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Discovery of brown dwarfs mining the 2MASS and SDSS databases — Astronomy with Python: Tutorials
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id="jb-print-docs-body" class="onlyprint"> <h1>Discovery of brown dwarfs mining the 2MASS and SDSS databases</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#introduction">Introduction</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-1-discovery">Step #1: Discovery</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-cross-matching">Step #2: Cross-matching</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-3-filtering">Step #3: Filtering</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-4-verification-of-the-brown-dwarf-candidates">Step #4: Verification of the Brown Dwarf candidates</a><ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#visualization">Visualization</a></li> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#check-in-simbad">Check in Simbad</a></li> </ul> </li> </ul> </nav> </div> </div> </div> <div id="searchbox"></div> <article class="bd-article" role="main"> <section class="tex2jax_ignore mathjax_ignore" id="discovery-of-brown-dwarfs-mining-the-2mass-and-sdss-databases"> <h1>Discovery of brown dwarfs mining the 2MASS and SDSS databases<a class="headerlink" href="#discovery-of-brown-dwarfs-mining-the-2mass-and-sdss-databases" title="Permalink to this heading">#</a></h1> <p>F. Jiménez-Esteban¹, K. A. Lutz², E. Solano¹</p> <ol class="arabic simple"> <li><p>Spanish Virtual Observatory</p></li> <li><p>Université de Strasbourg, CNRS, Observatoire Astronomique de Strasbourg, UMR 7550, F-67000, Strasbourg, France</p></li> </ol> <p>This tutorial is based on the EURO-VO tutorial of the same name: <a class="reference external" href="http://www.euro-vo.org/sites/default/files/documents/tutorial-brown-dwarfs_2019Apr.pdf">http://www.euro-vo.org/sites/default/files/documents/tutorial-brown-dwarfs_2019Apr.pdf</a> .</p> <hr class="docutils" /> <section id="introduction"> <h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this heading">#</a></h2> <p>Brown dwarfs are objects occupying the gap between the least massive stars and the most massive planets. They are intrinsically faint objects. Hence, heir detection is not straightforward and, in fact, was almost impossible until the advent of global surveys at deep optical and near-infrared bands like SDSS, 2MASS or DENIS. We propose here to mine the 2MASS point source catalogue (2MASS-PSC) and SDSS-DR9 databases to identify T-type brown dwarfs through an appropriate combination of colors in the optical and the infrared, an approach that perfectly fits into the Virtual Observatory.</p> <p>In this use case, we explore different ways to do the same tasks with different VO tools. These tasks include:</p> <ol class="arabic simple"> <li><p>obtaining data from the SDSS and 2MASS catalogues in a given sky region,</p></li> <li><p>crossmatching the results of these searches,</p></li> <li><p>filtering the resulting table for brown dwarfs, and</p></li> <li><p>verifying our sample of brown dwarfs.</p></li> </ol> <p>Software packages needed for this tutorial are Aladin, TOPCAT, STILTS and Python (or you may just use the Binder in your web browser).