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diff --git a/.buildinfo b/.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: eaec858ec9507d5249c11b6abe65e76f
+config: a664a4fef0181bba78896c3979d9de66
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/461/1903_Ulysses_storm.html b/461/1903_Ulysses_storm.html
@@ -1,17 +1,18 @@
 
 <!DOCTYPE html>
 
-<html>
+<html lang="en">
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
     <title>Ulysses storm of 1903 with the weatherrescue.org observations &#8212; Tests and analyses of version 3 of the Twentieth Century Reanalysis</title>
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinxdoc.css" />
     <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
     <script src="../_static/doctools.js"></script>
     <link rel="search" title="Search" href="../search.html" /> 
   </head><body>
@@ -29,7 +30,7 @@ <h3>Navigation</h3>
           <div class="body" role="main">
 
   <section id="ulysses-storm-of-1903-with-the-weatherrescue-org-observations">
-<h1>Ulysses storm of 1903 with the weatherrescue.org observations<a class="headerlink" href="#ulysses-storm-of-1903-with-the-weatherrescue-org-observations" title="Permalink to this headline">¶</a></h1>
+<h1>Ulysses storm of 1903 with the weatherrescue.org observations<a class="headerlink" href="#ulysses-storm-of-1903-with-the-weatherrescue-org-observations" title="Permalink to this heading">¶</a></h1>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <p><a class="reference internal" href="1903_Ulysses_storm_video.html"><span class="doc">Video version</span></a></p>

diff --git a/461/1903_Ulysses_storm_video.html b/461/1903_Ulysses_storm_video.html
@@ -1,17 +1,18 @@
 
 <!DOCTYPE html>
 
-<html>
+<html lang="en">
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
     <title>Ulysses storm (1903) video with the weatherrescue.org observations &#8212; Tests and analyses of version 3 of the Twentieth Century Reanalysis</title>
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
     <link rel="stylesheet" type="text/css" href="../_static/sphinxdoc.css" />
     <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
     <script src="../_static/doctools.js"></script>
     <link rel="search" title="Search" href="../search.html" /> 
   </head><body>
@@ -29,7 +30,7 @@ <h3>Navigation</h3>
           <div class="body" role="main">
 
   <section id="ulysses-storm-1903-video-with-the-weatherrescue-org-observations">
-<h1>Ulysses storm (1903) video with the weatherrescue.org observations<a class="headerlink" href="#ulysses-storm-1903-video-with-the-weatherrescue-org-observations" title="Permalink to this headline">¶</a></h1>
+<h1>Ulysses storm (1903) video with the weatherrescue.org observations<a class="headerlink" href="#ulysses-storm-1903-video-with-the-weatherrescue-org-observations" title="Permalink to this heading">¶</a></h1>
 <center>
 <table><tr><td><center>
 <iframe src="https://player.vimeo.com/video/338221700?title=0&byline=0&portrait=0" width="795" height="448" frameborder="0" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe></center></td></tr>
@@ -229,10 +230,10 @@ <h1>Ulysses storm (1903) video with the weatherrescue.org observations<a class="
 </pre></div>
 </div>
 <p>To turn the thousands of images into a movie, use <a class="reference external" href="http://www.ffmpeg.org">ffmpeg</a></p>
-<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>ffmpeg<span class="w"> </span>-r<span class="w"> </span><span class="m">24</span><span class="w"> </span>-pattern_type<span class="w"> </span>glob<span class="w"> </span>-i<span class="w"> </span>Ulyses_storm/<span class="se">\*</span>.png<span class="w"> </span><span class="se">\</span>
-<span class="w">       </span>-c:v<span class="w"> </span>libx264<span class="w"> </span>-threads<span class="w"> </span><span class="m">16</span><span class="w"> </span>-preset<span class="w"> </span>slow<span class="w"> </span>-tune<span class="w"> </span>animation<span class="w"> </span><span class="se">\</span>
-<span class="w">       </span>-profile:v<span class="w"> </span>high<span class="w"> </span>-level<span class="w"> </span><span class="m">4</span>.2<span class="w"> </span>-pix_fmt<span class="w"> </span>yuv420p<span class="w"> </span>-crf<span class="w"> </span><span class="m">25</span><span class="w"> </span><span class="se">\</span>
-<span class="w">       </span>-c:a<span class="w"> </span>copy<span class="w"> </span>Ulysses_storm.mp4
+<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>ffmpeg -r <span class="m">24</span> -pattern_type glob -i Ulyses_storm/<span class="se">\*</span>.png <span class="se">\</span>
+       -c:v libx264 -threads <span class="m">16</span> -preset slow -tune animation <span class="se">\</span>
+       -profile:v high -level <span class="m">4</span>.2 -pix_fmt yuv420p -crf <span class="m">25</span> <span class="se">\</span>
+       -c:a copy Ulysses_storm.mp4
 </pre></div>
 </div>
 </section>

