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diff --git a/v/dev/notebooks/01-06-Image-combination.html b/v/dev/notebooks/01-06-Image-combination.html
@@ -768,7 +768,7 @@ <h2><span class="section-number">1.5.2. </span>Combination method: average or me
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend at 0x7efd145534d0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend at 0x7fb6a82fda50&gt;
 </pre></div>
 </div>
 <img alt="../_images/01-06-Image-combination_8_1.png" src="../_images/01-06-Image-combination_8_1.png" />

diff --git a/v/dev/notebooks/01-11-reading-images.html b/v/dev/notebooks/01-11-reading-images.html
@@ -847,19 +847,19 @@ <h2><span class="section-number">1.8.3. </span>Option 1: Reading a single image
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[ 1.93231885, -0.20554953,  1.11382749, ..., -0.48266713,
-         0.62491939,  0.32332385],
-       [-0.62965729,  0.25235816,  0.42799246, ...,  0.21027981,
-        -0.02531951, -0.03524356],
-       [-0.07380972, -1.30615523,  0.08721875, ..., -1.87320596,
-        -1.29376234, -0.24861751],
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[ 0.2341024 ,  0.0886883 , -0.43032078, ..., -0.75214062,
+         0.23543571, -0.81959724],
+       [-0.53123304,  0.00828962, -0.13003293, ..., -0.19371957,
+        -0.12825977, -1.68561266],
+       [-0.75482136, -0.83648415, -0.19053338, ...,  0.01856515,
+        -0.67724466, -0.61606307],
        ...,
-       [ 1.50038478, -2.74012182,  1.15403477, ...,  0.78683255,
-        -1.00991427,  0.26186583],
-       [ 0.43151481,  0.1382379 ,  0.38706353, ...,  1.15553082,
-        -1.96669301,  0.11551855],
-       [ 1.23072078, -1.51645142, -0.26927057, ...,  1.10289169,
-        -0.85284388,  1.12601521]], dtype=&#39;&gt;f8&#39;)
+       [-1.08225728,  0.25407755, -0.72736765, ..., -0.28221905,
+         0.97773887,  0.02857349],
+       [-1.51138547, -0.05298575,  0.57568942, ...,  0.62147688,
+         0.44542266, -0.46656935],
+       [ 0.07631423,  2.41562925,  0.79605736, ...,  0.96875243,
+         0.56625798,  1.64477419]], dtype=&#39;&gt;f8&#39;)
 </pre></div>
 </div>
 </div>
@@ -909,19 +909,19 @@ <h2><span class="section-number">1.8.4. </span>Option 2:  Use <code class="docut
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[ 1.93231885, -0.20554953,  1.11382749, ..., -0.48266713,
-         0.62491939,  0.32332385],
-       [-0.62965729,  0.25235816,  0.42799246, ...,  0.21027981,
-        -0.02531951, -0.03524356],
-       [-0.07380972, -1.30615523,  0.08721875, ..., -1.87320596,
-        -1.29376234, -0.24861751],
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[ 0.2341024 ,  0.0886883 , -0.43032078, ..., -0.75214062,
+         0.23543571, -0.81959724],
+       [-0.53123304,  0.00828962, -0.13003293, ..., -0.19371957,
+        -0.12825977, -1.68561266],
+       [-0.75482136, -0.83648415, -0.19053338, ...,  0.01856515,
+        -0.67724466, -0.61606307],
        ...,
-       [ 1.50038478, -2.74012182,  1.15403477, ...,  0.78683255,
-        -1.00991427,  0.26186583],
-       [ 0.43151481,  0.1382379 ,  0.38706353, ...,  1.15553082,
-        -1.96669301,  0.11551855],
-       [ 1.23072078, -1.51645142, -0.26927057, ...,  1.10289169,
-        -0.85284388,  1.12601521]], dtype=&#39;&gt;f8&#39;)
+       [-1.08225728,  0.25407755, -0.72736765, ..., -0.28221905,
+         0.97773887,  0.02857349],
+       [-1.51138547, -0.05298575,  0.57568942, ...,  0.62147688,
+         0.44542266, -0.46656935],
+       [ 0.07631423,  2.41562925,  0.79605736, ...,  0.96875243,
+         0.56625798,  1.64477419]], dtype=&#39;&gt;f8&#39;)
 </pre></div>
 </div>
 </div>
@@ -958,7 +958,7 @@ <h3><span class="section-number">1.8.5.1. </span>Summary of directory contents<a
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table masked=True length=28</i>
-<table id="table140292043304784" class="table-striped table-bordered table-condensed">
+<table id="table139882244787536" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>simple</th><th>bitpix</th><th>naxis</th><th>naxis1</th><th>naxis2</th><th>imagetyp</th><th>exposure</th><th>bunit</th><th>filter</th><th>object</th></tr></thead>
 <thead><tr><th>str13</th><th>bool</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>str5</th><th>float64</th><th>str3</th><th>object</th><th>object</th></tr></thead>
 <tr><td>img-0000.fits</td><td>True</td><td>-64</td><td>2</td><td>200</td><td>300</td><td>BIAS</td><td>0.0</td><td>adu</td><td>--</td><td>--</td></tr>
@@ -1016,13 +1016,11 @@ <h3><span class="section-number">1.8.5.2. </span>Filtering and iterating over im
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>In file img-0018.fits the exposure is: 30.0 with standard deviation  1.0006305082274918
-In file img-0020.fits the exposure is: 30.0 with standard deviation  0.9951272812922944
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>In file img-0022.fits the exposure is: 30.0 with standard deviation  1.0013181677514156
-In file img-0024.fits the exposure is: 30.0 with standard deviation  0.9987948739214904
-In file img-0026.fits the exposure is: 30.0 with standard deviation  1.0047132884527286
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>In file img-0018.fits the exposure is: 30.0 with standard deviation  0.9994732838388732
+In file img-0020.fits the exposure is: 30.0 with standard deviation  1.0017460963203864
+In file img-0022.fits the exposure is: 30.0 with standard deviation  0.9945371306777717
+In file img-0024.fits the exposure is: 30.0 with standard deviation  1.0063754538403062
+In file img-0026.fits the exposure is: 30.0 with standard deviation  1.0032622075753466
 </pre></div>
 </div>
 </div>