</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="c1"># Standard Library</span> <span class="kn">from</span> <span class="nn">pathlib</span> <span class="kn">import</span> <span class="n">Path</span> <span class="c1"># Astronomy tools</span> <span class="kn">from</span> <span class="nn">astropy</span> <span class="kn">import</span> <span class="n">units</span> <span class="k">as</span> <span class="n">u</span> <span class="kn">from</span> <span class="nn">astropy.coordinates</span> <span class="kn">import</span> <span class="n">SkyCoord</span> <span class="c1"># Access astronomical databases</span> <span class="kn">import</span> <span class="nn">pyvo</span> <span class="kn">from</span> <span class="nn">astroquery.simbad</span> <span class="kn">import</span> <span class="n">Simbad</span> <span class="kn">from</span> <span class="nn">astroquery.vizier</span> <span class="kn">import</span> <span class="n">Vizier</span> <span class="kn">from</span> <span class="nn">astroquery.xmatch</span> <span class="kn">import</span> <span class="n">XMatch</span> <span class="c1"># Sky visualization</span> <span class="kn">from</span> <span class="nn">ipyaladin</span> <span class="kn">import</span> <span class="n">Aladin</span> </pre></div> </div> </div> </div> </section> <section id="step-1-discovery"> <h2>Step #1: Discovery<a class="headerlink" href="#step-1-discovery" title="Permalink to this heading">#</a></h2> <p><a class="reference external" href="https://vizier.cds.unistra.fr/viz-bin/VizieR"><img alt="Vizier" src="https://custom-icon-badges.demolab.com/badge/Vizier-gray.svg?logo=vizier&logoColor=orange&logoWidth=20" /></a></p> <p>We start by searching for the 2MASS point source catalogue (2MASS-PSC) and the SDSS data release 9 catalogue (SDSS DR9). To find and query catalogues, there are two packages we can use: pyVO and astroquery. We will show pyVO for searching the 2MASS-PSC and astroquery for SDSS DR9.</p> <p>With the pyVo package we are using the TAP service of VizieR. TAP is a Virtual Observatory protocol to query databases of tables. The language we use to compile the query is called ADQL and is similar to SQL. For more details on ADQL see also the dedicated VO tutorial (<a class="reference external" href="http://docs.g-vo.org/adql-gaia/html/">http://docs.g-vo.org/adql-gaia/html/</a>).</p> <div class="cell tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">tap_vizier</span> <span class="o">=</span> <span class="n">pyvo</span><span class="o">.</span><span class="n">dal</span><span class="o">.</span><span class="n">TAPService</span><span class="p">(</span><span class="s2">"https://tapvizier.cds.unistra.fr/TAPVizieR/tap"</span><span class="p">)</span> <span class="n">query</span> <span class="o">=</span> <span class="s2">"""</span> <span class="s2">SELECT * </span> <span class="s2">FROM tables</span> <span class="s2">WHERE description LIKE '%2MASS%Cutri%'</span> <span class="s2">"""</span> <span class="n">mass_psc_set</span> <span class="o">=</span> <span class="n">tap_vizier</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">query</span><span class="p">)</span><span class="o">.</span><span class="n">to_table</span><span class="p">()</span> <span class="n">mass_psc_set</span><span class="p">[</span><span class="s2">"table_name"</span><span class="p">,</span> <span class="s2">"description"</span><span class="p">]</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=13</i> <table id="table140361559643472" class="table-striped table-bordered table-condensed"> <thead><tr><th>table_name</th><th>description</th></tr></thead> <thead><tr><th>object</th><th>object</th></tr></thead> <tr><td>J/ApJ/569/23/table1</td><td>Optical polarimetry of 2MASS Red QSOs ( Smith P.S., Schmidt G.D., Hines D.C., Cutri R.M., Nelson B.O.)</td></tr> <tr><td>II/281/2mass6x</td><td>2MASS-6X catalog ( Cutri R.M., Skrutskie M.F., Van Dyk S., et al.)</td></tr> <tr><td>J/ApJ/780/92/2mass</td><td>2MASS JHKs photometry (table5) ( Szabo R., Ivezic Z., Kiss L.L., Kollath Z., Jones L., Sesar B., Becker A.C., Davenport J.R.A., Cutri R.M.)</td></tr> <tr><td>II/246/out</td><td>2MASS Point Source Catalogue, output (on a total of 470,992,970 sources) ( Cutri R.M., Skrutskie M.F., Van Dyk S., et al.)