diff --git a/DWR_validation/February_1953/20cr2c/index.html b/DWR_validation/February_1953/20cr2c/index.html
@@ -1,17 +1,18 @@
 
 <!DOCTYPE html>
 
-<html>
+<html lang="en">
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
     <title>Validating 20CR2c against observations for February 1953 &#8212; Tests and analyses of version 3 of the Twentieth Century Reanalysis</title>
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
     <link rel="stylesheet" type="text/css" href="../../../_static/sphinxdoc.css" />
     <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
     <script src="../../../_static/jquery.js"></script>
     <script src="../../../_static/underscore.js"></script>
+    <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
     <script src="../../../_static/doctools.js"></script>
     <link rel="search" title="Search" href="../../../search.html" />
     <link rel="next" title="20CR2c compared with new observations in February 1953" href="scatter%2Bcontour.html" />
@@ -38,7 +39,7 @@ <h3>Navigation</h3>
           <div class="body" role="main">
 
   <section id="validating-20cr2c-against-observations-for-february-1953">
-<h1>Validating 20CR2c against observations for February 1953<a class="headerlink" href="#validating-20cr2c-against-observations-for-february-1953" title="Permalink to this headline">¶</a></h1>
+<h1>Validating 20CR2c against observations for February 1953<a class="headerlink" href="#validating-20cr2c-against-observations-for-february-1953" title="Permalink to this heading">¶</a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="scatter%2Bcontour.html">20CR2c compared with new observations in February 1953</a></li>

diff --git a/DWR_validation/February_1953/20cr2c/rms_v_rms.html b/DWR_validation/February_1953/20cr2c/rms_v_rms.html
@@ -1,17 +1,18 @@
 
 <!DOCTYPE html>
 
-<html>
+<html lang="en">
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
     <title>20CR2c validation Spread v. Error plot February 1953 &#8212; Tests and analyses of version 3 of the Twentieth Century Reanalysis</title>
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
     <link rel="stylesheet" type="text/css" href="../../../_static/sphinxdoc.css" />
     <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
     <script src="../../../_static/jquery.js"></script>
     <script src="../../../_static/underscore.js"></script>
+    <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
     <script src="../../../_static/doctools.js"></script>
     <link rel="search" title="Search" href="../../../search.html" />
     <link rel="next" title="Validating 20CR3 against observations for February 1953" href="../20cr3/index.html" />
@@ -39,7 +40,7 @@ <h3>Navigation</h3>
           <div class="body" role="main">
 