diff --git a/v/dev/notebooks/02-02-Calibrating-bias-images.html b/v/dev/notebooks/02-02-Calibrating-bias-images.html
@@ -785,7 +785,7 @@ <h3><span class="section-number">2.2.2.2. </span>Make an image file collection f
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 <div class="output text_html"><div><i>Table length=14</i>
-<table id="table140061967400528" class="table-striped table-bordered table-condensed">
+<table id="table139727314546960" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th><th>filter</th><th>exptime</th><th>naxis1</th><th>naxis2</th></tr></thead>
 <thead><tr><th>str14</th><th>str9</th><th>str2</th><th>float64</th><th>int64</th><th>int64</th></tr></thead>
 <tr><td>ccd.001.0.fits</td><td>BIAS</td><td>i&apos;</td><td>0.0</td><td>2080</td><td>4128</td></tr>
@@ -813,7 +813,7 @@ <h3><span class="section-number">2.2.2.2. </span>Make an image file collection f
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 <div class="output text_html"><div><i>Table length=10</i>
-<table id="table140061963121232" class="table-striped table-bordered table-condensed">
+<table id="table139726079712464" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th><th>exptime</th></tr></thead>
 <thead><tr><th>str14</th><th>str4</th><th>float64</th></tr></thead>
 <tr><td>ccd.002.0.fits</td><td>BIAS</td><td>0.0</td></tr>
@@ -858,7 +858,7 @@ <h3><span class="section-number">2.2.2.3. </span>Determine overscan region for t
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><i>Row index=0</i>
-<table id="table140061963302352">
+<table id="table139726080193424">
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 <thead><tr><th>str14</th><th>str9</th><th>str18</th><th>str15</th><th>str15</th></tr></thead>
 <tr><td>ccd.001.0.fits</td><td>BIAS</td><td>[2049:2080,1:4127]</td><td>[1:2048,1:4128]</td><td>[1:2048,1:4128]</td></tr>
@@ -1014,7 +1014,7 @@ <h3><span class="section-number">2.2.2.7. </span>Processing the folder of bias i
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 <div class="output text_html"><div><i>Table length=6</i>
-<table id="table140061959138448" class="table-striped table-bordered table-condensed">
+<table id="table139726078224464" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th><th>naxis1</th><th>naxis2</th></tr></thead>
 <thead><tr><th>str14</th><th>str4</th><th>int64</th><th>int64</th></tr></thead>
 <tr><td>ccd.001.0.fits</td><td>BIAS</td><td>2048</td><td>4128</td></tr>
@@ -1053,7 +1053,7 @@ <h3><span class="section-number">2.2.3.1. </span>Decide where to put your calibr
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 <div class="output text_html"><div><i>Table length=32</i>
-<table id="table140061960168400" class="table-striped table-bordered table-condensed">
+<table id="table139726079865616" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th><th>filter</th><th>exptime</th><th>naxis1</th><th>naxis2</th></tr></thead>
 <thead><tr><th>str31</th><th>str5</th><th>object</th><th>float64</th><th>int64</th><th>int64</th></tr></thead>
 <tr><td>AutoFlat-PANoRot-r-Bin1-001.fit</td><td>FLAT</td><td>r</td><td>1.0</td><td>4109</td><td>4096</td></tr>
@@ -1095,7 +1095,7 @@ <h3><span class="section-number">2.2.3.2. </span>Determine overscan region for t
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><i>Row index=0</i>
-<table id="table140061962787792">
+<table id="table139726077250256">
 <thead><tr><th>file</th><th>imagetyp</th><th>biassec</th><th>trimsec</th></tr></thead>
 <thead><tr><th>str31</th><th>str5</th><th>str11</th><th>str11</th></tr></thead>
 <tr><td>AutoFlat-PANoRot-r-Bin1-001.fit</td><td>FLAT</td><td>[4096:4109]</td><td>[1:4096, :]</td></tr>