</td></tr> <tr><td>J/ApJ/564/421/table3</td><td>2MASS IDR2 Sources Unconfirmed in Second Epoch Imaging ( Burgasser A.J., Kirkpatrick J.D., Brown M.E., Reid I.N., Burrows A., Liebert J., Matthews K., Gizis J.E., Dahn C.C., Monet D.G., Cutri R.M., Skrutskie M.F.)</td></tr> <tr><td>VII/233/xsc</td><td>*The 2MASS Extended Catalog (2MASX) ( Skrutskie M.F., Cutri R.M., Stiening R., et al.)</td></tr> <tr><td>II/241/out</td><td>2MASS Point Source Catalogue, 2MASS 2000 Second Incremental Release ( Skrutskie M.F., Schneider S.E., Stiening R., Strom S.E., Weinberg M.D., Beichman C., Chester T., Cutri R., Lonsdale C., Elias J., Elston R., Capps R., Carpenter J., Huchra J., Liebert J., Monet D., Price S., Seitzer P.)</td></tr> <tr><td>J/ApJ/569/23/table3</td><td>Galactic interstellar polarization detected in the fields of 2MASS AGNs ( Smith P.S., Schmidt G.D., Hines D.C., Cutri R.M., Nelson B.O.)</td></tr> <tr><td>J/ApJ/569/23/table2</td><td>Optical polarimetry of other AGN found by 2MASS ( Smith P.S., Schmidt G.D., Hines D.C., Cutri R.M., Nelson B.O.)</td></tr> <tr><td>J/AJ/126/63/table1</td><td>2MASS sample and measurements ( Hutchings J.B., Maddox N., Cutri R.M., Nelson B.O.)</td></tr> <tr><td>J/ApJS/190/100/table1</td><td>List of 2MASS proper motion candidates ( Kirkpatrick J.D., Looper D.L., Burgasser A.J., Schurr S.D., Cutri R.M., Cushing M.C., Cruz K.L., Sweet A.C., Knapp G.R., Barman T.S., Bochanski J.J., Roellig T.L., McLean I.S., McGovern M.R., Rice E.L.)</td></tr> <tr><td>J/ApJ/564/421/table5</td><td>Comparison of NIRC Spectrophotometric colors to 2MASS photometry ( Burgasser A.J., Kirkpatrick J.D., Brown M.E., Reid I.N., Burrows A., Liebert J., Matthews K., Gizis J.E., Dahn C.C., Monet D.G., Cutri R.M., Skrutskie M.F.)</td></tr> <tr><td>J/ApJ/564/421/table6</td><td>New T Dwarfs Identified in the 2MASS Catalog ( Burgasser A.J., Kirkpatrick J.D., Brown M.E., Reid I.N., Burrows A., Liebert J., Matthews K., Gizis J.E., Dahn C.C., Monet D.G., Cutri R.M., Skrutskie M.F.)</td></tr> </table></div></div></div> </div> <p>As mentioned above we are interested in the 2MASS-pSC, which has the table_name <code class="docutils literal notranslate"><span class="pre">II/246/out</span></code> in VizieR. Before we move on to construct a more complicated query, we have a quick look at the 2MASS-PSC table and all the available columns. We do so by downloading the first 5 rows:</p> <div class="cell tag_output_scroll 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="s1">'SELECT TOP 5 * FROM "II/246/out" '</span> <span class="n">mass_psc_head</span> <span class="o">=</span> <span class="n">tap_vizier</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">query</span><span class="p">)</span><span class="o">.</span><span class="n">to_table</span><span class="p">()</span> <span class="n">mass_psc_head</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=5</i> <table id="table140361556782672" class="table-striped table-bordered table-condensed"> <thead><tr><th>RAJ2000</th><th>DEJ2000</th><th>errMaj</th><th>errMin</th><th>errPA</th><th>2MASS</th><th>Jmag</th><th>Jcmsig</th><th>e_Jmag</th><th>Jsnr</th><th>Hmag</th><th>Hcmsig</th><th>e_Hmag</th><th>Hsnr</th><th>Kmag</th><th>Kcmsig</th><th>e_Kmag</th><th>Ksnr</th><th>Qflg</th><th>Rflg</th><th>Bflg</th><th>Cflg</th><th>Ndet</th><th>prox</th><th>pxPA</th><th>pxCntr</th><th>Xflg</th><th>Aflg</th><th>Cntr</th><th>Hemis</th><th>Date</th><th>Scan</th><th>GLON</th><th>GLAT</th><th>Xscan</th><th>JD</th><th>Jpsfchi</th><th>Hpsfchi</th><th>Kpsfchi</th><th>Jstdap</th><th>e_Jstdap</th><th>Hstdap</th><th>e_Hstdap</th><th>Kstdap</th><th>e_Kstdap</th><th>edgeNS</th><th>edgeEW</th><th>edge</th><th>dup</th><th>use</th><th>opt</th><th>Dopt</th><th>PAopt</th><th>Bmag</th><th>Rmag</th><th>Nopt</th><th>extKey</th><th>scanKey</th><th>coaddKey</th><th>coadd</th></tr></thead> <thead><tr><th>deg</th