   <section id="cr2c-validation-spread-v-error-plot-february-1953">
-<h1>20CR2c validation Spread v. Error plot February 1953<a class="headerlink" href="#cr2c-validation-spread-v-error-plot-february-1953" title="Permalink to this headline">¶</a></h1>
+<h1>20CR2c validation Spread v. Error plot February 1953<a class="headerlink" href="#cr2c-validation-spread-v-error-plot-february-1953" title="Permalink to this heading">¶</a></h1>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <ul class="simple">
@@ -48,9 +49,9 @@ <h1>20CR2c validation Spread v. Error plot February 1953<a class="headerlink" hr
 <li><p><a class="reference internal" href="scatterplot.html"><span class="doc">Validation scatterplot</span></a></p></li>
 </ul>
 </div>
-<div class="topic">
+<aside class="topic">
 <p class="topic-title">Compare</p>
-<table class="colwidths-given docutils align-default">
+<table class="docutils align-default">
 <colgroup>
 <col style="width: 21%" />
 <col style="width: 26%" />
@@ -75,7 +76,7 @@ <h1>20CR2c validation Spread v. Error plot February 1953<a class="headerlink" hr
 </tr>
 </tbody>
 </table>
-</div>
+</aside>
 <figure class="align-center" id="id1" style="width: 95%">
 <a class="reference internal image-reference" href="../../../_images/E_v_E_1953-02-02_to_1953-03-01_20cr2c.png"><img alt="../../../_images/E_v_E_1953-02-02_to_1953-03-01_20cr2c.png" src="../../../_images/E_v_E_1953-02-02_to_1953-03-01_20cr2c.png" style="width: 95%;" /></a>
 <figcaption>
@@ -88,15 +89,15 @@ <h1>20CR2c validation Spread v. Error plot February 1953<a class="headerlink" hr
 </div>
 <p>Download the data (uses <a class="reference internal" href="../../scripts/get_data.html"><span class="doc">this script</span></a>)</p>
 <div class="highlight-sh notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/sh</span>
-../../../scripts/get_data.py<span class="w"> </span>--reanalysis<span class="o">=</span>20cr2c<span class="w"> </span>--start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span><span class="w"> </span>--end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span>
+../../../scripts/get_data.py --reanalysis<span class="o">=</span>20cr2c --start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span> --end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span>
 </pre></div>
 </div>
 <p>Extract the reanalysis data associated with each observation (uses <a class="reference internal" href="../../scripts/get_comparison.html"><span class="doc">this script</span></a>)</p>
-<div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>../../../scripts/get_comparison.py<span class="w"> </span>--start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span><span class="w"> </span>--end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span><span class="w"> </span>--skip<span class="o">=</span>LERWICK<span class="w"> </span>--skip<span class="o">=</span>STORNOWAY<span class="w"> </span>--skip<span class="o">=</span>VALENTIA<span class="w"> </span>--skip<span class="o">=</span>CULDROSE<span class="w"> </span>--skip<span class="o">=</span>GORLESTON<span class="w"> </span>--skip<span class="o">=</span>LEUCHARS<span class="w"> </span>--reanalysis<span class="o">=</span>20cr2c<span class="w"> </span>--npar<span class="o">=</span><span class="m">6</span>
+<div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>../../../scripts/get_comparison.py --start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span> --end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span> --skip<span class="o">=</span>LERWICK --skip<span class="o">=</span>STORNOWAY --skip<span class="o">=</span>VALENTIA --skip<span class="o">=</span>CULDROSE --skip<span class="o">=</span>GORLESTON --skip<span class="o">=</span>LEUCHARS --reanalysis<span class="o">=</span>20cr2c --npar<span class="o">=</span><span class="m">6</span>
 </pre></div>
 </div>
 <p>Make the figure (uses <a class="reference internal" href="../../scripts/rms_v_rms.html"><span class="doc">this script</span></a>)</p>
-<div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>../../../scripts/rms_v_rms.py<span class="w"> </span>--start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span><span class="w"> </span>--end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span><span class="w"> </span>--reanalysis<span class="o">=</span>20cr2c<span class="w"> </span>--nbins<span class="o">=</span><span class="m">20</span>
+<div class="highlight-sh notranslate"><div class="highlight"><pre><span></span>../../../scripts/rms_v_rms.py --start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span> --end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span> --reanalysis<span class="o">=</span>20cr2c --nbins<span class="o">=</span><span class="m">20</span>
 </pre></div>
 </div>
 </section>

diff --git a/DWR_validation/February_1953/20cr2c/scatter+contour.html b/DWR_validation/February_1953/20cr2c/scatter+contour.html
@@ -1,17 +1,18 @@
 
 <!DOCTYPE html>
 
-<html>
+<html lang="en">
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
     <title>20CR2c compared with new observations in February 1953 &#8212; Tests and analyses of version 3 of the Twentieth Century Reanalysis</title>
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
     <link rel="stylesheet" type="text/css" href="../../../_static/sphinxdoc.css" />
     <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
     <script src="../../../_static/jquery.js"></script>
     <script src="../../../_static/underscore.js"></script>
+    <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
     <script src="../../../_static/doctools.js"></script>
     <link rel="search" title="Search" href="../../../search.html" />
     <link rel="next" title="20CR2c compared with new observations in February 1953 (video)" href="scatter%2Bcontour_video.html" />
@@ -39,7 +40,7 @@ <h3>Navigation</h3>
           <div class="body" role="main">
 
