diff --git a/docs/_build/doctrees/environment.pickle b/docs/_build/doctrees/environment.pickle
index 47e0fd3e..f295659a 100644
Binary files a/docs/_build/doctrees/environment.pickle and b/docs/_build/doctrees/environment.pickle differ
diff --git a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_gfs.ipynb b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_gfs.ipynb
index 4becdef5..3279d756 100644
--- a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_gfs.ipynb
+++ b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_gfs.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e7da75e6",
+   "id": "da341454",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -15,7 +15,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "f3636629",
+   "id": "80ff8e28",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,7 +30,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "59f9f2ab",
+   "id": "6333ad9f",
    "metadata": {},
    "outputs": [
     {
@@ -50,7 +50,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "319864c0",
+   "id": "e408726e",
    "metadata": {},
    "outputs": [
     {
@@ -75,7 +75,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "89eb2714",
+   "id": "464d6290",
    "metadata": {},
    "outputs": [
     {
@@ -95,7 +95,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "432191ee",
+   "id": "9101293c",
    "metadata": {},
    "outputs": [
     {
@@ -137,7 +137,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "5b465016",
+   "id": "8fe47f1b",
    "metadata": {},
    "outputs": [
     {
@@ -179,7 +179,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ae3241b",
+   "id": "7df3a5d5",
    "metadata": {},
    "source": [
     "## Can also use metpy to parse GFS grid_mapping\n",
@@ -189,7 +189,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "112314da",
+   "id": "3126c7a2",
    "metadata": {},
    "outputs": [
     {
@@ -216,7 +216,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "e6496089",
+   "id": "555f64d1",
    "metadata": {},
    "outputs": [
     {
@@ -241,7 +241,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f73bbb2b",
+   "id": "b74e1c67",
    "metadata": {},
    "source": [
     "## Get data from the GFS wave output"
@@ -250,7 +250,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "f57df3e9",
+   "id": "07b6abb3",
    "metadata": {},
    "outputs": [
     {
@@ -277,7 +277,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "d90f0391",
+   "id": "0fb572ed",
    "metadata": {},
    "outputs": [
     {
@@ -594,7 +594,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "38fbd645",
+   "id": "e8c51667",
    "metadata": {},
    "outputs": [
     {
@@ -623,7 +623,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "44228517",
+   "id": "58969e1c",
    "metadata": {},
    "outputs": [
     {
@@ -656,7 +656,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "e068390f",
+   "id": "ef3ed201",
    "metadata": {},
    "outputs": [
     {
@@ -5810,7 +5810,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "0cb3eecc",
+   "id": "b1dc1932",
    "metadata": {},
    "outputs": [
     {
@@ -6235,7 +6235,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1df8929a",
+   "id": "7aa877b2",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -6243,7 +6243,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e0e8e0f6",
+   "id": "1ded3391",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrr.ipynb b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrr.ipynb
index 95d29310..a8b6461a 100644
--- a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrr.ipynb
+++ b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrr.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3b5dbb34",
+   "id": "2c710275",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -16,7 +16,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "c874b14c",
+   "id": "d9e889ef",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -31,7 +31,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "bf4e7013",
+   "id": "41686bf6",
    "metadata": {},
    "outputs": [
     {
@@ -49,7 +49,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "bdd44df5",
+   "id": "dd175676",
    "metadata": {},
    "outputs": [
     {
@@ -526,7 +526,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "ff137df1",
+   "id": "55c030b2",
    "metadata": {},
    "outputs": [
     {
diff --git a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrrak.ipynb b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrrak.ipynb
index 4f01bdc8..e9bfde4d 100644
--- a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrrak.ipynb
+++ b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_hrrrak.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eeea2f58",
+   "id": "bccf40ff",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -16,7 +16,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "f6a87dc2",
+   "id": "e3940ecf",
    "metadata": {},
    "outputs": [
     {
@@ -39,7 +39,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "0283383c",
+   "id": "97b17bca",
    "metadata": {},
    "outputs": [
     {
@@ -57,7 +57,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "aaa39818",
+   "id": "f5f48db8",
    "metadata": {},
    "outputs": [
     {
@@ -519,7 +519,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "bfb295b1",
+   "id": "a80564ae",
    "metadata": {},
    "outputs": [
     {
@@ -569,7 +569,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "f02a8a17",
+   "id": "ee443ae4",
    "metadata": {},
    "outputs": [
     {
@@ -610,7 +610,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9364a95",
+   "id": "ff7ce798",
    "metadata": {},
    "source": [
     "Below is tying to use metpy to parse the CF grid_namming"
@@ -619,7 +619,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "8355095d",
+   "id": "37c4fac0",
    "metadata": {},
    "outputs": [
     {
@@ -649,7 +649,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "6188f172",
+   "id": "a32cc692",
    "metadata": {},
    "outputs": [
     {
@@ -686,7 +686,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "ceba98a1",
+   "id": "b8975457",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -699,7 +699,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "fa276115",
+   "id": "0eab9c08",
    "metadata": {},
    "outputs": [
     {
@@ -5870,7 +5870,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "3d437ac4",
+   "id": "6815eab8",
    "metadata": {},
    "outputs": [
     {
@@ -5906,7 +5906,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "2d0501cd",
+   "id": "860b1e1b",
    "metadata": {},
    "outputs": [
     {
@@ -5961,7 +5961,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "92a492e9",
+   "id": "f2ae4616",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rap.ipynb b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rap.ipynb
index 7bced905..df6ebdef 100644
--- a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rap.ipynb
+++ b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rap.ipynb
@@ -174,7 +174,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "5223a97b",
+   "id": "80a64a68",
    "metadata": {},
    "outputs": [
     {
diff --git a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rrfs.ipynb b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rrfs.ipynb
index 7ae4febe..9a44a6fb 100644
--- a/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rrfs.ipynb
+++ b/docs/_build/doctrees/nbsphinx/user_guide/notebooks/data_rrfs.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "95e73318",
+   "id": "73c83ec0",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -16,7 +16,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "519261dd",
+   "id": "54f2de57",
    "metadata": {},
    "outputs": [
     {
@@ -44,7 +44,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "a1cd8126",
+   "id": "496f18ed",
    "metadata": {},
    "outputs": [
     {
@@ -71,7 +71,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "c78a2e74",
+   "id": "fe06522f",
    "metadata": {},
    "outputs": [
     {
@@ -93,7 +93,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "9bf5e81d",
+   "id": "d2f2f16c",
    "metadata": {},
    "outputs": [
     {
@@ -114,7 +114,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "be433e40",
+   "id": "97bb28cd",
    "metadata": {},
    "outputs": [
     {
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e4663fb",
+   "id": "cb71ce2c",
    "metadata": {},
    "source": [
     "## What about when there isn't an index file available?\n",
@@ -173,7 +173,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "77afe950",
+   "id": "3727f658",
    "metadata": {},
    "outputs": [
     {
@@ -192,7 +192,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "311937aa",
+   "id": "05d30d59",
    "metadata": {},
    "outputs": [
     {
@@ -213,7 +213,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "264b1e2a",
+   "id": "106925b0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -223,7 +223,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7f93ddb2",
+   "id": "2b33eb76",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,7 +239,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5af783a5",
+   "id": "aa885bc5",
    "metadata": {},
    "outputs": [
     {
@@ -280,7 +280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a479e6c8",
+   "id": "ccf2b527",
    "metadata": {},
    "source": [
     "# Grid Mapping\n",
@@ -290,7 +290,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "f8f416ed",
+   "id": "ed8e97ce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -300,7 +300,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "59a2cf1f",
+   "id": "a613dca3",
    "metadata": {},
    "outputs": [
     {
@@ -5927,7 +5927,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "1ce90c8f",
+   "id": "20f1e90f",
    "metadata": {},
    "outputs": [
     {
@@ -5960,7 +5960,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c73c8fab",
+   "id": "14c0d2f2",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/_build/doctrees/reference_guide/_autosummary/herbie.tools.FastHerbie.doctree b/docs/_build/doctrees/reference_guide/_autosummary/herbie.tools.FastHerbie.doctree
index f3e3fa17..062e79ab 100644
Binary files a/docs/_build/doctrees/reference_guide/_autosummary/herbie.tools.FastHerbie.doctree and b/docs/_build/doctrees/reference_guide/_autosummary/herbie.tools.FastHerbie.doctree differ
diff --git a/docs/_build/doctrees/user_guide/contribute.doctree b/docs/_build/doctrees/user_guide/contribute.doctree
index 81be6390..8fce28c5 100644
Binary files a/docs/_build/doctrees/user_guide/contribute.doctree and b/docs/_build/doctrees/user_guide/contribute.doctree differ
diff --git a/docs/_build/doctrees/user_guide/install.doctree b/docs/_build/doctrees/user_guide/install.doctree
index 25ad075b..df215f66 100644
Binary files a/docs/_build/doctrees/user_guide/install.doctree and b/docs/_build/doctrees/user_guide/install.doctree differ
diff --git a/docs/_build/doctrees/user_guide/model_info.doctree b/docs/_build/doctrees/user_guide/model_info.doctree
index 3e35f5cf..4e7fe2de 100644
Binary files a/docs/_build/doctrees/user_guide/model_info.doctree and b/docs/_build/doctrees/user_guide/model_info.doctree differ
diff --git a/docs/_build/doctrees/user_guide/notebooks/tutorial.doctree b/docs/_build/doctrees/user_guide/notebooks/tutorial.doctree
index 63fa9494..78a90256 100644
Binary files a/docs/_build/doctrees/user_guide/notebooks/tutorial.doctree and b/docs/_build/doctrees/user_guide/notebooks/tutorial.doctree differ
diff --git a/docs/_build/doctrees/user_guide/style_guide.doctree b/docs/_build/doctrees/user_guide/style_guide.doctree
index d2aa968a..ce6fd79d 100644
Binary files a/docs/_build/doctrees/user_guide/style_guide.doctree and b/docs/_build/doctrees/user_guide/style_guide.doctree differ
diff --git a/docs/_build/html/.buildinfo b/docs/_build/html/.buildinfo
index 8d2b87e2..d5392d11 100644
--- a/docs/_build/html/.buildinfo
+++ b/docs/_build/html/.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: 66967a56781622706c7d454f568e5348
+config: fe2c3da69106de043f956b3fa566a3e0
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/_build/html/404.html b/docs/_build/html/404.html
index 540fd942..e569d365 100644
--- a/docs/_build/html/404.html
+++ b/docs/_build/html/404.html
@@ -25,8 +25,7 @@
     href="_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="_static/jquery.js"></script>
     <script src="_static/underscore.js"></script>
     <script src="_static/doctools.js"></script>
+    <script src="_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -243,7 +243,7 @@
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/_modules/herbie/tools.html b/docs/_build/html/_modules/herbie/tools.html
index 099c65b1..6dddbdd7 100644
--- a/docs/_build/html/_modules/herbie/tools.html
+++ b/docs/_build/html/_modules/herbie/tools.html
@@ -24,8 +24,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -35,6 +34,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -218,7 +218,7 @@ <h1>Source code for herbie.tools</h1><div class="highlight"><pre>
 
