diff --git a/.buildinfo b/.buildinfo
index f6e3cda..1e3c018 100644
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 7b7ae02bbec54b0f50ef711ddeec201f
+config: 02470608dd8b418f3fd2223c86d95c0f
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/01_query.html b/01_query.html
index dfd6465..68b56d2 100644
--- a/01_query.html
+++ b/01_query.html
@@ -190,7 +190,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -211,7 +211,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/01_query.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/01_query.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -219,7 +219,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/01_query.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/01_query.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/02_coords.html b/02_coords.html
index 98d514b..bb3e713 100644
--- a/02_coords.html
+++ b/02_coords.html
@@ -190,7 +190,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -211,7 +211,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/02_coords.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/02_coords.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -219,7 +219,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/02_coords.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/02_coords.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/03_motion.html b/03_motion.html
index ab3a6bc..ee94651 100644
--- a/03_motion.html
+++ b/03_motion.html
@@ -190,7 +190,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -211,7 +211,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/03_motion.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/03_motion.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -219,7 +219,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/03_motion.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/03_motion.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/04_select.html b/04_select.html
index 83ab596..2c9b698 100644
--- a/04_select.html
+++ b/04_select.html
@@ -190,7 +190,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -211,7 +211,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/04_select.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/04_select.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -219,7 +219,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/04_select.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/04_select.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/05_join.html b/05_join.html
index 7330c09..5f3f8be 100644
--- a/05_join.html
+++ b/05_join.html
@@ -190,7 +190,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -211,7 +211,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/05_join.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/05_join.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -219,7 +219,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/05_join.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/05_join.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
@@ -253,6 +253,11 @@
    Getting photometry data
   </a>
  </li>
+ <li class="toc-h2 nav-item toc-entry">
+  <a class="reference internal nav-link" href="#joining-tables">
+   Joining tables
+  </a>
+ </li>
  <li class="toc-h2 nav-item toc-entry">
   <a class="reference internal nav-link" href="#preparing-a-table-for-uploading">
    Preparing a table for uploading
@@ -377,9 +382,11 @@
 <p>Conveniently, the Gaia server provides data from Pan-STARRS as a table in the same database we have been using, so we can access it by making ADQL queries.</p>
 <p>In general, looking up a star from the Gaia catalog and finding the corresponding star in the Pan-STARRS catalog is not easy.  This kind of cross matching is not always possible, because a star might appear in one catalog and not the other.  And even when both stars are present, there might not be a clear one-to-one relationship between stars in the two catalogs.</p>
 <p>Fortunately, smart people have worked on this problem, and the Gaia database includes cross-matching tables that suggest a best neighbor in the Pan-STARRS catalog for many stars in the Gaia catalog.</p>
-<p><a class="reference external" href="https://gea.esac.esa.int/archive/documentation/GDR2/Catalogue_consolidation/chap_cu9val_cu9val/ssec_cu9xma/sssec_cu9xma_extcat.html">This document describes the cross matching process</a>.  Briefly, it uses a cone search to find possible matches in approximately the right position, then uses attributes like color and magnitude to choose pairs of stars most likely to be identical.</p>
-<p>So the hard part of cross-matching has been done for us.  However, using the results is a little tricky.</p>
-<p>But, it is also an opportunity to learn about one of the most important tools for working with databases: “joining” tables.</p>
+<p><a class="reference external" href="https://gea.esac.esa.int/archive/documentation/GDR2/Catalogue_consolidation/chap_cu9val_cu9val/ssec_cu9xma/sssec_cu9xma_extcat.html">This document describes the cross matching process</a>.  Briefly, it uses a cone search to find possible matches in approximately the right position, then uses attributes like color and magnitude to choose pairs of observations most likely to be the same star.</p>
+</div>
+<div class="section" id="joining-tables">
+<h2>Joining tables<a class="headerlink" href="#joining-tables" title="Permalink to this headline">¶</a></h2>
+<p>So the hard part of cross-matching has been done for us.  Using the results is a little tricky, but it gives us a chance to learn about one of the most important tools for working with databases: “joining” tables.</p>
 <p>In general, a “join” is an operation where you match up records from one table with records from another table using as a “key” a piece of information that is common to both tables, usually some kind of ID code.</p>
 <p>In this example:</p>
 <ul class="simple">
@@ -425,8 +432,8 @@
 <p>To write the file, we can use <code class="docutils literal notranslate"><span class="pre">Table.write</span></code> with <code class="docutils literal notranslate"><span class="pre">format='votable'</span></code>, <a class="reference external" href="https://docs.astropy.org/en/stable/io/unified.html#vo-tables">as described here</a>.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">table</span> <span class="o">=</span> <span class="n">candidate_table</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">]]</span>
-<span class="n">table</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;candidate_df.xml&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;votable&#39;</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">table_id</span> <span class="o">=</span> <span class="n">candidate_table</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">]]</span>
+<span class="n">table_id</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;candidate_df.xml&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;votable&#39;</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -481,8 +488,8 @@ The size of the file is about 750 KB, so that’s not too bad.</p>
 <p>Run these cells to find out.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">table</span> <span class="o">=</span> <span class="n">candidate_table</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">]]</span>
-<span class="nb">type</span><span class="p">(</span><span class="n">table</span><span class="p">)</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">table_id</span> <span class="o">=</span> <span class="n">candidate_table</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">]]</span>
+<span class="nb">type</span><span class="p">(</span><span class="n">table_id</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -783,8 +790,8 @@ dtype: int64
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Solution</span>
 
-<span class="n">table</span> <span class="o">=</span> <span class="n">results1</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">,</span> <span class="s1">&#39;original_ext_source_id&#39;</span><span class="p">]]</span>
-<span class="n">table</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;external.xml&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;votable&#39;</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">table_ext</span> <span class="o">=</span> <span class="n">results1</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">,</span> <span class="s1">&#39;original_ext_source_id&#39;</span><span class="p">]]</span>
+<span class="n">table_ext</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;external.xml&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;votable&#39;</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
diff --git a/06_photo.html b/06_photo.html
index bd01567..b37b19f 100644
--- a/06_photo.html
+++ b/06_photo.html
@@ -190,7 +190,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -211,7 +211,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/06_photo.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/06_photo.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -219,7 +219,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/06_photo.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/06_photo.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/07_plot.html b/07_plot.html
index eec4ec5..26d715a 100644
--- a/07_plot.html
+++ b/07_plot.html
@@ -189,7 +189,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -210,7 +210,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/07_plot.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/07_plot.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -218,7 +218,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/07_plot.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/07_plot.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/README.html b/README.html
index 182795c..dae4e63 100644
--- a/README.html
+++ b/README.html
@@ -189,7 +189,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
diff --git a/_sources/05_join.ipynb b/_sources/05_join.ipynb
index a95ea7e..0a4ce13 100644
--- a/_sources/05_join.ipynb
+++ b/_sources/05_join.ipynb
@@ -184,16 +184,16 @@
     "\n",
     "Fortunately, smart people have worked on this problem, and the Gaia database includes cross-matching tables that suggest a best neighbor in the Pan-STARRS catalog for many stars in the Gaia catalog.\n",
     "\n",
-    "[This document describes the cross matching process](https://gea.esac.esa.int/archive/documentation/GDR2/Catalogue_consolidation/chap_cu9val_cu9val/ssec_cu9xma/sssec_cu9xma_extcat.html).  Briefly, it uses a cone search to find possible matches in approximately the right position, then uses attributes like color and magnitude to choose pairs of stars most likely to be identical."
+    "[This document describes the cross matching process](https://gea.esac.esa.int/archive/documentation/GDR2/Catalogue_consolidation/chap_cu9val_cu9val/ssec_cu9xma/sssec_cu9xma_extcat.html).  Briefly, it uses a cone search to find possible matches in approximately the right position, then uses attributes like color and magnitude to choose pairs of observations most likely to be the same star."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "So the hard part of cross-matching has been done for us.  However, using the results is a little tricky.\n",
+    "## Joining tables\n",
     "\n",
-    "But, it is also an opportunity to learn about one of the most important tools for working with databases: \"joining\" tables.\n",
+    "So the hard part of cross-matching has been done for us.  Using the results is a little tricky, but it gives us a chance to learn about one of the most important tools for working with databases: \"joining\" tables.\n",
     "\n",
     "In general, a \"join\" is an operation where you match up records from one table with records from another table using as a \"key\" a piece of information that is common to both tables, usually some kind of ID code.\n",
     "\n",
@@ -285,8 +285,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "table = candidate_table[['source_id']]\n",
-    "table.write('candidate_df.xml', format='votable', overwrite=True)"
+    "table_id = candidate_table[['source_id']]\n",
+    "table_id.write('candidate_df.xml', format='votable', overwrite=True)"
    ]
   },
   {
@@ -395,8 +395,8 @@
     }
    ],
    "source": [
-    "table = candidate_table[['source_id']]\n",
-    "type(table)"
+    "table_id = candidate_table[['source_id']]\n",
+    "type(table_id)"
    ]
   },
   {
@@ -952,8 +952,8 @@
    "source": [
     "# Solution\n",
     "\n",
-    "table = results1[['source_id', 'original_ext_source_id']]\n",
-    "table.write('external.xml', format='votable', overwrite=True)"
+    "table_ext = results1[['source_id', 'original_ext_source_id']]\n",
+    "table_ext.write('external.xml', format='votable', overwrite=True)"
    ]
   },
   {
diff --git a/_sources/pilot_day4.ipynb b/_sources/pilot_day4.ipynb
index 7d41f4b..6c6e1a9 100644
--- a/_sources/pilot_day4.ipynb
+++ b/_sources/pilot_day4.ipynb
@@ -14,32 +14,268 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "astropy.table.table.Table"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "import matplotlib.pyplot as plt\n",
+    "from astropy.table import Table\n",
     "\n",
-    "x = candidate_df['phi1']\n",
-    "y = candidate_df['phi2']\n",
+    "candidate_table = Table.from_pandas(candidate_df)\n",
+    "type(candidate_table)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "table = candidate_table[['source_id']]\n",
+    "table.write('candidate_df.xml', format='votable', overwrite=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "query = \"\"\"SELECT *\n",
+    "FROM gaiadr2.panstarrs1_best_neighbour as best\n",
+    "JOIN tap_upload.candidate_df as candidate_df\n",
+    "ON best.source_id = candidate_df.source_id\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: Query finished. [astroquery.utils.tap.core]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from astroquery.gaia import Gaia\n",
     "\n",
-    "plt.plot(x, y, 'ko', markersize=0.3, alpha=0.3)\n",
-    "\n",
-    "plt.xlabel('ra (degree GD1)')\n",
-    "plt.ylabel('dec (degree GD1)');"
+    "job = Gaia.launch_job_async(query=query, \n",
+    "                            upload_resource='candidate_df.xml', \n",
+    "                            upload_table_name='candidate_df')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<i>Table length=3724</i>\n",
+       "<table id=\"table140617109298384\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>source_id</th><th>original_ext_source_id</th><th>angular_distance</th><th>number_of_neighbours</th><th>number_of_mates</th><th>best_neighbour_multiplicity</th><th>gaia_astrometric_params</th><th>source_id_2</th></tr></thead>\n",
+       "<thead><tr><th></th><th></th><th>arcsec</th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
+       "<thead><tr><th>int64</th><th>int64</th><th>float64</th><th>int32</th><th>int16</th><th>int16</th><th>int16</th><th>int64</th></tr></thead>\n",
+       "<tr><td>635860218726658176</td><td>130911385187671349</td><td>0.053667035895467084</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635860218726658176</td></tr>\n",
+       "<tr><td>635674126383965568</td><td>130831388428488720</td><td>0.038810268141577516</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635674126383965568</td></tr>\n",
+       "<tr><td>635535454774983040</td><td>130631378377657369</td><td>0.034323028828991076</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635535454774983040</td></tr>\n",
+       "<tr><td>635497276810313600</td><td>130811380445631930</td><td>0.04720255413250006</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635497276810313600</td></tr>\n",
+       "<tr><td>635614168640132864</td><td>130571395922140135</td><td>0.020304189709964143</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635614168640132864</td></tr>\n",
+       "<tr><td>635598607974369792</td><td>130341392091279513</td><td>0.036524626853403054</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635598607974369792</td></tr>\n",
+       "<tr><td>635737661835496576</td><td>131001399333502136</td><td>0.036626827820716606</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635737661835496576</td></tr>\n",
+       "<tr><td>635850945892748672</td><td>132011398654934147</td><td>0.021178742393378396</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635850945892748672</td></tr>\n",
+       "<tr><td>635600532119713664</td><td>130421392285893623</td><td>0.04518820915043015</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635600532119713664</td></tr>\n",
+       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
+       "<tr><td>612241781249124608</td><td>129751343755995561</td><td>0.04235715830001815</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612241781249124608</td></tr>\n",
+       "<tr><td>612332147361443072</td><td>130141341458538777</td><td>0.02265249859012977</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612332147361443072</td></tr>\n",
+       "<tr><td>612426744016802432</td><td>130521346852465656</td><td>0.03247653009961843</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612426744016802432</td></tr>\n",
+       "<tr><td>612331739340341760</td><td>130111341217793839</td><td>0.036064240818025735</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612331739340341760</td></tr>\n",
+       "<tr><td>612282738058264960</td><td>129741340445933519</td><td>0.025293237353496898</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612282738058264960</td></tr>\n",
+       "<tr><td>612386332668697600</td><td>130351354570219774</td><td>0.02010316001403086</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612386332668697600</td></tr>\n",
+       "<tr><td>612296172717818624</td><td>129691338006168780</td><td>0.051264212025836205</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612296172717818624</td></tr>\n",
+       "<tr><td>612250375480101760</td><td>129741346475897464</td><td>0.031783740347530905</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612250375480101760</td></tr>\n",
+       "<tr><td>612394926899159168</td><td>130581355199751795</td><td>0.04019174830546698</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612394926899159168</td></tr>\n",
+       "<tr><td>612256418500423168</td><td>129931349075297310</td><td>0.009242789669513156</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612256418500423168</td></tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<Table length=3724>\n",
+       "    source_id      original_ext_source_id ...    source_id_2    \n",
+       "                                          ...                   \n",
+       "      int64                int64          ...       int64       \n",
+       "------------------ ---------------------- ... ------------------\n",
+       "635860218726658176     130911385187671349 ... 635860218726658176\n",
+       "635674126383965568     130831388428488720 ... 635674126383965568\n",
+       "635535454774983040     130631378377657369 ... 635535454774983040\n",
+       "635497276810313600     130811380445631930 ... 635497276810313600\n",
+       "635614168640132864     130571395922140135 ... 635614168640132864\n",
+       "635598607974369792     130341392091279513 ... 635598607974369792\n",
+       "635737661835496576     131001399333502136 ... 635737661835496576\n",
+       "635850945892748672     132011398654934147 ... 635850945892748672\n",
+       "635600532119713664     130421392285893623 ... 635600532119713664\n",
+       "               ...                    ... ...                ...\n",
+       "612241781249124608     129751343755995561 ... 612241781249124608\n",
+       "612332147361443072     130141341458538777 ... 612332147361443072\n",
+       "612426744016802432     130521346852465656 ... 612426744016802432\n",
+       "612331739340341760     130111341217793839 ... 612331739340341760\n",
+       "612282738058264960     129741340445933519 ... 612282738058264960\n",
+       "612386332668697600     130351354570219774 ... 612386332668697600\n",
+       "612296172717818624     129691338006168780 ... 612296172717818624\n",
+       "612250375480101760     129741346475897464 ... 612250375480101760\n",
+       "612394926899159168     130581355199751795 ... 612394926899159168\n",
+       "612256418500423168     129931349075297310 ... 612256418500423168"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results = job.get_results()\n",