><th>deg</th><th>arcsec</th><th>arcsec</th><th>deg</th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>arcsec</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>deg</th><th>deg</th><th>arcsec</th><th>d</th><th></th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>arcsec</th><th>arcsec</th><th></th><th></th><th></th><th></th><th>arcsec</th><th>deg</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th></tr></thead> <thead><tr><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>int16</th><th>object</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>float32</th><th>int16</th><th>int64</th><th>int16</th><th>int16</th><th>int64</th><th>str1</th><th>object</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int32</th><th>int16</th><th>object</th><th>int16</th><th>int16</th><th>str1</th><th>float32</th><th>int16</th><th>float32</th><th>float32</th><th>int16</th><th>int32</th><th>int32</th><th>int32</th><th>int16</th></tr></thead> <tr><td>44.996055</td><td>0.005565</td><td>0.17</td><td>0.16</td><td>76</td><td>02595905+0000200</td><td>16.376</td><td>0.097</td><td>0.097</td><td>11.3</td><td>15.77</td><td>0.139</td><td>0.14</td><td>8.2</td><td>15.258</td><td>0.141</td><td>0.141</td><td>7.6</td><td>ABB</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>44.5</td><td>230</td><td>1290669337</td><td>0</td><td>0</td><td>1290669325</td><td>s</td><td>1998-09-28</td><td>112</td><td>176.951</td><td>-48.902</td><td>-138.9</td><td>2451084.8062</td><td>0.75</td><td>1.21</td><td>1.13</td><td>16.651</td><td>0.221</td><td>15.434</td><td>0.134</td><td>15.478</td><td>0.434</td><td>521</td><td>114</td><td>ne</td><td>1</td><td>1</td><td>U</td><td>0.7</td><td>156</td><td>17.9</td><td>16.9</td><td>1</td><td>--</td><td>69347</td><td>1594959</td><td>9</td></tr> <tr><td>45.004857</td><td>0.019806</td><td>0.06</td><td>0.06</td><td>90</td><td>03000116+0001113</td><td>12.529</td><td>0.021</td><td>0.024</td><td>389.8</td><td>11.954</td><td>0.029</td><td>0.03</td><td>273.7</td><td>11.874</td><td>0.027</td><td>0.029</td><td>172.5</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>4.8</td><td>330</td><td>1290669298</td><td>0</td><td>0</td><td>1290669300</td><td>s</td><td>1998-09-28</td><td>112</td><td>176.945</td><td>-48.885</td><td>-170.6</td><td>2451084.8062</td><td>1.15</td><td>1.31</td><td>1.97</td><td>12.508</td><td>0.019</td><td>11.91</td><td>0.025</td><td>11.852</td><td>0.008</td><td>469</td><td>82</td><td>ne</td><td>1</td><td>1</td><td>U</td><td>1.5</td><td>72</td><td>15.0</td><td>13.8</td><td>1</td><td>--</td><td>69347</td><td>1594959</td><td>9</td></tr> <tr><td>45.004193</td><td>0.020956</td><td>0.06</td><td>0.06</td><td>90</td><td>03000100+0001154</td><td>14.845</td><td>0.055</td><td>0.056</td><td>46.2</td><td>14.223</td><td>0.077</td><td>0.077</td><td>33.9</td><td>14.016</td><td>0.055</td><td>0.055</td><td>24.0</td><td>AAA</td><td>222</td><td>111</td><td>ccc</td><td>666666</td><td>4.8</td><td>150</td><td>1290669300</td><td>0</td><td>0</td><td>1290669298</td><td>s</td><td>1998-09-28</td><td>112</td><td>176.943</td><td>-48.885</td><td>-168.2</td><td>2451084.8062</td><td>0.86</td><td>0.89</td><td>1.11</td><td>13.889</td><td>0.101</td><td>13.035</td><td>0.126</td><td>12.97</td><td>0.043</td><td>465</td><td>84</td><td>ne</td><td>1</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>69347</td><td>1594959</td><td>9</td></tr> <tr><td>44.995074</td><td>0.038204</td><td>0.38</td><td>0.31</td><td>0</td><td>02595881+0002175</td><td>16.746</td><td>0.133</td><td>0.134</td><td>8.0</td><td>15.814</td><td>0.139</td><td>0.14</td><td>7.8</td><td>16.125</td><td>0.324</td><td>0.324</td><td>3.4</td><td>BBD</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>70.2</td><td>152</td><td>1290669298</td><td>0</td><td>0</td><td>1290669276</td><td