 
 <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">🧵 Notice! Multithreading is use</span>
+<span class="sd">🧵🤹🏻‍♂️ Notice! Multithreading and Multiprocessing is use</span>
 
 <span class="sd">This is my first implementation of multithreading to create, download,</span>
 <span class="sd">and read many Herbie objects. This drastically reduces the time it takes</span>
@@ -336,7 +336,7 @@ <h1>Source code for herbie.tools</h1><div class="highlight"><pre>
             <span class="n">ds_list</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">DATES</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;F</span><span class="si">{</span><span class="n">i</span><span class="si">:</span><span class="s2">02d</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">fxx</span><span class="p">]</span>
         <span class="p">)</span></div>
 
-<div class="viewcode-block" id="FastHerbie.download"><a class="viewcode-back" href="../../reference_guide/_autosummary/herbie.tools.FastHerbie.html#herbie.tools.FastHerbie.download">[docs]</a>    <span class="k">def</span> <span class="nf">download</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">searchString</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">max_threads</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="o">**</span><span class="n">download_kwargs</span><span class="p">):</span>
+<div class="viewcode-block" id="FastHerbie.download"><a class="viewcode-back" href="../../reference_guide/_autosummary/herbie.tools.FastHerbie.html#herbie.tools.FastHerbie.download">[docs]</a>    <span class="k">def</span> <span class="nf">download</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">searchString</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">max_threads</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="o">**</span><span class="n">download_kwargs</span><span class="p">):</span>
         <span class="sa">r</span><span class="sd">&quot;&quot;&quot;Download many Herbie objects</span>
 
 <span class="sd">        Uses multithreading.</span>
@@ -374,13 +374,19 @@ <h1>Source code for herbie.tools</h1><div class="highlight"><pre>
 
         <span class="k">return</span> <span class="n">outFiles</span></div>
 
-<div class="viewcode-block" id="FastHerbie.xarray"><a class="viewcode-back" href="../../reference_guide/_autosummary/herbie.tools.FastHerbie.html#herbie.tools.FastHerbie.xarray">[docs]</a>    <span class="k">def</span> <span class="nf">xarray</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">searchString</span><span class="p">,</span> <span class="n">max_threads</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="o">**</span><span class="n">xarray_kwargs</span><span class="p">):</span>
+<div class="viewcode-block" id="FastHerbie.xarray"><a class="viewcode-back" href="../../reference_guide/_autosummary/herbie.tools.FastHerbie.html#herbie.tools.FastHerbie.xarray">[docs]</a>    <span class="k">def</span> <span class="nf">xarray</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">searchString</span><span class="p">,</span>
+        <span class="o">*</span><span class="p">,</span>
+        <span class="n">max_threads</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="o">**</span><span class="n">xarray_kwargs</span><span class="p">,</span>
+    <span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;Read many Herbie objects into an xarray Dataset</span>
 
 <span class="sd">        # TODO: Sometimes the Jupyter Cell always crashes when I run this.</span>
 <span class="sd">        # TODO: &quot;fatal flex scanner internal error--end of buffer missed&quot;</span>
 
-<span class="sd">        Uses multithreading.</span>
+<span class="sd">        Uses multithreading (or multiprocessing).</span>
 <span class="sd">        This would likely benefit from multiprocessing instead.</span>
 
 <span class="sd">        Parameters</span>
@@ -398,19 +404,31 @@ <h1>Source code for herbie.tools</h1><div class="highlight"><pre>
 <span class="sd">            - 10 threads took 39 s</span>
 <span class="sd">            - 50 threads took 37 s</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="c1">###########################</span>
-        <span class="c1"># Multithread the downloads</span>
-        <span class="n">threads</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tasks</span><span class="p">,</span> <span class="n">max_threads</span><span class="p">)</span>
-        <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;🧵 Working on </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">tasks</span><span class="si">}</span><span class="s2"> tasks with </span><span class="si">{</span><span class="n">threads</span><span class="si">}</span><span class="s2"> threads.&quot;</span><span class="p">)</span>
+        <span class="n">xarray_kwargs</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">searchString</span><span class="o">=</span><span class="n">searchString</span><span class="p">,</span> <span class="o">**</span><span class="n">xarray_kwargs</span><span class="p">)</span>
 
-        <span class="k">with</span> <span class="n">ThreadPoolExecutor</span><span class="p">(</span><span class="n">max_threads</span><span class="p">)</span> <span class="k">as</span> <span class="n">exe</span><span class="p">:</span>
-            <span class="n">futures</span> <span class="o">=</span> <span class="p">[</span>
-                <span class="n">exe</span><span class="o">.</span><span class="n">submit</span><span class="p">(</span><span class="n">H</span><span class="o">.</span><span class="n">xarray</span><span class="p">,</span> <span class="n">searchString</span><span class="p">,</span> <span class="o">**</span><span class="n">xarray_kwargs</span><span class="p">)</span>
-                <span class="k">for</span> <span class="n">H</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">file_exists</span>
-            <span class="p">]</span>
+        <span class="c1"># NOTE: Multiprocessing does not seem to work because it looks</span>
+        <span class="c1"># NOTE: like xarray objects are not pickleable.</span>
+        <span class="c1"># NOTE: ``Reason: &#39;TypeError(&quot;cannot pickle &#39;_thread.lock&#39; object&quot;``</span>
 
-            <span class="c1"># Return list of Herbie objects in order completed</span>
-            <span class="n">ds_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">future</span><span class="o">.</span><span class="n">result</span><span class="p">()</span> <span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">as_completed</span><span class="p">(</span><span class="n">futures</span><span class="p">)]</span>
+        <span class="k">if</span> <span class="n">max_threads</span><span class="p">:</span>
+            <span class="c1">###########################</span>
+            <span class="c1"># Multithread the downloads</span>
+            <span class="c1"># ! Only works sometimes</span>
+            <span class="c1"># ! I get this error: &quot;&#39;EntryPoint&#39; object has no attribute &#39;_key&#39;&quot;&quot;</span>
+
+            <span class="n">threads</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tasks</span><span class="p">,</span> <span class="n">max_threads</span><span class="p">)</span>
+            <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;🧵 Working on </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">tasks</span><span class="si">}</span><span class="s2"> tasks with </span><span class="si">{</span><span class="n">threads</span><span class="si">}</span><span class="s2"> threads.&quot;</span><span class="p">)</span>
+
+            <span class="k">with</span> <span class="n">ThreadPoolExecutor</span><span class="p">(</span><span class="n">max_threads</span><span class="p">)</span> <span class="k">as</span> <span class="n">exe</span><span class="p">:</span>
+                <span class="n">futures</span> <span class="o">=</span> <span class="p">[</span>
+                    <span class="n">exe</span><span class="o">.</span><span class="n">submit</span><span class="p">(</span><span class="n">H</span><span class="o">.</span><span class="n">xarray</span><span class="p">,</span> <span class="o">**</span><span class="n">xarray_kwargs</span><span class="p">)</span> <span class="k">for</span> <span class="n">H</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">file_exists</span>
+                <span class="p">]</span>
+
+                <span class="c1"># Return list of Herbie objects in order completed</span>
+                <span class="n">ds_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">future</span><span class="o">.</span><span class="n">result</span><span class="p">()</span> <span class="k">for</span> <span class="n">future</span> <span class="ow">in</span> <span class="n">as_completed</span><span class="p">(</span><span class="n">futures</span><span class="p">)]</span>
+
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">ds_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">H</span><span class="o">.</span><span class="n">xarray</span><span class="p">(</span><span class="o">**</span><span class="n">xarray_kwargs</span><span class="p">)</span> <span class="k">for</span> <span class="n">H</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">file_exists</span><span class="p">]</span>
 
