2023.
+      <span class="lastupdated">Last updated on Nov 15, 2023.
       </span></p>
   </div>
 

diff --git a/latest/_modules/sfrmaker/lines.html b/latest/_modules/sfrmaker/lines.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>sfrmaker.lines &mdash; SFRmaker 0.11.1.post5.dev0+ga0e0c61 documentation</title>
+  <title>sfrmaker.lines &mdash; SFRmaker 0.11.1.post6.dev0+gb19b63e documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/plot_directive.css" type="text/css" />
@@ -38,7 +38,7 @@
             SFRmaker
           </a>
               <div class="version">
-                0.11.1.post5.dev0+ga0e0c61
+                0.11.1.post6.dev0+gb19b63e
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
@@ -1370,7 +1370,7 @@ <h1>Source code for sfrmaker.lines</h1><div class="highlight"><pre>
 
   <div role="contentinfo">
     <p>
-      <span class="lastupdated">Last updated on Oct 17, 2023.
+      <span class="lastupdated">Last updated on Nov 15, 2023.
       </span></p>
   </div>
 

diff --git a/latest/_modules/sfrmaker/mf5to6.html b/latest/_modules/sfrmaker/mf5to6.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>sfrmaker.mf5to6 &mdash; SFRmaker 0.11.1.post5.dev0+ga0e0c61 documentation</title>
+  <title>sfrmaker.mf5to6 &mdash; SFRmaker 0.11.1.post6.dev0+gb19b63e documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/plot_directive.css" type="text/css" />
@@ -38,7 +38,7 @@
             SFRmaker
           </a>
               <div class="version">
-                0.11.1.post5.dev0+ga0e0c61
+                0.11.1.post6.dev0+gb19b63e
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
@@ -638,7 +638,7 @@ <h1>Source code for sfrmaker.mf5to6</h1><div class="highlight"><pre>
 
   <div role="contentinfo">
     <p>
-      <span class="lastupdated">Last updated on Oct 17, 2023.
+      <span class="lastupdated">Last updated on Nov 15, 2023.
       </span></p>
   </div>
 

diff --git a/latest/_modules/sfrmaker/observations.html b/latest/_modules/sfrmaker/observations.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>sfrmaker.observations &mdash; SFRmaker 0.11.1.post5.dev0+ga0e0c61 documentation</title>
+  <title>sfrmaker.observations &mdash; SFRmaker 0.11.1.post6.dev0+gb19b63e documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/plot_directive.css" type="text/css" />
@@ -38,7 +38,7 @@
             SFRmaker
           </a>
               <div class="version">
-                0.11.1.post5.dev0+ga0e0c61
+                0.11.1.post6.dev0+gb19b63e
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
@@ -642,7 +642,7 @@ <h1>Source code for sfrmaker.observations</h1><div class="highlight"><pre>
 
   <div role="contentinfo">
     <p>
-      <span class="lastupdated">Last updated on Oct 17, 2023.
+      <span class="lastupdated">Last updated on Nov 15, 2023.
       </span></p>
   </div>
 

diff --git a/latest/_modules/sfrmaker/preprocessing.html b/latest/_modules/sfrmaker/preprocessing.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>sfrmaker.preprocessing &mdash; SFRmaker 0.11.1.post5.dev0+ga0e0c61 documentation</title>
+  <title>sfrmaker.preprocessing &mdash; SFRmaker 0.11.1.post6.dev0+gb19b63e documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/plot_directive.css" type="text/css" />
@@ -38,7 +38,7 @@
             SFRmaker
           </a>
               <div class="version">
-                0.11.1.post5.dev0+ga0e0c61
+                0.11.1.post6.dev0+gb19b63e
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
@@ -309,16 +309,16 @@ <h1>Source code for sfrmaker.preprocessing</h1><div class="highlight"><pre>
     <span class="c1"># drop any entries without ID numbers</span>
     <span class="c1"># enforce integer dtype in ID numbers</span>
     <span class="n">fl</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <span class="n">fl</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">fl</span><span class="o">.</span><span class="n">COMID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+    <span class="n">fl</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">fl</span><span class="o">.</span><span class="n">COMID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int64&#39;</span><span class="p">)</span>
     <span class="n">fl</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">fl</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">]</span>
     <span class="n">pfvaa</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;ComID&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <span class="n">pfvaa</span><span class="p">[</span><span class="s1">&#39;ComID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pfvaa</span><span class="o">.</span><span class="n">ComID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+    <span class="n">pfvaa</span><span class="p">[</span><span class="s1">&#39;ComID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pfvaa</span><span class="o">.</span><span class="n">ComID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int64&#39;</span><span class="p">)</span>
     <span class="n">pfvaa</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">pfvaa</span><span class="p">[</span><span class="s1">&#39;ComID&#39;</span><span class="p">]</span>
     <span class="n">pf</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;FROMCOMID&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <span class="n">pf</span><span class="p">[</span><span class="s1">&#39;FROMCOMID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pf</span><span class="o">.</span><span class="n">FROMCOMID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+    <span class="n">pf</span><span class="p">[</span><span class="s1">&#39;FROMCOMID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pf</span><span class="o">.</span><span class="n">FROMCOMID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int64&#39;</span><span class="p">)</span>
     <span class="n">pf</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">pf</span><span class="p">[</span><span class="s1">&#39;FROMCOMID&#39;</span><span class="p">]</span>
     <span class="n">elevslope</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <span class="n">elevslope</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">elevslope</span><span class="o">.</span><span class="n">COMID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+    <span class="n">elevslope</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">elevslope</span><span class="o">.</span><span class="n">COMID</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int64&#39;</span><span class="p">)</span>
     <span class="n">elevslope</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">elevslope</span><span class="p">[</span><span class="s1">&#39;COMID&#39;</span><span class="p">]</span>
 
     <span class="n">original_comids</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">fl</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
@@ -1738,7 +1738,7 @@ <h1>Source code for sfrmaker.preprocessing</h1><div class="highlight"><pre>
 
     <span class="c1"># rasterize the catchments unto the NetCDF file grid</span>
     <span class="n">features_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">catchments</span><span class="p">[</span><span class="s1">&#39;geometry&#39;</span><span class="p">],</span> 
-                             <span class="n">catchments</span><span class="p">[</span><span class="n">catchment_id_col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)))</span>
+                             <span class="n">catchments</span><span class="p">[</span><span class="n">catchment_id_col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int64&#39;</span><span class="p">)))</span>
     <span class="n">rasterized</span> <span class="o">=</span> <span class="n">rasterio</span><span class="o">.</span><span class="n">features</span><span class="o">.</span><span class="n">rasterize</span><span class="p">(</span><span class="n">features_list</span><span class="p">,</span> <span class="n">out_shape</span><span class="o">=</span><span class="p">(</span><span class="n">nrow</span><span class="p">,</span> <span class="n">ncol</span><span class="p">),</span> 
                                     <span class="n">transform</span><span class="o">=</span><span class="n">nc_trans</span><span class="p">)</span>
     <span class="n">out_text_array</span> <span class="o">=</span> <span class="n">outfile</span><span class="o">.</span><span class="n">parent</span> <span class="o">/</span> <span class="s1">&#39;nhdplus_catchments.dat&#39;</span>
@@ -1912,7 +1912,7 @@ <h1>Source code for sfrmaker.preprocessing</h1><div class="highlight"><pre>
 
   <div role="contentinfo">
     <p>
-      <span class="lastupdated">Last updated on Oct 17, 2023.
+      <span class="lastupdated">Last updated on Nov 15, 2023.
       </span></p>
   </div>