>s</td><td>1998-09-28</td><td>112</td><td>176.914</td><td>-48.88</td><td>-135.4</td><td>2451084.8062</td><td>1.22</td><td>0.84</td><td>0.69</td><td>17.047</td><td>0.414</td><td>15.5</td><td>0.229</td><td>17.513</td><td>1.964</td><td>403</td><td>117</td><td>ne</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>69347</td><td>1594959</td><td>9</td></tr> <tr><td>44.963851</td><td>0.043587</td><td>0.22</td><td>0.17</td><td>95</td><td>02595132+0002369</td><td>16.476</td><td>0.112</td><td>0.113</td><td>10.3</td><td>16.057</td><td>0.175</td><td>0.175</td><td>6.3</td><td>15.564</td><td>--</td><td>--</td><td>--</td><td>BCU</td><td>220</td><td>110</td><td>000</td><td>060600</td><td>89.4</td><td>207</td><td>1290669295</td><td>0</td><td>0</td><td>1290669271</td><td>s</td><td>1998-09-28</td><td>112</td><td>176.875</td><td>-48.898</td><td>-23.0</td><td>2451084.8062</td><td>1.13</td><td>1.07</td><td>--</td><td>17.113</td><td>0.34</td><td>18.739</td><td>3.527</td><td>--</td><td>--</td><td>384</td><td>229</td><td>ne</td><td>1</td><td>1</td><td>U</td><td>0.4</td><td>161</td><td>18.7</td><td>17.7</td><td>1</td><td>--</td><td>69347</td><td>1594959</td><td>9</td></tr> </table></div></div></div> </div> <p>As in the original tutorial, we only want to get data within a 14arcmin radius of RA=08h30m00s, Dec=01d30m00s. ADQL has a function, which allows to run an astronomical cone search query. From the quick inital inspection of the table we now know that we will need the columns <code class="docutils literal notranslate"><span class="pre">RAJ2000</span></code> and <code class="docutils literal notranslate"><span class="pre">DEJ2000</span></code> to only get sources at a certain location. Since we want to get colours for our Brown Dwarf candidates, we will also want to get the <code class="docutils literal notranslate"><span class="pre">Jmag</span></code>, <code class="docutils literal notranslate"><span class="pre">Hmag</span></code> and <code class="docutils literal notranslate"><span class="pre">Kmag</span></code> columns. For a different analysis you might want to choose other columns.</p> <div class="cell tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">coord</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span><span class="n">ra</span><span class="o">=</span><span class="s2">"08:30:00"</span><span class="p">,</span> <span class="n">dec</span><span class="o">=</span><span class="s2">"01:30:00"</span><span class="p">,</span> <span class="n">unit</span><span class="o">=</span><span class="p">(</span><span class="n">u</span><span class="o">.</span><span class="n">hourangle</span><span class="p">,</span> <span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">))</span> <span class="n">query</span> <span class="o">=</span> <span class="s2">"""</span> <span class="s2">SELECT * </span> <span class="s2">FROM </span><span class="se">\"</span><span class="s2">II/246/out</span><span class="se">\"</span><span class="s2"> as tm_psc </span> <span class="s2">WHERE 1=CONTAINS(POINT(</span><span class="se">\'</span><span class="s2">ICRS</span><span class="se">\'</span><span class="s2">, tm_psc.RAJ2000, tm_psc.DEJ2000),</span> <span class="s2"> CIRCLE(</span><span class="se">\'</span><span class="s2">ICRS</span><span class="se">\'</span><span class="s2">, </span><span class="si">{:.3f}</span><span class="s2">, </span><span class="si">{:.3f}</span><span class="s2">, 14/60))</span> <span class="s2">"""</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> <span class="n">coord</span><span class="o">.</span><span class="n">ra</span><span class="o">.</span><span class="n">value</span><span class="p">,</span> <span class="n">coord</span><span class="o">.</span><span class="n">dec</span><span class="o">.