         <span class="c1"># Sort the DataSets, first by lead time (step), then by run time (time)</span>
         <span class="n">ds_list</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">step</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
@@ -901,7 +919,7 @@ <h1>Source code for herbie.tools</h1><div class="highlight"><pre>
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 16:41 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html
index 29af6711..44059094 100644
--- a/docs/_build/html/_modules/index.html
+++ b/docs/_build/html/_modules/index.html
@@ -24,8 +24,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -35,6 +34,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -219,7 +219,7 @@ <h1>All modules for which code is available</h1>
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/_sphinx_design_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css b/docs/_build/html/_sphinx_design_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css
new file mode 100644
index 00000000..704c42ee
--- /dev/null
+++ b/docs/_build/html/_sphinx_design_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css
@@ -0,0 +1 @@
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!important}a.sd-bg-success:focus,a.sd-bg-success:hover{background-color:var(--sd-color-success-highlight) !important}.sd-bg-info{background-color:var(--sd-color-info) !important}.sd-bg-text-info{color:var(--sd-color-info-text) !important}button.sd-bg-info:focus,button.sd-bg-info:hover{background-color:var(--sd-color-info-highlight) !important}a.sd-bg-info:focus,a.sd-bg-info:hover{background-color:var(--sd-color-info-highlight) !important}.sd-bg-warning{background-color:var(--sd-color-warning) !important}.sd-bg-text-warning{color:var(--sd-color-warning-text) !important}button.sd-bg-warning:focus,button.sd-bg-warning:hover{background-color:var(--sd-color-warning-highlight) !important}a.sd-bg-warning:focus,a.sd-bg-warning:hover{background-color:var(--sd-color-warning-highlight) !important}.sd-bg-danger{background-color:var(--sd-color-danger) !important}.sd-bg-text-danger{color:var(--sd-color-danger-text) 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diff --git a/docs/_build/html/_sphinx_design_static/design-tabs.js b/docs/_build/html/_sphinx_design_static/design-tabs.js
new file mode 100644
index 00000000..36b38cf0
--- /dev/null
+++ b/docs/_build/html/_sphinx_design_static/design-tabs.js
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+var sd_labels_by_text = {};
+
+function ready() {
+  const li = document.getElementsByClassName("sd-tab-label");
+  for (const label of li) {
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+      sd_labels_by_text[syncId].push(label);
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+}
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+function onLabelClick() {
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+  syncId = this.getAttribute("data-sync-id");
+  for (label of sd_labels_by_text[syncId]) {
+    if (label === this) continue;
+    label.previousElementSibling.checked = true;
+  }
+  window.localStorage.setItem("sphinx-design-last-tab", syncId);
+}
+
+document.addEventListener("DOMContentLoaded", ready, false);
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new file mode 100644
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var(--sd-color-tabs-overline),0 .0625rem var(--sd-color-tabs-underline);display:none;order:99;padding-bottom:.75rem;padding-top:.75rem;width:100%}.sd-tab-content>:first-child{margin-top:0 !important}.sd-tab-content>:last-child{margin-bottom:0 !important}.sd-tab-content>.sd-tab-set{margin:0}.sd-sphinx-override,.sd-sphinx-override *{-moz-box-sizing:border-box;-webkit-box-sizing:border-box;box-sizing:border-box}.sd-sphinx-override p{margin-top:0}:root{--sd-color-primary: #007bff;--sd-color-secondary: #6c757d;--sd-color-success: #28a745;--sd-color-info: #17a2b8;--sd-color-warning: #f0b37e;--sd-color-danger: #dc3545;--sd-color-light: #f8f9fa;--sd-color-muted: #6c757d;--sd-color-dark: #212529;--sd-color-black: black;--sd-color-white: white;--sd-color-primary-highlight: #0069d9;--sd-color-secondary-highlight: #5c636a;--sd-color-success-highlight: #228e3b;--sd-color-info-highlight: #148a9c;--sd-color-warning-highlight: #cc986b;--sd-color-danger-highlight: #bb2d3b;--sd-color-light-highlight: #d3d4d5;--sd-color-muted-highlight: #5c636a;--sd-color-dark-highlight: #1c1f23;--sd-color-black-highlight: black;--sd-color-white-highlight: #d9d9d9;--sd-color-primary-text: #fff;--sd-color-secondary-text: #fff;--sd-color-success-text: #fff;--sd-color-info-text: #fff;--sd-color-warning-text: #212529;--sd-color-danger-text: #fff;--sd-color-light-text: #212529;--sd-color-muted-text: #fff;--sd-color-dark-text: #fff;--sd-color-black-text: #fff;--sd-color-white-text: #212529;--sd-color-shadow: rgba(0, 0, 0, 0.15);--sd-color-card-border: rgba(0, 0, 0, 0.125);--sd-color-card-border-hover: hsla(231, 99%, 66%, 1);--sd-color-card-background: transparent;--sd-color-card-text: inherit;--sd-color-card-header: transparent;--sd-color-card-footer: transparent;--sd-color-tabs-label-active: hsla(231, 99%, 66%, 1);--sd-color-tabs-label-hover: hsla(231, 99%, 66%, 1);--sd-color-tabs-label-inactive: hsl(0, 0%, 66%);--sd-color-tabs-underline-active: hsla(231, 99%, 66%, 1);--sd-color-tabs-underline-hover: rgba(178, 206, 245, 0.62);--sd-color-tabs-underline-inactive: transparent;--sd-color-tabs-overline: rgb(222, 222, 222);--sd-color-tabs-underline: rgb(222, 222, 222);--sd-fontsize-tabs-label: 1rem}
diff --git a/docs/_build/html/_static/design-tabs.js b/docs/_build/html/_static/design-tabs.js
new file mode 100644
index 00000000..36b38cf0
--- /dev/null
+++ b/docs/_build/html/_static/design-tabs.js
@@ -0,0 +1,27 @@
+var sd_labels_by_text = {};
+
+function ready() {
+  const li = document.getElementsByClassName("sd-tab-label");
+  for (const label of li) {
+    syncId = label.getAttribute("data-sync-id");
+    if (syncId) {
+      label.onclick = onLabelClick;
+      if (!sd_labels_by_text[syncId]) {
+        sd_labels_by_text[syncId] = [];
+      }
+      sd_labels_by_text[syncId].push(label);
+    }
+  }
+}
+
+function onLabelClick() {
+  // Activate other inputs with the same sync id.
+  syncId = this.getAttribute("data-sync-id");
+  for (label of sd_labels_by_text[syncId]) {
+    if (label === this) continue;
+    label.previousElementSibling.checked = true;
+  }
+  window.localStorage.setItem("sphinx-design-last-tab", syncId);
+}
+
+document.addEventListener("DOMContentLoaded", ready, false);
diff --git a/docs/_build/html/_static/pygments.css b/docs/_build/html/_static/pygments.css
index 9605bc9a..0396c3e7 100644
--- a/docs/_build/html/_static/pygments.css
+++ b/docs/_build/html/_static/pygments.css
@@ -54,7 +54,7 @@ html[data-theme="light"] .highlight .py { color: #000000 } /* Name.Property */
 html[data-theme="light"] .highlight .nt { color: #204a87; font-weight: bold } /* Name.Tag */
 html[data-theme="light"] .highlight .nv { color: #000000 } /* Name.Variable */
 html[data-theme="light"] .highlight .ow { color: #204a87; font-weight: bold } /* Operator.Word */
-html[data-theme="light"] .highlight .w { color: #f8f8f8; text-decoration: underline } /* Text.Whitespace */
+html[data-theme="light"] .highlight .w { color: #f8f8f8 } /* Text.Whitespace */
 html[data-theme="light"] .highlight .mb { color: #0000cf; font-weight: bold } /* Literal.Number.Bin */
 html[data-theme="light"] .highlight .mf { color: #0000cf; font-weight: bold } /* Literal.Number.Float */
 html[data-theme="light"] .highlight .mh { color: #0000cf; font-weight: bold } /* Literal.Number.Hex */
@@ -87,21 +87,21 @@ html[data-theme="dark"] .highlight td.linenos .special { color: #000000; backgro
 html[data-theme="dark"] .highlight span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
 html[data-theme="dark"] .highlight .hll { background-color: #404040 }
 html[data-theme="dark"] .highlight { background: #202020; color: #d0d0d0 }
-html[data-theme="dark"] .highlight .c { color: #999999; font-style: italic } /* Comment */
+html[data-theme="dark"] .highlight .c { color: #ababab; font-style: italic } /* Comment */
 html[data-theme="dark"] .highlight .err { color: #a61717; background-color: #e3d2d2 } /* Error */
 html[data-theme="dark"] .highlight .esc { color: #d0d0d0 } /* Escape */
 html[data-theme="dark"] .highlight .g { color: #d0d0d0 } /* Generic */
-html[data-theme="dark"] .highlight .k { color: #6ab825; font-weight: bold } /* Keyword */
+html[data-theme="dark"] .highlight .k { color: #6ebf26; font-weight: bold } /* Keyword */
 html[data-theme="dark"] .highlight .l { color: #d0d0d0 } /* Literal */
 html[data-theme="dark"] .highlight .n { color: #d0d0d0 } /* Name */
 html[data-theme="dark"] .highlight .o { color: #d0d0d0 } /* Operator */
 html[data-theme="dark"] .highlight .x { color: #d0d0d0 } /* Other */
 html[data-theme="dark"] .highlight .p { color: #d0d0d0 } /* Punctuation */
-html[data-theme="dark"] .highlight .ch { color: #999999; font-style: italic } /* Comment.Hashbang */
-html[data-theme="dark"] .highlight .cm { color: #999999; font-style: italic } /* Comment.Multiline */
+html[data-theme="dark"] .highlight .ch { color: #ababab; font-style: italic } /* Comment.Hashbang */
+html[data-theme="dark"] .highlight .cm { color: #ababab; font-style: italic } /* Comment.Multiline */
 html[data-theme="dark"] .highlight .cp { color: #cd2828; font-weight: bold } /* Comment.Preproc */
-html[data-theme="dark"] .highlight .cpf { color: #999999; font-style: italic } /* Comment.PreprocFile */
-html[data-theme="dark"] .highlight .c1 { color: #999999; font-style: italic } /* Comment.Single */
+html[data-theme="dark"] .highlight .cpf { color: #ababab; font-style: italic } /* Comment.PreprocFile */
+html[data-theme="dark"] .highlight .c1 { color: #ababab; font-style: italic } /* Comment.Single */
 html[data-theme="dark"] .highlight .cs { color: #e50808; font-weight: bold; background-color: #520000 } /* Comment.Special */
 html[data-theme="dark"] .highlight .gd { color: #d22323 } /* Generic.Deleted */
 html[data-theme="dark"] .highlight .ge { color: #d0d0d0; font-style: italic } /* Generic.Emph */
@@ -113,36 +113,36 @@ html[data-theme="dark"] .highlight .gp { color: #aaaaaa } /* Generic.Prompt */
 html[data-theme="dark"] .highlight .gs { color: #d0d0d0; font-weight: bold } /* Generic.Strong */
 html[data-theme="dark"] .highlight .gu { color: #ffffff; text-decoration: underline } /* Generic.Subheading */
 html[data-theme="dark"] .highlight .gt { color: #d22323 } /* Generic.Traceback */
-html[data-theme="dark"] .highlight .kc { color: #6ab825; font-weight: bold } /* Keyword.Constant */
-html[data-theme="dark"] .highlight .kd { color: #6ab825; font-weight: bold } /* Keyword.Declaration */
-html[data-theme="dark"] .highlight .kn { color: #6ab825; font-weight: bold } /* Keyword.Namespace */
-html[data-theme="dark"] .highlight .kp { color: #6ab825 } /* Keyword.Pseudo */
-html[data-theme="dark"] .highlight .kr { color: #6ab825; font-weight: bold } /* Keyword.Reserved */
-html[data-theme="dark"] .highlight .kt { color: #6ab825; font-weight: bold } /* Keyword.Type */
+html[data-theme="dark"] .highlight .kc { color: #6ebf26; font-weight: bold } /* Keyword.Constant */