+    "results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "table_ext = results[['source_id', 'original_ext_source_id']]\n",
+    "table_ext.write('external.xml', format='votable', overwrite=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "query2 = \"\"\"SELECT\n",
+    "external.source_id, ps.g_mean_psf_mag, ps.i_mean_psf_mag\n",
+    "FROM gaiadr2.panstarrs1_original_valid as ps\n",
+    "JOIN tap_upload.external as external\n",
+    "ON ps.obj_id = external.original_ext_source_id\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: Query finished. [astroquery.utils.tap.core]\n"
+     ]
+    }
+   ],
+   "source": [
+    "job2 = Gaia.launch_job_async(query=query2, \n",
+    "                       upload_resource='external.xml', \n",
+    "                       upload_table_name='external')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<i>Table length=3724</i>\n",
+       "<table id=\"table140617116979696\" class=\"table-striped table-bordered table-condensed\">\n",
+       "<thead><tr><th>source_id</th><th>g_mean_psf_mag</th><th>i_mean_psf_mag</th></tr></thead>\n",
+       "<thead><tr><th></th><th></th><th>mag</th></tr></thead>\n",
+       "<thead><tr><th>int64</th><th>float64</th><th>float64</th></tr></thead>\n",
+       "<tr><td>635860218726658176</td><td>17.8978004455566</td><td>17.5174007415771</td></tr>\n",
+       "<tr><td>635674126383965568</td><td>19.2873001098633</td><td>17.6781005859375</td></tr>\n",
+       "<tr><td>635535454774983040</td><td>16.9237995147705</td><td>16.478099822998</td></tr>\n",
+       "<tr><td>635497276810313600</td><td>19.9242000579834</td><td>18.3339996337891</td></tr>\n",
+       "<tr><td>635614168640132864</td><td>16.1515998840332</td><td>14.6662998199463</td></tr>\n",
+       "<tr><td>635598607974369792</td><td>16.5223999023438</td><td>16.1375007629395</td></tr>\n",
+       "<tr><td>635737661835496576</td><td>14.5032997131348</td><td>13.9849004745483</td></tr>\n",
+       "<tr><td>635850945892748672</td><td>16.5174999237061</td><td>16.0450000762939</td></tr>\n",
+       "<tr><td>635600532119713664</td><td>20.4505996704102</td><td>19.5177001953125</td></tr>\n",
+       "<tr><td>...</td><td>...</td><td>...</td></tr>\n",
+       "<tr><td>612241781249124608</td><td>20.2343997955322</td><td>18.6518001556396</td></tr>\n",
+       "<tr><td>612332147361443072</td><td>21.3848991394043</td><td>20.3076000213623</td></tr>\n",
+       "<tr><td>612426744016802432</td><td>17.8281002044678</td><td>17.4281005859375</td></tr>\n",
+       "<tr><td>612331739340341760</td><td>21.8656997680664</td><td>19.5223007202148</td></tr>\n",
+       "<tr><td>612282738058264960</td><td>22.5151996612549</td><td>19.9743995666504</td></tr>\n",
+       "<tr><td>612386332668697600</td><td>19.3792991638184</td><td>17.9923000335693</td></tr>\n",
+       "<tr><td>612296172717818624</td><td>17.4944000244141</td><td>16.926700592041</td></tr>\n",
+       "<tr><td>612250375480101760</td><td>15.3330001831055</td><td>14.6280002593994</td></tr>\n",
+       "<tr><td>612394926899159168</td><td>16.4414005279541</td><td>15.8212003707886</td></tr>\n",
+       "<tr><td>612256418500423168</td><td>20.8715991973877</td><td>19.9612007141113</td></tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "<Table length=3724>\n",
+       "    source_id       g_mean_psf_mag   i_mean_psf_mag \n",
+       "                                          mag       \n",
+       "      int64            float64          float64     \n",
+       "------------------ ---------------- ----------------\n",
+       "635860218726658176 17.8978004455566 17.5174007415771\n",
+       "635674126383965568 19.2873001098633 17.6781005859375\n",
+       "635535454774983040 16.9237995147705  16.478099822998\n",
+       "635497276810313600 19.9242000579834 18.3339996337891\n",
+       "635614168640132864 16.1515998840332 14.6662998199463\n",
+       "635598607974369792 16.5223999023438 16.1375007629395\n",
+       "635737661835496576 14.5032997131348 13.9849004745483\n",
+       "635850945892748672 16.5174999237061 16.0450000762939\n",
+       "635600532119713664 20.4505996704102 19.5177001953125\n",
+       "               ...              ...              ...\n",
+       "612241781249124608 20.2343997955322 18.6518001556396\n",
+       "612332147361443072 21.3848991394043 20.3076000213623\n",
+       "612426744016802432 17.8281002044678 17.4281005859375\n",
+       "612331739340341760 21.8656997680664 19.5223007202148\n",
+       "612282738058264960 22.5151996612549 19.9743995666504\n",
+       "612386332668697600 19.3792991638184 17.9923000335693\n",
+       "612296172717818624 17.4944000244141  16.926700592041\n",
+       "612250375480101760 15.3330001831055 14.6280002593994\n",
+       "612394926899159168 16.4414005279541 15.8212003707886\n",
+       "612256418500423168 20.8715991973877 19.9612007141113"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results2 = job2.get_results()\n",
+    "results2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filename = 'gd1_photo.fits'\n",
+    "results2.write(filename, overwrite=True)"
    ]
   },
   {
diff --git a/genindex.html b/genindex.html
index 1892aea..316613f 100644
--- a/genindex.html
+++ b/genindex.html
@@ -176,7 +176,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
diff --git a/index.html b/index.html
index 9faa9b9..4b8337a 100644
--- a/index.html
+++ b/index.html
@@ -188,7 +188,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
diff --git a/last_resort.html b/last_resort.html
index b708665..f76419a 100644
--- a/last_resort.html
+++ b/last_resort.html
@@ -188,7 +188,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -209,7 +209,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/last_resort.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/last_resort.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -217,7 +217,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/last_resort.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/last_resort.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/pilot_day1.html b/pilot_day1.html
index 3d3e86a..5991fc4 100644
--- a/pilot_day1.html
+++ b/pilot_day1.html
@@ -188,7 +188,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -209,7 +209,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/pilot_day1.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/pilot_day1.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -217,7 +217,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/pilot_day1.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/pilot_day1.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/pilot_day3.html b/pilot_day3.html
index 6ca7bb6..211d0fb 100644
--- a/pilot_day3.html
+++ b/pilot_day3.html
@@ -188,7 +188,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -209,7 +209,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/pilot_day3.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/pilot_day3.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -217,7 +217,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/pilot_day3.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/pilot_day3.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
diff --git a/pilot_day4.html b/pilot_day4.html
index c83f2bd..ab3ea91 100644
--- a/pilot_day4.html
+++ b/pilot_day4.html
@@ -188,7 +188,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -209,7 +209,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/pilot_day4.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/pilot_day4.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -217,7 +217,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/pilot_day4.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/pilot_day4.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>
@@ -259,20 +259,164 @@
 </div>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">astropy.table</span> <span class="kn">import</span> <span class="n">Table</span>
 
-<span class="n">x</span> <span class="o">=</span> <span class="n">candidate_df</span><span class="p">[</span><span class="s1">&#39;phi1&#39;</span><span class="p">]</span>
-<span class="n">y</span> <span class="o">=</span> <span class="n">candidate_df</span><span class="p">[</span><span class="s1">&#39;phi2&#39;</span><span class="p">]</span>
-
-<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="s1">&#39;ko&#39;</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>
-
-<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;ra (degree GD1)&#39;</span><span class="p">)</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;dec (degree GD1)&#39;</span><span class="p">);</span>
+<span class="n">candidate_table</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">from_pandas</span><span class="p">(</span><span class="n">candidate_df</span><span class="p">)</span>
+<span class="nb">type</span><span class="p">(</span><span class="n">candidate_table</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/pilot_day4_1_0.png" src="_images/pilot_day4_1_0.png" />
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>astropy.table.table.Table
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">table</span> <span class="o">=</span> <span class="n">candidate_table</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">]]</span>
+<span class="n">table</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;candidate_df.xml&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;votable&#39;</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">query</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;SELECT *</span>
+<span class="s2">FROM gaiadr2.panstarrs1_best_neighbour as best</span>
+<span class="s2">JOIN tap_upload.candidate_df as candidate_df</span>
+<span class="s2">ON best.source_id = candidate_df.source_id</span>
+<span class="s2">&quot;&quot;&quot;</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">astroquery.gaia</span> <span class="kn">import</span> <span class="n">Gaia</span>
+
+<span class="n">job</span> <span class="o">=</span> <span class="n">Gaia</span><span class="o">.</span><span class="n">launch_job_async</span><span class="p">(</span><span class="n">query</span><span class="o">=</span><span class="n">query</span><span class="p">,</span> 
+                            <span class="n">upload_resource</span><span class="o">=</span><span class="s1">&#39;candidate_df.xml&#39;</span><span class="p">,</span> 
+                            <span class="n">upload_table_name</span><span class="o">=</span><span class="s1">&#39;candidate_df&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>INFO: Query finished. [astroquery.utils.tap.core]
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">results</span> <span class="o">=</span> <span class="n">job</span><span class="o">.</span><span class="n">get_results</span><span class="p">()</span>
+<span class="n">results</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output text_html"><i>Table length=3724</i>
+<table id="table140617109298384" class="table-striped table-bordered table-condensed">
+<thead><tr><th>source_id</th><th>original_ext_source_id</th><th>angular_distance</th><th>number_of_neighbours</th><th>number_of_mates</th><th>best_neighbour_multiplicity</th><th>gaia_astrometric_params</th><th>source_id_2</th></tr></thead>
+<thead><tr><th></th><th></th><th>arcsec</th><th></th><th></th><th></th><th></th><th></th></tr></thead>
+<thead><tr><th>int64</th><th>int64</th><th>float64</th><th>int32</th><th>int16</th><th>int16</th><th>int16</th><th>int64</th></tr></thead>
+<tr><td>635860218726658176</td><td>130911385187671349</td><td>0.053667035895467084</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635860218726658176</td></tr>
+<tr><td>635674126383965568</td><td>130831388428488720</td><td>0.038810268141577516</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635674126383965568</td></tr>
+<tr><td>635535454774983040</td><td>130631378377657369</td><td>0.034323028828991076</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635535454774983040</td></tr>
+<tr><td>635497276810313600</td><td>130811380445631930</td><td>0.04720255413250006</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635497276810313600</td></tr>
+<tr><td>635614168640132864</td><td>130571395922140135</td><td>0.020304189709964143</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635614168640132864</td></tr>
+<tr><td>635598607974369792</td><td>130341392091279513</td><td>0.036524626853403054</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635598607974369792</td></tr>
+<tr><td>635737661835496576</td><td>131001399333502136</td><td>0.036626827820716606</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635737661835496576</td></tr>
+<tr><td>635850945892748672</td><td>132011398654934147</td><td>0.021178742393378396</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635850945892748672</td></tr>
+<tr><td>635600532119713664</td><td>130421392285893623</td><td>0.04518820915043015</td><td>1</td><td>0</td><td>1</td><td>5</td><td>635600532119713664</td></tr>
+<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>
+<tr><td>612241781249124608</td><td>129751343755995561</td><td>0.04235715830001815</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612241781249124608</td></tr>
+<tr><td>612332147361443072</td><td>130141341458538777</td><td>0.02265249859012977</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612332147361443072</td></tr>
+<tr><td>612426744016802432</td><td>130521346852465656</td><td>0.03247653009961843</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612426744016802432</td></tr>
+<tr><td>612331739340341760</td><td>130111341217793839</td><td>0.036064240818025735</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612331739340341760</td></tr>
+<tr><td>612282738058264960</td><td>129741340445933519</td><td>0.025293237353496898</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612282738058264960</td></tr>
+<tr><td>612386332668697600</td><td>130351354570219774</td><td>0.02010316001403086</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612386332668697600</td></tr>
+<tr><td>612296172717818624</td><td>129691338006168780</td><td>0.051264212025836205</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612296172717818624</td></tr>
+<tr><td>612250375480101760</td><td>129741346475897464</td><td>0.031783740347530905</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612250375480101760</td></tr>
+<tr><td>612394926899159168</td><td>130581355199751795</td><td>0.04019174830546698</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612394926899159168</td></tr>
+<tr><td>612256418500423168</td><td>129931349075297310</td><td>0.009242789669513156</td><td>1</td><td>0</td><td>1</td><td>5</td><td>612256418500423168</td></tr>
+</table></div></div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">table_ext</span> <span class="o">=</span> <span class="n">results</span><span class="p">[[</span><span class="s1">&#39;source_id&#39;</span><span class="p">,</span> <span class="s1">&#39;original_ext_source_id&#39;</span><span class="p">]]</span>
+<span class="n">table_ext</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">&#39;external.xml&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;votable&#39;</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">query2</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;SELECT</span>
+<span class="s2">external.source_id, ps.g_mean_psf_mag, ps.i_mean_psf_mag</span>
+<span class="s2">FROM gaiadr2.panstarrs1_original_valid as ps</span>
+<span class="s2">JOIN tap_upload.external as external</span>
+<span class="s2">ON ps.obj_id = external.original_ext_source_id</span>
+<span class="s2">&quot;&quot;&quot;</span>
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">job2</span> <span class="o">=</span> <span class="n">Gaia</span><span class="o">.</span><span class="n">launch_job_async</span><span class="p">(</span><span class="n">query</span><span class="o">=</span><span class="n">query2</span><span class="p">,</span> 
+                       <span class="n">upload_resource</span><span class="o">=</span><span class="s1">&#39;external.xml&#39;</span><span class="p">,</span> 
+                       <span class="n">upload_table_name</span><span class="o">=</span><span class="s1">&#39;external&#39;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>INFO: Query finished. [astroquery.utils.tap.core]
+</pre></div>
+</div>
+</div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">results2</span> <span class="o">=</span> <span class="n">job2</span><span class="o">.</span><span class="n">get_results</span><span class="p">()</span>
+<span class="n">results2</span>
+</pre></div>
+</div>
+</div>
+<div class="cell_output docutils container">
+<div class="output text_html"><i>Table length=3724</i>
+<table id="table140617116979696" class="table-striped table-bordered table-condensed">
+<thead><tr><th>source_id</th><th>g_mean_psf_mag</th><th>i_mean_psf_mag</th></tr></thead>
+<thead><tr><th></th><th></th><th>mag</th></tr></thead>
+<thead><tr><th>int64</th><th>float64</th><th>float64</th></tr></thead>
+<tr><td>635860218726658176</td><td>17.8978004455566</td><td>17.5174007415771</td></tr>
+<tr><td>635674126383965568</td><td>19.2873001098633</td><td>17.6781005859375</td></tr>
+<tr><td>635535454774983040</td><td>16.9237995147705</td><td>16.478099822998</td></tr>
+<tr><td>635497276810313600</td><td>19.9242000579834</td><td>18.3339996337891</td></tr>
+<tr><td>635614168640132864</td><td>16.1515998840332</td><td>14.6662998199463</td></tr>
+<tr><td>635598607974369792</td><td>16.5223999023438</td><td>16.1375007629395</td></tr>
+<tr><td>635737661835496576</td><td>14.5032997131348</td><td>13.9849004745483</td></tr>
+<tr><td>635850945892748672</td><td>16.5174999237061</td><td>16.0450000762939</td></tr>
+<tr><td>635600532119713664</td><td>20.4505996704102</td><td>19.5177001953125</td></tr>
+<tr><td>...</td><td>...</td><td>...</td></tr>
+<tr><td>612241781249124608</td><td>20.2343997955322</td><td>18.6518001556396</td></tr>
+<tr><td>612332147361443072</td><td>21.3848991394043</td><td>20.3076000213623</td></tr>
+<tr><td>612426744016802432</td><td>17.8281002044678</td><td>17.4281005859375</td></tr>
+<tr><td>612331739340341760</td><td>21.8656997680664</td><td>19.5223007202148</td></tr>
+<tr><td>612282738058264960</td><td>22.5151996612549</td><td>19.9743995666504</td></tr>
+<tr><td>612386332668697600</td><td>19.3792991638184</td><td>17.9923000335693</td></tr>
+<tr><td>612296172717818624</td><td>17.4944000244141</td><td>16.926700592041</td></tr>
+<tr><td>612250375480101760</td><td>15.3330001831055</td><td>14.6280002593994</td></tr>
+<tr><td>612394926899159168</td><td>16.4414005279541</td><td>15.8212003707886</td></tr>
+<tr><td>612256418500423168</td><td>20.8715991973877</td><td>19.9612007141113</td></tr>
+</table></div></div>
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">filename</span> <span class="o">=</span> <span class="s1">&#39;gd1_photo.fits&#39;</span>
+<span class="n">results2</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="n">overwrite</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+</div>
 </div>
 </div>
 
diff --git a/search.html b/search.html
index bb20461..9fb2f55 100644
--- a/search.html
+++ b/search.html
@@ -181,7 +181,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
diff --git a/searchindex.js b/searchindex.js