</span><span class="n">value</span><span class="p">,</span> <span class="p">)</span> <span class="n">mass_psc</span> <span class="o">=</span> <span class="n">tap_vizier</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">query</span><span class="p">)</span><span class="o">.</span><span class="n">to_table</span><span class="p">()</span> <span class="n">mass_psc</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=683</i> <table id="table140361557283024" class="table-striped table-bordered table-condensed"> <thead><tr><th>RAJ2000</th><th>DEJ2000</th><th>errMaj</th><th>errMin</th><th>errPA</th><th>2MASS</th><th>Jmag</th><th>Jcmsig</th><th>e_Jmag</th><th>Jsnr</th><th>Hmag</th><th>Hcmsig</th><th>e_Hmag</th><th>Hsnr</th><th>Kmag</th><th>Kcmsig</th><th>e_Kmag</th><th>Ksnr</th><th>Qflg</th><th>Rflg</th><th>Bflg</th><th>Cflg</th><th>Ndet</th><th>prox</th><th>pxPA</th><th>pxCntr</th><th>Xflg</th><th>Aflg</th><th>Cntr</th><th>Hemis</th><th>Date</th><th>Scan</th><th>GLON</th><th>GLAT</th><th>Xscan</th><th>JD</th><th>Jpsfchi</th><th>Hpsfchi</th><th>Kpsfchi</th><th>Jstdap</th><th>e_Jstdap</th><th>Hstdap</th><th>e_Hstdap</th><th>Kstdap</th><th>e_Kstdap</th><th>edgeNS</th><th>edgeEW</th><th>edge</th><th>dup</th><th>use</th><th>opt</th><th>Dopt</th><th>PAopt</th><th>Bmag</th><th>Rmag</th><th>Nopt</th><th>extKey</th><th>scanKey</th><th>coaddKey</th><th>coadd</th></tr></thead> <thead><tr><th>deg</th><th>deg</th><th>arcsec</th><th>arcsec</th><th>deg</th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th>mag</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th><th></th><th>arcsec</th><th>deg</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th>deg</th><th>deg</th><th>arcsec</th><th>d</th><th></th><th></th><th></th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>arcsec</th><th>arcsec</th><th></th><th></th><th></th><th></th><th>arcsec</th><th>deg</th><th>mag</th><th>mag</th><th></th><th></th><th></th><th></th><th></th></tr></thead> <thead><tr><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>int16</th><th>object</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>float32</th><th>int16</th><th>int64</th><th>int16</th><th>int16</th><th>int64</th><th>str1</th><th>object</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int32</th><th>int16</th><th>object</th><th>int16</th><th>int16</th><th>str1</th><th>float32</th><th>int16</th><th>float32</th><th>float32</th><th>int16</th><th>int32</th><th>int32</th><th>int32</th><th>int16</th></tr></thead> <tr><td>127.509154</td><td>1.269173</td><td>0.2</td><td>0.15</td><td>87</td><td>08300219+0116090</td><td>15.963</td><td>0.095</td><td>0.096</td><td>12.5</td><td>15.546</td><td>0.121</td><td>0.122</td><td>9.0</td><td>14.93</td><td>0.144</td><td>0.144</td><td>8.1</td><td>ABB</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>14.2</td><td>340</td><td>804040589</td><td>0</td><td>0</td><td>804040599</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.554</td><td>22.408</td><td>178.5</td><td>2451573.6815</td><td>0.89</td><td>1.01</td><td>0.92</td><td>15.939</td><td>0.235</td><td>15.899</td><td>0.319</td><td>14.69</td><td>0.124</td><td>4589</td><td>74</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43956</td><td>1010984</td><td>221</td></tr> <tr><td>127.507779</td><td>1.272875</td><td>0.12</td><td>0.11</td><td>86</td><td>08300186+0116223</td><td>15.594</td><td>0.083</td><td>0.084</td><td>17.6</td><td>15.563</td><td>0.117</td><td>0.117</td><td>8.9</td><td>15.272</td><td>0.181</td><td>0.182</td><td>5.9</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>360606</td><td>14.2</td><td>160</td><td>804040599</td><td>0</td><td>0</td><td>804040589</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.55</td><td>22.408</td><td>183.4</td><td>2451573.6814</td><td>1.64</td><td>0.82</td><td>1.47</td><td>15.432</td><td>0.153</td><