+html[data-theme="dark"] .highlight .kd { color: #6ebf26; font-weight: bold } /* Keyword.Declaration */
+html[data-theme="dark"] .highlight .kn { color: #6ebf26; font-weight: bold } /* Keyword.Namespace */
+html[data-theme="dark"] .highlight .kp { color: #6ebf26 } /* Keyword.Pseudo */
+html[data-theme="dark"] .highlight .kr { color: #6ebf26; font-weight: bold } /* Keyword.Reserved */
+html[data-theme="dark"] .highlight .kt { color: #6ebf26; font-weight: bold } /* Keyword.Type */
 html[data-theme="dark"] .highlight .ld { color: #d0d0d0 } /* Literal.Date */
-html[data-theme="dark"] .highlight .m { color: #3677a9 } /* Literal.Number */
+html[data-theme="dark"] .highlight .m { color: #51b2fd } /* Literal.Number */
 html[data-theme="dark"] .highlight .s { color: #ed9d13 } /* Literal.String */
 html[data-theme="dark"] .highlight .na { color: #bbbbbb } /* Name.Attribute */
-html[data-theme="dark"] .highlight .nb { color: #24909d } /* Name.Builtin */
-html[data-theme="dark"] .highlight .nc { color: #447fcf; text-decoration: underline } /* Name.Class */
+html[data-theme="dark"] .highlight .nb { color: #2fbccd } /* Name.Builtin */
+html[data-theme="dark"] .highlight .nc { color: #71adff; text-decoration: underline } /* Name.Class */
 html[data-theme="dark"] .highlight .no { color: #40ffff } /* Name.Constant */
 html[data-theme="dark"] .highlight .nd { color: #ffa500 } /* Name.Decorator */
 html[data-theme="dark"] .highlight .ni { color: #d0d0d0 } /* Name.Entity */
 html[data-theme="dark"] .highlight .ne { color: #bbbbbb } /* Name.Exception */
-html[data-theme="dark"] .highlight .nf { color: #447fcf } /* Name.Function */
+html[data-theme="dark"] .highlight .nf { color: #71adff } /* Name.Function */
 html[data-theme="dark"] .highlight .nl { color: #d0d0d0 } /* Name.Label */
-html[data-theme="dark"] .highlight .nn { color: #447fcf; text-decoration: underline } /* Name.Namespace */
+html[data-theme="dark"] .highlight .nn { color: #71adff; text-decoration: underline } /* Name.Namespace */
 html[data-theme="dark"] .highlight .nx { color: #d0d0d0 } /* Name.Other */
 html[data-theme="dark"] .highlight .py { color: #d0d0d0 } /* Name.Property */
-html[data-theme="dark"] .highlight .nt { color: #6ab825; font-weight: bold } /* Name.Tag */
+html[data-theme="dark"] .highlight .nt { color: #6ebf26; font-weight: bold } /* Name.Tag */
 html[data-theme="dark"] .highlight .nv { color: #40ffff } /* Name.Variable */
-html[data-theme="dark"] .highlight .ow { color: #6ab825; font-weight: bold } /* Operator.Word */
+html[data-theme="dark"] .highlight .ow { color: #6ebf26; font-weight: bold } /* Operator.Word */
 html[data-theme="dark"] .highlight .w { color: #666666 } /* Text.Whitespace */
-html[data-theme="dark"] .highlight .mb { color: #3677a9 } /* Literal.Number.Bin */
-html[data-theme="dark"] .highlight .mf { color: #3677a9 } /* Literal.Number.Float */
-html[data-theme="dark"] .highlight .mh { color: #3677a9 } /* Literal.Number.Hex */
-html[data-theme="dark"] .highlight .mi { color: #3677a9 } /* Literal.Number.Integer */
-html[data-theme="dark"] .highlight .mo { color: #3677a9 } /* Literal.Number.Oct */
+html[data-theme="dark"] .highlight .mb { color: #51b2fd } /* Literal.Number.Bin */
+html[data-theme="dark"] .highlight .mf { color: #51b2fd } /* Literal.Number.Float */
+html[data-theme="dark"] .highlight .mh { color: #51b2fd } /* Literal.Number.Hex */
+html[data-theme="dark"] .highlight .mi { color: #51b2fd } /* Literal.Number.Integer */
+html[data-theme="dark"] .highlight .mo { color: #51b2fd } /* Literal.Number.Oct */
 html[data-theme="dark"] .highlight .sa { color: #ed9d13 } /* Literal.String.Affix */
 html[data-theme="dark"] .highlight .sb { color: #ed9d13 } /* Literal.String.Backtick */
 html[data-theme="dark"] .highlight .sc { color: #ed9d13 } /* Literal.String.Char */
@@ -156,10 +156,10 @@ html[data-theme="dark"] .highlight .sx { color: #ffa500 } /* Literal.String.Othe
 html[data-theme="dark"] .highlight .sr { color: #ed9d13 } /* Literal.String.Regex */
 html[data-theme="dark"] .highlight .s1 { color: #ed9d13 } /* Literal.String.Single */
 html[data-theme="dark"] .highlight .ss { color: #ed9d13 } /* Literal.String.Symbol */
-html[data-theme="dark"] .highlight .bp { color: #24909d } /* Name.Builtin.Pseudo */
-html[data-theme="dark"] .highlight .fm { color: #447fcf } /* Name.Function.Magic */
+html[data-theme="dark"] .highlight .bp { color: #2fbccd } /* Name.Builtin.Pseudo */
+html[data-theme="dark"] .highlight .fm { color: #71adff } /* Name.Function.Magic */
 html[data-theme="dark"] .highlight .vc { color: #40ffff } /* Name.Variable.Class */
 html[data-theme="dark"] .highlight .vg { color: #40ffff } /* Name.Variable.Global */
 html[data-theme="dark"] .highlight .vi { color: #40ffff } /* Name.Variable.Instance */
 html[data-theme="dark"] .highlight .vm { color: #40ffff } /* Name.Variable.Magic */
-html[data-theme="dark"] .highlight .il { color: #3677a9 } /* Literal.Number.Integer.Long */
\ No newline at end of file
+html[data-theme="dark"] .highlight .il { color: #51b2fd } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index 48967cb4..87c37245 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -24,8 +24,7 @@
     href="_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -35,6 +34,7 @@
     <script src="_static/jquery.js"></script>
     <script src="_static/underscore.js"></script>
     <script src="_static/doctools.js"></script>
+    <script src="_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -391,7 +391,7 @@ <h2 id="X">X</h2>
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html
index 028b49c4..a4a6bb15 100644
--- a/docs/_build/html/index.html
+++ b/docs/_build/html/index.html
@@ -25,8 +25,7 @@
     href="_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="_static/jquery.js"></script>
     <script src="_static/underscore.js"></script>
     <script src="_static/doctools.js"></script>
+    <script src="_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -450,7 +450,7 @@ <h2>Other Tools<a class="headerlink" href="#other-tools" title="Permalink to thi
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv
index cd981b75..0d706b6c 100644
Binary files a/docs/_build/html/objects.inv and b/docs/_build/html/objects.inv differ
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.accessors.HerbieAccessor.html b/docs/_build/html/reference_guide/_autosummary/herbie.accessors.HerbieAccessor.html
index 3e464a38..70abb355 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.accessors.HerbieAccessor.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.accessors.HerbieAccessor.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -497,7 +497,7 @@ <h1>herbie.accessors.HerbieAccessor<a class="headerlink" href="#herbie-accessors
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.archive.Herbie.html b/docs/_build/html/reference_guide/_autosummary/herbie.archive.Herbie.html
index 7c301a06..ea6930b7 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.archive.Herbie.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.archive.Herbie.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -826,7 +826,7 @@ <h1>herbie.archive.Herbie<a class="headerlink" href="#herbie-archive-herbie" tit
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.misc.ANSI.html b/docs/_build/html/reference_guide/_autosummary/herbie.misc.ANSI.html
index 4737d544..5e6e9a4e 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.misc.ANSI.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.misc.ANSI.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -423,7 +423,7 @@ <h1>herbie.misc.ANSI<a class="headerlink" href="#herbie-misc-ansi" title="Permal
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo.html b/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo.html
index 11022dc9..0a13dc30 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -351,7 +351,7 @@ <h1>herbie.misc.HerbieLogo<a class="headerlink" href="#herbie-misc-herbielogo" t
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo2.html b/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo2.html
index 6ce15e73..3646aa1a 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo2.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.misc.HerbieLogo2.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -355,7 +355,7 @@ <h1>herbie.misc.HerbieLogo2<a class="headerlink" href="#herbie-misc-herbielogo2"
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.misc.hc.html b/docs/_build/html/reference_guide/_autosummary/herbie.misc.hc.html
index 391eed84..87753b1a 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.misc.hc.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.misc.hc.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -392,7 +392,7 @@ <h1>herbie.misc.hc<a class="headerlink" href="#herbie-misc-hc" title="Permalink
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.tools.FastHerbie.html b/docs/_build/html/reference_guide/_autosummary/herbie.tools.FastHerbie.html
index 8926ea83..3bbaf7da 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.tools.FastHerbie.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.tools.FastHerbie.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -356,7 +356,7 @@ <h1>herbie.tools.FastHerbie<a class="headerlink" href="#herbie-tools-fastherbie"
 <tr class="row-odd"><td><p><a class="reference internal" href="#herbie.tools.FastHerbie.download" title="herbie.tools.FastHerbie.download"><code class="xref py py-obj docutils literal notranslate"><span class="pre">download</span></code></a>([searchString, max_threads])</p></td>
 <td><p>Download many Herbie objects</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#herbie.tools.FastHerbie.xarray" title="herbie.tools.FastHerbie.xarray"><code class="xref py py-obj docutils literal notranslate"><span class="pre">xarray</span></code></a>(searchString[, max_threads])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#herbie.tools.FastHerbie.xarray" title="herbie.tools.FastHerbie.xarray"><code class="xref py py-obj docutils literal notranslate"><span class="pre">xarray</span></code></a>(searchString, *[, max_threads])</p></td>
 <td><p>Read many Herbie objects into an xarray Dataset</p></td>
 </tr>
 </tbody>
@@ -377,7 +377,7 @@ <h1>herbie.tools.FastHerbie<a class="headerlink" href="#herbie-tools-fastherbie"
 <tr class="row-odd"><td><p><a class="reference internal" href="#herbie.tools.FastHerbie.download" title="herbie.tools.FastHerbie.download"><code class="xref py py-obj docutils literal notranslate"><span class="pre">download</span></code></a>([searchString, max_threads])</p></td>
 <td><p>Download many Herbie objects</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#herbie.tools.FastHerbie.xarray" title="herbie.tools.FastHerbie.xarray"><code class="xref py py-obj docutils literal notranslate"><span class="pre">xarray</span></code></a>(searchString[, max_threads])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#herbie.tools.FastHerbie.xarray" title="herbie.tools.FastHerbie.xarray"><code class="xref py py-obj docutils literal notranslate"><span class="pre">xarray</span></code></a>(searchString, *[, max_threads])</p></td>
 <td><p>Read many Herbie objects into an xarray Dataset</p></td>
 </tr>
 </tbody>
@@ -424,7 +424,7 @@ <h1>herbie.tools.FastHerbie<a class="headerlink" href="#herbie-tools-fastherbie"
 