index 8bcbe78..ff189b3 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["01_query","02_coords","03_motion","04_select","05_join","06_photo","07_plot","README","index","last_resort","pilot_day1","pilot_day3","pilot_day4","test_setup"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["01_query.ipynb","02_coords.ipynb","03_motion.ipynb","04_select.ipynb","05_join.ipynb","06_photo.ipynb","07_plot.ipynb","README.md","index.md","last_resort.ipynb","pilot_day1.ipynb","pilot_day3.ipynb","pilot_day4.ipynb","test_setup.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"000":[1,2,3],"000000e":2,"000831":5,"000831056712947":11,"00347705":[3,11],"0034770546523735":[3,11],"0036523797855805":0,"00484394613122":[],"0051":1,"00781":1,"0092247424630945":[],"0092427896695131561015612256418500423168":4,"009471":5,"00947118796605":11,"0104447723028214":[],"011069579363397":0,"0112032878186":0,"011426390802751":[],"012350777585595440":[],"016078":[3,5],"0160784008206476":[3,11],"0173655836748":[3,11],"0180585839909577":10,"020103160014030861015612386332668697600":4,"0203041897099641431015635614168640132864":4,"0211787423933783961015635850945892748672":4,"0212759940136962":[],"02127599401369620":[],"022652498590129771015612332147361443072":4,"0231835525781269280":10,"0233280236600626":[],"0241923218278397":11,"025095711306698878":0,"02520966291366":0,"0252932373534968981015612282738058264960":4,"02649006622517":5,"02649007":5,"026879108757164063":10,"0317837403475309051015612250375480101760":4,"031798":[3,5],"031798198627634":11,"032476530099618431015612426744016802432":4,"0331645898811":[],"034221819684481890":[],"0343230288289910761015635535454774983040":4,"03467394339305":[],"03521988":[3,11],"035219883740934":[3,11],"0360642408180257351015612331739340341760":4,"0365246268534030541015635598607974369792":4,"0366268278207166061015635737661835496576":4,"0388102681415775161015635674126383965568":4,"04016696":[3,11],"040166963232815":[3,11],"040191748305466981015612394926899159168":4,"042357158300018151015612241781249124608":4,"0424551498036":0,"0436496516182":2,"044516":5,"0445160213759":11,"0450000762939":4,"045188209150430151015635600532119713664":4,"04665586038192":11,"04673046937168":0,"047202554132500061015635497276810313600":4,"04737425207265826":[],"049122831032945236":[],"05037121":[3,11],"050371212154984":[3,11],"0512642120258362051015612296172717818624":4,"05240":[],"05242":[],"05243":[],"05244":[],"05245":[],"05352617574037097":10,"0536670358954670841015635860218726658176":4,"05443955111134051":[],"054439551111340510":[],"05456487172972":2,"05560":[],"0565747323689927":[],"05657473236899270":[],"058532837763820":[],"059607":2,"059633195646531766":10,"05981294804957":[3,11],"05981295":[3,11],"06138786534987":2,"0621013562129573840":10,"0623409915989429":[],"062761531706451":11,"064062501817137":11,"06566578919313":2,"0667937587726331":10,"06684162":11,"06900136127674149":[],"070595281569173820":10,"07378124688708597":[],"07465393343791340":10,"08195659745067":0,"08333":1,"08333333":1,"08382745553667581":[],"0855426972097529":[],"08570521942724":0,"086156535525720":[],"0896293621765429":[],"090544709622938":[3,11],"09054471":[3,11],"092339":[3,5],"09233926905897":[3,11],"093293953294165":0,"09631023":[3,11],"096310230579248":[3,11],"0983885985018888":[],"099625":2,"0x7f10a2326820":[],"0x7f10a2344250":[],"0x7f446b1e8bb0":[],"0x7f9222e9cb20":[],"0x7f922376e0a0":[],"0x7fac07b1b8e0":11,"0x7fb565288520":[],"0x7fbbf0d60a60":0,"0x7fbbf0d8f5b0":0,"0x7fd23e4cb250":10,"0x7fd23e840b80":10,"0x7fd23f809850":10,"0x7fd67bffd910":3,"100":[1,2,3,11],"1000":3,"1001":[3,11],"1006":[3,11],"101":11,"102653187830931":10,"10277456217796248":11,"102775":5,"10294642821734962":[],"1035725206795":[],"103640":2,"1048576":[],"1049":[2,3,11],"105478836426514":[3,11],"10547884":[3,11],"10569437830526":11,"106945867406806140":[],"106963983518598261":[],"1089042277934307":10,"110783":2,"113270239706202":[],"114":11,"115":7,"116":11,"1180465757439631":10,"118509434328643730":[],"11986606839224":[],"12014600682343":0,"122101116262629":[],"1223877109449631":10,"126":[3,11],"1262641088297":0,"126451056290413":0,"1264510562904130":0,"1266016679823622":[],"12699359319614956":11,"127":[3,11],"12712245925716417":[],"1288335146382159":[],"13070799264892050":[],"130993519068294040":10,"1317236562021531":10,"13177563215973":2,"13188844526658":[],"133":11,"13339098769217":11,"133391":[3,5],"134":1,"135":[1,3,11],"135d25m17":1,"13611254":1,"136112541397996":1,"13675690977806274":10,"137":[3,5,11],"137043174954120":[],"1375007629395":4,"138":[3,5,11],"138359545234629":[],"139":11,"139374":1,"140":[1,11],"140340":[1,2,11],"14061938403885946":10,"141":[1,2,3,11],"141958648203938280":0,"141d36m09":1,"142":2,"1422630184554958":[],"14290850381608820":[],"14290850381608822":[],"143":[1,2],"144":2,"146":1,"146d16m31":1,"14826104583068447":0,"150":1,"151":11,"151311128485597":0,"151599884033214":4,"152":1,"152d49m00":1,"1576":1,"1601903242219o":[],"1601903357321o":[],"1603114980658o":[],"1603132746237o":[],"1605559085364o":10,"1605622934969o":[],"1605624329053o":1,"1605646069281o":0,"1605731697505o":11,"1605744463707o":3,"16083338":[3,11],"160833381392624":[3,11],"1612":[],"163":[3,11],"16336768694395531":0,"165984":2,"1660452431882023":[],"16657261834688394":[],"1665758810783":0,"166932":2,"1685867513524159":0,"1711128865194354":[],"172":[3,11],"17289130564805":[],"1729306406216615":11,"172931":5,"17335888":11,"1739052615442331":10,"17473118":6,"17473118279569888":[],"175":4,"17531203854271796":0,"17532366511560785":[],"1779749872253444":11,"17932476739336733":11,"179418290817069":[],"17m":[2,11],"182":[3,11],"18339801317677":2,"18597576771082314242015":10,"18597604946150526722015":10,"18597647208537335042015":10,"18597686679306137602015":10,"18597697030166753282015":10,"18597711461345036802015":10,"18597729672005484802015":10,"18597734138771468802015":10,"18597776701758227202015":10,"18597808699331532802015":10,"18597823130419448322015":10,"18597834082524610562015":10,"18597836874395203842015":10,"18597923417852878082015":10,"18597948156857446402015":10,"18598102818701331202015":10,"18598131680897720322015":10,"18598138853417352962015":10,"18598150578813697282015":10,"19048364007102":11,"195490941601950":0,"19551223562505450":10,"19584836":11,"196544":[3,5],"1965441084838":[3,11],"19713261648745517":5,"19713262":5,"19923146":[3,11],"199231461993783":[3,11],"1993":1,"19946557779138105":[3,11],"199466":[3,5],"19d15m42":1,"200":11,"2000":[0,4],"2001":4,"2003390901139218816338":[],"2003409519814774528339":[],"2010":2,"2013":0,"2016":[],"2019":[],"2020":11,"202006218552450":10,"20295275638435226882015":[],"20295301751944967682015":[],"20295340234857504002015":[],"20295341265515654402015":[],"20295341609128579842015":[],"20295344357908295682015":[],"20295371845816800002015":[],"20295454309122366722015":[],"20295513751541681922015":[],"20295529900534705922015":[],"20295529900569653762015":[],"20295591748078085122015":[],"20342713669297":[],"2035993780158853":[],"2041189982608354":[],"20612448929150":[],"207103417037520":0,"20853032024261492":10,"209568295785240":[],"2134264091820104":11,"214822457223685":0,"21505376":6,"2150537634408602":[],"21596169286289862":[],"216485":[3,5],"21648525150429":[3,11],"218492":5,"2184922339592716":11,"2192070195836530":10,"22153668536996050":[],"22369151932421705":11,"223692":[3,5],"22401433691756267":5,"22401434":5,"224246333795001":11,"224595114220405":11,"2249217832699790":[],"227920":2,"22808211":11,"232146422440013":[],"2329783421492630":0,"234399795532218":4,"2361295175457":0,"2374229207837":11,"2391150617590077":0,"2406181":5,"240618101545255":5,"24242734020255":[3,11],"244439":2,"245599765990594":[3,11],"24559977":[3,11],"2470355479426332":0,"247329893833296":[3,11],"247330":[3,5],"24797471":[3,11],"247974712069263":[3,11],"2484651612430":0,"248909662830798":11,"249243736205931":10,"2492850691110850":[],"25084":[2,11],"254506888800642430":10,"254529":2,"25452941346344":2,"255079498426542":[],"25689151102804":[],"25734489623333540":2,"257345":2,"258797158719847":10,"25d52m38":1,"26190982":1,"261909820533692":1,"263":[],"264":[],"2643369175627239":5,"26433692":5,"266":1,"26719312673637957":[],"2674800612552977":[],"267623626829920":[],"26769745823267":2,"2681390809788":[],"26847919":[3,11],"268479190206636":[3,11],"268531282382077850":10,"2717538145759051":[3,11],"271754":[3,5],"27329749":6,"27329749103942647":[],"2735991502653037":[],"2742408484284249":[],"275274512996729":[],"27533313607782":1,"27533314":1,"2758280660620302":0,"2762606040704309":0,"2764244386276099":0,"2780935768316":2,"27830874302625963":0,"27955289399217836":10,"27d08m10":1,"2807306692481813":0,"282":[],"282221460096154":0,"2873":5,"287300109863317":4,"29058299600659726":0,"291499":5,"291499169815987":11,"2970783741597157":[],"297302003155878":[],"297472":2,"2975103423159280":10,"2995397868127374":0,"29953978681273740":0,"2mass":[],"3000":0,"300037191226780":0,"300956585724798":5,"30095659":[5,6],"3016098082360160":0,"302":11,"3022057897812064":[],"303":[3,11],"304":[],"30477251873021320":[],"304830296257144":1,"3048303":1,"30559858565638":[3,11],"30641519":[3,11],"306415190921692":[3,11],"306747":2,"3069007451798287":11,"306901":[3,5],"30745551377348623":[3,11],"307456":[3,5],"3076000213623":4,"309526744320447":[],"309602916796381":11,"3110309037199280":[],"313074669192134":0,"314514":5,"31451429349160354":11,"31718097982628":10,"31727148820061":0,"31829694530366":[],"3186800714801046":11,"3188302276307940":10,"31967337502969":0,"319673375029690":0,"32242018581512":0,"33042630888564130":10,"333000183105514":4,"333511196227516570":10,"3339996337891":4,"334000":5,"3344066165829673":11,"334407":5,"335040664412791":11,"335041":5,"33554432":[],"33572466059165":0,"33608219792403937":10,"336372421616733":[],"337689":5,"3376892347379532":11,"33786534447233":0,"339450250459302440":10,"3401827273605385":11,"34082545787549":[3,11],"34082546":[3,11],"343199788483384170":10,"3447284559601620":10,"346409":[3,5],"346409129876392":[3,11],"3464446494840354":[],"34644464948403540":[],"3465790413276930":[],"34d18m17":1,"35096443957547230":[],"351986752396410":0,"35394265":5,"3539426523297491":5,"354285349557074":11,"35753561702402":11,"357536":5,"35767437939443886":0,"361362712556612":[],"3613627125974945":[3,11],"361363":[3,5],"3616348905813909":0,"36286062483080":[],"363061185666941230":10,"363789876365865":[],"36767149371630330":10,"3711441829917720":[],"3724":[4,5],"3733943917490343":[],"37339439174903430":[],"37527560102156960":[],"376256953641620":[],"37680767316478425":10,"3778523888981841":[],"3788707393484704":11,"379299163818417":4,"3804":5,"384899139404320":4,"3891":1,"3893691578003666":0,"38936915780036660":0,"3894019486060072":[],"3897849462365591":[],"38978495":6,"390952370410666":[],"3925985611610745":[],"39426523":5,"39426523297491034":5,"395300108444131":[],"396k":4,"39818224846127004":[],"398182248461270040":[],"398623940157561":[3,11],"4002784743473182":[],"40215405335632315":[],"40415899559873986":0,"4048993859004980":[],"4057468287575835392":1,"4057468321929794432":1,"4057468351995073024":1,"4057469661959554560":1,"4057469868125641984":1,"4057470039924301696":1,"4057470349160630656":1,"4057470520960672640":1,"4057470555320409600":1,"4057482027171038976":1,"406821174303780":[],"408554916570420":[],"4098547436119064":0,"41100437339248197122015":0,"41100474490527749122015":0,"4110047449052774912261":0,"41100494375805286402015":0,"41133186":5,"41133186166299":5,"41168921076873531":10,"414829591355289":[],"41554585481808":2,"4166017695258":2,"41683":1,"4198108491382455":[3,11],"41981085":[3,11],"42163944":1,"42163944306296":1,"4226870525988":[],"422728":2,"42361471245557913":[],"423614712455579130":[],"423940229776128":[3,11],"42394023":[3,11],"42442296":[3,11],"42442296194263":[3,11],"4248175710562520":[],"42540354480291037":11,"425404":5,"4273623555622012":[],"427716582116249":11,"4281005859375":4,"4296262772904238":[],"4301075268817204":[],"43010753":6,"4328661904699682":[],"434121014193668":10,"4361400589412060":[],"43911323550176806":[],"441400527954115":4,"44283475442839":0,"443":[0,1,3,4,10,11,13],"44357135":[3,11],"443571352854612":[3,11],"44494195652069":[3,11],"4457":5,"44677065513286795522015":[],"4467706551328679552270":[],"44677075477573274882015":[],"4467707547757327488269":[],"44677109150118026242015":[],"4467710915011802624269":[],"44677122550373000962015":[],"4467712255037300096270":[],"44677170997669445122015":[],"4467717099766944512270":[],"44677190582657812482015":[],"4467719058265781248270":[],"4467722326741572352270":[],"44677323554910877442015":[],"4467732355491087744270":[],"44677327720945730562015":[],"44677350011817617922015":[],"4467735001181761792270":[],"44677371014219166722015":[],"4467737101421916672270":[],"44726118066401590":[],"44742277":11,"450599670410219":4,"451032881430119":11,"45307359523051777282015":[],"45307363646185392642015":[],"45307383617937696002015":[],"45307409387744093442015":[],"45307433439514055682015":[],"45307468443413159682015":[],"45307512810560226562015":[],"45307526511350812162015":[],"45307550606271623682015":[],"45307635131191372802015":[],"45307684566150264322015":[],"454746136865342":5,"45474614":5,"4553883976568405":10,"4560049110412":[],"45843664435045":[],"4598362614808367":[],"4603095562147530":[],"4603442951470880":0,"4628766254219059":0,"463333246855726":[],"463904128839516":[],"4642424055819030":[],"468741869577423219216":0,"46874186957742321922015":0,"468742034504328652817":0,"468742055120733696015":0,"46874207230060332802015":0,"468742089480472051215":0,"46874208948047205122015":0,"468742271587164697615":0,"46874227158716469762015":0,"468742289193369792015":0,"46874228919336979202015":0,"468742309809205772816":0,"46874230980920577282015":0,"468742340306757785616":0,"468742381538441318415":0,"46874238153844131842015":0,"470352406647465":[],"47192783117885":[],"47260492416258":[3,11],"47314164379284":0,"4732067943193170":10,"474147574053124":[],"47491039":5,"47491039426523296":5,"47611926":[3,11],"476119260818695":[3,11],"476168":2,"47762991904543":0,"478099822998":4,"478100":5,"48034924849668":0,"481":5,"4819459774231160":[],"4820010002319680":[],"483019":2,"48301935991023":2,"4830193599102321":2,"48502626489731665":0,"485026264897316650":0,"4857736696784120":10,"486224":2,"48625897986634425":[],"48641977":11,"4900160529935431":[],"490481778113859":[3,11],"490482":[3,5],"491347561327420":[],"492308604905652":11,"492309":5,"4937921513912002":[],"494400024414116":4,"496":[],"4993858623581147":[],"500":0,"5001851583023207":[],"5006522058606456":10,"502746567943603":[],"502967530456080":10,"503299713134813":4,"50411126495661":[],"5067280132675340":10,"5074596301747727":[],"50951508623503":[3,11],"509812721702093":[],"51108346614440":[],"5113424569489686":[],"515":0,"515199661254919":4,"516":0,"5162":[],"5163":[],"516838":2,"51683846838757662":2,"5173500081780815":0,"5174007415771":4,"517401":5,"517499923706116":4,"5177001953125":4,"5187065217173":[3,11],"518707":[3,5],"520741795344115":[],"52170713760118":[],"52170714":6,"5219":0,"5220":0,"5221":0,"5223007202148":4,"522399902343816":4,"5224361584235040":[],"5233504963518460":[],"524288":[],"5260":0,"5261":0,"52678061":11,"5269":[],"5270":[],"527126":[3,5],"527126084599517":[],"52712608464053":[3,11],"5275024949652448":0,"52750249496524480":0,"5281":[],"529155332809893":[],"529744806822170":0,"5301":[],"5302":[],"5310":10,"5311":10,"5329829477371320":10,"5337":1,"5339115955037064":[],"53510130344032610562015":[],"53510236172489352962015":[],"5376344086021505":[],"53763441":6,"53m":11,"544201177153814":11,"544584":2,"5454562059199444":[],"5481972":6,"548197203826344":[],"5482007725782427":0,"551112050315771":0,"5511120503157710":0,"5557649698784075":11,"557744":5,"55774434692722":11,"5578766357712731":10,"5585239223461581":[],"55978220563274":11,"559971827601260":[],"560607655557421":11,"560608":[3,5],"5620173752896025":[],"5640871174253840":10,"56512141":5,"565121412803535":5,"56715622350804":0,"5672536244872520":[],"5689374288911360":[],"56924278755102660":[],"569289167922214":10,"57184617008194170":[],"57235105":11,"572593388631450":0,"57322998940030":0,"5738026079151446":11,"5746175895352217":11,"5757477670797":[],"576671731208250":[],"57725086313733":[],"577394":2,"57739430926034":2,"580996200476610":[],"5833821573394844":11,"584105":2,"58497404793380165122015":0,"58497417162888606722015":0,"58497418537278827522015":0,"58497422316837533442015":0,"58497458694734874882015":0,"58497469389738874882015":0,"58497491380091276802015":0,"58497494128719531522015":0,"58497547686624659202015":0,"58497551509548067842015":0,"58497561773910894082015":0,"58497565940027895042015":0,"58497582089120992002015":0,"58671691646745":[3,11],"586717":[3,5],"58691756":5,"5869175627240143":5,"588137109955270":0,"58913564478618":2,"589136":2,"58989567702560650":[],"5902":5,"59219748145836":11,"5926328820420083":[],"5926328820644919":[3,11],"592633":[3,5],"5938682761331":10,"594":1,"5942325468950411":0,"5942653":[3,11],"594265302440828":[3,11],"594569":5,"5945692849622026":11,"5953101813630631":10,"595792323153987":[],"59812207307075":0,"6014268933659210":[],"60191317":6,"601913171449596":[],"60264825":1,"60264825107333":1,"605574369846310":10,"60817792260227":0,"6092":5,"611722027231764":[3,11],"61172203":[3,11],"6117399163086398":[],"61173991630863980":[],"612231874239708":[],"6122417812491246081297513437559955610":4,"61224178124912460820":4,"612250375480101760":4,"6122503754801017601297413464758974640":4,"61225037548010176015":4,"612256418500423168":4,"6122564185004231681299313490752973100":4,"61225641850042316820":4,"612282738058264960":4,"6122827380582649601297413404459335190":4,"61228273805826496022":4,"612288854091187712":4,"612296172717818624":4,"6122961727178186241296913380061687800":4,"61229617271781862417":4,"6123315163896529":[],"6123317393403417601301113412177938390":4,"61233173934034176021":4,"6123321473614430721301413414585387770":4,"61233214736144307221":4,"612386332668697600":4,"6123863326686976001303513545702197740":4,"61238633266869760019":4,"612394926899159168":4,"6123949268991591681305813551997517950":4,"61239492689915916816":4,"6124267440168024321305213468524656560":4,"61242674401680243217":4,"612428870024913152":4,"612429144902815104":4,"612485911486166656":4,"6127392000765329":[],"61980967566392590":0,"620291207312266":0,"620510312927931":10,"62185456718988":11,"622":[3,11],"62299324918612523522015":[],"62299812483295915522015":[],"6229987570521485440219":[],"62300168793791302402015":[],"6230018425567339520220":[],"6230030795072008832220":[],"6230061757492831616221":[],"62300733667877728002015":[],"62300897220240565762015":[],"6230121401702753664220":[],"6230130266515510528220":[],"6230144152145537152221":[],"62301450755630017282015":[],"62301631144256919042015":[],"62301670314358137602015":[],"6230171669999288192222":[],"6248984748555095":[],"6280002593994":4,"62814807023982":10,"629":[],"629231848937902":[],"630489":[3,5],"63048941944396":[3,11],"63172043":5,"6317204301075269":5,"632271948452529":[],"63378135":11,"635497276810313600":[4,5,11],"6354972768103136001308113804456319300":4,"63549727681031360019":4,"635518889086133376":[4,11],"635535454774983040":[4,5,11],"6355354547749830401306313783776573690":4,"63553545477498304016":4,"635551706931167104":[4,11],"635559124339440000":[3,4,5,11],"635580294233854464":4,"6355986079743697921303413920912795130":4,"63559860797436979216":4,"6356005321197136641304213922858936230":4,"63560053211971366420":4,"635614168640132864":[4,11],"6356141686401328641305713959221401350":4,"63561416864013286416":4,"635674126383965568":[3,4,5,11],"6356741263839655681308313884284887200":4,"63567412638396556819":4,"6357376618354965761310013993335021360":4,"63573766183549657614":4,"635821843194387840":[4,11],"6358509458927486721320113986549341470":4,"63585094589274867216":4,"635860218726658176":[3,4,5,11],"6358602187266581761309113851876713490":4,"63586021872665817617":4,"637987125186749568":2,"637987125186749568142":2,"638049655615392384":2,"638073505568978688":2,"638086386175786752":2,"6382230817672987":[],"638285195917112960":2,"6407086810773280":[],"64484588686904":2,"64528557468074":2,"645286":2,"645304428598138":0,"645744782387933":0,"650193344617016":[],"6518001556396":4,"6581664892880896":[],"65859609":11,"662702":2,"6630824372759856":[],"66308244":6,"6662998199463":4,"669179465293931":[],"6691794652939310":[],"6713360113643849":10,"67263853794475":[],"67307907024910":[],"674894125178565":[3,11],"67489413":[3,11],"6781005859375":4,"678101":5,"6798312067588314":[],"682119205298015":5,"68211921":5,"6821467937242753":11,"682147":5,"68242362167037":0,"682423621670373":0,"6858032920676":[],"686631849492751":[],"6869818631307080":10,"68874172":6,"688741721854306":[],"6908739159247":2,"692":[3,11],"693746629826066":[],"69609949341979":[],"696871776401931":10,"69736802123325":[],"701315238258985":[],"702779525389634":11,"702780":[3,5],"7034050179211468":[],"70340502":6,"7034380389086090":[],"70729748945880370":[],"7077765320492870":[],"708904908478631":11,"710314902969365":11,"710347564166554":[],"71333022247416060":10,"714023598831554":[3,11],"7140236":[3,11],"71891096":6,"71891096394408":[],"722914419995531":10,"723":[],"723655456335619":[3,11],"72365546":[3,11],"72480529715140":[],"726277659009568":[],"7262776590095680":[],"7276250597861622":0,"72818719166763260":10,"7295":[3,11],"7313674":11,"73255151335769":[],"7341":5,"7342":5,"7343":5,"7344":5,"7345":5,"7346":[3,4,5,11],"7347140078529106":[3,11],"73471401":[3,11],"7347671145224394":10,"73523627555818":[],"73560389985096":0,"7413320910807104":0,"7417999555980245":11,"741800":[3,5],"7428630711791":