diff --git a/v/dev/notebooks/03-05-Calibrate-dark-images.html b/v/dev/notebooks/03-05-Calibrate-dark-images.html
@@ -720,7 +720,7 @@ <h4><span class="section-number">3.4.1.1.1. </span>Raw images, everything except
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=14</i>
-<table id="table140183204130064" class="table-striped table-bordered table-condensed">
+<table id="table139993345699600" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th><th>exptime</th><th>filter</th></tr></thead>
 <thead><tr><th>str14</th><th>str9</th><th>float64</th><th>str2</th></tr></thead>
 <tr><td>ccd.001.0.fits</td><td>BIAS</td><td>0.0</td><td>i&apos;</td></tr>
@@ -750,7 +750,7 @@ <h4><span class="section-number">3.4.1.1.2. </span>Raw dark frames<a class="head
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=10</i>
-<table id="table140183208962128" class="table-striped table-bordered table-condensed">
+<table id="table139993329158864" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th><th>exptime</th><th>filter</th></tr></thead>
 <thead><tr><th>str14</th><th>str4</th><th>float64</th><th>str2</th></tr></thead>
 <tr><td>ccd.002.0.fits</td><td>BIAS</td><td>0.0</td><td>r&apos;</td></tr>
@@ -832,7 +832,7 @@ <h4><span class="section-number">3.4.1.3.1. </span>Reduced images (so far)<a cla
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=16</i>
-<table id="table140184456271056" class="table-striped table-bordered table-condensed">
+<table id="table139993344894608" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th><th>exptime</th><th>filter</th><th>combined</th></tr></thead>
 <thead><tr><th>str17</th><th>str4</th><th>float64</th><th>str2</th><th>object</th></tr></thead>
 <tr><td>ccd.001.0.fits</td><td>BIAS</td><td>0.0</td><td>i&apos;</td><td>--</td></tr>
@@ -891,7 +891,7 @@ <h2><span class="section-number">3.4.2. </span>Example 2: Overscan not subtracte
 </pre></div>
 </div>
 <div class="output text_html"><i>Table length=32</i>
-<table id="table140183202519888-170325" class="table-striped table-bordered table-condensed">
+<table id="table139993319013008-576263" class="table-striped table-bordered table-condensed">
 <thead><tr><th>idx</th><th>file</th><th>imagetyp</th><th>exposure</th></tr></thead>
 <tr><td>0</td><td>AutoFlat-PANoRot-r-Bin1-001.fit</td><td>FLAT</td><td>1.0</td></tr>
 <tr><td>1</td><td>AutoFlat-PANoRot-r-Bin1-002.fit</td><td>FLAT</td><td>1.0</td></tr>
@@ -948,14 +948,14 @@ <h2><span class="section-number">3.4.2. </span>Example 2: Overscan not subtracte
     datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'
 }});
 require(["datatables"], function(){
-    console.log("$('#table140183202519888-170325').dataTable()");
+    console.log("$('#table139993319013008-576263').dataTable()");
 
 jQuery.extend( jQuery.fn.dataTableExt.oSort, {
     "optionalnum-asc": astropy_sort_num,
     "optionalnum-desc": function (a,b) { return -astropy_sort_num(a, b); }
 });
 