 <dl class="py method">
 <dt class="sig sig-object py" id="herbie.tools.FastHerbie.download">
-<span class="sig-name descname"><span class="pre">download</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">searchString</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_threads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">download_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/herbie/tools.html#FastHerbie.download"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#herbie.tools.FastHerbie.download" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">download</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">searchString</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_threads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">download_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/herbie/tools.html#FastHerbie.download"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#herbie.tools.FastHerbie.download" title="Permalink to this definition">#</a></dt>
 <dd><p>Download many Herbie objects</p>
 <p>Uses multithreading.</p>
 <dl class="field-list simple">
@@ -450,11 +450,11 @@ <h1>herbie.tools.FastHerbie<a class="headerlink" href="#herbie-tools-fastherbie"
 
 <dl class="py method">
 <dt class="sig sig-object py" id="herbie.tools.FastHerbie.xarray">
-<span class="sig-name descname"><span class="pre">xarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">searchString</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_threads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">xarray_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/herbie/tools.html#FastHerbie.xarray"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#herbie.tools.FastHerbie.xarray" title="Permalink to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">xarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">searchString</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_threads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">xarray_kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/herbie/tools.html#FastHerbie.xarray"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#herbie.tools.FastHerbie.xarray" title="Permalink to this definition">#</a></dt>
 <dd><p>Read many Herbie objects into an xarray Dataset</p>
 <p># TODO: Sometimes the Jupyter Cell always crashes when I run this.
 # TODO: “fatal flex scanner internal error–end of buffer missed”</p>
-<p>Uses multithreading.
+<p>Uses multithreading (or multiprocessing).
 This would likely benefit from multiprocessing instead.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -519,7 +519,7 @@ <h1>herbie.tools.FastHerbie<a class="headerlink" href="#herbie-tools-fastherbie"
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/_autosummary/herbie.tools.create_index_files.html b/docs/_build/html/reference_guide/_autosummary/herbie.tools.create_index_files.html
index f14d27f8..e6f07fac 100644
--- a/docs/_build/html/reference_guide/_autosummary/herbie.tools.create_index_files.html
+++ b/docs/_build/html/reference_guide/_autosummary/herbie.tools.create_index_files.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -360,7 +360,7 @@ <h1>herbie.tools.create_index_files<a class="headerlink" href="#herbie-tools-cre
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/accessors.html b/docs/_build/html/reference_guide/accessors.html
index e6461b98..f1c454b6 100644
--- a/docs/_build/html/reference_guide/accessors.html
+++ b/docs/_build/html/reference_guide/accessors.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -358,7 +358,7 @@ <h1>herbie.accessors<a class="headerlink" href="#herbie-accessors" title="Permal
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/archive.html b/docs/_build/html/reference_guide/archive.html
index c96d3d1b..6dbc0494 100644
--- a/docs/_build/html/reference_guide/archive.html
+++ b/docs/_build/html/reference_guide/archive.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -362,7 +362,7 @@ <h1>herbie.archive<a class="headerlink" href="#herbie-archive" title="Permalink
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/index.html b/docs/_build/html/reference_guide/index.html
index 0df71777..401c54a0 100644
--- a/docs/_build/html/reference_guide/index.html
+++ b/docs/_build/html/reference_guide/index.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -370,7 +370,7 @@ <h1>Reference Guide<a class="headerlink" href="#reference-guide" title="Permalin
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/misc.html b/docs/_build/html/reference_guide/misc.html
index 02de932f..125f8940 100644
--- a/docs/_build/html/reference_guide/misc.html
+++ b/docs/_build/html/reference_guide/misc.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -367,7 +367,7 @@ <h1>herbie.mics<a class="headerlink" href="#herbie-mics" title="Permalink to thi
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/reference_guide/tools.html b/docs/_build/html/reference_guide/tools.html
index c1e2d41e..db011340 100644
--- a/docs/_build/html/reference_guide/tools.html
+++ b/docs/_build/html/reference_guide/tools.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -361,7 +361,7 @@ <h1>herbie.tools<a class="headerlink" href="#herbie-tools" title="Permalink to t
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/search.html b/docs/_build/html/search.html
index 6827e9ac..504f473b 100644
--- a/docs/_build/html/search.html
+++ b/docs/_build/html/search.html
@@ -24,8 +24,7 @@
     href="_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="_static/jquery.js"></script>
     <script src="_static/underscore.js"></script>
     <script src="_static/doctools.js"></script>
+    <script src="_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -249,7 +249,7 @@ <h1 id="search-documentation">Search</h1>
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/configure.html b/docs/_build/html/user_guide/configure.html
index 2ca44788..3af75822 100644
--- a/docs/_build/html/user_guide/configure.html
+++ b/docs/_build/html/user_guide/configure.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -456,7 +456,7 @@ <h2>Default Download Priority Rational<a class="headerlink" href="#default-downl
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/contribute.html b/docs/_build/html/user_guide/contribute.html
index 719cb651..0ad321c5 100644
--- a/docs/_build/html/user_guide/contribute.html
+++ b/docs/_build/html/user_guide/contribute.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -346,7 +346,7 @@
               