   <section id="cr2c-compared-with-new-observations-in-february-1953">
-<h1>20CR2c compared with new observations in February 1953<a class="headerlink" href="#cr2c-compared-with-new-observations-in-february-1953" title="Permalink to this headline">¶</a></h1>
+<h1>20CR2c compared with new observations in February 1953<a class="headerlink" href="#cr2c-compared-with-new-observations-in-february-1953" title="Permalink to this heading">¶</a></h1>
 <div class="admonition seealso">
 <p class="admonition-title">See also</p>
 <ul class="simple">
@@ -48,9 +49,9 @@ <h1>20CR2c compared with new observations in February 1953<a class="headerlink"
 <li><p><a class="reference internal" href="rms_v_rms.html"><span class="doc">Spread v. Error plot</span></a></p></li>
 </ul>
 </div>
-<div class="topic">
+<aside class="topic">
 <p class="topic-title">Compare</p>
-<table class="colwidths-given docutils align-default">
+<table class="docutils align-default">
 <colgroup>
 <col style="width: 21%" />
 <col style="width: 26%" />
@@ -75,7 +76,7 @@ <h1>20CR2c compared with new observations in February 1953<a class="headerlink"
 </tr>
 </tbody>
 </table>
-</div>
+</aside>
 <figure class="align-center" id="id1" style="width: 95%">
 <a class="reference internal image-reference" href="../../../_images/Scatter+contour_195302101800.png"><img alt="../../../_images/Scatter+contour_195302101800.png" src="../../../_images/Scatter+contour_195302101800.png" style="width: 95%;" /></a>
 <figcaption>
@@ -91,12 +92,12 @@ <h1>20CR2c compared with new observations in February 1953<a class="headerlink"
 </div>
 <p>Download the data (uses <a class="reference internal" href="../../scripts/get_data.html"><span class="doc">this script</span></a>)</p>
 <div class="highlight-sh notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/sh</span>
-../../../scripts/get_data.py<span class="w"> </span>--reanalysis<span class="o">=</span>20cr2c<span class="w"> </span>--start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span><span class="w"> </span>--end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span>
+../../../scripts/get_data.py --reanalysis<span class="o">=</span>20cr2c --start<span class="o">=</span><span class="s2">&quot;1953020118&quot;</span> --end<span class="o">=</span><span class="s2">&quot;1953022818&quot;</span>
 </pre></div>
 </div>
 <p>Make the figure (uses <a class="reference internal" href="../../scripts/scatter%2Bcontour.html"><span class="doc">this script</span></a>)</p>
 <div class="highlight-sh notranslate"><div class="highlight"><pre><span></span><span class="ch">#! /bin/ksh</span>
-../../../scripts/scatter+contour.py<span class="w"> </span>--year<span class="o">=</span><span class="m">1953</span><span class="w"> </span>--month<span class="o">=</span><span class="m">2</span><span class="w"> </span>--day<span class="o">=</span><span class="m">10</span><span class="w"> </span>--hour<span class="o">=</span><span class="m">18</span><span class="w"> </span>--opdir<span class="o">=</span>.<span class="w"> </span>--reanalysis<span class="o">=</span>20cr2c<span class="w"> </span>--skip<span class="o">=</span>LERWICK<span class="w"> </span>--skip<span class="o">=</span>STORNOWAY<span class="w"> </span>--skip<span class="o">=</span>VALENTIA<span class="w"> </span>--skip<span class="o">=</span>CULDROSE<span class="w"> </span>--skip<span class="o">=</span>GORLESTON<span class="w"> </span>--skip<span class="o">=</span>LEUCHARS
+../../../scripts/scatter+contour.py --year<span class="o">=</span><span class="m">1953</span> --month<span class="o">=</span><span class="m">2</span> --day<span class="o">=</span><span class="m">10</span> --hour<span class="o">=</span><span class="m">18</span> --opdir<span class="o">=</span>. --reanalysis<span class="o">=</span>20cr2c --skip<span class="o">=</span>LERWICK --skip<span class="o">=</span>STORNOWAY --skip<span class="o">=</span>VALENTIA --skip<span class="o">=</span>CULDROSE --skip<span class="o">=</span>GORLESTON --skip<span class="o">=</span>LEUCHARS
 </pre></div>
 </div>
 </section>