11,"74505387":11,"7460579764317631":10,"7464117578883":[3,11],"74641176":[3,11],"748779":[3,5],"7487794924176672":[3,11],"7487794924398758":[],"7498253475529492":0,"750":4,"7503378631682915":11,"7536507995983105":10,"75415760898193680":0,"75442873671042":0,"7549581886719651":[],"75623260987968":[3,11],"75623261":[3,11],"756k":[3,11],"757251484808558":0,"757716":2,"75771616932985":2,"75912098":[3,11],"759120984106968":[3,11],"76029338894156":[],"761906889015344":0,"76612903":5,"7661290322580645":5,"7663548833347729":[],"7664351946147043":0,"7702681295401":2,"770521900009566":[3,11],"770522":[3,5],"771360721331040":0,"771360721331041":0,"771641800933731":10,"77247179230470":[],"7741412301054209":[],"77414123010542090":[],"7765992662451379":10,"77676656710134280":10,"77696341662764":2,"7783390948865":0,"779070618194040":0,"779070618194044":0,"779463":[3,5],"7794631695848825":11,"77mb":11,"7832805254544403":11,"7851856662174":[],"78529963350303":11,"785300":5,"78587196":[5,6],"785871964679913":5,"78926601626169560":[],"791393":[3,5],"7913934419894347":[3,11],"7920417800164183":[],"7980142071744":0,"799116997792495":5,"799117":5,"8018859767657315":0,"804474661387970":0,"804474661387971":0,"80645161":5,"8064516129032258":5,"807955539071433":11,"8105428528649257":11,"814581159026405":11,"8148931057481930":0,"81671044675923":1,"81671045":1,"81762228999614":2,"8193987090811631":10,"8205551921782785":[],"82055519217827850":[],"8212003707886":4,"82313785245728":0,"823137852457282":0,"8237207945098111e":2,"823721":2,"823971768771131":10,"827087782926929":[],"828100204467817":4,"8288530465949819":[],"82885305":6,"8296685650840913":[],"8298725715561183":10,"83052324579677":[],"8377518255436":11,"837752":5,"8423710812471440":[],"84253127":5,"84253127299485":5,"842874":[3,5],"8428741026386":11,"84372158574957370":[],"847035789335997":0,"8497990722034429":[],"8509751419453760":[],"8561294236985760":[],"857319870871607":[],"857327":2,"85955659758691580":[],"86243763758765":0,"862437637587650":0,"864006786112604":11,"864007":5,"864952855984358":[],"865699768066419":4,"8690819375362338":11,"869927634756948":0,"871599197387719":4,"872092143634720":[],"873":[3,11],"8736321545140885":[],"874312918885040":[],"8754":1,"87738722767213":1,"87738723":1,"88094034815086":11,"8824042279602063":0,"88267277109107120":[],"88580702":[3,11],"885807024935527":[3,11],"8867339293525688":[],"887462805949271":[],"8888":7,"89011101634064":0,"891676445087071":0,"89470793235991240":[],"89470793235991242":[],"89546371002853684":0,"89551292869012":2,"897001":[3,5],"8970011609340207":11,"8978":5,"897800445556617":4,"901327641112253":0,"902":1,"902869757174393":[],"90286976":6,"9037072088489417":[],"90595652859401":[],"9189553879811840":[],"91921930900127221":[],"9197224705139885":[],"921180886411620":[],"92269001849315040":0,"922888231734588":[],"9228882317345880":[],"923799514770516":4,"9238":5,"9242":5,"924200057983418":4,"9242670062090182":[],"926700592041":4,"927008559859825":[],"9310688845911029":[],"9313353159918977":10,"9327812858470654":[],"9328536286811":[3,11],"93358913":11,"9347319464589":2,"938113464510934":11,"940":[3,11],"941079":2,"941679":[3,5],"941679495793577":[3,11],"941813":2,"941813096629439":2,"942541578796724":0,"9425415787967240":0,"944465951055934":0,"945956347594":2,"94628403":6,"94628403237675":[],"94992109082744":0,"950660":2,"95159272":[3,11],"95159272432137":[3,11],"951878058650085":[3,11],"95187806":[3,11],"95290654893304":[],"95290655":6,"9558208039434155":[],"9591396662941280":[],"9612007141113":4,"9636793925928431":10,"967":[3,11],"96809693073471":[],"969":[3,11],"969864636669231":10,"96k":4,"971":[3,11],"9719742773203504":[],"97282480557786":2,"9743995666504":4,"9785380604519425":[],"9806225910160181":[],"98062259101601810":[],"9849004745483":4,"987786":2,"99138434019087":0,"9923000335693":4,"9924960676335031":10,"9964930756169731":10,"9978112875699006":0,"999":[],"abstract":0,"boolean":[2,5,11],"break":[0,4],"byte":1,"case":[0,1,2,3,4,5,6,7],"class":[0,4],"default":[6,7],"final":[0,2,5,6,7,8,10],"float":[0,1],"function":[0,1,2,3,4,5,6,7,8],"import":[0,1,2,3,4,5,6,7,9,10,11,12,13],"int":[0,1,3,4,10,11,13],"long":4,"new":[0,3,5,6,7,11],"null":[0,5],"public":[0,6,7,8,10],"return":[0,1,2,3,5,7,8,11],"short":[0,4],"super":6,"switch":6,"transient":0,"true":[0,1,2,3,4,5,6,10,11,13],"try":[0,1,2,3,4,5,7],"while":[0,1,3],AND:[0,1,2,3,10,11],And:[0,1,2,3,4,5,6],Are:0,BUT:[],But:[0,1,2,3,4,5],FOR:[],For:[0,1,2,3,4,5,6,7],IDs:4,NOT:0,Not:6,One:[0,1,2,4],THE:[],That:[0,1,2,3,4,7,8,9],The:[0,1,2,3,4,5,6,7,8],Then:[1,2,3,4,5,6,7,8,10],There:[0,1,4,6],These:[0,2,5],USE:[],Use:[0,1,2,3,4,5,6,7,8,10,11,13],Using:[0,3,7,8],WITH:[],With:[0,2,3],__builtins__:1,__cached__:1,__doc__:1,__file__:1,__init__:1,__loader__:1,__name__:1,__package__:1,__path__:1,__spec__:1,_classic_test_patch:6,a_g_percentile_low:[0,10],a_g_percentile_upp:[0,10],a_g_val:[0,10],aadu:1,aarcmin:1,aarcsec:1,aau:1,aba:1,abamper:1,abarn:1,abc:1,abcoulomb:1,abeam:1,abflux:1,abil:[0,2],abin:1,abit:1,abl:[0,1,2,3,4,5,6,7,9],abmag:1,about:[0,1,2,3,4,5,6,7,8,10],abov:6,abyt:1,access:[0,4,7,8],accord:4,accumul:[0,10],accur:[0,5],acd:1,achan:1,acount:1,act:1,action:[],activ:7,actual:0,add:[0,1,2,3,5,6,7,8],add_enabled_equival:1,add_enabled_unit:1,add_patch:6,adding:[0,3,6,11],addit:[3,6,7],adeg:1,adjust:2,adql:[0,1,2,3,4,5,7,8],adrian:[0,1,2,3,4,5,6,7,8],adu:1,advantag:[0,5],adyn:1,aerg:1,aev:1,affect:6,after:[0,1,2,3,4,5,6],again:[0,1,2,3,4,5,6],against:4,agal:1,age:[4,5],agenc:0,agg:5,ahz:1,aji:1,alert:0,algorithm:4,align:[2,6],all:[0,1,2,3,4,5,6,7,13],allclos:1,allendownei:[2,3,4,5,6,7,11],allow:[0,2,3],allwise_best_neighbour:[0,10],allwise_neighbourhood:[0,10],allwise_original_valid:[0,10],alm:1,almost:[0,4,5],along:[0,1,2,3,5,6],alpha:[2,3,4,5,6,11,12],alreadi:[1,2,5,7],also:[0,1,2,3,4,5,6,7,8],altern:[0,1,5,6],although:[2,3,6],altogeth:1,alwai:[0,1,2,4],alx:1,alyr:1,amag:1,american:[7,8],amin:1,amol:1,amount:3,amp:1,amper:1,ana:[0,1,2,3,4,5,6,7,8],anaconda3:1,anaconda:7,analysi:[0,1,2,3,4,5,6,7,8],angstrom:1,angular_dist:4,ani:[0,2,3,6,7,13],annot:[3,7,8],annum:1,anonym:[0,1],anoth:[1,2,4,5,6,7,8],answer:5,anyon:5,anyth:[3,7],anywai:0,aohm:1,apa:1,apart:0,apassdr9:[0,10],apassdr9_best_neighbour:[0,10],apassdr9_neighbourhood:[0,10],apc:1,aph:1,aphoton:1,apix:1,apixel:1,apo:2,appar:[4,5],appeal:[6,7,8],appear:[0,1,4,5,6,7,8],append:4,appli:[2,6],applic:[3,11],approxim:4,arad:1,arbitrari:2,archaeolog:0,archiv:[1,10],arcmin:1,arcminut:1,arcsec:[1,4],arcsecond:1,area:[2,4,5,6],argument:[0,1,2,5,6],ari:1,aris:[],around:[2,3,4,5],arrai:[0,3,5,6,11],arrang:6,arrow:6,arrowprop:6,articl:0,arxiv:[],ascens:[0,1,2,3,10,11],asi:[],ask:[0,1,5,13],asp:10,aspect:[5,6],aspx:[],asr:1,assembl:[0,1],assign:[0,4],associ:[0,1,2],assum:[0,7,8],ast:1,astro:[7,9],astrometr:0,astrometri:0,astrometric_chi2_:[0,10],astrometric_excess_nois:[0,10],astrometric_excess_noise_sig:[0,10],astrometric_gof_:[0,10],astrometric_matched_observ:[0,10],astrometric_n_bad_obs_:[0,10],astrometric_n_good_obs_:[0,10],astrometric_n_obs_:[0,10],astrometric_n_obs_ac:[0,10],astrometric_params_solv:[0,10],astrometric_primary_flag:[0,10],astrometric_pseudo_colour:[0,10],astrometric_pseudo_colour_error:[0,10],astrometric_sigma5d_max:[0,10],astrometric_weight_:[0,10],astronom:0,astronometri:0,astronomi:[0,1,2,3,4,5,6,7,8],astronomical_unit:1,astronomicaldata:[1,2,3,4,5,6,7,11],astrophi:1,astropi:[0,1,2,3,4,5,7,8,10,11,13],astroqueri:[0,1,3,4,7,9,10,11,13],async_20201005090722:[],async_20201005090917:[],async_20201019094300:[],async_20201019143906:[],async_20201116153805:10,async_20201117092215:[],async_20201117094529:1,async_20201117154749:0,async_20201118153457:11,async_20201118190743:3,attempt:0,attent:6,attoamp:1,attoamper:1,attoannum:1,attoarcminut:1,attoarcsecond:1,attoastronomical_unit:1,attobarn:1,attobary:1,attobit:1,attobyt:1,attocandela:1,attocoulomb:1,attocount:1,attoda:1,attodai:1,attodalton:1,attodeby:1,attodegre:1,attodyn:1,attoelectronvolt:1,attofarad:1,attog:1,attogauss:1,attogram:1,attohenri:1,attohertz:1,attohour:1,attohr:1,attojanski:1,attojoul:1,attokays:1,attokelvin:1,attolightyear:1,attolit:1,attolumen:1,attolux:1,attomet:1,attominut:1,attomol:1,attonewton:1,attoohm:1,attoparsec:1,attopasc:1,attophoton:1,attopixel:1,attopois:1,attoradian:1,attorayleigh:1,attorydberg:1,attosecond:1,attosiemen:1,attosteradian:1,attostok:1,attotesla:1,attovolt:1,attovoxel:1,attowatt:1,attoweb:1,attoyear:1,attribut:[2,4],audienc:6,author:[5,6],automat:5,aux_allwise_agn_gdr2_cross_id:[0,10],aux_iers_gdr2_cross_id:[0,10],aux_qso_icrf2_match:[0,10],aux_sso_orbit:[0,10],aux_sso_orbit_residu:[0,10],avail:[4,5,6,7],avoid:[2,3],avox:1,avoxel:1,awai:[0,2],await:11,awar:7,awb:1,awkward:2,axes:[2,5,6],axi:[1,2,5,6],axvlin:6,ayr:1,azale:[6,7,8],back:[0,1,3,4,5,6,7,8],background:[0,4,5,6],bad:[0,3,4],badli:2,band:[4,5],bar:1,barn:1,bary:1,base:[0,1,3,4,6,7,8],basi:[],basic:[0,7,8,10],beam:1,beam_angular_area:1,beaten:[0,1,2,3,4,5,6,7,8],becaus:[0,1,2,4,5,7],becker:[7,8],becom:3,becquerel:1,bednar:[],been:[0,4,5,6,10],befor:[0,1,2,3,4,5,6,7,9],begin:2,behav:1,behavior:6,being:0,belong:1,below:[2,6,7,8],benefit:5,best_neighbour_multipl:4,better:[3,6],between:[0,1,2,3,4,5,10,11],big:[0,1,2,3,4,6,7],bigger:[0,1,2,3,6,7,8],bin:1,binari:[2,3,4],binary_prefix:1,biot:1,bit:[0,1],black:[2,6],blue:2,bluer:5,bmh:6,bol:1,bonaca:[0,1,2,3,4,5,6,7,8],bonu:4,bool:[2,5],bostroem:[6,7,8],both:[0,2,4,5],bottom:[3,6],bound:[0,2,3,11],boundari:5,bp_g:[0,10],bp_rp:[0,1,3,4,10,11],brace:0,bracket:[0,2,4],brett:[7,8],briefli:4,bright:[5,6],brighter:5,brightness_temperatur:1,broadband:[],browser:7,builtin_fram:1,button:[7,8,9],c_gd1:[3,11],c_sky:[3,11],cadu:1,calcul:2,calibr:[],call:[0,1,2,4,5,6],camera:[],can:[0,1,2,3,4,5,6,7,8,9,10],candela:1,candid:[2,4,5,6,7,8],candidate_df:[3,4,5,6,11,12],candidate_t:[3,4,11],cannot:0,capabl:2,capit:0,caption:6,carcmin:1,carcsec:1,care:0,carpentri:[7,8],catalog:[0,4],catalogu:[0,10],cau:1,caus:[0,1,2],caveat:3,cba:1,cbarn:1,cbeam:1,cbin:1,cbit:1,cbyte:1,ccd:1,cchan:1,ccount:1,cct:1,cdeg:1,cdyn:1,celesti:1,cell:[0,2,3,4,5,6,7,9],celsiu:1,center:[1,2,3],centerlin:[3,6,7,8,11],centiamp:1,centiamper:1,centiannum:1,centiarcminut:1,centiarcsecond:1,centiastronomical_unit:1,centibarn:1,centibary:1,centibit:1,centibyt:1,centicandela:1,centicoulomb:1,centicount:1,centida:1,centidai:1,centidalton:1,centideby:1,centidegre:1,centidyn:1,centielectronvolt:1,centifarad:1,centig:1,centigauss:1,centigram:1,centihenri:1,centihertz:1,centihour:1,centihr:1,centijanski:1,centijoul:1,centikays:1,centikelvin:1,centilightyear:1,centilit:1,centilumen:1,centilux:1,centimet:1,centiminut:1,centimol:1,centinewton:1,centiohm:1,centiparsec:1,centipasc:1,centiphoton:1,centipixel:1,centipois:1,centiradian:1,centirayleigh:1,centirydberg:1,centisecond:1,centisiemen:1,centisteradian:1,centistok:1,centitesla:1,centivolt:1,centivoxel:1,centiwatt:1,centiweb:1,centiyear:1,cepheid:[0,10],cerg:1,cev:1,cgal:1,cgs:1,challeng:[0,4],chamber:[],chan:1,chang:[0,2,4,5,6],chap_datamodel:10,character:[],charg:[],check:[1,2,3,4,5,6],choic:[0,2,6,7],choos:[0,2,4,5,6,7],chose:[2,5],chosen:6,chz:1,circ:1,circl:1,circular:[1,7,8],cjy:1,claim:[],classic:[6,7],claus:[0,3,4,11],clean:[2,5],clear:4,clearli:[2,3,4,6,7,8],click:[5,7,8],clm:1,clock:0,close:[5,6],clue:0,clump:0,cluster:[0,2,4,5],clx:1,clyr:1,cmag:1,cmin:1,cmol:1,code:[0,1,2,3,4,5,6,7,9,13],cohm:1,colab:[7,8,9],cold:0,collabor:[7,8],collect:[0,3],collis:0,colnam:[2,4,5],color:[0,2,4,5,6,7,8],colorblind10:6,colorblind:6,colspan:6,column:[1,3,4,5,6,10,11],columns2:10,com:[2,3,4,5,6,7,10,11],combin:[0,4,5,6,7,8],come:[0,1,6,8],comma:[1,3],command:[0,5,6,7],committe:[7,8],common:[0,1,3,4],commonli:0,commun:6,compar:[2,3,5],comparison:[0,2],compel:6,compellingli:[3,6],complet:[0,1,2,3,4,5,6,10,11],complex:[1,3],complic:7,compon:2,compos:[0,1,3,7,8],compositeunit:1,comprehens:6,compress:6,comput:[0,1,2,3,4,5,6],con:2,conda:[2,7],condit:3,cone:[1,4,7,8],configur:6,confirm:[0,2,3,4,7],conflict:7,confusingli:6,connect:[1,3,4,5,7,8,10,11,13],consid:6,consider:[],consist:[4,5,6],constant:2,construct:2,contain:[0,1,2,3,4,5,6,7,8,10,11],contains_point:5,content:[0,2],continu:[0,4,5,6],contract:[],contribut:[7,8],control:[2,5,6,7],conveni:[2,4,6],convent:[2,5],convert:[1,2,3,4,5,7,8],convex:3,convexhul:[3,11],cookbook:0,coord:[1,3,5,6,11,13],coord_si:[0,10],coordin:[0,2,3,5,6,7,8,11,13],coordind:6,coords2:5,coords2_df:5,coords_df:[5,6],copi:[],copyright:[],core:[0,1,2,3,4,10,11],corner:[1,2,3,11],corners_icr:[1,3,11],correct:[2,7],correspond:[2,3,4],cosmic:0,could:[0,2,3,4,5,6],coulomb:1,count:[0,1,4,5],cover:[0,2,3,7,8],cpa:1,cpc:1,cph:1,cphoton:1,cpix:1,cpixel:1,crad:1,creat:[0,1,2,3,4,5,6,7,10,11,13],criterion:3,critieria:4,cross:[0,2,4,5],cry:1,csr:1,cst:1,csv:[7,8,11],curat:[],curi:1,curiou:6,curli:0,current:[2,5,6],curriculum:[7,8],custom:[3,7,8],cut:13,cvox:1,cvoxel:1,cwb:1,cycl:1,cyr:1,dai:0,dalton:1,damag:[],dark:[0,6],dark_background:6,darkgrid:6,dash:6,data:[6,10,11],databas:[2,3,4,5,7,8,10],datafram:[0,4,5,6,7,8,10,11],datalink_url:[0,10],dataset:[0,1,2,4,5,7,8,11],datatyp:4,dau:1,dba:1,deal:5,debug:[0,1],deby:1,dec:[0,1,2,3,4,5,10,11,12],dec_error:[0,10],dec_parallax_corr:[0,10],dec_pmdec_corr:[0,10],dec_pmra_corr:[0,10],decibel:1,decibelunit:1,declin:[0,1,2,3,10,11],decmean:[],decstack:[],deep:6,def:[2,3,5,6,11],defin:[1,3,5,6,11],definit:4,deg:[0,1,2,3,6,10,11],degdegma:[0,2],degre:[0,1,2,3,4,5,11,12],delet:2,deliber:[],demonstr:[0,6,7,8],denomin:3,dens:2,densiti:2,depend:5,deriv:5,describ:4,descript:[0,1,2,3,4,10,11],design:[0,6,10],detail:[0,2,4,5,6],detect:[0,1,4],determin:[5,6],detrend:[],develop:[0,1,2,4,7,8],dex:1,dexunit:1,df1:10,df2:10,dgal:1,dhz:1,diagnost:0,diagram:[0,4,5,6,7,8],dialect:0,dict:6,dictionari:[0,7,8],did:[2,3,4],didn:[4,5],differ:[0,2,4,5,6,7],difficult:[1,3,4],difficulti:0,digit:4,dimens:6,dimensionless:1,dir:[1,2,3,4,5],direct:[0,1,2,3,6,11],directli:5,directori:[6,7],dirti:6,disappear:0,disast:1,disastr:1,discuss:[0,6],disk:[0,1],displai:[0,1,2,5,6],distanc:[0,2,3,4,5,11],distinguish:[2,4,5,6],distribut:7,diverg:7,divid:0,djy:1,document:[0,1,2,4,5,6,10],doe:[0,1,2,5,7,8],doesn:[0,5],dohm:1,domain:2,don:[0,1,2,3,5,6,7,13],done:[0,1,4,5,6,10],doubl:4,doubt:5,down:[0,1,4,7],downei:[1,2,3,4,5,11],download:[0,1,2,3,4,5,6,7,8,13],dpa:1,dr1:[],dr1_neighbourhood:[0,10],draw:[2,6],drawback:[0,2,4],drew:5,drive:0,dry:1,dst:1,dtype:[0,1,2,3,4,5,10,11],dual:[0,10],due:2,duplicated_sourc:[0,10],dure:[2,13],dwarf:[0,4],e_bp_min_rp_percentile_low:[0,10],e_bp_min_rp_percentile_upp:[0,10],e_bp_min_rp_v:[0,10],each:[0,2,3,4,5,6],eadu:1,earcmin:1,earcsec:1,earlier:[],easi:[2,4,5,6,7],easier:[0,5,6],eau:1,eba:1,ebarn:1,ebeam:1,ebin:1,ebit:1,ebyt:1,ecd:1,echan:1,ecl_lat:[0,10],ecl_lon:[0,10],ecount:1,ect:1,edeg:1,edu:[],edyn:1,eerg:1,eev:1,effect:[0,2,6,7,8],effici:3,egal:1,ehz:1,eib:1,eibit:1,eibyt:1,either:[0,2,3],eji:1,element:[2,3,5,6],elm:1,els:3,elx:1,elyr:1,emag:1,emin:1,emol:1,enclos:3,encod:4,encount:13,end:[1,4,6],engin:6,enough:[0,4,6,7,8],ensur:5,entir:[0,4,6],entiti:5,entri:[0,10],env:[1,7],environ:[5,7,8],eohm:1,epa:1,epc:1,eph:1,ephoton:1,epix:1,epixel:1,epoch:[0,10],epoch_mean:[0,10],epoch_photometry_url:[0,10],equal:[0,4,5,6],erad:1,eri:1,erin:[7,8],error:[0,1,2,3,6,7,10,11,13],esa:[0,1,3,4,10,11,13],esac:[0,1,3,4,10,11,13],esavo:0,especi:2,esr:1,est:1,estim:[0,2],etc:[0,5],european:0,even:[0,4,5],event:[],eventu:0,everi:[0,2,4,5,10],everyth:[0,3,4,7,9],evox:1,evoxel:1,ewb:1,exactli:[5,6],exampl:[0,1,2,3,4,5,6,7,8],exce:2,except:[0,2],exclud:[0,4],exercis:[3,4,6,11],exist:[1,2,3,4,5,6,7],expect:[0,1,2,3,4,5,7,8],experi:[0,5],expertis:2,explain:[0,2,4],explicitli:[1,5],explor:[0,2,4,6,7,8],express:[2,6],exquisit:0,ext_phot_zero_point:[0,10],extend:1,extens:2,extern:[0,4,10],extra:6,extract:2,eye:[2,5],eyr:1,facecolor:6,fact:5,fail:[0,13],fall:[1,2,3,4,5,7,8,11],fals:[2,5,6,10],familiar:[0,2,6,7,8],faq:0,far:[0,2,4,6],farad:1,farther:0,fast:[2,6],faster:[0,1,2],featur:[0,4,6],feedback:0,feel:0,few:[0,2,3,6],fewer:[0,5],field:4,fifth:4,figsiz:[5,6],figur:[0,1,2,3,4,5,7,8],file:[0,1,2,3,4,5,6,7,8,10,11],filenam:[1,2,3,4,5,6,11,12],filepath:5,fill:[3,6,11],filter:[3,5],find:[0,2,4,6,7],finish:[0,1,3,4,10,11],first:[0,1,2,3,4,5,6],fit:[1,2,3,4,5,7,8,11],five:[],fivethirtyeight:6,fix:2,flame_flag:[0,10],flatten:[3,11],flewel:[],float64:[0,1,2,3,10,11],focu:6,folder:7,follow:[0,2,3,4,5,6,7,8,9,11],fontsiz:6,forc:0,foreground:[0,4],forg:7,form:[1,2,4,7],format:[1,2,3,4,5,7,8,10,11],forthcom:0,fortun:4,found:[4,6,11],four:6,fourth:3,fraction:[0,3],fragil:0,frame:[1,2,3,4,5,7,8,11],frame_rotator_object_typ:[0,10],franklin:1,free:[],from:[0,1,2,3,4,5,6,7,8,10,11,13],from_panda:[2,4],full:5,functionquant:1,functionunitbas:1,fund:[7,8],furnish:[],further:[4,5],futur:7,g_0:[5,6],g_flag:[0,10],g_mean_psf_mag:[0,4,5,6,10],g_mean_psf_mag_error:[0,10],g_rp:[0,10],gadu:1,gaia:[1,2,3,4,5,6,7,8,10,11,13],gaia_arch:10,gaia_astrometric_param:4,gaia_data:[2,3,11],gaia_sourc:[0,1,3,10,11],gaiaclass:10,gaiadata:[2,3,11,13],gaiadr1:[0,10],gaiadr2:[0,1,3,4,10,11],gaiadr2_geometric_dist:[0,10],gal:1,gala:[1,2,3,7,8,9,11,13],galact:[0,2],galaxi:0,galex_ai:[0,10],gap:6,garcmin:1,garcsec:1,gau:1,gauss:1,gba:1,gbarn:1,gbeam:1,gbin:1,gbit:1,gbyte:1,gca:[5,6],gcd:1,gchan:1,gcount:1,gct:1,gd1:[1,2,3,4,5,11,12],gd1_candid:[3,4,5,6,11,12],gd1_coord:[2,11],gd1_datafram:[2,3,6,11],gd1_merg:[5,6],gd1_photo:[4,5],gd1_polygon:[5,6],gd1_result:[1,2,11],gd1koposov10:[1,2,3,11],gdeg:1,gdr2:10,gdyn:1,gea:[0,1,3,4,10,11,13],geadata:[0,1,3,4,10,11,13],gener:[0,2,4,6,10],geometr:5,gerg:1,get:[0,2,3,5,6,7,9,13],get_configdir:6,get_qualified_nam:10,get_result:[0,1,3,4,10,11],get_skycoord:[2,3,11],gev:1,ggal:1,ggplot:6,ghz:1,gib:1,gibit:1,gibyt:1,gigapixel:[],ginput:5,github:[2,3,4,5,6,11],githubusercont:[7,11],give:5,gjy:1,glm:1,globular:[0,4,5],glx:1,glyr:1,gmag:1,gmin:1,gmol:1,goal:[0,4,5],gohm:1,going:2,good:[0,1,2,5,6,7],googl:9,gorilla:0,got:3,gotcha:4,gpa:1,gpc:1,gph:1,gphoton:1,gpix:1,gpixel:1,grad:1,grai:6,grant:[],grate:[2,7,8],grayscal:6,greater:0,green:[3,5],grid:6,gry:1,gsc23_best_neighbour:[0,10],gsc23_neighbourhood:[0,10],gsc23_original_valid:[0,10],gsr:1,gst:1,guess:[0,2],guid:6,gvox:1,gvoxel:1,gwb:1,gyr:1,had:[],hand:[2,3,5],handbook:2,happen:[4,6],hard:[0,4],has:[0,1,2,3,4,5,6,10],have:[0,1,2,3,4,5,6,7,9],hawaii:[],hdf5:[2,3,4,5,6,11,12],hdf:11,head:[2,3,4,5,11],headlength:6,headwidth:6,heliocentr:1,help:[0,2,6],henc:2,henri:1,here:[0,1,2,3,4,5,6,7,8,10],herebi:[],hertz:1,hertzsprung:0,hierarch:2,high:[2,11],higher:5,highli:0,highlight:[3,5],hint:4,hipparco:[0,10],hipparcos2_best_neighbour:[0,10],hipparcos2_neighbourhood:[0,10],hipparcos_newreduct:[0,10],his:2,histogram:4,hogg:2,holder:[],home:[1,7],hope:4,host:[0,1,3,4,10,11,13],how:[0,1,2,3,4,5,6,7,8],howev:[0,2,3,4,5],html:10,http:[0,1,2,3,4,5,6,7,10,11,13],hubble_sc:[0,10],hull:[3,11],human:1,i_flag:[0,10],i_mean_psf_mag:[0,4,5,6,10],i_mean_psf_mag_error:[0,10],icr:[1,2,3,4,5,7,8,11],idea:[0,5],ideal:1,ident:[3,4],identifi:[0,1,2,3,4,5,6,7,8,10,11],ifa:[],ignor:2,igsl_sourc:[0,10],igsl_source_catalog_id:[0,10],imag:[],immedi:0,implement:2,impli:[],implic:0,improv:[3,6],in_colab:[5,9],inaccur:[0,2],includ:[0,1,2,4,5,6,7,8],inconsist:5,increment:[0,1,4],index:[2,3,10],indic:[0,2,3,4,5,6],individu:[2,6],info:[0,1,2,3,4,10,11],inform:[0,1,2,3,4,6,7,8],input:0,insid:[3,5,6],inspect:4,instal:[2,6,7,9],instanc:4,instead:[0,3],institut:[7,8],instruct:7,int32:[3,11],int64:[0,1,2,3,4,10,11],int64float64float64:4,int64float64float64float64float64:0,int64float64float64float64float64float64float64:10,int64float64float64float64float64float64float64float64:[0,2],int64int64float64int32int16int16int16int64:4,integ:2,intend:6,interact:0,interest:[0,5],interfac:[0,2,5,6],interfer:7,intern:1,internet:13,interpret:5,introduc:5,introduct:[0,7,8],introductori:7,invert:[0,5],invert_yaxi:[5,6],invok:[0,1],involv:4,ipynb:7,irreducibleunit:1,isochron:[4,5],isol:0,iter:1,its:[0,1,4,6],itself:0,ivoa:4,jake:2,jan:[],janski:1,job1:[0,4],job2:[0,4],job3:0,job:[0,1,3,4,5,10,11],jobid:[0,1,3,10,11],join:[0,1,3,5,7,8,11],joul:1,journal:6,jupyt:[0,1,5,7,8],just:[3,4,5,7],kayser:1,keep:[0,2],kei:[0,2,4,10],kelvin:1,kept:0,kernel:7,key_column:[0,10],keyword:[0,1,2,5,7,8],kib:1,kibit:1,kibyt:1,kind:[3,4],know:[0,1,2,4,7,8],knowledg:[0,7,8],known:6,koposov:2,kpc:[2,3,11],l_bol:1,l_sun:1,label:[2,6],languag:2,larg:[0,2,3],larger:[2,3],last:[0,3,5],later:[0,1,2],launch:[0,1,7],launch_job:[0,1],launch_job_async:[0,1,3,4,10,11],learn:[0,3,4,5,6],least:[0,3],leav:[0,5,6],led:0,left:[1,2