               <article class="bd-article" role="main">
                 
-  <section class="tex2jax_ignore mathjax_ignore" id="disclaimer-and-contributing-guidelines">
+  <section id="disclaimer-and-contributing-guidelines">
 <h1>👨🏻‍🏭 Disclaimer and Contributing Guidelines<a class="headerlink" href="#disclaimer-and-contributing-guidelines" title="Permalink to this headline">#</a></h1>
 <p>The intent of this package is to serve as an <em>example</em> of how you can download archived NWP data, but it still might be useful to you.</p>
 <p>This package continues to evolve and is distributed <em>as is</em>. I do not make any guarantee it will work for you out of the box or is tailored to your needs. This package is essentially my playground for developing my python skills and testing new ideas. In fact, this is my first experience publishing a package to PyPI. Any revisions I make are purely for my benefit. I usually only push updates to GitHub if the code is in a reasonably functional state (at least, in the way I use it), so sorry if I break something you used.</p>
@@ -410,7 +410,7 @@ <h2>Other Information<a class="headerlink" href="#other-information" title="Perm
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/custom_template.html b/docs/_build/html/user_guide/custom_template.html
index 53d4fffd..e989b22b 100644
--- a/docs/_build/html/user_guide/custom_template.html
+++ b/docs/_build/html/user_guide/custom_template.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -424,7 +424,7 @@ <h2>Types of Herbie Template Class<a class="headerlink" href="#types-of-herbie-t
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/data_sources.html b/docs/_build/html/user_guide/data_sources.html
index fb4345f9..7c16ed52 100644
--- a/docs/_build/html/user_guide/data_sources.html
+++ b/docs/_build/html/user_guide/data_sources.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -439,7 +439,7 @@ <h1>☁ Data Sources<a class="headerlink" href="#data-sources" title="Permalink
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/grib2.html b/docs/_build/html/user_guide/grib2.html
index 9c676f3d..c9f36626 100644
--- a/docs/_build/html/user_guide/grib2.html
+++ b/docs/_build/html/user_guide/grib2.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -526,7 +526,7 @@ <h1>How GRIB subsetting works in Herbie<a class="headerlink" href="#how-grib-sub
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/history.html b/docs/_build/html/user_guide/history.html
index 8347173f..97fd99d5 100644
--- a/docs/_build/html/user_guide/history.html
+++ b/docs/_build/html/user_guide/history.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -383,7 +383,7 @@ <h1>📜 History<a class="headerlink" href="#history" title="Permalink to this h
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/index.html b/docs/_build/html/user_guide/index.html
index 1d8fac96..0add38af 100644
--- a/docs/_build/html/user_guide/index.html
+++ b/docs/_build/html/user_guide/index.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -491,7 +491,7 @@ <h1>User Guide<a class="headerlink" href="#user-guide" title="Permalink to this
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/install.html b/docs/_build/html/user_guide/install.html
index bae717ad..ebed59ec 100644
--- a/docs/_build/html/user_guide/install.html
+++ b/docs/_build/html/user_guide/install.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -351,7 +351,7 @@
               
               <article class="bd-article" role="main">
                 
-  <section class="tex2jax_ignore mathjax_ignore" id="installation-and-conda-environment">
+  <section id="installation-and-conda-environment">
 <h1>🐍 Installation and Conda Environment<a class="headerlink" href="#installation-and-conda-environment" title="Permalink to this headline">#</a></h1>
 <p>Herbie requires <code class="docutils literal notranslate"><span class="pre">curl</span></code> and <strong>Python 3.8+</strong> with the following packages: <code class="docutils literal notranslate"><span class="pre">requests</span></code>, <code class="docutils literal notranslate"><span class="pre">pandas</span></code>, <code class="docutils literal notranslate"><span class="pre">xarray</span></code>, and <code class="docutils literal notranslate"><span class="pre">cfgrib</span></code>. Optional packages are <code class="docutils literal notranslate"><span class="pre">matplotlib</span></code>, <code class="docutils literal notranslate"><span class="pre">cartopy</span></code>, and<a class="reference external" href="https://github.com/blaylockbk/Carpenter_Workshop"><code class="docutils literal notranslate"><span class="pre">Carpenter_Workshop</span></code></a>.</p>
 <section id="option-1-pip">
@@ -373,13 +373,13 @@ <h2>Option 2: conda<a class="headerlink" href="#option-2-conda" title="Permalink
 <p>If conda environments are new to you, I suggest you become familiar with <a class="reference external" href="https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html">managing conda environments</a>.</p>
 <p>I have provided a sample Anaconda <a class="reference external" href="https://github.com/blaylockbk/Herbie/blob/main/environment.yml">environment.yml</a> file that lists the minimum packages required plus some extras that I find useful. Look at the bottom lines of that yaml file…there are two ways to install <code class="docutils literal notranslate"><span class="pre">hrrrb</span></code> with pip within the environment file. Comment out the line you don’t want.</p>
 <p>For the latest development code:</p>
-<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="p p-Indicator">-</span> <span class="nt">pip</span><span class="p">:</span>
-    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">git+https://github.com/blaylockbk/Herbie.git</span>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">pip</span><span class="p">:</span><span class="w"></span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">git+https://github.com/blaylockbk/Herbie.git</span><span class="w"></span>
 </pre></div>
 </div>
 <p>For the latest published version</p>
-<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="p p-Indicator">-</span> <span class="nt">pip</span><span class="p">:</span>
-    <span class="p p-Indicator">-</span> <span class="l l-Scalar l-Scalar-Plain">herbie-data</span>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">pip</span><span class="p">:</span><span class="w"></span>
+<span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">herbie-data</span><span class="w"></span>
 </pre></div>
 </div>
 <p>First, create the virtual environment with</p>
@@ -445,7 +445,7 @@ <h2>Alternative “Install” Method<a class="headerlink" href="#alternative-ins
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/model_info.html b/docs/_build/html/user_guide/model_info.html
index 29b08702..ff6b162b 100644
--- a/docs/_build/html/user_guide/model_info.html
+++ b/docs/_build/html/user_guide/model_info.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -346,7 +346,7 @@
               