td>15.81</td><td>0.424</td><td>14.992</td><td>0.114</td><td>4602</td><td>69</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>270</td><td>17.1</td><td>16.5</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td></tr> <tr><td>127.514167</td><td>1.277495</td><td>0.23</td><td>0.21</td><td>51</td><td>08300340+0116389</td><td>16.553</td><td>0.17</td><td>0.171</td><td>7.3</td><td>16.179</td><td>0.194</td><td>0.194</td><td>5.0</td><td>15.894</td><td>--</td><td>--</td><td>--</td><td>CCU</td><td>220</td><td>110</td><td>000</td><td>060600</td><td>28.4</td><td>234</td><td>804040589</td><td>0</td><td>0</td><td>804040577</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.549</td><td>22.416</td><td>160.4</td><td>2451573.6814</td><td>0.69</td><td>1.58</td><td>--</td><td>16.335</td><td>0.139</td><td>18.014</td><td>3.36</td><td>--</td><td>--</td><td>4619</td><td>92</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.0</td><td>13</td><td>18.0</td><td>17.3</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td></tr> <tr><td>127.463251</td><td>1.271903</td><td>0.07</td><td>0.07</td><td>0</td><td>08295118+0116188</td><td>15.844</td><td>0.076</td><td>0.077</td><td>14.0</td><td>15.11</td><td>0.095</td><td>0.096</td><td>13.5</td><td>15.029</td><td>0.138</td><td>0.138</td><td>7.4</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>260606</td><td>41.0</td><td>160</td><td>804019559</td><td>0</td><td>0</td><td>804019587</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.528</td><td>22.369</td><td>-87.9</td><td>2451573.6739</td><td>1.78</td><td>0.8</td><td>1.14</td><td>15.935</td><td>0.238</td><td>15.077</td><td>0.164</td><td>15.197</td><td>0.438</td><td>4593</td><td>164</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.0</td><td>281</td><td>20.0</td><td>18.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.463023</td><td>1.2864</td><td>0.06</td><td>0.06</td><td>0</td><td>08295112+0117110</td><td>14.093</td><td>0.029</td><td>0.032</td><td>70.0</td><td>13.652</td><td>0.033</td><td>0.035</td><td>51.7</td><td>13.553</td><td>0.042</td><td>0.043</td><td>28.9</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666635</td><td>52.2</td><td>179</td><td>804019587</td><td>0</td><td>0</td><td>804019616</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.514</td><td>22.376</td><td>-87.0</td><td>2451573.674</td><td>0.75</td><td>0.97</td><td>0.91</td><td>14.077</td><td>0.023</td><td>13.576</td><td>0.05</td><td>13.692</td><td>0.14</td><td>4646</td><td>165</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>160</td><td>16.3</td><td>14.6</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.48465</td><td>1.271192</td><td>0.06</td><td>0.06</td><td>0</td><td>08295631+0116162</td><td>13.848</td><td>0.026</td><td>0.029</td><td>87.8</td><td>13.177</td><td>0.02</td><td>0.022</td><td>80.0</td><td>12.932</td><td>0.023</td><td>0.024</td><td>51.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>15.7</td><td>12</td><td>804019600</td><td>0</td><td>0</td><td>804019585</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.54</td><td>22.387</td><td>-164.9</td><td>2451573.6739</td><td>0.88</td><td>0.87</td><td>0.95</td><td>13.813</td><td>0.042</td><td>13.143</td><td>0.051</td><td>13.009</td><td>0.056</td><td>4591</td><td>87</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>244</td><td>18.8</td><td>16.7</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.485565</td><td>1.275456</td><td>0.2</td><td>0.17</td><td>4</td><td>08295653+0116316</td><td>16.26</td><td>0.112</td><td>0.112</td><td>9.5</td><td>15.908</td><td>0.172</td><td>0.172</td><td>6.5</td><td>15.264</td><td>0.184</td><td>0.184</td><td>6.0</td><td>BCC</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>15.7</td><td>192</td><td>804019585</td><td>0</td><td>0</td><td>804019600</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.536</td><td>22.39</td><td>-168.2</td><td>2451573.674</td><td>0.84</td><td>1.3</td><td>0.8</td><td>16.125</td><td>0.291</td><td>15.529</td><td>0.253</td><td>15.21</td><td>0.246</td><td>4606</td><td>84</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>232</td><td>18.1</td><td>17.