,3,4,5],legibl:6,len:[1,2,3,4,5,11],length:[0,1,2,3,4,5,10,11],less:[0,1,2,3,4,5],lesser:5,lesson:[0,1,2,3,4,5,6,7],let:[0,1,2,3,4,5,6,7],letter:2,level:[0,5,7,8],liabil:[],liabl:[],lib:1,libopenbla:7,librari:[0,1,2,5,7,8,9,13],like:[0,1,2,3,4,5,6,7,8],limit:[0,1,2,3],line:[0,2,3,5,6,7],link:[7,8],linnean:0,linux:7,list:[0,1,2,3,4,5,6,7,8,10],liter:0,littl:[0,1,4,5,6],load:[0,2,3],load_tabl:[0,10],loc:6,local:[1,2,4,5,7],localhost:7,locat:[1,2,6,11],logic:[0,2],logquant:1,logunit:1,longer:[0,1,4],longest:0,look:[0,2,3,4,5,6],loop:[0,1],lose:3,lost:3,lot:0,low:[0,2,4,11],lower:[2,5,11],lowercas:0,lsun:1,luck:7,lum_percentile_low:[0,10],lum_percentile_upp:[0,10],lum_val:[0,10],luminos:[0,4],m_bol:1,m_e:1,m_earth:1,m_jup:1,m_jupit:1,m_p:1,m_sun:1,mac:[7,13],machin:7,made:[2,3,5,6],madu:1,mag:[4,5],magazin:0,magnier:[],magnitud:[1,4,5,6,7,8],magunit:1,main:[0,1,2,3,4,5,6,7,8,10,11],make:[0,1,2,3,4,5,7,8,11],make_datafram:[3,11],manag:[1,3],mani:[0,1,2,4,5,6,7],manual:0,maraud:0,marcmin:1,marcsec:1,mark:5,marker:2,markers:[2,3,4,5,6,11,12],mas:[0,1,2,3,6,10,11],mask:[2,3,5],mass:0,mastweb:[],match:[0,4,5,6],matched_observ:[0,10],materi:[7,8],math:6,mathemat:6,mathrm:[1,6],mathtext:6,matlab:[2,6],matplotlib:[2,3,4,5,6,7,11,12,13],matplotlibrc:6,matter:0,mau:1,max_parallax:[0,10],mba:1,mbarn:1,mbeam:1,mbin:1,mbit:1,mbyte:1,mcd:1,mchan:1,mcount:1,mct:1,mdeg:1,mdyn:1,mean:[0,1,2,4,5,6],mean_varpi_factor_:[0,10],meanobject:[],meant:0,mearth:1,measur:[0,1,2,7,8],medium:6,member:[0,7,8],memori:[0,2],mention:[],menu:7,merchant:[],merg:[1,6,7,8],messag:[0,6,7,13],meta2:[0,10],meta:[0,4,10],metadata:[0,1,2,3],metal:[4,5],meter:[],method:[0,7,8],methodolog:6,mev:1,mgal:1,mhz:1,mib:1,mibit:1,mibyt:1,might:[0,1,2,3,4,5,6,7,13],milki:0,million:1,minim:[3,6],minut:1,mislead:0,misrepres:2,miss:[7,13],mitig:0,mjup:1,mjupit:1,mjy:1,mlm:1,mlx:1,mlyr:1,mmag:1,mmin:1,mmol:1,model:[0,10],modern:6,modifi:[0,3,10,11],modul:[0,1,9],mohm:1,monitor:0,montez:[7,8],month:2,more:[0,1,2,4,5,6,7,8,10],morri:[7,8],most:[0,1,2,3,4,5,6,7],mostli:6,motion:[0,1,4,5,6,7,8,11],motiv:2,move:[3,4],mpa:1,mpc:1,mph:1,mphoton:1,mpix:1,mpixel:1,mpl:[5,6,13],mplstyle:6,mrad:1,mry:1,msr:1,mst:1,msun:1,mu_:6,much:[0,2,3,5],multi:2,multipl:[0,4,5,7,8],multipli:1,mute:6,mvox:1,mvoxel:1,mwb:1,myr:1,n_bad:[0,1,3,10,11],n_detect:[0,10],name:[0,1,2,3,4,5,10,11],namedunit:1,nan:[3,5,10],natur:[0,2],nbviewer:[7,8],ndarrai:11,ndetect:[],nearbi:0,nearli:2,necessari:3,necessarili:[0,1,6,7,8],need:[0,1,2,3,4,5,6,7,8,9,13],neg:0,neighbor:4,neither:[0,10],net:4,network:[0,4],newton:1,next:[1,2,3,4,5,7,8],nfrom:[0,10],nice:4,non:[2,5],nonamespaceschemaloc:4,none:[0,1,3,5,10,11],noninfring:[],nor:[0,10],normal:0,notabl:3,note:[0,2,3,4,6,13],notebook:[0,1,2,3,4,5,6,7,13],notebookapp:7,notic:[0,1,2,3,4,5,6],notnul:5,nov:[1,2,3,4,5,11],now:[0,1,2,3,4,5,6,7,9],nsource_id:[0,10],ntop:10,nuisanc:0,num:[0,10],number:[0,1,2,3,4,5,6],number_of_m:4,number_of_neighbor:4,number_of_neighbour:4,numpi:[3,5,6,7,11,13],nundetect:6,nwhere:[0,10],obj_id:[0,4,10],obj_info_flag:[0,10],obj_nam:[0,10],object:[0,1,2,3,4,5,6,7,8],objectthin:[],objinfoflag:[],observ:[0,2,10],observatori:0,obtain:[],obviou:5,oct:[],octet:11,off:[0,1,2,3,4,5,6,7,8],often:[0,1],ohm:1,old:2,older:[3,5],onc:[0,1,2],one:[0,1,2,4,5,6,7,8],ones:[0,3,6],onli:[0,1,2,3,4,5,6,7,8,10],onlin:0,only_nam:[0,10],open:[7,13],oper:[2,3,4,5,7,8,10],opportun:4,oppos:[0,4],option:[0,1,2,3,5,6,7,9],orbit:[0,1],order:[0,1,3,4,6],org:4,orient:6,origin:[2,3,4,5,6,7,8],original_ext_source_id:4,other:[0,1,2,3,4,5,6,7,8],otherwis:[1,2,5],our:[0,1,2,3,4,5,7],out:[0,1,2,3,4,5,6],outerspac:[],output:[0,1,3,10,11],outsid:[0,1,2,3,4,5,6,7,8],over:4,overdens:[2,3,5],overlap:[2,6],overplot:2,overrid:6,overwrit:[1,4],overwritten:1,own:[6,7,8],owner:[0,1,3,10,11],packag:[1,2,6,7],padu:1,page:7,pair:[4,5],palett:6,pan:[0,3,4,5,6],panda:[0,3,4,5,6,7,8,10,11,12,13],panel:[2,3,7,8],panoram:0,panstarr:0,panstarrs1_best_neighbour:[0,4,10],panstarrs1_neighbourhood:[0,10],panstarrs1_original_valid:[0,4,10],panstarrs1originalvalid:[],paper:[0,1,2,3,4,5,6,7,8],parallax:[0,1,2,3,5,10,11],parallax_error:[0,1,2,3,5,10,11],parallax_over_error:[0,10],parallax_pmdec_corr:[0,10],parallax_pmra_corr:[0,10],paramet:[0,5,6,7,8,10],parcmin:1,parcsec:1,parenthes:2,pars:[0,10],part:[0,1,2,3,4,5,6,7,8],particip:0,particular:[0,1,2,3,10,11],particularli:[0,6],pascal:1,pass:[1,3,5],past:[0,7,13],pastel:6,patch:[6,13],path:[0,1,2,3,4,5,6,7,8,13],pau:1,pba:1,pbarn:1,pbeam:1,pbin:1,pbit:1,pbyte:1,pcd:1,pchan:1,pcount:1,pct:1,pdeg:1,pdyn:1,peopl:[0,4,6,7,8],per:0,perform:[0,5,7,8],perg:1,perimet:3,permiss:[],permit:[],persist:0,person:[],pev:1,pgal:1,phase:[0,1,3,10,11],phi1:[1,2,3,4,5,6,11,12],phi1_mask:2,phi1_max:[1,3,11],phi1_min:[1,3,11],phi1_rect:[1,3,11],phi2:[1,2,3,4,5,6,11,12],phi2_max:[1,2,3,11],phi2_min:[1,2,3,11],phi2_rect:[1,3,11],phi_1:[1,6],phi_2:[1,6],phi_mask:[2,11],phil:[7,8],phot_bp_mean_flux:[0,10],phot_bp_mean_flux_error:[0,10],phot_bp_mean_flux_over_error:[0,10],phot_bp_mean_mag:[0,10],phot_bp_n_ob:[0,10],phot_bp_rp_excess_factor:[0,10],phot_g_mean_flux:[0,10],phot_g_mean_flux_error:[0,10],phot_g_mean_flux_over_error:[0,10],phot_g_mean_mag:[0,10],phot_g_n_ob:[0,10],phot_proc_mod:[0,10],phot_rp_mean_flux:[0,10],phot_rp_mean_flux_error:[0,10],phot_rp_mean_flux_over_error:[0,10],phot_rp_mean_mag:[0,10],phot_rp_n_ob:[0,10],phot_variable_flag:[0,10],phot_variable_time_series_gfov:[0,10],phot_variable_time_series_gfov_statistical_paramet:[0,10],photo_df:5,photo_t:5,photometr:[],photometri:[0,3,6,7,8],physic:[0,1,7,8],phz:1,pib:1,pibit:1,pibyt:1,pick:[1,2,3,4],pictur:6,piec:4,pip:[2,7,9],pipelin:5,pixel:[],pjy:1,place:0,placehold:0,placement:6,plain:[3,4],plan:[4,7],plm:1,plot:[4,7,8,11,12],plot_cmd:[5,6],plot_first_select:6,plot_proper_mot:6,plot_second_select:6,plt:[2,3,4,5,6,11,12,13],plu:4,plx:1,plyr:1,pm1:[2,3,6,11],pm1_max:[2,3,6,11],pm1_min:[2,3,6,11],pm1_rect:[2,3,6,11],pm2:[2,3,6,11],pm2_max:[2,3,6,11],pm2_min:[2,3,6,11],pm2_rect:[2,3,6,11],pm_mask:[2,11],pm_phi1:[2,3,5,6,11],pm_phi1_cosphi2:[2,3,11],pm_phi2:[2,3,5,6,11],pm_point_list:[3,11],pm_vertic:[3,11],pmag:1,pmdec:[0,1,2,3,5,10,11],pmdec_error:[0,10],pmdec_poli:3,pmin:1,pmol:1,pmra:[0,1,2,3,5,10,11],pmra_error:[0,10],pmra_pmdec_corr:[0,10],pmra_poli:3,pohm:1,point:[0,1,2,3,7,8,11],point_bas:[1,3,11],point_list:[1,3,11],poli:6,polygon:[2,3,6,7,8,11,13],port:[0,1,3,4,10,11,13],portion:[],posit:[0,4,5,6],possibl:[0,1,3,4,6,7,8],post1:[],poster:6,potenti:0,power:5,ppa:1,ppc:1,pph:1,pphoton:1,ppix:1,ppixel:1,ppmxl_best_neighbour:[0,10],ppmxl_neighbourhood:[0,10],ppmxl_original_valid:[0,10],practic:[7,8],prad:1,precis:[0,2],predefin:6,prefer:[0,3,6],prefix:6,prefixunit:1,prepar:[0,2,6,7,8],prerequisit:7,presenc:0,present:[0,3,4,6,7,8],preserv:1,press:[7,8,9],pretti:[2,3],previou:[0,1,2,3,4,5,6,7,8,10],previous:6,priam_flag:[0,10],price:[0,1,2,3,4,5,6,7,8],primari:6,print:[0,1,2,3,4,5,6,7,10,11],prior:[0,2],pro:2,probabl:[0,5,9],problem:[0,2,3,4,5,6,7,13],process:[0,2,3,4,6],produc:[0,4,5],product:[],profession:6,program:[0,1],project:[2,6,7],prompt:7,prone:[0,1,7],proof:1,proper:[0,1,4,5,6,7,8,11],proper_mot:2,properti:[0,6,10],protocol:[0,4],provid:[0,1,2,3,4,5,6],pry:1,ps1:[],ps1casjob:[],psr:1,pst:1,pswww:[],publish:[],pull:3,purpos:[2,5],put:[2,6,7,8,13],pvox:1,pvoxel:1,pwb:1,pyia:[2,3,7,9,11,13],pyplot:[2,3,4,5,6,11,12,13],pyr:1,pytabl:[2,5],python3:1,python:[0,1,2],qhull:[3,11],quadrant:5,qualifi:0,qualiti:[0,6,7,8],quality_flag:[0,10],quantiti:[0,1,7,8],quantityinfo:1,quantityinfobas:1,queri:[1,2,4,5,7,8,11],query1:[0,4],query2:[0,4],query3:0,query3_bas:0,query4:0,query4_bas:0,query_bas:[1,3,10,11],question:6,quick:6,quot:0,r_earth:1,r_flag:[0,10],r_jup:1,r_jupit:1,r_mean_psf_mag:[0,10],r_mean_psf_mag_error:[0,10],r_sun:1,ra_dec_corr:[0,10],ra_error:[0,10],ra_parallax_corr:[0,10],ra_pmdec_corr:[0,10],ra_pmra_corr:[0,10],radial:[0,1,2,3,10,11],radial_veloc:[0,1,2,3,5,10,11],radial_velocity_error:[0,10],radiu:1,radius_percentile_low:[0,10],radius_percentile_upp:[0,10],radius_v:[0,10],ramean:[],ran:2,random_index:[0,10],rapid:0,rastack:[],rather:[2,4,5],ratio:[5,6],ravedr5_best_neighbour:[0,10],ravedr5_com:[0,10],ravedr5_dr5:[0,10],ravedr5_gra:[0,10],ravedr5_neighbourhood:[0,10],ravedr5_on:[0,10],raw:[2,3,4,5,6,7,11],rayleigh:1,read:[0,1,2,3,4,5,6,7,8,10,11],read_back_csv:3,read_back_df:2,read_csv:3,read_hdf:[2,3,4,5,6,11,12],readabl:1,reader:6,readi:[2,5,6],realli:[0,3,4],rearth:1,reason:[0,2,5],receiv:[],recent:[0,1,2,3,4,5,6,7,8],recogn:5,recommend:7,reconstruct:0,record:[4,5],rectangl:[2,3,6],rectangular:2,red:[4,5],reduc:0,ref_epoch:[0,10],refer:[0,1,4,10],reflex:2,reflex_correct:[2,3,11],refresh:2,region:[2,5,6,7,8],rel:[0,2,3,6],relat:[1,2,3,4,5,6],relationship:4,releas:[0,1,2,3,10,11],reload:[1,6,7,8],rememb:[2,4],remind:3,remot:0,remov:0,remove_job:0,reorder:0,repeat:0,repetit:0,replac:[0,1,2],replic:[0,1,2,3,4,5,6,7,8],repositori:[2,6,7,8],repres:[0,1,2,5,6,7,8],represent:1,reproduc:[1,5],reproducibil:5,request:11,requir:[0,2,3,6],research:5,resist:0,resolv:11,resourc:4,respons:[0,7,8,11],rest:2,restrict:1,result:[0,2,3,4,5,6,7,8,10,11],results1:[0,4],results2:[0,4],results3:0,retriev:[0,10],reveal:[0,1,2,3,4,5,6,7,8],revers:6,review:[3,6],rewind:0,rich:4,right:[0,1,2,3,4,5,10,11],rix:2,rjup:1,rjupit:1,rodolfo:[7,8],rosenfield:[7,8],roughli:2,round:[2,3,4,5],row:[0,1,3,4,5,6,10],rrlyra:[0,10],rsun:1,run:[0,1,2,3,4,5,6,7,8,9,13],russel:0,ruw:[0,10],rv_nb_transit:[0,10],rv_template_fe_h:[0,10],rv_template_logg:[0,10],rv_template_teff:[0,10],sai:0,same:[0,2,3,4,5,6,7],sampl:0,save:[6,7,8,9,11],saw:[1,3,4],scale:[0,5],scan:2,scar:0,scatterplot:2,schema:[0,4,10],scienc:[0,2],scientif:[0,1,5,6],scipi:[3,7,11],sdss_dr9_best_neighbour:[0,10],sdss_dr9_neighbourhood:[0,10],sdssdr13_photoprimari:[0,10],sdssdr9_best_neighbour:[0,10],sdssdr9_neighbourhood:[0,10],sdssdr9_original_valid:[0,10],seaborn:[6,7],search:[1,3,4,7,8],sec_dm_main_t:10,second:[0,1,2,3,4,5,6],section:[0,2,5,7],see:[0,1,2,3,4,5,6,7,8],seem:[0,2,5,6],seen:6,select:[0,4,6,7,8,10,11],selected2:5,selected_t:2,self:[0,4],sell:[],send:[0,7,8],sens:[2,3],sensit:0,sent:11,separ:[1,3,6],sequenc:[4,5,6],seri:[1,2,3,4,5,6,7,8,11],serial:4,serv:7,server:[0,1,2,3,4,5,7,8,13],set:[1,2,3,4,5,6,7,8,13],setup:7,seventh:6,sever:[6,7,8],shade:[2,4,5,6],shall:[],shape:[1,2,3,6,10,11],shorten:2,should:[0,1,2,3,4,5,6,7,8,9],show:[0,2,3,4,5,6],shown:2,shrink:6,shut:[0,1,7],side:6,siemen:1,similar:[0,2,4,6],similarli:4,simpl:[0,1,2,6],simpler:7,simplest:4,simplif:5,sinc:[1,2,4,5,6],singl:[0,1,3,4,5,6,7,8],site:1,sixth:5,size:[1,2,3,4,5,6],skip:7,sky:[0,1,2,3,5,7,8],sky_coordin:[2,11],skycoord:[2,11],skymapperdr1_mast:[0,10],slack:13,slightli:5,slow:[0,3],small:[0,2,3,6],smaller:[1,2,3,4,5],smallest:3,smart:4,societi:[7,8],softwar:2,solar:2,solarize_light2:6,solut:[0,2,3,4,6],solution_id:[0,10],solv:5,some:[0,2,3,4,5,6,7,13],someon:[0,3,5],someth:[0,1,5],sometim:2,soon:8,sourc:[0,1,2,3,4,5,10,11],source_id:[0,1,2,3,4,5,10,11],source_id_2:4,source_idg_mean_psf_magi_mean_psf_mag:4,source_idoriginal_ext_source_idangular_distancenumber_of_neighboursnumber_of_matesbest_neighbour_multiplicitygaia_astrometric_paramssource_id_2:4,source_idradecpmrapmdecparallaxparallax_errorradial_veloc:[0,2],source_idref_epochradecparallax:0,source_idref_epochradecparallaxparallax_errorradial_veloc:10,space:[0,5,6],span:6,spatial:[3,11],special:[0,5,7,8],specif:1,specifi:[0,1,2,4,5,7,8],specifictypequant:1,spectra:[0,10],spheric:1,spirit:4,spot:2,spread:3,spur:6,sql:[0,1,2,5,10],sql_oper:10,ssdc:[],ssec_dm_gaia_sourc:10,ssl:[0,1,3,4,10,11,13],sso_observ:[0,10],sso_sourc:[0,10],stack:[],stage:6,stand:[0,3,5,6],standard:[0,1,2,3,10,11],star:[0,1,2,3,4,5,6,7,8,11],starr:[0,3,4,5,6],starrs1:[],start:[0,1,2,3,4,6,7,8,9],statement:[0,7,13],stellar:0,step:[0,1,2,3,4,5,6,7,8],stflux:1,still:[1,3],stmag:1,stop:7,store:[0,1,2,3,4,5,7,8],str:[3,11],straight:5,strang:2,stream:[0,1,2,3,4,5,6,7,8,11],stretch:[0,6],string:[0,1,2,3],stripe:2,structur:[0,2,4,6],stsci:[],sty:6,style:[0,2,3],subject:[],sublicens:[],submit:[0,1,4,7,8],submodul:0,subplot2grid:6,subplot:[7,8],subsampl:[],subset:[2,6],substanti:[1,2],success:2,successfulli:2,suffix:4,suggest:[0,4],suitabl:4,sum:[2,5,11],sun:1,superset:2,support:[7,8],suppos:0,sure:[0,3,4,5,6,7],surround:5,survei:[0,4],surviv:0,symbol:0,sync_20201005090721:[],sync_20201005090726:[],sync_20201117092213:[],sync_20201117092220:[],sync_20201117154748:0,sync_20201117154752:0,synchron:0,syntax:[0,6],sys:9,system:[0,1,2,6],systemat:[],tab:7,tabl:[1,2,3,5,6,7,8,10,11,13],tableau:6,tabledata:4,tadu:1,tag:4,take:[0,1,4,5,6,7,8],talk:[0,4,6],tap:[0,1,3,4,10,11,13],tap_config:[0,10],tap_schema:[0,10],tap_upload:4,tapexcept:0,taptabl:[0,10],taptablemeta:[0,10],tarcmin:1,tarcsec:1,task:5,tau:1,tba:1,tbarn:1,tbeam:1,tbin:1,tbit:1,tbyte:1,tcd:1,tchan:1,tcount:1,tct:1,tdeg:1,tdyn:1,technic:6,teff_percentile_low:[0,10],teff_percentile_upp:[0,10],teff_val:[0,10],telescop:0,tell:5,telltal:0,temperatur:[0,4],temptat:0,tend:[3,4],terg:1,term:4,termin:7,tesla:1,test:[0,1,4,5,7],test_setup:7,tev:1,texliv:6,text:[3,4,6,10],tgal:1,tgas_sourc:[0,10],than:[0,1,2,3,4,5,6],thei:[0,1,2,3,5,6,7],them:[0,1,2,3,5,6,7,8,13],theoret:[4,5],theorist:0,thi:[0,1,2,3,4,5,6,7,8,9,10,13],thing:[0,2,3,4,5,6],think:[0,2,4,5,6],third:[0,1,2,3],those:[2,3,7,8],three:[0,1,2,3,6],through:[1,7,8],thz:1,tib:1,tibit:1,tibyt:1,tick:6,tick_param:6,tidal:[0,2],tight_layout:6,time:[0,1,2,4,5,6],titl:6,tjy:1,tkagg:5,tlm:1,tlx:1,tlyr:1,tmag:1,tmass_best_neighbour:[0,10],tmass_neighbourhood:[0,10],tmass_original_valid:[0,10],tmass_xsc:[0,10],tmin:1,tmol:1,to_:2,to_csv:[3,11],to_hdf:[2,3,5,11],to_numpi:[3,5,6,11],to_panda:[2,3,5,11],todo:2,togeth:6,tohm:1,too:[0,4],tool:[0,1,2,3,4,7,8],top:[0,1,3,4,5,6,10],topic:[0,6,7,8],torn:0,tort:[],tpa:1,tpc:1,tph:1,tphoton:1,tpix:1,tpixel:1,trad:1,transform:[3,4,5,7,8,11],transform_to:[1,2,3,11],translat:[3,4],transmit:4,transpar:2,transpos:[3,5,6,11],treat:5,tri:0,tricki:[4,5],trip:5,tripl:0,tsr:1,tst:1,tupl:6,turn:0,tutori:7,tvox:1,tvoxel:1,twb:1,tweak:6,twice:[2,7],two:[0,1,2,4,5,6,7],twocol:6,tycho2:[0,10],tycho2_best_neighbour:[0,10],tycho2_neighbourhood:[0,10],type1cm:6,type:[0,1,2,3,4,5,9,10,11],typefac:6,typeset:6,tyr:1,ucac4_best_neighbour:[0,10],ucac4_neighbourhood:[0,10],ucac4_original_valid:[0,10],ucd:4,under:7,undergradu:[0,7,8],understand:0,undetect:6,unexpect:0,uniqu:[0,1,2,3,4,10,11],unit:[0,1,2,3,5,7,8,10,11,13],unitbas:1,unitconversionerror:1,unitserror:1,unitswarn:1,unittypeerror:1,univers:[],unless:6,unlik:[0,2,4],unnam:3,unneed:3,unnus:6,unpreced:[0,6],unrecognizedunit:1,until:[1,2],updat:0,upload:[7,8],upload_resourc:4,upload_table_nam:4,upper:[0,2,11],uppercas:0,urat1_best_neighbour:[0,10],urat1_neighbourhood:[0,10],urat1_original_valid:[0,10],url:[4,7],use:[0,1,2,3,4,5,6,7,8],used:[0,1,2,3,4,5,6],useful:[0,2,3,4],user:[0,1,5,7],usernam:7,uses:[0,1,2,3,4,5,6,7,8],usetex:6,using:[0,1,2,3,4,5,6,7],usual:[3,4],utf:4,util:[0,1,3,4,10,11],valid:5,valu:[0,1,2,3,4,5,6,7,8,11],value_count:4,vanderpla:2,vari_cepheid:[0,10],vari_classifier_class_definit:[0,10],vari_classifier_definit:[0,10],vari_classifier_result:[0,10],vari_long_period_vari:[0,10],vari_rotation_modul:[0,10],vari_rrlyra:[0,10],vari_short_timescal:[0,10],vari_time_series_statist:[0,10],variabl:[0,1,2,4,10],variable_summari:[0,10],varieti:[2,3],variou:[0,7,8],veloc:[0,1,2,3,10,11],veri:[0,2],verifi:5,versatil:2,version:[0,2,3,4,6,7,10],vertic:[3,6,11],vicin:[1,3,7,8],view:6,visibility_periods_us:[0,10],visibl:4,visual:[0,7,8],vline:6,vocabulari:2,volt:1,vot:[0,1,3,10,11],votabl:4,w3school:10,wai:[0,1,2,4,6,7,8],want:[0,2,3,4,5,6,7,8,9],warn:4,warp:[],warranti:[],water:[],watt:1,weber:1,well:[0,2,6],were:[1,2,4],wget:[2,3,4,5,6,7,11,13],what:[0,2,3,4,5,6],whatev:7,whelan:[0,1,2,3,4,5,6,7,8],whelen:2,when:[0,1,2,3,4,5,6,7],whenev:0,where:[0,1,2,3,4,5,6,7,10,11],whether:[],which:[0,1,2,3,4,6,7,8,10],white:6,whitegrid:6,who:0,whole:[4,6],whom:[],whose:[2,3,5,7,8,11],why:[0,2,3,4,5],wide:2,wider:[3,6],width:6,window:[1,2,3,4,5,7],within:[0,1,2,3,7,8,10,11],without:[0,1,2,3],won:3,wonder:[0,2],word:0,work:[0,2,3,4,5,6,7,8],workshop:[0,7,9,13],worri:0,would:[0,1,2,3,4,5,6],write:[1,2,3,7,8,11],writeto:4,written:[0,1,3],wrong:[0,3],wrote:[1,2,3,4],www:[4,10],xlabel:[2,3,4,5,6,11,12],xlim:[2,3,5,6,11],xml:[0,2,4],xmln:4,xmlschema:4,xsi:4,xxx:4,xytext:6,y_flag:[0,10],y_mean_psf_mag:[0,10],y_mean_psf_mag_error:[0,10],yadu:1,yarcmin:1,yarcsec:1,yau:1,yba:1,ybarn:1,ybeam:1,ybin:1,ybit:1,ybyte:1,ycd:1,ychan:1,ycount:1,yct:1,ydeg:1,ydyn:1,yerg:1,yev:1,ygal:1,yhz:1,yjy:1,ylabel:[2,3,4,5,6,11,12],ylim:[2,3,5,6,11],ylm:1,ylx:1,ylyr:1,ymag:1,ymin:1,yml:7,ymol:1,yohm:1,you:[0,1,2,3,4,5,6,7,8,9,13],younger:[4,5],your:[0,4,5,6,7,8],yourself:[0,6],ypa:1,ypc:1,yph:1,yphoton:1,ypix:1,ypixel:1,yrad:1,yrdegdegma:0,yrdegdegmasmaskm:10,yrma:[0,2],yrmasmaskm:[0,2],yry:1,ysr:1,yst:1,yvox:1,yvoxel:1,ywb:1,yyr:1,z_flag:[0,10],z_mean_psf_mag:[0,10],z_mean_psf_mag_error:[0,10],zadu:1,zarcmin:1,zarcsec:1,zau:1,zba:1,zbarn:1,zbeam:1,zbin:1,zbit:1,zbyte:1,zcd:1,zchan:1,zcount:1,zct:1,zdeg:1,zdyn:1,zerg:1,zero:2,zev:1,zgal:1,zhz:1,zjy:1,zlm:1,zlx:1,zlyr:1,zmag:1,zmin:1,zmol:1,zohm:1,zone_id:[0,10],zoom:2,zpa:1,zpc:1,zph:1,zphoton:1,zpix:1,zpixel:1,zrad:1,zry:1,zsr:1,zst:1,zvox:1,zvoxel:1,zwb:1,zyr:1},titles:["Chapter 1","Chapter 2","Chapter 3","Chapter 4","Chapter 5","Chapter 6","Chapter 7","Astronomical Data in Python","Astronomical Data in Python","The Notebook of Last Resort","Writing queries","&lt;no title&gt;","&lt;no title&gt;","Astronomical Data in Python"],titleterms:{That:6,The:9,add:10,adjust:6,annot:6,assembl:3,astronom:[7,8,13],asynchron:0,back:2,base:[2,5],best:[0,1,2,3,4,5,6],centerlin:2,chapter:[0,1,2,3,4,5,6],clean:0,column:[0,2],connect:0,coordin:1,csv:3,custom:6,data:[0,1,2,3,4,5,7,8,13],databas:0,datafram:[2,3],detail:[],draw:5,exercis:[0,1,2,10],figur:6,filter:2,font:6,format:0,gaia:0,get:[1,4],instal:8,instruct:8,introduct:[],join:4,languag:0,last:9,latex:6,left:6,lesson:[],librari:[],lower:6,make:6,merg:5,miss:5,more:3,motion:[2,3],multipl:6,notebook:[8,9],one:[3,10],oper:0,option:[],outlin:[0,1,2,3,4,5,6],panda:2,panel:6,photometri:[4,5],plot:[2,3,5,6],point:5,polygon:[1,5],practic:[0,1,2,3,4,5,6],prepar:4,prerequisit:[0,8],proper:[2,3],proport:6,python:[7,8,13],queri:[0,3,10],rcparam:6,rectangl:1,region:[1,3],reload:[2,3,4,5],resort:9,result:1,right:6,row:2,save:[1,2,3,5],scatter:2,select:[1,2,3,5],sheet:6,stori:6,style:6,subplot:6,summari:[0,1,2,3,4,5,6],tabl:[0,4],tell:6,test:10,thing:10,time:[3,10],transform:2,upload:4,upper:6,which:5,work:1,write:[0,4,5,10],you:10}})
\ No newline at end of file