               <article class="bd-article" role="main">
                 
-  <section class="tex2jax_ignore mathjax_ignore" id="i-model-info">
+  <section id="i-model-info">
 <h1>ℹ Model Info<a class="headerlink" href="#i-model-info" title="Permalink to this headline">#</a></h1>
 <blockquote>
 <div><p>This is a work in progress.</p>
@@ -423,7 +423,7 @@ <h2>RAP: Rapid Refresh<a class="headerlink" href="#rap-rapid-refresh" title="Per
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_ecmwf.html b/docs/_build/html/user_guide/notebooks/data_ecmwf.html
index 7260a9d6..1f5a56ac 100644
--- a/docs/_build/html/user_guide/notebooks/data_ecmwf.html
+++ b/docs/_build/html/user_guide/notebooks/data_ecmwf.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -5710,7 +5710,7 @@ <h2>Ensemble Wave Products<a class="headerlink" href="#Ensemble-Wave-Products" t
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_gefs.html b/docs/_build/html/user_guide/notebooks/data_gefs.html
index 0b8a5fab..eb941926 100644
--- a/docs/_build/html/user_guide/notebooks/data_gefs.html
+++ b/docs/_build/html/user_guide/notebooks/data_gefs.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -1816,7 +1816,7 @@ <h1>What are valid values for <code class="docutils literal notranslate"><span c
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_gfs.html b/docs/_build/html/user_guide/notebooks/data_gfs.html
index 8fbfca64..b8c35288 100644
--- a/docs/_build/html/user_guide/notebooks/data_gfs.html
+++ b/docs/_build/html/user_guide/notebooks/data_gfs.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -6732,7 +6732,7 @@ <h2>Get data from the GFS wave output<a class="headerlink" href="#Get-data-from-
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_gfs.ipynb b/docs/_build/html/user_guide/notebooks/data_gfs.ipynb
index 4becdef5..3279d756 100644
--- a/docs/_build/html/user_guide/notebooks/data_gfs.ipynb
+++ b/docs/_build/html/user_guide/notebooks/data_gfs.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e7da75e6",
+   "id": "da341454",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -15,7 +15,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "f3636629",
+   "id": "80ff8e28",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -30,7 +30,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "59f9f2ab",
+   "id": "6333ad9f",
    "metadata": {},
    "outputs": [
     {
@@ -50,7 +50,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "319864c0",
+   "id": "e408726e",
    "metadata": {},
    "outputs": [
     {
@@ -75,7 +75,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "89eb2714",
+   "id": "464d6290",
    "metadata": {},
    "outputs": [
     {
@@ -95,7 +95,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "432191ee",
+   "id": "9101293c",
    "metadata": {},
    "outputs": [
     {
@@ -137,7 +137,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "5b465016",
+   "id": "8fe47f1b",
    "metadata": {},
    "outputs": [
     {
@@ -179,7 +179,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9ae3241b",
+   "id": "7df3a5d5",
    "metadata": {},
    "source": [
     "## Can also use metpy to parse GFS grid_mapping\n",
@@ -189,7 +189,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "112314da",
+   "id": "3126c7a2",
    "metadata": {},
    "outputs": [
     {
@@ -216,7 +216,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "e6496089",
+   "id": "555f64d1",
    "metadata": {},
    "outputs": [
     {
@@ -241,7 +241,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f73bbb2b",
+   "id": "b74e1c67",
    "metadata": {},
    "source": [
     "## Get data from the GFS wave output"
@@ -250,7 +250,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "f57df3e9",
+   "id": "07b6abb3",
    "metadata": {},
    "outputs": [
     {
@@ -277,7 +277,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "d90f0391",
+   "id": "0fb572ed",
    "metadata": {},
    "outputs": [
     {
@@ -594,7 +594,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "38fbd645",
+   "id": "e8c51667",
    "metadata": {},
    "outputs": [
     {
@@ -623,7 +623,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "44228517",
+   "id": "58969e1c",
    "metadata": {},
    "outputs": [
     {
@@ -656,7 +656,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "e068390f",
+   "id": "ef3ed201",
    "metadata": {},
    "outputs": [
     {
@@ -5810,7 +5810,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "0cb3eecc",
+   "id": "b1dc1932",
    "metadata": {},
    "outputs": [
     {
@@ -6235,7 +6235,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1df8929a",
+   "id": "7aa877b2",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -6243,7 +6243,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e0e8e0f6",
+   "id": "1ded3391",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/_build/html/user_guide/notebooks/data_hrrr.html b/docs/_build/html/user_guide/notebooks/data_hrrr.html
index 4a96ad95..8e341cf0 100644
--- a/docs/_build/html/user_guide/notebooks/data_hrrr.html
+++ b/docs/_build/html/user_guide/notebooks/data_hrrr.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -1155,7 +1155,7 @@ <h1>HRRR Data<a class="headerlink" href="#HRRR-Data" title="Permalink to this he
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_hrrr.ipynb b/docs/_build/html/user_guide/notebooks/data_hrrr.ipynb
index 95d29310..a8b6461a 100644
--- a/docs/_build/html/user_guide/notebooks/data_hrrr.ipynb
+++ b/docs/_build/html/user_guide/notebooks/data_hrrr.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3b5dbb34",
+   "id": "2c710275",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -16,7 +16,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "c874b14c",
+   "id": "d9e889ef",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -31,7 +31,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "bf4e7013",
+   "id": "41686bf6",
    "metadata": {},
    "outputs": [
     {
@@ -49,7 +49,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "bdd44df5",
+   "id": "dd175676",
    "metadata": {},
    "outputs": [
     {
@@ -526,7 +526,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "ff137df1",
+   "id": "55c030b2",
    "metadata": {},
    "outputs": [
     {
diff --git a/docs/_build/html/user_guide/notebooks/data_hrrrak.html b/docs/_build/html/user_guide/notebooks/data_hrrrak.html
index 45c87d8d..34d336dc 100644
--- a/docs/_build/html/user_guide/notebooks/data_hrrrak.html
+++ b/docs/_build/html/user_guide/notebooks/data_hrrrak.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -6494,7 +6494,7 @@ <h1>HRRR-Alaska Data<a class="headerlink" href="#HRRR-Alaska-Data" title="Permal
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_hrrrak.ipynb b/docs/_build/html/user_guide/notebooks/data_hrrrak.ipynb
index 4f01bdc8..e9bfde4d 100644
--- a/docs/_build/html/user_guide/notebooks/data_hrrrak.ipynb
+++ b/docs/_build/html/user_guide/notebooks/data_hrrrak.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "eeea2f58",
+   "id": "bccf40ff",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -16,7 +16,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "f6a87dc2",
+   "id": "e3940ecf",
    "metadata": {},
    "outputs": [
     {
@@ -39,7 +39,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "0283383c",
+   "id": "97b17bca",
    "metadata": {},
    "outputs": [
     {
@@ -57,7 +57,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "aaa39818",
+   "id": "f5f48db8",
    "metadata": {},
    "outputs": [
     {
@@ -519,7 +519,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "bfb295b1",
+   "id": "a80564ae",
    "metadata": {},
    "outputs": [
     {
@@ -569,7 +569,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "f02a8a17",
+   "id": "ee443ae4",
    "metadata": {},
    "outputs": [
     {
@@ -610,7 +610,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9364a95",
+   "id": "ff7ce798",
    "metadata": {},
    "source": [
     "Below is tying to use metpy to parse the CF grid_namming"
@@ -619,7 +619,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "8355095d",
+   "id": "37c4fac0",
    "metadata": {},
    "outputs": [
     {
@@ -649,7 +649,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "6188f172",
+   "id": "a32cc692",
    "metadata": {},
    "outputs": [
     {
@@ -686,7 +686,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "ceba98a1",
+   "id": "b8975457",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -699,7 +699,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "fa276115",
+   "id": "0eab9c08",
    "metadata": {},
    "outputs": [
     {
@@ -5870,7 +5870,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "3d437ac4",
+   "id": "6815eab8",
    "metadata": {},
    "outputs": [
     {
@@ -5906,7 +5906,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "2d0501cd",
+   "id": "860b1e1b",
    "metadata": {},
    "outputs": [
     {
@@ -5961,7 +5961,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "92a492e9",
+   "id": "f2ae4616",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/_build/html/user_guide/notebooks/data_navgem.html b/docs/_build/html/user_guide/notebooks/data_navgem.html
index d7aab5ae..9d77d765 100644
--- a/docs/_build/html/user_guide/notebooks/data_navgem.html
+++ b/docs/_build/html/user_guide/notebooks/data_navgem.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -758,7 +758,7 @@ <h1>NAVGEM Data<a class="headerlink" href="#NAVGEM-Data" title="Permalink to thi
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_nbm.html b/docs/_build/html/user_guide/notebooks/data_nbm.html
index 237e837f..dba52c30 100644
--- a/docs/_build/html/user_guide/notebooks/data_nbm.html
+++ b/docs/_build/html/user_guide/notebooks/data_nbm.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -1387,7 +1387,7 @@ <h1>National Blend of Models (NMB)<a class="headerlink" href="#National-Blend-of
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_nogaps.html b/docs/_build/html/user_guide/notebooks/data_nogaps.html
index e2e97b08..1259d319 100644
--- a/docs/_build/html/user_guide/notebooks/data_nogaps.html
+++ b/docs/_build/html/user_guide/notebooks/data_nogaps.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -1282,7 +1282,7 @@ <h1>Historical NOGAPS Data<a class="headerlink" href="#Historical-NOGAPS-Data" t
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_rap.html b/docs/_build/html/user_guide/notebooks/data_rap.html
index ebfc6411..52753c14 100644
--- a/docs/_build/html/user_guide/notebooks/data_rap.html
+++ b/docs/_build/html/user_guide/notebooks/data_rap.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -1616,7 +1616,7 @@ <h1>List files that are found in Historical NCEI<a class="headerlink" href="#Lis
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_rap.ipynb b/docs/_build/html/user_guide/notebooks/data_rap.ipynb
index 7bced905..df6ebdef 100644
--- a/docs/_build/html/user_guide/notebooks/data_rap.ipynb
+++ b/docs/_build/html/user_guide/notebooks/data_rap.ipynb
@@ -174,7 +174,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "5223a97b",
+   "id": "80a64a68",
    "metadata": {},
    "outputs": [
     {
diff --git a/docs/_build/html/user_guide/notebooks/data_rrfs.html b/docs/_build/html/user_guide/notebooks/data_rrfs.html
index 90619612..8e3961d8 100644
--- a/docs/_build/html/user_guide/notebooks/data_rrfs.html
+++ b/docs/_build/html/user_guide/notebooks/data_rrfs.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -6551,7 +6551,7 @@ <h1>Grid Mapping<a class="headerlink" href="#Grid-Mapping" title="Permalink to t
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/data_rrfs.ipynb b/docs/_build/html/user_guide/notebooks/data_rrfs.ipynb
index 7ae4febe..9a44a6fb 100644
--- a/docs/_build/html/user_guide/notebooks/data_rrfs.ipynb
+++ b/docs/_build/html/user_guide/notebooks/data_rrfs.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "95e73318",
+   "id": "73c83ec0",
    "metadata": {},
    "source": [
     "**Brian Blaylock**  \n",
@@ -16,7 +16,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "519261dd",
+   "id": "54f2de57",
    "metadata": {},
    "outputs": [
     {
@@ -44,7 +44,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "a1cd8126",
+   "id": "496f18ed",
    "metadata": {},
    "outputs": [
     {
@@ -71,7 +71,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "c78a2e74",
+   "id": "fe06522f",
    "metadata": {},
    "outputs": [
     {
@@ -93,7 +93,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "9bf5e81d",
+   "id": "d2f2f16c",
    "metadata": {},
    "outputs": [
     {
@@ -114,7 +114,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "be433e40",
+   "id": "97bb28cd",
    "metadata": {},
    "outputs": [
     {
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e4663fb",
+   "id": "cb71ce2c",
    "metadata": {},
    "source": [
     "## What about when there isn't an index file available?\n",
@@ -173,7 +173,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "77afe950",
+   "id": "3727f658",
    "metadata": {},
    "outputs": [
     {
@@ -192,7 +192,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "311937aa",
+   "id": "05d30d59",
    "metadata": {},
    "outputs": [
     {
@@ -213,7 +213,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "264b1e2a",
+   "id": "106925b0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -223,7 +223,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7f93ddb2",
+   "id": "2b33eb76",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,7 +239,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5af783a5",
+   "id": "aa885bc5",
    "metadata": {},
    "outputs": [
     {
@@ -280,7 +280,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a479e6c8",
+   "id": "ccf2b527",
    "metadata": {},
    "source": [
     "# Grid Mapping\n",
@@ -290,7 +290,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "f8f416ed",
+   "id": "ed8e97ce",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -300,7 +300,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "59a2cf1f",
+   "id": "a613dca3",
    "metadata": {},
    "outputs": [
     {
@@ -5927,7 +5927,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "1ce90c8f",
+   "id": "20f1e90f",
    "metadata": {},
    "outputs": [
     {
@@ -5960,7 +5960,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c73c8fab",
+   "id": "14c0d2f2",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/_build/html/user_guide/notebooks/index.html b/docs/_build/html/user_guide/notebooks/index.html
index 7dd5009e..813d6103 100644
--- a/docs/_build/html/user_guide/notebooks/index.html
+++ b/docs/_build/html/user_guide/notebooks/index.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -437,7 +437,7 @@ <h2>HRRR in Zarr Format<a class="headerlink" href="#hrrr-in-zarr-format" title="
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/notebooks/tutorial.html b/docs/_build/html/user_guide/notebooks/tutorial.html
index ca8f2d27..e1758249 100644
--- a/docs/_build/html/user_guide/notebooks/tutorial.html
+++ b/docs/_build/html/user_guide/notebooks/tutorial.html
@@ -25,8 +25,7 @@
     href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../../_static/jquery.js"></script>
     <script src="../../_static/underscore.js"></script>
     <script src="../../_static/doctools.js"></script>
+    <script src="../../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -1182,8 +1182,8 @@ <h3>Index files and Subset Search String<a class="headerlink" href="#Index-files
 <p>The magic trick for subsetting the data for what you want comes down to the search string. Herbie uses regular expression to search for lines in the index file to match which grib messages to download. Some examples are as follows.</p>
 <table class="table">
 <colgroup>
-<col style="width: 49%" />
-<col style="width: 51%" />
+<col style="width: 40%" />
+<col style="width: 60%" />
 </colgroup>
 <thead>
 <tr class="row-odd"><th class="head"><p><code class="docutils literal notranslate"><span class="pre">searchString</span></code></p></th>
@@ -3516,7 +3516,7 @@ <h2>Plot with <code class="docutils literal notranslate"><span class="pre">herbi
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/searchString.html b/docs/_build/html/user_guide/searchString.html
index 9db24cad..7f91bd3e 100644
--- a/docs/_build/html/user_guide/searchString.html
+++ b/docs/_build/html/user_guide/searchString.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -595,7 +595,7 @@ <h2>ecCodes-style index files<a class="headerlink" href="#eccodes-style-index-fi
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>
   