-    $('#table140183202519888-170325').dataTable({
+    $('#table139993319013008-576263').dataTable({
         order: [],
         pageLength: 50,
         lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],

diff --git a/v/dev/notebooks/06-03-science-images-calibration-examples.html b/v/dev/notebooks/06-03-science-images-calibration-examples.html
@@ -707,7 +707,7 @@ <h2><span class="section-number">5.1.2. </span>Example 1<a class="headerlink" hr
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=2</i>
-<table id="table140159399437840" class="table-striped table-bordered table-condensed">
+<table id="table139996348210448" class="table-striped table-bordered table-condensed">
 <thead><tr><th>date-obs</th><th>file</th><th>object</th><th>filter</th><th>exptime</th></tr></thead>
 <thead><tr><th>str10</th><th>str14</th><th>str7</th><th>str2</th><th>float64</th></tr></thead>
 <tr><td>2016-01-16</td><td>ccd.037.0.fits</td><td>vv124_1</td><td>g&apos;</td><td>300.062</td></tr>
@@ -724,7 +724,7 @@ <h2><span class="section-number">5.1.2. </span>Example 1<a class="headerlink" hr
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=6</i>
-<table id="table140159399262544" class="table-striped table-bordered table-condensed">
+<table id="table139996348103888" class="table-striped table-bordered table-condensed">
 <thead><tr><th>date-obs</th><th>file</th><th>imagetyp</th><th>object</th><th>filter</th><th>exptime</th></tr></thead>
 <thead><tr><th>str10</th><th>str27</th><th>str9</th><th>str6</th><th>str2</th><th>float64</th></tr></thead>
 <tr><td>2016-01-15</td><td>combined_bias.fit</td><td>BIAS</td><td>bias</td><td>i&apos;</td><td>0.0</td></tr>
@@ -875,7 +875,7 @@ <h2><span class="section-number">5.1.3. </span>Example 2<a class="headerlink" hr
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=2</i>
-<table id="table140158292619280" class="table-striped table-bordered table-condensed">
+<table id="table139995241205840" class="table-striped table-bordered table-condensed">
 <thead><tr><th>date-obs</th><th>file</th><th>object</th><th>filter</th><th>exposure</th></tr></thead>
 <thead><tr><th>str19</th><th>str31</th><th>object</th><th>object</th><th>float64</th></tr></thead>
 <tr><td>2018-08-23T09:00:21</td><td>kelt-16-b-S001-R001-C084-r.fit</td><td>kelt-16b</td><td>r</td><td>90.0</td></tr>
@@ -894,7 +894,7 @@ <h2><span class="section-number">5.1.3. </span>Example 2<a class="headerlink" hr
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=3</i>
-<table id="table140159399191248" class="table-striped table-bordered table-condensed">
+<table id="table139996348434128" class="table-striped table-bordered table-condensed">
 <thead><tr><th>date-obs</th><th>file</th><th>imagetyp</th><th>filter</th><th>exposure</th></tr></thead>
 <thead><tr><th>str19</th><th>str31</th><th>str4</th><th>object</th><th>float64</th></tr></thead>
 <tr><td>2018-08-23T11:20:07</td><td>combined_bias.fit</td><td>BIAS</td><td>--</td><td>0.0</td></tr>

diff --git a/v/dev/notebooks/08-05-incorporating-masks-into-calibrated-science-images.html b/v/dev/notebooks/08-05-incorporating-masks-into-calibrated-science-images.html
@@ -631,7 +631,7 @@ <h2><span class="section-number">6.4.1. </span>Read masks that are the same for
 </div>
 <div class="cell_output docutils container">
 <div class="output text_html"><div><i>Table length=36</i>
-<table id="table140702298009488" class="table-striped table-bordered table-condensed">
+<table id="table140316870723728" class="table-striped table-bordered table-condensed">
 <thead><tr><th>file</th><th>imagetyp</th></tr></thead>
 <thead><tr><th>str31</th><th>str9</th></tr></thead>
 <tr><td>AutoFlat-PANoRot-r-Bin1-001.fit</td><td>FLAT</td></tr>

diff --git a/v/dev/searchindex.js b/v/dev/searchindex.js