+Search.setIndex({docnames:["01_query","02_coords","03_motion","04_select","05_join","06_photo","07_plot","README","index","last_resort","pilot_day1","pilot_day3","pilot_day4","test_setup"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["01_query.ipynb","02_coords.ipynb","03_motion.ipynb","04_select.ipynb","05_join.ipynb","06_photo.ipynb","07_plot.ipynb","README.md","index.md","last_resort.ipynb","pilot_day1.ipynb","pilot_day3.ipynb","pilot_day4.ipynb","test_setup.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"000":[1,2,3],"000000e":2,"000831":5,"000831056712947":11,"00347705":[3,11],"0034770546523735":[3,11],"0036523797855805":0,"00484394613122":[],"0051":1,"00781":1,"0092247424630945":[],"0092427896695131561015612256418500423168":[4,12],"009471":5,"00947118796605":11,"0104447723028214":[],"011069579363397":0,"0112032878186":0,"011426390802751":[],"012350777585595440":[],"016078":[3,5],"0160784008206476":[3,11],"0173655836748":[3,11],"0180585839909577":10,"020103160014030861015612386332668697600":[4,12],"0203041897099641431015635614168640132864":[4,12],"0211787423933783961015635850945892748672":[4,12],"0212759940136962":[],"02127599401369620":[],"022652498590129771015612332147361443072":[4,12],"0231835525781269280":10,"0233280236600626":[],"0241923218278397":11,"025095711306698878":0,"02520966291366":0,"0252932373534968981015612282738058264960":[4,12],"02649006622517":5,"02649007":5,"026879108757164063":10,"0317837403475309051015612250375480101760":[4,12],"031798":[3,5],"031798198627634":11,"032476530099618431015612426744016802432":[4,12],"0331645898811":[],"034221819684481890":[],"0343230288289910761015635535454774983040":[4,12],"03467394339305":[],"03521988":[3,11],"035219883740934":[3,11],"0360642408180257351015612331739340341760":[4,12],"0365246268534030541015635598607974369792":[4,12],"0366268278207166061015635737661835496576":[4,12],"0388102681415775161015635674126383965568":[4,12],"04016696":[3,11],"040166963232815":[3,11],"040191748305466981015612394926899159168":[4,12],"042357158300018151015612241781249124608":[4,12],"0424551498036":0,"0436496516182":2,"044516":5,"0445160213759":11,"0450000762939":[4,12],"045188209150430151015635600532119713664":[4,12],"04665586038192":11,"04673046937168":0,"047202554132500061015635497276810313600":[4,12],"04737425207265826":[],"049122831032945236":[],"05037121":[3,11],"050371212154984":[3,11],"0512642120258362051015612296172717818624":[4,12],"05240":[],"05242":[],"05243":[],"05244":[],"05245":[],"05352617574037097":10,"0536670358954670841015635860218726658176":[4,12],"05443955111134051":[],"054439551111340510":[],"05456487172972":2,"05560":[],"0565747323689927":[],"05657473236899270":[],"058532837763820":[],"059607":2,"059633195646531766":10,"05981294804957":[3,11],"05981295":[3,11],"06138786534987":2,"0621013562129573840":10,"0623409915989429":[],"062761531706451":11,"064062501817137":11,"06566578919313":2,"0667937587726331":10,"06684162":11,"06900136127674149":[],"070595281569173820":10,"07378124688708597":[],"07465393343791340":10,"08195659745067":0,"08333":1,"08333333":1,"08382745553667581":[],"0855426972097529":[],"08570521942724":0,"086156535525720":[],"0896293621765429":[],"090544709622938":[3,11],"09054471":[3,11],"092339":[3,5],"09233926905897":[3,11],"093293953294165":0,"09631023":[3,11],"096310230579248":[3,11],"0983885985018888":[],"099625":2,"0x7f10a2326820":[],"0x7f10a2344250":[],"0x7f446b1e8bb0":[],"0x7f9222e9cb20":[],"0x7f922376e0a0":[],"0x7fac07b1b8e0":11,"0x7fb565288520":[],"0x7fbbf0d60a60":0,"0x7fbbf0d8f5b0":0,"0x7fd23e4cb250":10,"0x7fd23e840b80":10,"0x7fd23f809850":10,"0x7fd67bffd910":3,"100":[1,2,3,11],"1000":3,"1001":[3,11],"1006":[3,11],"101":11,"102653187830931":10,"10277456217796248":11,"102775":5,"10294642821734962":[],"1035725206795":[],"103640":2,"1048576":[],"1049":[2,3,11],"105478836426514":[3,11],"10547884":[3,11],"10569437830526":11,"106945867406806140":[],"106963983518598261":[],"1089042277934307":10,"110783":2,"113270239706202":[],"114":11,"115":7,"116":11,"1180465757439631":10,"118509434328643730":[],"11986606839224":[],"12014600682343":0,"122101116262629":[],"1223877109449631":10,"126":[3,11],"1262641088297":0,"126451056290413":0,"1264510562904130":0,"1266016679823622":[],"12699359319614956":11,"127":[3,11],"12712245925716417":[],"1288335146382159":[],"13070799264892050":[],"130993519068294040":10,"1317236562021531":10,"13177563215973":2,"13188844526658":[],"133":11,"13339098769217":11,"133391":[3,5],"134":1,"135":[1,3,11],"135d25m17":1,"13611254":1,"136112541397996":1,"13675690977806274":10,"137":[3,5,11],"137043174954120":[],"1375007629395":[4,12],"138":[3,5,11],"138359545234629":[],"139":11,"139374":1,"140":[1,11],"140340":[1,2,11],"14061938403885946":10,"141":[1,2,3,11],"141958648203938280":0,"141d36m09":1,"142":2,"1422630184554958":[],"14290850381608820":[],"14290850381608822":[],"143":[1,2],"144":2,"146":1,"146d16m31":1,"14826104583068447":0,"150":1,"151":11,"151311128485597":0,"151599884033214":[4,12],"152":1,"152d49m00":1,"1576":1,"1601903242219o":[],"1601903357321o":[],"1603114980658o":[],"1603132746237o":[],"1605559085364o":10,"1605622934969o":[],"1605624329053o":1,"1605646069281o":0,"1605731697505o":11,"1605744463707o":3,"16083338":[3,11],"160833381392624":[3,11],"1612":[],"163":[3,11],"16336768694395531":0,"165984":2,"1660452431882023":[],"16657261834688394":[],"1665758810783":0,"166932":2,"1685867513524159":0,"1711128865194354":[],"172":[3,11],"17289130564805":[],"1729306406216615":11,"172931":5,"17335888":11,"1739052615442331":10,"17473118":6,"17473118279569888":[],"175":4,"17531203854271796":0,"17532366511560785":[],"1779749872253444":11,"17932476739336733":11,"179418290817069":[],"17m":[2,11],"182":[3,11],"18339801317677":2,"18597576771082314242015":10,"18597604946150526722015":10,"18597647208537335042015":10,"18597686679306137602015":10,"18597697030166753282015":10,"18597711461345036802015":10,"18597729672005484802015":10,"18597734138771468802015":10,"18597776701758227202015":10,"18597808699331532802015":10,"18597823130419448322015":10,"18597834082524610562015":10,"18597836874395203842015":10,"18597923417852878082015":10,"18597948156857446402015":10,"18598102818701331202015":10,"18598131680897720322015":10,"18598138853417352962015":10,"18598150578813697282015":10,"19048364007102":11,"195490941601950":0,"19551223562505450":10,"19584836":11,"196544":[3,5],"1965441084838":[3,11],"19713261648745517":5,"19713262":5,"19923146":[3,11],"199231461993783":[3,11],"1993":1,"19946557779138105":[3,11],"199466":[3,5],"19d15m42":1,"200":11,"2000":[0,4],"2001":4,"2003390901139218816338":[],"2003409519814774528339":[],"2010":2,"2013":0,"2016":[],"2019":[],"2020":11,"202006218552450":10,"20295275638435226882015":[],"20295301751944967682015":[],"20295340234857504002015":[],"20295341265515654402015":[],"20295341609128579842015":[],"20295344357908295682015":[],"20295371845816800002015":[],"20295454309122366722015":[],"20295513751541681922015":[],"20295529900534705922015":[],"20295529900569653762015":[],"20295591748078085122015":[],"20342713669297":[],"2035993780158853":[],"2041189982608354":[],"20612448929150":[],"207103417037520":0,"20853032024261492":10,"209568295785240":[],"2134264091820104":11,"214822457223685":0,"21505376":6,"2150537634408602":[],"21596169286289862":[],"216485":[3,5],"21648525150429":[3,11],"218492":5,"2184922339592716":11,"2192070195836530":10,"22153668536996050":[],"22369151932421705":11,"223692":[3,5],"22401433691756267":5,"22401434":5,"224246333795001":11,"224595114220405":11,"2249217832699790":[],"227920":2,"22808211":11,"232146422440013":[],"2329783421492630":0,"234399795532218":[4,12],"2361295175457":0,"2374229207837":11,"2391150617590077":0,"2406181":5,"240618101545255":5,"24242734020255":[3,11],"244439":2,"245599765990594":[3,11],"24559977":[3,11],"2470355479426332":0,"247329893833296":[3,11],"247330":[3,5],"24797471":[3,11],"247974712069263":[3,11],"2484651612430":0,"248909662830798":11,"249243736205931":10,"2492850691110850":[],"25084":[2,11],"254506888800642430":10,"254529":2,"25452941346344":2,"255079498426542":[],"25689151102804":[],"25734489623333540":2,"257345":2,"258797158719847":10,"25d52m38":1,"26190982":1,"261909820533692":1,"263":[],"264":[],"2643369175627239":5,"26433692":5,"266":1,"26719312673637957":[],"2674800612552977":[],"267623626829920":[],"26769745823267":2,"2681390809788":[],"26847919":[3,11],"268479190206636":[3,11],"268531282382077850":10,"2717538145759051":[3,11],"271754":[3,5],"27329749":6,"27329749103942647":[],"2735991502653037":[],"2742408484284249":[],"275274512996729":[],"27533313607782":1,"27533314":1,"2758280660620302":0,"2762606040704309":0,"2764244386276099":0,"2780935768316":2,"27830874302625963":0,"27955289399217836":10,"27d08m10":1,"2807306692481813":0,"282":[],"282221460096154":0,"2873":5,"287300109863317":[4,12],"29058299600659726":0,"291499":5,"291499169815987":11,"2970783741597157":[],"297302003155878":[],"297472":2,"2975103423159280":10,"2995397868127374":0,"29953978681273740":0,"2mass":[],"3000":0,"300037191226780":0,"300956585724798":5,"30095659":[5,6],"3016098082360160":0,"302":11,"3022057897812064":[],"303":[3,11],"304":[],"30477251873021320":[],"304830296257144":1,"3048303":1,"30559858565638":[3,11],"30641519":[3,11],"306415190921692":[3,11],"306747":2,"3069007451798287":11,"306901":[3,5],"30745551377348623":[3,11],"307456":[3,5],"3076000213623":[4,12],"309526744320447":[],"309602916796381":11,"3110309037199280":[],"313074669192134":0,"314514":5,"31451429349160354":11,"31718097982628":10,"31727148820061":0,"31829694530366":[],"3186800714801046":11,"3188302276307940":10,"31967337502969":0,"319673375029690":0,"32242018581512":0,"33042630888564130":10,"333000183105514":[4,12],"333511196227516570":10,"3339996337891":[4,12],"334000":5,"3344066165829673":11,"334407":5,"335040664412791":11,"335041":5,"33554432":[],"33572466059165":0,"33608219792403937":10,"336372421616733":[],"337689":5,"3376892347379532":11,"33786534447233":0,"339450250459302440":10,"3401827273605385":11,"34082545787549":[3,11],"34082546":[3,11],"343199788483384170":10,"3447284559601620":10,"346409":[3,5],"346409129876392":[3,11],"3464446494840354":[],"34644464948403540":[],"3465790413276930":[],"34d18m17":1,"35096443957547230":[],"351986752396410":0,"35394265":5,"3539426523297491":5,"354285349557074":11,"35753561702402":11,"357536":5,"35767437939443886":0,"361362712556612":[],"3613627125974945":[3,11],"361363":[3,5],"3616348905813909":0,"36286062483080":[],"363061185666941230":10,"363789876365865":[],"36767149371630330":10,"3711441829917720":[],"3724":[4,5,12],"3733943917490343":[],"37339439174903430":[],"37527560102156960":[],"376256953641620":[],"37680767316478425":10,"3778523888981841":[],"3788707393484704":11,"379299163818417":[4,12],"3804":5,"384899139404320":[4,12],"3891":1,"3893691578003666":0,"38936915780036660":0,"3894019486060072":[],"3897849462365591":[],"38978495":6,"390952370410666":[],"3925985611610745":[],"39426523":5,"39426523297491034":5,"395300108444131":[],"396k":4,"39818224846127004":[],"398182248461270040":[],"398623940157561":[3,11],"4002784743473182":[],"40215405335632315":[],"40415899559873986":0,"4048993859004980":[],"4057468287575835392":1,"4057468321929794432":1,"4057468351995073024":1,"4057469661959554560":1,"4057469868125641984":1,"4057470039924301696":1,"4057470349160630656":1,"4057470520960672640":1,"4057470555320409600":1,"4057482027171038976":1,"406821174303780":[],"408554916570420":[],"4098547436119064":0,"41100437339248197122015":0,"41100474490527749122015":0,"4110047449052774912261":0,"41100494375805286402015":0,"41133186":5,"41133186166299":5,"41168921076873531":10,"414829591355289":[],"41554585481808":2,"4166017695258":2,"41683":1,"4198108491382455":[3,11],"41981085":[3,11],"42163944":1,"42163944306296":1,"4226870525988":[],"422728":2,"42361471245557913":[],"423614712455579130":[],"423940229776128":[3,11],"42394023":[3,11],"42442296":[3,11],"42442296194263":[3,11],"4248175710562520":[],"42540354480291037":11,"425404":5,"4273623555622012":[],"427716582116249":11,"4281005859375":[4,12],"4296262772904238":[],"4301075268817204":[],"43010753":6,"4328661904699682":[],"434121014193668":10,"4361400589412060":[],"43911323550176806":[],"441400527954115":[4,12],"44283475442839":0,"443":[0,1,3,4,10,11,13],"44357135":[3,11],"443571352854612":[3,11],"44494195652069":[3,11],"4457":5,"44677065513286795522015":[],"4467706551328679552270":[],"44677075477573274882015":[],"4467707547757327488269":[],"44677109150118026242015":[],"4467710915011802624269":[],"44677122550373000962015":[],"4467712255037300096270":[],"44677170997669445122015":[],"4467717099766944512270":[],"44677190582657812482015":[],"4467719058265781248270":[],"4467722326741572352270":[],"44677323554910877442015":[],"4467732355491087744270":[],"44677327720945730562015":[],"44677350011817617922015":[],"4467735001181761792270":[],"44677371014219166722015":[],"4467737101421916672270":[],"44726118066401590":[],"44742277":11,"450599670410219":[4,12],"451032881430119":11,"45307359523051777282015":[],"45307363646185392642015":[],"45307383617937696002015":[],"45307409387744093442015":[],"45307433439514055682015":[],"45307468443413159682015":[],"45307512810560226562015":[],"45307526511350812162015":[],"45307550606271623682015":[],"45307635131191372802015":[],"45307684566150264322015":[],"454746136865342":5,"45474614":5,"4553883976568405":10,"4560049110412":[],"45843664435045":[],"4598362614808367":[],"4603095562147530":[],"4603442951470880":0,"4628766254219059":0,"463333246855726":[],"463904128839516":[],"4642424055819030":[],"468741869577423219216":0,"46874186957742321922015":0,"468742034504328652817":0,"468742055120733696015":0,"46874207230060332802015":0,"468742089480472051215":0,"46874208948047205122015":0,"468742271587164697615":0,"46874227158716469762015":0,"468742289193369792015":0,"46874228919336979202015":0,"468742309809205772816":0,"46874230980920577282015":0,"468742340306757785616":0,"468742381538441318415":0,"46874238153844131842015":0,"470352406647465":[],"47192783117885":[],"47260492416258":[3,11],"47314164379284":0,"4732067943193170":10,"474147574053124":[],"47491039":5,"47491039426523296":5,"47611926":[3,11],"476119260818695":[3,11],"476168":2,"47762991904543":0,"478099822998":[4,12],"478100":5,"48034924849668":0,"481":5,"4819459774231160":[],"4820010002319680":[],"483019":2,"48301935991023":2,"4830193599102321":2,"48502626489731665":0,"485026264897316650":0,"4857736696784120":10,"486224":2,"48625897986634425":[],"48641977":11,"4900160529935431":[],"490481778113859":[3,11],"490482":[3,5],"491347561327420":[],"492308604905652":11,"492309":5,"4937921513912002":[],"494400024414116":[4,12],"496":[],"4993858623581147":[],"500":0,"5001851583023207":[],"5006522058606456":10,"502746567943603":[],"502967530456080":10,"503299713134813":[4,12],"50411126495661":[],"5067280132675340":10,"5074596301747727":[],"50951508623503":[3,11],"509812721702093":[],"51108346614440":[],"5113424569489686":[],"515":0,"515199661254919":[4,12],"516":0,"5162":[],"5163":[],"516838":2,"51683846838757662":2,"5173500081780815":0,"5174007415771":[4,12],"517401":5,"517499923706116":[4,12],"5177001953125":[4,12],"5187065217173":[3,11],"518707":[3,5],"520741795344115":[],"52170713760118":[],"52170714":6,"5219":0,"5220":0,"5221":0,"5223007202148":[4,12],"522399902343816":[4,12],"5224361584235040":[],"5233504963518460":[],"524288":[],"5260":0,"5261":0,"52678061":11,"5269":[],"5270":[],"527126":[3,5],"527126084599517":[],"52712608464053":[3,11],"5275024949652448":0,"52750249496524480":0,"5281":[],"529155332809893":[],"529744806822170":0,"5301":[],"5302":[],"5310":10,"5311":10,"5329829477371320":10,"5337":1,"5339115955037064":[],"53510130344032610562015":[],"53510236172489352962015":[],"5376344086021505":[],"53763441":6,"53m":11,"544201177153814":11,"544584":2,"5454562059199444":[],"5481972":6,"548197203826344":[],"5482007725782427":0,"551112050315771":0,"5511120503157710":0,"5557649698784075":11,"557744":5,"55774434692722":11,"5578766357712731":10,"5585239223461581":[],"55978220563274":11,"559971827601260":[],"560607655557421":11,"560608":[3,5],"5620173752896025":[],"5640871174253840":10,"56512141":5,"565121412803535":5,"56715622350804":0,"5672536244872520":[],"5689374288911360":[],"56924278755102660":[],"569289167922214":10,"57184617008194170":[],"57235105":11,"572593388631450":0,"57322998940030":0,"5738026079151446":11,"5746175895352217":11,"5757477670797":[],"576671731208250":[],"57725086313733":[],"577394":2,"57739430926034":2,"580996200476610":[],"5833821573394844":11,"584105":2,"58497404793380165122015":0,"58497417162888606722015":0,"58497418537278827522015":0,"58497422316837533442015":0,"58497458694734874882015":0,"58497469389738874882015":0,"58497491380091276802015":0,"58497494128719531522015":0,"58497547686624659202015":0,"58497551509548067842015":0,"58497561773910894082015":0,"58497565940027895042015":0,"58497582089120992002015":0,"58671691646745":[3,11],"586717":[3,5],"58691756":5,"5869175627240143":5,"588137109955270":0,"58913564478618":2,"589136":2,"58989567702560650":[],"5902":5,"59219748145836":11,"5926328820420083":[],"5926328820644919":[3,11],"592633":[3,5],"5938682761331":10,"594":1,"5942325468950411":0,"5942653":[3,11],"594265302440828":[3,11],"594569":5,"5945692849622026":11,"5953101813630631":10,"595792323153987":[],"59812207307075":0,"6014268933659210":[],"60191317":6,"601913171449596":[],"60264825":1,"60264825107333":1,"605574369846310":10,"60817792260227":0,"6092":5,"611722027231764":[3,11],"61172203":[3,11],"6117399163086398":[],"61173991630863980":[],"612231874239708":[],"6122417812491246081297513437559955610":[4,12],"61224178124912460820":[4,12],"612250375480101760":4,"6122503754801017601297413464758974640":[4,12],"61225037548010176015":[4,12],"612256418500423168":4,"6122564185004231681299313490752973100":[4,12],"61225641850042316820":[4,12],"612282738058264960":4,"6122827380582649601297413404459335190":[4,12],"61228273805826496022":[4,12],"612288854091187712":4,"612296172717818624":4,"6122961727178186241296913380061687800":[4,12],"61229617271781862417":[4,12],"6123315163896529":[],"6123317393403417601301113412177938390":[4,12],"61233173934034176021":[4,12],"6123321473614430721301413414585387770":[4,12],"61233214736144307221":[4,12],"612386332668697600":4,"6123863326686976001303513545702197740":[4,12],"61238633266869760019":[4,12],"612394926899159168":4,"6123949268991591681305813551997517950":[4,12],"61239492689915916816":[4,12],"6124267440168024321305213468524656560":[4,12],"61242674401680243217":[4,12],"612428870024913152":4,"612429144902815104":4,"612485911486166656":4,"6127392000765329":[],"61980967566392590":0,"620291207312266":0,"620510312927931":10,"62185456718988":11,"622":[3,11],"62299324918612523522015":[],"62299812483295915522015":[],"6229987570521485440219":[],"62300168793791302402015":[],"6230018425567339520220":[],"6230030795072008832220":[],"6230061757492831616221":[],"62300733667877728002015":[],"62300897220240565762015":[],"6230121401702753664220":[],"6230130266515510528220":[],"6230144152145537152221":[],"62301450755630017282015":[],"62301631144256919042015":[],"62301670314358137602015":[],"6230171669999288192222":[],"6248984748555095":[],"6280002593994":[4,12],"62814807023982":10,"629":[],"629231848937902":[],"630489":[3,5],"63048941944396":[3,11],"63172043":5,"6317204301075269":5,"632271948452529":[],"63378135":11,"635497276810313600":[4,5,11],"6354972768103136001308113804456319300":[4,12],"63549727681031360019":[4,12],"635518889086133376":[4,11],"635535454774983040":[4,5,11],"6355354547749830401306313783776573690":[4,12],"63553545477498304016":[4,12],"635551706931167104":[4,11],"635559124339440000":[3,4,5,11],"635580294233854464":4,"6355986079743697921303413920912795130":[4,12],"63559860797436979216":[4,12],"6356005321197136641304213922858936230":[4,12],"63560053211971366420":[4,12],"635614168640132864":[4,11],"6356141686401328641305713959221401350":[4,12],"63561416864013286416":[4,12],"635674126383965568":[3,4,5,11],"6356741263839655681308313884284887200":[4,12],"63567412638396556819":[4,12],"6357376618354965761310013993335021360":[4,12],"63573766183549657614":[4,12],"635821843194387840":[4,11],"6358509458927486721320113986549341470":[4,12],"63585094589274867216":[4,12],"635860218726658176":[3,4,5,11],"6358602187266581761309113851876713490":[4,12],"63586021872665817617":[4,12],"637987125186749568":2,"637987125186749568142":2,"638049655615392384":2,"638073505568978688":2,"638086386175786752":2,"6382230817672987":[],"638285195917112960":2,"6407086810773280":[],"64484588686904":2,"64528557468074":2,"645286":2,"645304428598138":0,"645744782387933":0,"650193344617016":[],"6518001556396":[4,12],"6581664892880896":[],"65859609":11,"662702":2,"6630824372759856":[],"66308244":6,"6662998199463":[4,12],"669179465293931":[],"6691794652939310":[],"6713360113643849":10,"67263853794475":[],"67307907024910":[],"674894125178565":[3,11],"67489413":[3,11],"6781005859375":[4,12],"678101":5,"6798312067588314":[],"682119205298015":5,"68211921":5,"6821467937242753":11,"682147":5,"68242362167037":0,"682423621670373":0,"6858032920676":[],"686631849492751":[],"6869818631307080":10,"68874172":6,"688741721854306":[],"6908739159247":2,"692":[3,11],"693746629826066":[],"69609949341979":[],"696871776401931":10,"69736802123325":[],"701315238258985":[],"702779525389634":11,"702780":[3,5],"7034050179211468":[],"70340502":6,"7034380389086090":[],"70729748945880370":[],"7077765320492870":[],"708904908478631":11,"710314902969365":11,"710347564166554":[],"71333022247416060":10,"714023598831554":[3,11],"7140236":[3,11],"71891096":6,"71891096394408":[],"722914419995531":10,"723":[],"723655456335619":[3,11],"72365546":[3,11],"72480529715140":[],"726277659009568":[],"7262776590095680":[],"7276250597861622":0,"72818719166763260":10,"7295":[3,11],"7313674":11,"73255151335769":[],"7341":5,"7342":5,"7343":5,"7344":5,"7345":5,"7346":[3,4,5,11],"7347140078529106":[3,11],"73471401":[3,11],"7347671145224394":10,"73523627555818":[],"73560389985096":0,"7413320910807104":0,"7417999555980245":11,"741800":[3,5],"7428630711791":11,"74505387":11,"7460579764317631":10,"7464117578883":[3,11],"74641176":[3,11],"748779":[3,5],"7487794924176672":[3,11],"7487794924398758":[],"7498253475529492":0,"750":4,"7503378631682915":11,"7536507995983105":10,"75415760898193680":0,"75442873671042":0,"7549581886719651":[],"75623260987968":[3,11],"75623261":[3,11],"756k":[3,11],"757251484808558":0,"757716":2,"75