diff --git a/docs/_build/html/user_guide/style_guide.html b/docs/_build/html/user_guide/style_guide.html
index 83cc5304..1fa3b745 100644
--- a/docs/_build/html/user_guide/style_guide.html
+++ b/docs/_build/html/user_guide/style_guide.html
@@ -25,8 +25,7 @@
     href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2">
 
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/panels-variables.06eb56fa6e07937060861dad626602ad.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/design-style.b7bb847fb20b106c3d81b95245e65545.min.css" />
     <link rel="stylesheet" type="text/css" href="../_static/css/brian_style.css" />
 
   <!-- Pre-loaded scripts that we'll load fully later -->
@@ -36,6 +35,7 @@
     <script src="../_static/jquery.js"></script>
     <script src="../_static/underscore.js"></script>
     <script src="../_static/doctools.js"></script>
+    <script src="../_static/design-tabs.js"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-PT9LX1B7B8"></script>
     <script>
@@ -391,7 +391,7 @@
               <article class="bd-article" role="main">
                 
   <p><img alt="" src="https://github.com/blaylockbk/Herbie/blob/main/docs/_static/HerbieLogo2_tan_transparent.png?raw=true" /></p>
-<section class="tex2jax_ignore mathjax_ignore" id="style-guide">
+<section id="style-guide">
 <h1>🎨 Style Guide<a class="headerlink" href="#style-guide" title="Permalink to this headline">#</a></h1>
 <section id="font">
 <h2>Font<a class="headerlink" href="#font" title="Permalink to this headline">#</a></h2>
@@ -488,7 +488,7 @@ <h3>Tan Background<a class="headerlink" href="#tan-background" title="Permalink
   
   <div class="footer-item">
     <p class="copyright">
-    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 19:43 UTC 17 Jun 2022.<br>
+    &copy; Copyright 2022, Brian K. Blaylock.    ♻ Updated: 23:05 UTC 17 Jun 2022.<br>
 </p>
   </div>