771616932985":2,"75912098":[3,11],"759120984106968":[3,11],"76029338894156":[],"761906889015344":0,"76612903":5,"7661290322580645":5,"7663548833347729":[],"7664351946147043":0,"7702681295401":2,"770521900009566":[3,11],"770522":[3,5],"771360721331040":0,"771360721331041":0,"771641800933731":10,"77247179230470":[],"7741412301054209":[],"77414123010542090":[],"7765992662451379":10,"77676656710134280":10,"77696341662764":2,"7783390948865":0,"779070618194040":0,"779070618194044":0,"779463":[3,5],"7794631695848825":11,"77mb":11,"7832805254544403":11,"7851856662174":[],"78529963350303":11,"785300":5,"78587196":[5,6],"785871964679913":5,"78926601626169560":[],"791393":[3,5],"7913934419894347":[3,11],"7920417800164183":[],"7980142071744":0,"799116997792495":5,"799117":5,"8018859767657315":0,"804474661387970":0,"804474661387971":0,"80645161":5,"8064516129032258":5,"807955539071433":11,"8105428528649257":11,"814581159026405":11,"8148931057481930":0,"81671044675923":1,"81671045":1,"81762228999614":2,"8193987090811631":10,"8205551921782785":[],"82055519217827850":[],"8212003707886":[4,12],"82313785245728":0,"823137852457282":0,"8237207945098111e":2,"823721":2,"823971768771131":10,"827087782926929":[],"828100204467817":[4,12],"8288530465949819":[],"82885305":6,"8296685650840913":[],"8298725715561183":10,"83052324579677":[],"8377518255436":11,"837752":5,"8423710812471440":[],"84253127":5,"84253127299485":5,"842874":[3,5],"8428741026386":11,"84372158574957370":[],"847035789335997":0,"8497990722034429":[],"8509751419453760":[],"8561294236985760":[],"857319870871607":[],"857327":2,"85955659758691580":[],"86243763758765":0,"862437637587650":0,"864006786112604":11,"864007":5,"864952855984358":[],"865699768066419":[4,12],"8690819375362338":11,"869927634756948":0,"871599197387719":[4,12],"872092143634720":[],"873":[3,11],"8736321545140885":[],"874312918885040":[],"8754":1,"87738722767213":1,"87738723":1,"88094034815086":11,"8824042279602063":0,"88267277109107120":[],"88580702":[3,11],"885807024935527":[3,11],"8867339293525688":[],"887462805949271":[],"8888":7,"89011101634064":0,"891676445087071":0,"89470793235991240":[],"89470793235991242":[],"89546371002853684":0,"89551292869012":2,"897001":[3,5],"8970011609340207":11,"8978":5,"897800445556617":[4,12],"901327641112253":0,"902":1,"902869757174393":[],"90286976":6,"9037072088489417":[],"90595652859401":[],"9189553879811840":[],"91921930900127221":[],"9197224705139885":[],"921180886411620":[],"92269001849315040":0,"922888231734588":[],"9228882317345880":[],"923799514770516":[4,12],"9238":5,"9242":5,"924200057983418":[4,12],"9242670062090182":[],"926700592041":[4,12],"927008559859825":[],"9310688845911029":[],"9313353159918977":10,"9327812858470654":[],"9328536286811":[3,11],"93358913":11,"9347319464589":2,"938113464510934":11,"940":[3,11],"941079":2,"941679":[3,5],"941679495793577":[3,11],"941813":2,"941813096629439":2,"942541578796724":0,"9425415787967240":0,"944465951055934":0,"945956347594":2,"94628403":6,"94628403237675":[],"94992109082744":0,"950660":2,"95159272":[3,11],"95159272432137":[3,11],"951878058650085":[3,11],"95187806":[3,11],"95290654893304":[],"95290655":6,"9558208039434155":[],"9591396662941280":[],"9612007141113":[4,12],"9636793925928431":10,"967":[3,11],"96809693073471":[],"969":[3,11],"969864636669231":10,"96k":4,"971":[3,11],"9719742773203504":[],"97282480557786":2,"9743995666504":[4,12],"9785380604519425":[],"9806225910160181":[],"98062259101601810":[],"9849004745483":[4,12],"987786":2,"99138434019087":0,"9923000335693":[4,12],"9924960676335031":10,"9964930756169731":10,"9978112875699006":0,"999":[],"abstract":0,"boolean":[2,5,11],"break":[0,4],"byte":1,"case":[0,1,2,3,4,5,6,7],"class":[0,4],"default":[6,7],"final":[0,2,5,6,7,8,10],"float":[0,1],"function":[0,1,2,3,4,5,6,7,8],"import":[0,1,2,3,4,5,6,7,9,10,11,12,13],"int":[0,1,3,4,10,11,13],"long":4,"new":[0,3,5,6,7,11],"null":[0,5],"public":[0,6,7,8,10],"return":[0,1,2,3,5,7,8,11],"short":[0,4],"super":6,"switch":6,"transient":0,"true":[0,1,2,3,4,5,6,10,11,12,13],"try":[0,1,2,3,4,5,7],"while":[0,1,3],AND:[0,1,2,3,10,11],And:[0,1,2,3,4,5,6],Are:0,BUT:[],But:[0,1,2,3,4,5],FOR:[],For:[0,1,2,3,4,5,6,7],IDs:4,NOT:0,Not:6,One:[0,1,2,4],THE:[],That:[0,1,2,3,4,7,8,9],The:[0,1,2,3,4,5,6,7,8],Then:[1,2,3,4,5,6,7,8,10],There:[0,1,4,6],These:[0,2,5],USE:[],Use:[0,1,2,3,4,5,6,7,8,10,11,13],Using:[0,3,4,7,8],WITH:[],With:[0,2,3],__builtins__:1,__cached__:1,__doc__:1,__file__:1,__init__:1,__loader__:1,__name__:1,__package__:1,__path__:1,__spec__:1,_classic_test_patch:6,a_g_percentile_low:[0,10],a_g_percentile_upp:[0,10],a_g_val:[0,10],aadu:1,aarcmin:1,aarcsec:1,aau:1,aba:1,abamper:1,abarn:1,abc:1,abcoulomb:1,abeam:1,abflux:1,abil:[0,2],abin:1,abit:1,abl:[0,1,2,3,4,5,6,7,9],abmag:1,about:[0,1,2,3,4,5,6,7,8,10],abov:6,abyt:1,access:[0,4,7,8],accord:4,accumul:[0,10],accur:[0,5],acd:1,achan:1,acount:1,act:1,action:[],activ:7,actual:0,add:[0,1,2,3,5,6,7,8],add_enabled_equival:1,add_enabled_unit:1,add_patch:6,adding:[0,3,6,11],addit:[3,6,7],adeg:1,adjust:2,adql:[0,1,2,3,4,5,7,8],adrian:[0,1,2,3,4,5,6,7,8],adu:1,advantag:[0,5],adyn:1,aerg:1,aev:1,affect:6,after:[0,1,2,3,4,5,6],again:[0,1,2,3,4,5,6],against:4,agal:1,age:[4,5],agenc:0,agg:5,ahz:1,aji:1,alert:0,algorithm:4,align:[2,6],all:[0,1,2,3,4,5,6,7,13],allclos:1,allendownei:[2,3,4,5,6,7,11],allow:[0,2,3],allwise_best_neighbour:[0,10],allwise_neighbourhood:[0,10],allwise_original_valid:[0,10],alm:1,almost:[0,4,5],along:[0,1,2,3,5,6],alpha:[2,3,4,5,6,11],alreadi:[1,2,5,7],also:[0,1,2,3,4,5,6,7,8],altern:[0,1,5,6],although:[2,3,6],altogeth:1,alwai:[0,1,2,4],alx:1,alyr:1,amag:1,american:[7,8],amin:1,amol:1,amount:3,amp:1,amper:1,ana:[0,1,2,3,4,5,6,7,8],anaconda3:1,anaconda:7,analysi:[0,1,2,3,4,5,6,7,8],angstrom:1,angular_dist:4,ani:[0,2,3,6,7,13],annot:[3,7,8],annum:1,anonym:[0,1],anoth:[1,2,4,5,6,7,8],answer:5,anyon:5,anyth:[3,7],anywai:0,aohm:1,apa:1,apart:0,apassdr9:[0,10],apassdr9_best_neighbour:[0,10],apassdr9_neighbourhood:[0,10],apc:1,aph:1,aphoton:1,apix:1,apixel:1,apo:2,appar:[4,5],appeal:[6,7,8],appear:[0,1,4,5,6,7,8],append:4,appli:[2,6],applic:[3,11],approxim:4,arad:1,arbitrari:2,archaeolog:0,archiv:[1,10],arcmin:1,arcminut:1,arcsec:[1,4,12],arcsecond:1,area:[2,4,5,6],argument:[0,1,2,5,6],ari:1,aris:[],around:[2,3,4,5],arrai:[0,3,5,6,11],arrang:6,arrow:6,arrowprop:6,articl:0,arxiv:[],ascens:[0,1,2,3,10,11],asi:[],ask:[0,1,5,13],asp:10,aspect:[5,6],aspx:[],asr:1,assembl:[0,1],assign:[0,4],associ:[0,1,2],assum:[0,7,8],ast:1,astro:[7,9],astrometr:0,astrometri:0,astrometric_chi2_:[0,10],astrometric_excess_nois:[0,10],astrometric_excess_noise_sig:[0,10],astrometric_gof_:[0,10],astrometric_matched_observ:[0,10],astrometric_n_bad_obs_:[0,10],astrometric_n_good_obs_:[0,10],astrometric_n_obs_:[0,10],astrometric_n_obs_ac:[0,10],astrometric_params_solv:[0,10],astrometric_primary_flag:[0,10],astrometric_pseudo_colour:[0,10],astrometric_pseudo_colour_error:[0,10],astrometric_sigma5d_max:[0,10],astrometric_weight_:[0,10],astronom:0,astronometri:0,astronomi:[0,1,2,3,4,5,6,7,8],astronomical_unit:1,astronomicaldata:[1,2,3,4,5,6,7,11],astrophi:1,astropi:[0,1,2,3,4,5,7,8,10,11,12,13],astroqueri:[0,1,3,4,7,9,10,11,12,13],async_20201005090722:[],async_20201005090917:[],async_20201019094300:[],async_20201019143906:[],async_20201116153805:10,async_20201117092215:[],async_20201117094529:1,async_20201117154749:0,async_20201118153457:11,async_20201118190743:3,attempt:0,attent:6,attoamp:1,attoamper:1,attoannum:1,attoarcminut:1,attoarcsecond:1,attoastronomical_unit:1,attobarn:1,attobary:1,attobit:1,attobyt:1,attocandela:1,attocoulomb:1,attocount:1,attoda:1,attodai:1,attodalton:1,attodeby:1,attodegre:1,attodyn:1,attoelectronvolt:1,attofarad:1,attog:1,attogauss:1,attogram:1,attohenri:1,attohertz:1,attohour:1,attohr:1,attojanski:1,attojoul:1,attokays:1,attokelvin:1,attolightyear:1,attolit:1,attolumen:1,attolux:1,attomet:1,attominut:1,attomol:1,attonewton:1,attoohm:1,attoparsec:1,attopasc:1,attophoton:1,attopixel:1,attopois:1,attoradian:1,attorayleigh:1,attorydberg:1,attosecond:1,attosiemen:1,attosteradian:1,attostok:1,attotesla:1,attovolt:1,attovoxel:1,attowatt:1,attoweb:1,attoyear:1,attribut:[2,4],audienc:6,author:[5,6],automat:5,aux_allwise_agn_gdr2_cross_id:[0,10],aux_iers_gdr2_cross_id:[0,10],aux_qso_icrf2_match:[0,10],aux_sso_orbit:[0,10],aux_sso_orbit_residu:[0,10],avail:[4,5,6,7],avoid:[2,3],avox:1,avoxel:1,awai:[0,2],await:11,awar:7,awb:1,awkward:2,axes:[2,5,6],axi:[1,2,5,6],axvlin:6,ayr:1,azale:[6,7,8],back:[0,1,3,4,5,6,7,8],background:[0,4,5,6],bad:[0,3,4],badli:2,band:[4,5],bar:1,barn:1,bary:1,base:[0,1,3,4,6,7,8],basi:[],basic:[0,7,8,10],beam:1,beam_angular_area:1,beaten:[0,1,2,3,4,5,6,7,8],becaus:[0,1,2,4,5,7],becker:[7,8],becom:3,becquerel:1,bednar:[],been:[0,4,5,6,10],befor:[0,1,2,3,4,5,6,7,9],begin:2,behav:1,behavior:6,being:0,belong:1,below:[2,6,7,8],benefit:5,best:12,best_neighbour_multipl:4,better:[3,6],between:[0,1,2,3,4,5,10,11],big:[0,1,2,3,4,6,7],bigger:[0,1,2,3,6,7,8],bin:1,binari:[2,3,4],binary_prefix:1,biot:1,bit:[0,1],black:[2,6],blue:2,bluer:5,bmh:6,bol:1,bonaca:[0,1,2,3,4,5,6,7,8],bonu:4,bool:[2,5],bostroem:[6,7,8],both:[0,2,4,5],bottom:[3,6],bound:[0,2,3,11],boundari:5,bp_g:[0,10],bp_rp:[0,1,3,4,10,11],brace:0,bracket:[0,2,4],brett:[7,8],briefli:4,bright:[5,6],brighter:5,brightness_temperatur:1,broadband:[],browser:7,builtin_fram:1,button:[7,8,9],c_gd1:[3,11],c_sky:[3,11],cadu:1,calcul:2,calibr:[],call:[0,1,2,4,5,6],camera:[],can:[0,1,2,3,4,5,6,7,8,9,10],candela:1,candid:[2,4,5,6,7,8],candidate_df:[3,4,5,6,11,12],candidate_t:[3,4,11,12],cannot:0,capabl:2,capit:0,caption:6,carcmin:1,carcsec:1,care:0,carpentri:[7,8],catalog:[0,4],catalogu:[0,10],cau:1,caus:[0,1,2],caveat:3,cba:1,cbarn:1,cbeam:1,cbin:1,cbit:1,cbyte:1,ccd:1,cchan:1,ccount:1,cct:1,cdeg:1,cdyn:1,celesti:1,cell:[0,2,3,4,5,6,7,9],celsiu:1,center:[1,2,3],centerlin:[3,6,7,8,11],centiamp:1,centiamper:1,centiannum:1,centiarcminut:1,centiarcsecond:1,centiastronomical_unit:1,centibarn:1,centibary:1,centibit:1,centibyt:1,centicandela:1,centicoulomb:1,centicount:1,centida:1,centidai:1,centidalton:1,centideby:1,centidegre:1,centidyn:1,centielectronvolt:1,centifarad:1,centig:1,centigauss:1,centigram:1,centihenri:1,centihertz:1,centihour:1,centihr:1,centijanski:1,centijoul:1,centikays:1,centikelvin:1,centilightyear:1,centilit:1,centilumen:1,centilux:1,centimet:1,centiminut:1,centimol:1,centinewton:1,centiohm:1,centiparsec:1,centipasc:1,centiphoton:1,centipixel:1,centipois:1,centiradian:1,centirayleigh:1,centirydberg:1,centisecond:1,centisiemen:1,centisteradian:1,centistok:1,centitesla:1,centivolt:1,centivoxel:1,centiwatt:1,centiweb:1,centiyear:1,cepheid:[0,10],cerg:1,cev:1,cgal:1,cgs:1,challeng:[0,4],chamber:[],chan:1,chanc:4,chang:[0,2,4,5,6],chap_datamodel:10,character:[],charg:[],check:[1,2,3,4,5,6],choic:[0,2,6,7],choos:[0,2,4,5,6,7],chose:[2,5],chosen:6,chz:1,circ:1,circl:1,circular:[1,7,8],cjy:1,claim:[],classic:[6,7],claus:[0,3,4,11],clean:[2,5],clear:4,clearli:[2,3,4,6,7,8],click:[5,7,8],clm:1,clock:0,close:[5,6],clue:0,clump:0,cluster:[0,2,4,5],clx:1,clyr:1,cmag:1,cmin:1,cmol:1,code:[0,1,2,3,4,5,6,7,9,13],cohm:1,colab:[7,8,9],cold:0,collabor:[7,8],collect:[0,3],collis:0,colnam:[2,4,5],color:[0,2,4,5,6,7,8],colorblind10:6,colorblind:6,colspan:6,column:[1,3,4,5,6,10,11],columns2:10,com:[2,3,4,5,6,7,10,11],combin:[0,4,5,6,7,8],come:[0,1,6,8],comma:[1,3],command:[0,5,6,7],committe:[7,8],common:[0,1,3,4],commonli:0,commun:6,compar:[2,3,5],comparison:[0,2],compel:6,compellingli:[3,6],complet:[0,1,2,3,4,5,6,10,11],complex:[1,3],complic:7,compon:2,compos:[0,1,3,7,8],compositeunit:1,comprehens:6,compress:6,comput:[0,1,2,3,4,5,6],con:2,conda:[2,7],condit:3,cone:[1,4,7,8],configur:6,confirm:[0,2,3,4,7],conflict:7,confusingli:6,connect:[1,3,4,5,7,8,10,11,13],consid:6,consider:[],consist:[4,5,6],constant:2,construct:2,contain:[0,1,2,3,4,5,6,7,8,10,11],contains_point:5,content:[0,2],continu:[0,4,5,6],contract:[],contribut:[7,8],control:[2,5,6,7],conveni:[2,4,6],convent:[2,5],convert:[1,2,3,4,5,7,8],convex:3,convexhul:[3,11],cookbook:0,coord:[1,3,5,6,11,13],coord_si:[0,10],coordin:[0,2,3,5,6,7,8,11,13],coordind:6,coords2:5,coords2_df:5,coords_df:[5,6],copi:[],copyright:[],core:[0,1,2,3,4,10,11,12],corner:[1,2,3,11],corners_icr:[1,3,11],correct:[2,7],correspond:[2,3,4],cosmic:0,could:[0,2,3,4,5,6],coulomb:1,count:[0,1,4,5],cover:[0,2,3,7,8],cpa:1,cpc:1,cph:1,cphoton:1,cpix:1,cpixel:1,crad:1,creat:[0,1,2,3,4,5,6,7,10,11,13],criterion:3,critieria:4,cross:[0,2,4,5],cry:1,csr:1,cst:1,csv:[7,8,11],curat:[],curi:1,curiou:6,curli:0,current:[2,5,6],curriculum:[7,8],custom:[3,7,8],cut:13,cvox:1,cvoxel:1,cwb:1,cycl:1,cyr:1,dai:0,dalton:1,damag:[],dark:[0,6],dark_background:6,darkgrid:6,dash:6,data:[6,10,11],databas:[2,3,4,5,7,8,10],datafram:[0,4,5,6,7,8,10,11],datalink_url:[0,10],dataset:[0,1,2,4,5,7,8,11],datatyp:4,dau:1,dba:1,deal:5,debug:[0,1],deby:1,dec:[0,1,2,3,4,5,10,11],dec_error:[0,10],dec_parallax_corr:[0,10],dec_pmdec_corr:[0,10],dec_pmra_corr:[0,10],decibel:1,decibelunit:1,declin:[0,1,2,3,10,11],decmean:[],decstack:[],deep:6,def:[2,3,5,6,11],defin:[1,3,5,6,11],definit:4,deg:[0,1,2,3,6,10,11],degdegma:[0,2],degre:[0,1,2,3,4,5,11],delet:2,deliber:[],demonstr:[0,6,7,8],denomin:3,dens:2,densiti:2,depend:5,deriv:5,describ:4,descript:[0,1,2,3,4,10,11],design:[0,6,10],detail:[0,2,4,5,6],detect:[0,1,4],determin:[5,6],detrend:[],develop:[0,1,2,4,7,8],dex:1,dexunit:1,df1:10,df2:10,dgal:1,dhz:1,diagnost:0,diagram:[0,4,5,6,7,8],dialect:0,dict:6,dictionari:[0,7,8],did:[2,3,4],didn:[4,5],differ:[0,2,4,5,6,7],difficult:[1,3,4],difficulti:0,digit:4,dimens:6,dimensionless:1,dir:[1,2,3,4,5],direct:[0,1,2,3,6,11],directli:5,directori:[6,7],dirti:6,disappear:0,disast:1,disastr:1,discuss:[0,6],disk:[0,1],displai:[0,1,2,5,6],distanc:[0,2,3,4,5,11],distinguish:[2,4,5,6],distribut:7,diverg:7,divid:0,djy:1,document:[0,1,2,4,5,6,10],doe:[0,1,2,5,7,8],doesn:[0,5],dohm:1,domain:2,don:[0,1,2,3,5,6,7,13],done:[0,1,4,5,6,10],doubl:4,doubt:5,down:[0,1,4,7],downei:[1,2,3,4,5,11],download:[0,1,2,3,4,5,6,7,8,13],dpa:1,dr1:[],dr1_neighbourhood:[0,10],draw:[2,6],drawback:[0,2,4],drew:5,drive:0,dry:1,dst:1,dtype:[0,1,2,3,4,5,10,11],dual:[0,10],due:2,duplicated_sourc:[0,10],dure:[2,13],dwarf:[0,4],e_bp_min_rp_percentile_low:[0,10],e_bp_min_rp_percentile_upp:[0,10],e_bp_min_rp_v:[0,10],each:[0,2,3,4,5,6],eadu:1,earcmin:1,earcsec:1,earlier:[],easi:[2,4,5,6,7],easier:[0,5,6],eau:1,eba:1,ebarn:1,ebeam:1,ebin:1,ebit:1,ebyt:1,ecd:1,echan:1,ecl_lat:[0,10],ecl_lon:[0,10],ecount:1,ect:1,edeg:1,edu:[],edyn:1,eerg:1,eev:1,effect:[0,2,6,7,8],effici:3,egal:1,ehz:1,eib:1,eibit:1,eibyt:1,either:[0,2,3],eji:1,element:[2,3,5,6],elm:1,els:3,elx:1,elyr:1,emag:1,emin:1,emol:1,enclos:3,encod:4,encount:13,end:[1,4,6],engin:6,enough:[0,4,6,7,8],ensur:5,entir:[0,4,6],entiti:5,entri:[0,10],env:[1,7],environ:[5,7,8],eohm:1,epa:1,epc:1,eph:1,ephoton:1,epix:1,epixel:1,epoch:[0,10],epoch_mean:[0,10],epoch_photometry_url:[0,10],equal:[0,4,5,6],erad:1,eri:1,erin:[7,8],error:[0,1,2,3,6,7,10,11,13],esa:[0,1,3,4,10,11,13],esac:[0,1,3,4,10,11,13],esavo:0,especi:2,esr:1,est:1,estim:[0,2],etc:[0,5],european:0,even:[0,4,5],event:[],eventu:0,everi:[0,2,4,5,10],everyth:[0,3,4,7,9],evox:1,evoxel:1,ewb:1,exactli:[5,6],exampl:[0,1,2,3,4,5,6,7,8],exce:2,except:[0,2],exclud:[0,4],exercis:[3,4,6,11],exist:[1,2,3,4,5,6,7],expect:[0,1,2,3,4,5,7,8],experi:[0,5],expertis:2,explain:[0,2,4],explicitli:[1,5],explor:[0,2,4,6,7,8],express:[2,6],exquisit:0,ext_phot_zero_point:[0,10],extend:1,extens:2,extern:[0,4,10,12],extra:6,extract:2,eye:[2,5],eyr:1,facecolor:6,fact:5,fail:[0,13],fall:[1,2,3,4,5,7,8,11],fals:[2,5,6,10],familiar:[0,2,6,7,8],faq:0,far:[0,2,4,6],farad:1,farther:0,fast:[2,6],faster:[0,1,2],featur:[0,4,6],feedback:0,feel:0,few:[0,2,3,6],fewer:[0,5],field:4,fifth:4,figsiz:[5,6],figur:[0,1,2,3,4,5,7,8],file:[0,1,2,3,4,5,6,7,8,10,11],filenam:[1,2,3,4,5,6,11,12],filepath:5,fill:[3,6,11],filter:[3,5],find:[0,2,4,6,7],finish:[0,1,3,4,10,11,12],first:[0,1,2,3,4,5,6],fit:[1,2,3,4,5,7,8,11,12],five:[],fivethirtyeight:6,fix:2,flame_flag:[0,10],flatten:[3,11],flewel:[],float64:[0,1,2,3,10,11],focu:6,folder:7,follow:[0,2,3,4,5,6,7,8,9,11],fontsiz:6,forc:0,foreground:[0,4],forg:7,form:[1,2,4,7],format:[1,2,3,4,5,7,8,10,11,12],forthcom:0,fortun:4,found:[4,6,11],four:6,fourth:3,fraction:[0,3],fragil:0,frame:[1,2,3,4,5,7,8,11],frame_rotator_object_typ:[0,10],franklin:1,free:[],from:[0,1,2,3,4,5,6,7,8,10,11,12,13],from_panda:[2,4,12],full:5,functionquant:1,functionunitbas:1,fund:[7,8],furnish:[],further:[4,5],futur:7,g_0:[5,6],g_flag:[0,10],g_mean_psf_mag:[0,4,5,6,10,12],g_mean_psf_mag_error:[0,10],g_rp:[0,10],gadu:1,gaia:[1,2,3,4,5,6,7,8,10,11,12,13],gaia_arch:10,gaia_astrometric_param:4,gaia_data:[2,3,11],gaia_sourc:[0,1,3,10,11],gaiaclass:10,gaiadata:[2,3,11,13],gaiadr1:[0,10],gaiadr2:[0,1,3,4,10,11,12],gaiadr2_geometric_dist:[0,10],gal:1,gala:[1,2,3,7,8,9,11,13],galact:[0,2],galaxi:0,galex_ai:[0,10],gap:6,garcmin:1,garcsec:1,gau:1,gauss:1,gba:1,gbarn:1,gbeam:1,gbin:1,gbit:1,gbyte:1,gca:[5,6],gcd:1,gchan:1,gcount:1,gct:1,gd1:[1,2,3,4,5,11],gd1_candid:[3,4,5,6,11,12],gd1_coord:[2,11],gd1_datafram:[2,3,6,11],gd1_merg:[5,6],gd1_photo:[4,5,12],gd1_polygon:[5,6],gd1_result:[1,2,11],gd1koposov10:[1,2,3,11],gdeg:1,gdr2:10,gdyn:1,gea:[0,1,3,4,10,11,13],geadata:[0,1,3,4,10,11,13],gener:[0,2,4,6,10],geometr:5,gerg:1,get:[0,2,3,5,6,7,9,13],get_configdir:6,get_qualified_nam:10,get_result:[0,1,3,4,10,11,12],get_skycoord:[2,3,11],gev:1,ggal:1,ggplot:6,ghz:1,gib:1,gibit:1,gibyt:1,gigapixel:[],ginput:5,github:[2,3,4,5,6,11],githubusercont:[7,11],give:[4,5],gjy:1,glm:1,globular:[0,4,5],glx:1,glyr:1,gmag:1,gmin:1,gmol:1,goal:[0,4,5],gohm:1,going:2,good:[0,1,2,5,6,7],googl:9,gorilla:0,got:3,gotcha:4,gpa:1,gpc:1,gph:1,gphoton:1,gpix:1,gpixel:1,grad:1,grai:6,grant:[],grate:[2,7,8],grayscal:6,greater:0,green:[3,5],grid:6,gry:1,gsc23_best_neighbour:[0,10],gsc23_neighbourhood:[0,10],gsc23_original_valid:[0,10],gsr:1,gst:1,guess:[0,2],guid:6,gvox:1,gvoxel:1,gwb:1,gyr:1,had:[],hand:[2,3,5],handbook:2,happen:[4,6],hard:[0,4],has:[0,1,2,3,4,5,6,10],have:[0,1,2,3,4,5,6,7,9],hawaii:[],hdf5:[2,3,4,5,6,11,12],hdf:11,head:[2,3,4,5,11],headlength:6,headwidth:6,heliocentr:1,help:[0,2,6],henc:2,henri:1,here:[0,1,2,3,4,5,6,7,8,10],herebi:[],hertz:1,hertzsprung:0,hierarch:2,high:[2,11],higher:5,highli:0,highlight:[3,5],hint:4,hipparco:[0,10],hipparcos2_best_neighbour:[0,10],hipparcos2_neighbourhood:[0,10],hipparcos_newreduct:[0,10],his:2,histogram:4,hogg:2,holder:[],home:[1,7],hope:4,host:[0,1,3,4,10,11,13],how:[0,1,2,3,4,5,6,7,8],howev:[0,2,3,5],html:10,http:[0,1,2,3,4,5,6,7,10,11,13],hubble_sc:[0,10],hull:[3,11],human:1,i_flag:[0,10],i_mean_psf_mag:[0,4,5,6,10,12],i_mean_psf_mag_error:[0,10],icr:[1,2,3,4,5,7,8,11],idea:[0,5],ideal:1,ident:3,identifi:[0,1,2,3,4,5,6,7,8,10,11],ifa:[],ignor:2,igsl_sourc:[0,10],igsl_source_catalog_id:[0,10],imag:[],immedi:0,implement:2,impli:[],implic:0,improv:[3,6],in_colab:[5,9],inaccur:[0,2],includ:[0,1,2,4,5,6,7,8],inconsist:5,increment:[0,1,4],index:[2,3,10],indic:[0,2,3,4,5,6],individu:[2,6],info:[0,1,2,3,4,10,11,12],inform:[0,1,2,3,4,6,7,8],input:0,insid:[3,5,6],inspect:4,instal:[2,6,7,9],instanc:4,instead:[0,3],institut:[7,8],instruct:7,int32:[3,11],int64:[0,1,2,3,4,10,11],int64float64float64:[4,12],int64float64float64float64float64:0,int64float64float64float64float64float64float64:10,int64float64float64float64float64float64float64float64:[0,2],int64int64float64int32int16int16int16int64:[4,12],integ:2,intend:6,interact:0,interest:[0,5],interfac:[0,2,5,6],interfer:7,intern:1,internet:13,interpret:5,introduc:5,introduct:[0,7,8],introductori:7,invert:[0,5],invert_yaxi:[5,6],invok:[0,1],involv:4,ipynb:7,irreducibleunit:1,isochron:[4,5],isol:0,iter:1,its:[0,1,4,6],itself:0,ivoa:4,jake:2,jan:[],janski:1,job1:[0,4],job2:[0,4,12],job3:0,job:[0,1,3,4,5,10,11,12],jobid:[0,1,3,10,11],join:[0,1,3,5,7,8,11,12],joul:1,journal:6,jupyt:[0,1,5,7,8],just:[3,4,5,7],kayser:1,keep:[0,2],kei:[0,2,4,10],kelvin:1,kept:0,kernel:7,key_column:[0,10],keyword:[0,1,2,5,7,8],kib:1,kibit:1,kibyt:1,kind:[3,4],know:[0,1,2,4,7,8],knowledg:[0,7,8],known:6,koposov:2,kpc:[2,3,11],l_bol:1,l_sun:1,label:[2,6],languag:2,larg:[0,2,3],larger:[2,3],last:[0,3,5],later:[0,1,2],launch:[0,1,7],launch_job:[0,1],launch_job_async:[0,1,3,4,10,11,12],learn:[0,3,4,5,6],least:[0,3],leav:[0,5,6],led:0,left:[1,2,3,4,5],legibl:6,len:[1,2,3,4,5,11],length:[0,1,2,3,4,5,10,11,12],less:[0,1,2,3,4,5],lesser:5,lesson:[0,1,2,3,4,5,6,7],let:[0,1,2,3,4,5,6,7],letter:2,level:[0,5,7,8],liabil:[],liabl:[],lib:1,libopenbla:7,librari:[0,1,2,5,7,8,9,13],like:[0,1,2,3,4,5,6,7,8],limit:[0,1,2,3],line:[0,2,3,5,6,7],link:[7,8],linnean:0,linux:7,list:[0,1,2,3,4,5,6,7,8,10],liter:0,littl:[0,1,4,5,6],load:[0,2,3],load_tabl:[0,10],loc:6,local:[1,2,4,5,7],localhost:7,locat:[1,2,6,11],logic:[0,2],logquant:1,logunit:1,longer:[0,1,4],longest:0,look:[0,2,3,4,5,6],loop:[0,1],lose:3,lost:3,lot:0,low:[0,2,4,11],lower:[2,5,11],lowercas:0,lsun:1,luck:7,lum_percentile_low:[0,10],lum_percentile_upp:[0,10],lum_val:[0,10],luminos:[0,4],m_bol:1,m_e:1,m_earth:1,m_jup:1,m_jupit:1,m_p:1,m_sun:1,mac:[7,13],machin:7,made:[2,3,5,6],madu:1,mag:[4,5,12],magazin:0,magnier:[],magnitud:[1,4,5,6,7,8],magunit:1,main:[0,1,2,3,4,5,6,7,8,10,11],make:[0,1,2,3,4,5,7,8,11],make_datafram:[3,11],manag:[1,3],mani:[0,1,2,4,5,6,7],manual:0,maraud:0,marcmin:1,marcsec:1,mark:5,marker:2,markers:[2,3,4,5,6,11],mas:[0,1,2,3,6,10,11],mask:[2,3,5],mass:0,mastweb:[],match:[0,4,5,6],matched_observ:[0,10],materi:[7,8],math:6,mathemat:6,mathrm:[1,6],mathtext:6,matlab:[2,6],matplotlib:[2,3,4,5,6,7,11,13],matplotlibrc:6,matter:0,mau:1,max_parallax:[0,10],mba:1,mbarn:1,mbeam:1,mbin:1,mbit:1,mbyte:1,mcd:1,mchan:1,mcount:1,mct:1,mdeg:1,mdyn:1,mean:[0,1,2,4,5,6],mean_varpi_factor_:[0,10],meanobject:[],meant:0,mearth:1,measur:[0,1,2,7,8],medium:6,member:[0,7,8],memori:[0,2],mention:[],menu:7,merchant:[],merg:[1,6,7,8],messag:[0,6,7,13],meta2:[0,10],meta:[0,4,10],metadata:[0,1,2,3],metal:[4,5],meter:[],method:[0,7,8],methodolog:6,mev:1,mgal:1,mhz:1,mib:1,mibit:1,mibyt:1,might:[0,1,2,3,4,5,6,7,13],milki:0,million:1,minim:[3,6],minut:1,mislead:0,misrepres:2,miss:[7,13],mitig:0,mjup:1,mjupit:1,mjy:1,mlm:1,mlx:1,mlyr:1,mmag:1,mmin:1,mmol:1,model:[0,10],modern:6,modifi:[0,3,10,11],modul:[0,1,9],mohm:1,monitor:0,montez:[7,8],month:2,more:[0,1,2,4,5,6,7,8,10],morri:[7,8],most:[0,1,2,3,4,5,6,7],mostli:6,motion:[0,1,4,5,6,7,8,11],motiv:2,move:[3,4],mpa:1,mpc:1,mph:1,mphoton:1,mpix:1,mpixel:1,mpl:[5,6,13],mplstyle:6,mrad:1,mry:1,msr:1,mst:1,msun:1,mu_:6,much:[0,2,3,5],multi:2,multipl:[0,4,5,7,8],multipli:1,mute:6,mvox:1,mvoxel:1,mwb:1,myr:1,n_bad:[0,1,3,10,11],n_detect:[0,10],name:[0,1,2,3,4,5,10,11],namedunit:1,nan:[3,5,10],natur:[0,2],nbviewer:[7,8],ndarrai:11,ndetect:[],nearbi:0,nearli:2,necessari:3,necessarili:[0,1,6,7,8],need:[0,1,2,3,4,5,6,7,8,9,13],neg:0,neighbor:4,neither:[0,10],net:4,network:[0,4],newton:1,next:[1,2,3,4,5,7,8],nfrom:[0,10],nice:4,non:[2,5],nonamespaceschemaloc:4,none:[0,1,3,5,10,11],noninfring:[],nor:[0,10],normal:0,notabl:3,note:[0,2,3,4,6,13],notebook:[0,1,2,3,4,5,6,7,13],notebookapp:7,notic:[0,1,2,3,4,5,6],notnul:5,nov:[1,2,3,4,5,11],now:[0,1,2,3,4,5,6,7,9],nsource_id:[0,10],ntop:10,nuisanc:0,num:[0,10],number:[0,1,2,3,4,5,6],number_of_m:4,number_of_neighbor:4,number_of_neighbour:4,numpi:[3,5,6,7,11,13],nundetect:6,nwhere:[0,10],obj_id:[0,4,10,12],obj_info_flag:[0,10],obj_nam:[0,10],object:[0,1,2,3,4,5,6,7,8],objectthin:[],objinfoflag:[],observ:[0,2,4,10],observatori:0,obtain:[],obviou:5,oct:[],octet:11,off:[0,1,2,3,4,5,6,7,8],often:[0,1],ohm:1,old:2,older:[3,5],onc:[0,1,2],one:[0,1,2,4,5,6,7,8],ones:[0,3,6],onli:[0,1,2,3,4,5,6,7,8,10],onlin:0,only_nam:[0,10],open:[7,13],oper:[2,3,4,5,7,8,10],opportun:[],oppos:[0,4],option:[0,1,2,3,5,6,7,9],orbit:[0,1],order:[0,1,3,4,6],org:4,orient:6,origin:[2,3,4,5,6,7,8],original_ext_source_id:[4,12],other:[0,1,2,3,4,5,6,7,8],otherwis:[1,2,5],our:[0,1,2,3,4,5,7],out:[0,1,2,3,4,5,6],outerspac:[],output:[0,1,3,10,11],outsid:[0,1,2,3,4,5,6,7,8],over:4,overdens:[2,3,5],overlap:[2,6],overplot:2,overrid:6,overwrit:[1,4,12],overwritten:1,own:[6,7,8],owner:[0,1,3,10,11],packag:[1,2,6,7],padu:1,page:7,pair:[4,5],palett:6,pan:[0,3,4,5,6],panda:[0,3,4,5,6,7,8,10,11,12,13],panel:[2,3,7,8],panoram:0,panstarr:0,panstarrs1_best_neighbour:[0,4,10,12],panstarrs1_neighbourhood:[0,10],panstarrs1_original_valid:[0,4,10,12],panstarrs1originalvalid:[],paper:[0,1,2,3,4,5,6,7,8],parallax:[0,1,2,3,5,10,11],parallax_error:[0,1,2,3,5,10,11],parallax_over_error:[0,10],parallax_pmdec_corr:[0,10],parallax_pmra_corr:[0,10],paramet:[0,5,6,7,8,10],parcmin:1,parcsec:1,parenthes:2,pars:[0,10],part:[0,1,2,3,4,5,6,7,8],particip:0,particular:[0,1,2,3,10,11],particularli:[0,6],pascal:1,pass:[1,3,5],past:[0,7,13],pastel:6,patch:[6,13],path:[0,1,2,3,4,5,6,7,8,13],pau:1,pba:1,pbarn:1,pbeam:1,pbin:1,pbit:1,pbyte:1,pcd:1,pchan:1,pcount:1,pct:1,pdeg:1,pdyn:1,peopl:[0,4,6,7,8],per:0,perform:[0,5,7,8],perg:1,perimet:3,permiss:[],permit:[],persist:0,person:[],pev:1,pgal:1,phase:[0,1,3,10,11],phi1:[1,2,3,4,5,6,11],phi1_mask:2,phi1_max:[1,3,11],phi1_min:[1,3,11],phi1_rect:[1,3,11],phi2:[1,2,3,4,5,6,11],phi2_max:[1,2,3,11],phi2_min:[1,2,3,11],phi2_rect:[1,3,11],phi_1:[1,6],phi_2:[1,6],phi_mask:[2,11],phil:[7,8],phot_bp_mean_flux:[0,10],phot_bp_mean_flux_error:[0,10],phot_bp_mean_flux_over_error:[0,10],phot_bp_mean_mag:[0,10],phot_bp_n_ob:[0,10],phot_bp_rp_excess_factor:[0,10],phot_g_mean_flux:[0,10],phot_g_mean_flux_error:[0,10],phot_g_mean_flux_over_error:[0,10],phot_g_mean_mag:[0,10],phot_g_n_ob:[0,10],phot_proc_mod:[0,10],phot_rp_mean_flux:[0,10],phot_rp_mean_flux_error:[0,10],phot_rp_mean_flux_over_error:[0,10],phot_rp_mean_mag:[0,10],phot_rp_n_ob:[0,10],phot_variable_flag:[0,10],phot_variable_time_series_gfov:[0,10],phot_variable_time_series_gfov_statistical_paramet:[0,10],photo_df:5,photo_t:5,photometr:[],photometri:[0,3,6,7,8],physic:[0,1,7,8],phz:1,pib:1,pibit:1,pibyt:1,pick:[1,2,3,4],pictur:6,piec:4,pip:[2,7,9],pipelin:5,pixel:[],pjy:1,place:0,placehold:0,placement:6,plain:[3,4],plan:[4,7],plm:1,plot:[4,7,8,11],plot_cmd:[5,6],plot_first_select:6,plot_proper_mot:6,plot_second_select:6,plt:[2,3,4,5,6,11,13],plu:4,plx:1,plyr:1,pm1:[2,3,6,11],pm1_max:[2,3,6,11],pm1_min:[2,3,6,11],pm1_rect:[2,3,6,11],pm2:[2,3,6,11],pm2_max:[2,3,6,11],pm2_min:[2,3,6,11],pm2_rect:[2,3,6,11],pm_mask:[2,11],pm_phi1:[2,3,5,6,11],pm_phi1_cosphi2:[2,3,11],pm_phi2:[2,3,5,6,11],pm_point_list:[3,11],pm_vertic:[3,11],pmag:1,pmdec:[0,1,2,3,5,10,11],pmdec_error:[0,10],pmdec_poli:3,pmin:1,pmol:1,pmra:[0,1,2,3,5,10,11],pmra_error:[0,10],pmra_pmdec_corr:[0,10],pmra_poli:3,pohm:1,point:[0,1,2,3,7,8,11],point_bas:[1,3,11],point_list:[1,3,11],poli:6,polygon:[2,3,6,7,8,11,13],port:[0,1,3,4,10,11,13],portion:[],posit:[0,4,5,6],possibl:[0,1,3,4,6,7,8],post1:[],poster:6,potenti:0,power:5,ppa:1,ppc:1,pph:1,pphoton:1,ppix:1,ppixel:1,ppmxl_best_neighbour:[0,10],ppmxl_neighbourhood:[0,10],ppmxl_original_valid:[0,10],practic:[7,8],prad:1,precis:[0,2],predefin:6,prefer:[0,3,6],prefix:6,prefixunit:1,prepar:[0,2,6,7,8],prerequisit:7,presenc:0,present:[0,3,4,6,7,8],preserv:1,press:[7,8,9],pretti:[2,3],previou:[0,1,2,3,4,5,6,7,8,10],previous:6,priam_flag:[0,10],price:[0,1,2,3,4,5,6,7,8],primari:6,print:[0,1,2,3,4,5,6,7,10,11],prior:[0,2],pro:2,probabl:[0,5,9],problem:[0,2,3,4,5,6,7,13],process:[0,2,3,4,6],produc:[0,4,5],product:[],profession:6,program:[0,1],project:[2,6,7],prompt:7,prone:[0,1,7],proof:1,proper:[0,1,4,5,6,7,8,11],proper_mot:2,properti:[0,6,10],protocol:[0,4],provid:[0,1,2,3,4,5,6],pry:1,ps1:[],ps1casjob:[],psr:1,pst:1,pswww:[],publish:[],pull:3,purpos:[2,5],put:[2,6,7,8,13],pvox:1,pvoxel:1,pwb:1,pyia:[2,3,7,9,11,13],pyplot:[2,3,4,5,6,11,13],pyr:1,pytabl:[2,5],python3:1,python:[0,1,2],qhull:[3,11],quadrant:5,qualifi:0,qualiti:[0,6,7,8],quality_flag:[0,10],quantiti:[0,1,7,8],quantityinfo:1,quantityinfobas:1,queri:[1,2,4,5,7,8,11,12],query1:[0,4],query2:[0,4,12],query3:0,query3_bas:0,query4:0,query4_bas:0,query_bas:[1,3,10,11],question:6,quick:6,quot:0,r_earth:1,r_flag:[0,10],r_jup:1,r_jupit:1,r_mean_psf_mag:[0,10],r_mean_psf_mag_error:[0,10],r_sun:1,ra_dec_corr:[0,10],ra_error:[0,10],ra_parallax_corr:[0,10],ra_pmdec_corr:[0,10],ra_pmra_corr:[0,10],radial:[0,1,2,3,10,11],radial_veloc:[0,1,2,3,5,10,11],radial_velocity_error:[0,10],radiu:1,radius_percentile_low:[0,10],radius_percentile_upp:[0,10],radius_v:[0,10],ramean:[],ran:2,random_index:[0,10],rapid:0,rastack:[],rather:[2,4,5],ratio:[5,6],ravedr5_best_neighbour:[0,10],ravedr5_com:[0,10],ravedr5_dr5:[0,10],ravedr5_gra:[0,10],ravedr5_neighbourhood:[0,10],ravedr5_on:[0,10],raw:[2,3,4,5,6,7,11],rayleigh:1,read:[0,1,2,3,4,5,6,7,8,10,11],read_back_csv:3,read_back_df:2,read_csv:3,read_hdf:[2,3,4,5,6,11,12],readabl:1,reader:6,readi:[2,5,6],realli:[0,3,4],rearth:1,reason:[0,2,5],receiv:[],recent:[0,1,2,3,4,5,6,7,8],recogn:5,recommend:7,reconstruct:0,record:[4,5],rectangl:[2,3,6],rectangular:2,red:[4,5],reduc:0,ref_epoch:[0,10],refer:[0,1,4,10],reflex:2,reflex_correct:[2,3,11],refresh:2,region:[2,5,6,7,8],rel:[0,2,3,6],relat:[1,2,3,4,5,6],relationship:4,releas:[0,1,2,3,10,11],reload:[1,6,7,8],rememb:[2,4],remind:3,remot:0,remov:0,remove_job:0,reorder:0,repeat:0,repetit:0,replac:[0,1,2],replic:[0,1,2,3,4,5,6,7,8],repositori:[2,6,7,8],repres:[0,1,2,5,6,7,8],represent:1,reproduc:[1,5],reproducibil:5,request:11,requir:[0,2,3,6],research:5,resist:0,resolv:11,resourc:4,respons:[0,7,8,11],rest:2,restrict:1,result:[0,2,3,4,5,6,7,8,10,11,12],results1:[0,4],results2:[0,4,12],results3:0,retriev:[0,10],reveal:[0,1,2,3,4,5,6,7,8],revers:6,review:[3,6],rewind:0,rich:4,right:[0,1,2,3,4,5,10,11],rix:2,rjup:1,rjupit:1,rodolfo:[7,8],rosenfield:[7,8],roughli:2,round:[2,3,4,5],row:[0,1,3,4,5,6,10],rrlyra:[0,10],rsun:1,run:[0,1,2,3,4,5,6,7,8,9,13],russel:0,ruw:[0,10],rv_nb_transit:[0,10],rv_template_fe_h:[0,10],rv_template_logg:[0,10],rv_template_teff:[0,10],sai:0,same:[0,2,3,4,5,6,7],sampl:0,save:[6,7,8,9,11],saw:[1,3,4],scale:[0,5],scan:2,scar:0,scatterplot:2,schema:[0,4,10],scienc:[0,2],scientif:[0,1,5,6],scipi:[3,7,11],sdss_dr9_best_neighbour:[0,10],sdss_dr9_neighbourhood:[0,10],sdssdr13_photoprimari:[0,10],sdssdr9_best_neighbour:[0,10],sdssdr9_neighbourhood:[0,10],sdssdr9_original_valid:[0,10],seaborn:[6,7],search:[1,3,4,7,8],sec_dm_main_t:10,second:[0,1,2,3,4,5,6],section:[0,2,5,7],see:[0,1,2,3,4,5,6,7,8],seem:[0,2,5,6],seen:6,select:[0,4,6,7,8,10,11,12],selected2:5,selected_t:2,self:[0,4],sell:[],send:[0,7,8],sens:[2,3],sensit:0,sent:11,separ:[1,3,6],sequenc:[4,5,6],seri:[1,2,3,4,5,6,7,8,11],serial:4,serv:7,server:[0,1,2,3,4,5,7,8,13],set:[1,2,3,4,5,6,7,8,13],setup:7,seventh:6,sever:[6,7,8],shade:[2,4,5,6],shall:[],shape:[1,2,3,6,10,11],shorten:2,should:[0,1,2,3,4,5,6,7,8,9],show:[0,2,3,4,5,6],shown:2,shrink:6,shut:[0,1,7],side:6,siemen:1,similar:[0,2,4,6],similarli:4,simpl:[0,1,2,6],simpler:7,simplest:4,simplif:5,sinc:[1,2,4,5,6],singl:[0,1,3,4,5,6,7,8],site:1,sixth:5,size:[1,2,3,4,5,6],skip:7,sky:[0,1,2,3,5,7,8],sky_coordin:[2,11],skycoord:[2,11],skymapperdr1_mast:[0,10],slack:13,slightli:5,slow:[0,3],small:[0,2,3,6],smaller:[1,2,3,4,5],smallest:3,smart:4,societi:[7,8],softwar:2,solar:2,solarize_light2:6,solut:[0,2,3,4,6],solution_id:[0,10],solv:5,some:[0,2,3,4,5,6,7,13],someon:[0,3,5],someth:[0,1,5],sometim:2,soon:8,sourc:[0,1,2,3,4,5,10,11],source_id:[0,1,2,3,4,5,10,11,12],source_id_2:4,source_idg_mean_psf_magi_mean_psf_mag:[4,12],source_idoriginal_ext_source_idangular_distancenumber_of_neighboursnumber_of_matesbest_neighbour_multiplicitygaia_astrometric_paramssource_id_2:[4,12],source_idradecpmrapmdecparallaxparallax_errorradial_veloc:[0,2],source_idref_epochradecparallax:0,source_idref_epochradecparallaxparallax_errorradial_veloc:10,space:[0,5,6],span:6,spatial:[3,11],special:[0,5,7,8],specif:1,specifi:[0,1,2,4,5,7,8],specifictypequant:1,spectra:[0,10],spheric:1,spirit:4,spot:2,spread:3,spur:6,sql:[0,1,2,5,10],sql_oper:10,ssdc:[],ssec_dm_gaia_sourc:10,ssl:[0,1,3,4,10,11,13],sso_observ:[0,10],sso_sourc:[0,10],stack:[],stage:6,stand:[0,3,5,6],standard:[0,1,2,3,10,11],star:[0,1,2,3,4,5,6,7,8,11],starr:[0,3,4,5,6],starrs1:[],start:[0,1,2,3,4,6,7,8,9],statement:[0,7,13],stellar:0,step:[0,1,2,3,4,5,6,7,8],stflux:1,still:[1,3],stmag:1,stop:7,store:[0,1,2,3,4,5,7,8],str:[3,11],straight:5,strang:2,stream:[0,1,2,3,4,5,6,7,8,11],stretch:[0,6],string:[0,1,2,3],stripe:2,structur:[0,2,4,6],stsci:[],sty:6,style:[0,2,3],subject:[],sublicens:[],submit:[0,1,4,7,8],submodul:0,subplot2grid:6,subplot:[7,8],subsampl:[],subset:[2,6],substanti:[1,2],success:2,successfulli:2,suffix:4,suggest:[0,4],suitabl:4,sum:[2,5,11],sun:1,superset:2,support:[7,8],suppos:0,sure:[0,3,4,5,6,7],surround:5,survei:[0,4],surviv:0,symbol:0,sync_20201005090721:[],sync_20201005090726:[],sync_20201117092213:[],sync_20201117092220:[],sync_20201117154748:0,sync_20201117154752:0,synchron:0,syntax:[0,6],sys:9,system:[0,1,2,6],systemat:[],tab:7,tabl:[1,2,3,5,6,7,8,10,11,12,13],table_ext:[4,12],table_id:4,tableau:6,tabledata:4,tadu:1,tag:4,take:[0,1,4,5,6,7,8],talk:[0,4,6],tap:[0,1,3,4,10,11,12,13],tap_config:[0,10],tap_schema:[0,10],tap_upload:[4,12],tapexcept:0,taptabl:[0,10],taptablemeta:[0,10],tarcmin:1,tarcsec:1,task:5,tau:1,tba:1,tbarn:1,tbeam:1,tbin:1,tbit:1,tbyte:1,tcd:1,tchan:1,tcount:1,tct:1,tdeg:1,tdyn:1,technic:6,teff_percentile_low:[0,10],teff_percentile_upp:[0,10],teff_val:[0,10],telescop:0,tell:5,telltal:0,temperatur:[0,4],temptat:0,tend:[3,4],terg:1,term:4,termin:7,tesla:1,test:[0,1,4,5,7],test_setup:7,tev:1,texliv:6,text:[3,4,6,10],tgal:1,tgas_sourc:[0,10],than:[0,1,2,3,4,5,6],thei:[0,1,2,3,5,6,7],them:[0,1,2,3,5,6,7,8,13],theoret:[4,5],theorist:0,thi:[0,1,2,3,4,5,6,7,8,9,10,13],thing:[0,2,3,4,5,6],think:[0,2,4,5,6],third:[0,1,2,3],those:[2,3,7,8],three:[0,1,2,3,6],through:[1,7,8],thz:1,tib:1,tibit:1,tibyt:1,tick:6,tick_param:6,tidal:[0,2],tight_layout:6,time:[0,1,2,4,5,6],titl:6,tjy:1,tkagg:5,tlm:1,tlx:1,tlyr:1,tmag:1,tmass_best_neighbour:[0,10],tmass_neighbourhood:[0,10],tmass_original_valid:[0,10],tmass_xsc:[0,10],tmin:1,tmol:1,to_:2,to_csv:[3,11],to_hdf:[2,3,5,11],to_numpi:[3,5,6,11],to_panda:[2,3,5,11],todo:2,togeth:6,tohm:1,too:[0,4],tool:[0,1,2,3,4,7,8],top:[0,1,3,4,5,6,10],topic:[0,6,7,8],torn:0,tort:[],tpa:1,tpc:1,tph:1,tphoton:1,tpix:1,tpixel:1,trad:1,transform:[3,4,5,7,8,11],transform_to:[1,2,3,11],translat:[3,4],transmit:4,transpar:2,transpos:[3,5,6,11],treat:5,tri:0,tricki:[4,5],trip:5,tripl:0,tsr:1,tst:1,tupl:6,turn:0,tutori:7,tvox:1,tvoxel:1,twb:1,tweak:6,twice:[2,7],two:[0,1,2,4,5,6,7],twocol:6,tycho2:[0,10],tycho2_best_neighbour:[0,10],tycho2_neighbourhood:[0,10],type1cm:6,type:[0,1,2,3,4,5,9,10,11,12],typefac:6,typeset:6,tyr:1,ucac4_best_neighbour:[0,10],ucac4_neighbourhood:[0,10],ucac4_original_valid:[0,10],ucd:4,under:7,undergradu:[0,7,8],understand:0,undetect:6,unexpect:0,uniqu:[0,1,2,3,4,10,11],unit:[0,1,2,3,5,7,8,10,11,13],unitbas:1,unitconversionerror:1,unitserror:1,unitswarn:1,unittypeerror:1,univers:[],unless:6,unlik:[0,2,4],unnam:3,unneed:3,unnus:6,unpreced:[0,6],unrecognizedunit:1,until:[1,2],updat:0,upload:[7,8],upload_resourc:[4,12],upload_table_nam:[4,12],upper:[0,2,11],uppercas:0,urat1_best_neighbour:[0,10],urat1_neighbourhood:[0,10],urat1_original_valid:[0,10],url:[4,7],use:[0,1,2,3,4,5,6,7,8],used:[0,1,2,3,4,5,6],useful:[0,2,3,4],user:[0,1,5,7],usernam:7,uses:[0,1,2,3,4,5,6,7,8],usetex:6,using:[0,1,2,3,4,5,6,7],usual:[3,4],utf:4,util:[0,1,3,4,10,11,12],valid:5,valu:[0,1,2,3,4,5,6,7,8,11],value_count:4,vanderpla:2,vari_cepheid:[0,10],vari_classifier_class_definit:[0,10],vari_classifier_definit:[0,10],vari_classifier_result:[0,10],vari_long_period_vari:[0,10],vari_rotation_modul:[0,10],vari_rrlyra:[0,10],vari_short_timescal:[0,10],vari_time_series_statist:[0,10],variabl:[0,1,2,4,10],variable_summari:[0,10],varieti:[2,3],variou:[0,7,8],veloc:[0,1,2,3,10,11],veri:[0,2],verifi:5,versatil:2,version:[0,2,3,4,6,7,10],vertic:[3,6,11],vicin:[1,3,7,8],view:6,visibility_periods_us:[0,10],visibl:4,visual:[0,7,8],vline:6,vocabulari:2,volt:1,vot:[0,1,3,10,11],votabl:[4,12],w3school:10,wai:[0,1,2,4,6,7,8],want:[0,2,3,4,5,6,7,8,9],warn:4,warp:[],warranti:[],water:[],watt:1,weber:1,well:[0,2,6],were:[1,2,4],wget:[2,3,4,5,6,7,11,13],what:[0,2,3,4,5,6],whatev:7,whelan:[0,1,2,3,4,5,6,7,8],whelen:2,when:[0,1,2,3,4,5,6,7],whenev:0,where:[0,1,2,3,4,5,6,7,10,11],whether:[],which:[0,1,2,3,4,6,7,8,10],white:6,whitegrid:6,who:0,whole:[4,6],whom:[],whose:[2,3,5,7,8,11],why:[0,2,3,4,5],wide:2,wider:[3,6],width:6,window:[1,2,3,4,5,7],within:[0,1,2,3,7,8,10,11],without:[0,1,2,3],won:3,wonder:[0,2],word:0,work:[0,2,3,4,5,6,7,8],workshop:[0,7,9,13],worri:0,would:[0,1,2,3,4,5,6],write:[1,2,3,7,8,11,12],writeto:4,written:[0,1,3],wrong:[0,3],wrote:[1,2,3,4],www:[4,10],xlabel:[2,3,4,5,6,11],xlim:[2,3,5,6,11],xml:[0,2,4,12],xmln:4,xmlschema:4,xsi:4,xxx:4,xytext:6,y_flag:[0,10],y_mean_psf_mag:[0,10],y_mean_psf_mag_error:[0,10],yadu:1,yarcmin:1,yarcsec:1,yau:1,yba:1,ybarn:1,ybeam:1,ybin:1,ybit:1,ybyte:1,ycd:1,ychan:1,ycount:1,yct:1,ydeg:1,ydyn:1,yerg:1,yev:1,ygal:1,yhz:1,yjy:1,ylabel:[2,3,4,5,6,11],ylim:[2,3,5,6,11],ylm:1,ylx:1,ylyr:1,ymag:1,ymin:1,yml:7,ymol:1,yohm:1,you:[0,1,2,3,4,5,6,7,8,9,13],younger:[4,5],your:[0,4,5,6,7,8],yourself:[0,6],ypa:1,ypc:1,yph:1,yphoton:1,ypix:1,ypixel:1,yrad:1,yrdegdegma:0,yrdegdegmasmaskm:10,yrma:[0,2],yrmasmaskm:[0,2],yry:1,ysr:1,yst:1,yvox:1,yvoxel:1,ywb:1,yyr:1,z_flag:[0,10],z_mean_psf_mag:[0,10],z_mean_psf_mag_error:[0,10],zadu:1,zarcmin:1,zarcsec:1,zau:1,zba:1,zbarn:1,zbeam:1,zbin:1,zbit:1,zbyte:1,zcd:1,zchan:1,zcount:1,zct:1,zdeg:1,zdyn:1,zerg:1,zero:2,zev:1,zgal:1,zhz:1,zjy:1,zlm:1,zlx:1,zlyr:1,zmag:1,zmin:1,zmol:1,zohm:1,zone_id:[0,10],zoom:2,zpa:1,zpc:1,zph:1,zphoton:1,zpix:1,zpixel:1,zrad:1,zry:1,zsr:1,zst:1,zvox:1,zvoxel:1,zwb:1,zyr:1},titles:["Chapter 1","Chapter 2","Chapter 3","Chapter 4","Chapter 5","Chapter 6","Chapter 7","Astronomical Data in Python","Astronomical Data in Python","The Notebook of Last Resort","Writing queries","&lt;no title&gt;","&lt;no title&gt;","Astronomical Data in Python"],titleterms:{That:6,The:9,add:10,adjust:6,annot:6,assembl:3,astronom:[7,8,13],asynchron:0,back:2,base:[2,5],best:[0,1,2,3,4,5,6],centerlin:2,chapter:[0,1,2,3,4,5,6],clean:0,column:[0,2],connect:0,coordin:1,csv:3,custom:6,data:[0,1,2,3,4,5,7,8,13],databas:0,datafram:[2,3],detail:[],draw:5,exercis:[0,1,2,10],figur:6,filter:2,font:6,format:0,gaia:0,get:[1,4],instal:8,instruct:8,introduct:[],join:4,languag:0,last:9,latex:6,left:6,lesson:[],librari:[],lower:6,make:6,merg:5,miss:5,more:3,motion:[2,3],multipl:6,notebook:[8,9],one:[3,10],oper:0,option:[],outlin:[0,1,2,3,4,5,6],panda:2,panel:6,photometri:[4,5],plot:[2,3,5,6],point:5,polygon:[1,5],practic:[0,1,2,3,4,5,6],prepar:4,prerequisit:[0,8],proper:[2,3],proport:6,python:[7,8,13],queri:[0,3,10],rcparam:6,rectangl:1,region:[1,3],reload:[2,3,4,5],resort:9,result:1,right:6,row:2,save:[1,2,3,5],scatter:2,select:[1,2,3,5],sheet:6,stori:6,style:6,subplot:6,summari:[0,1,2,3,4,5,6],tabl:[0,4],tell:6,test:10,thing:10,time:[3,10],transform:2,upload:4,upper:6,which:5,work:1,write:[0,4,5,10],you:10}})
\ No newline at end of file
diff --git a/test_setup.html b/test_setup.html
index bc85f19..670a9e4 100644
--- a/test_setup.html
+++ b/test_setup.html
@@ -188,7 +188,7 @@
         aria-label="Connect with source repository"><i class="fab fa-github"></i></button>
     <div class="dropdown-buttons sourcebuttons">
         <a class="repository-button"
-            href="https://github.com/AllenDowney/AstronomyDataPython"><button type="button" class="btn btn-secondary topbarbtn"
+            href="https://github.com/AllenDowney/AstronomicalData"><button type="button" class="btn btn-secondary topbarbtn"
                 data-toggle="tooltip" data-placement="left" title="Source repository"><i
                     class="fab fa-github"></i>repository</button></a>
         
@@ -209,7 +209,7 @@
         aria-label="Launch interactive content"><i class="fas fa-rocket"></i></button>
     <div class="dropdown-buttons">
         
-        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomyDataPython/master?urlpath=tree/test_setup.ipynb"><button type="button"
+        <a class="binder-button" href="https://mybinder.org/v2/gh/AllenDowney/AstronomicalData/master?urlpath=tree/test_setup.ipynb"><button type="button"
                 class="btn btn-secondary topbarbtn" title="Launch Binder" data-toggle="tooltip"
                 data-placement="left"><img class="binder-button-logo"
                     src="_static/images/logo_binder.svg"
@@ -217,7 +217,7 @@
         
         
         
-        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomyDataPython/blob/master/test_setup.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
+        <a class="colab-button" href="https://colab.research.google.com/github/AllenDowney/AstronomicalData/blob/master/test_setup.ipynb"><button type="button" class="btn btn-secondary topbarbtn"
                 title="Launch Colab" data-toggle="tooltip" data-placement="left"><img class="colab-button-logo"
                     src="_static/images/logo_colab.png"
                     alt="Interact on Colab">Colab</button></a>