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.494339</td><td>1.280734</td><td>0.15</td><td>0.15</td><td>145</td><td>08295864+0116506</td><td>16.317</td><td>0.119</td><td>0.12</td><td>9.0</td><td>15.818</td><td>0.141</td><td>0.141</td><td>7.0</td><td>15.099</td><td>--</td><td>--</td><td>--</td><td>BBU</td><td>220</td><td>110</td><td>000</td><td>060600</td><td>36.9</td><td>239</td><td>804019600</td><td>0</td><td>0</td><td>804019605</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.536</td><td>22.4</td><td>-199.8</td><td>2451573.674</td><td>0.96</td><td>1.62</td><td>--</td><td>16.264</td><td>0.088</td><td>16.219</td><td>0.553</td><td>--</td><td>--</td><td>4625</td><td>52</td><td>se</td><td>1</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.494645</td><td>1.296204</td><td>0.07</td><td>0.07</td><td>17</td><td>08295871+0117463</td><td>15.25</td><td>0.05</td><td>0.051</td><td>24.1</td><td>15.062</td><td>0.077</td><td>0.078</td><td>14.1</td><td>14.87</td><td>0.114</td><td>0.114</td><td>8.6</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>660506</td><td>47.1</td><td>299</td><td>804019652</td><td>0</td><td>0</td><td>804019639</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.521</td><td>22.408</td><td>-200.9</td><td>2451573.674</td><td>0.98</td><td>0.89</td><td>1.01</td><td>15.178</td><td>0.064</td><td>15.195</td><td>0.302</td><td>14.779</td><td>0.326</td><td>4681</td><td>51</td><td>se</td><td>1</td><td>1</td><td>U</td><td>0.4</td><td>185</td><td>16.8</td><td>16.1</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.483247</td><td>1.302628</td><td>0.06</td><td>0.06</td><td>0</td><td>08295597+0118094</td><td>13.484</td><td>0.025</td><td>0.027</td><td>122.7</td><td>12.862</td><td>0.02</td><td>0.022</td><td>106.9</td><td>12.807</td><td>0.033</td><td>0.034</td><td>57.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665555</td><td>27.9</td><td>314</td><td>804019667</td><td>0</td><td>0</td><td>804019652</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.509</td><td>22.401</td><td>-159.8</td><td>2451573.674</td><td>1.06</td><td>0.7</td><td>1.1</td><td>13.457</td><td>0.027</td><td>12.875</td><td>0.06</td><td>12.777</td><td>0.069</td><td>4704</td><td>92</td><td>se</td><td>0</td><td>1</td><td>U</td><td>2.0</td><td>195</td><td>16.3</td><td>14.5</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.40852</td><td>1.286066</td><td>0.06</td><td>0.06</td><td>0</td><td>08293804+0117098</td><td>13.936</td><td>0.031</td><td>0.033</td><td>80.9</td><td>13.296</td><td>0.032</td><td>0.033</td><td>71.7</td><td>13.117</td><td>0.029</td><td>0.03</td><td>43.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>25.9</td><td>57</td><td>804019624</td><td>0</td><td>0</td><td>804019615</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.486</td><td>22.328</td><td>109.1</td><td>2451573.674</td><td>1.01</td><td>0.95</td><td>1.1</td><td>13.927</td><td>0.03</td><td>13.241</td><td>0.045</td><td>13.122</td><td>0.059</td><td>4645</td><td>144</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.6</td><td>234</td><td>17.2</td><td>15.7</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.414546</td><td>1.289993</td><td>0.06</td><td>0.06</td><td>0</td><td>08293949+0117239</td><td>14.666</td><td>0.032</td><td>0.034</td><td>41.3</td><td>14.264</td><td>0.043</td><td>0.044</td><td>29.4</td><td>14.223</td><td>0.065</td><td>0.066</td><td>15.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>664616</td><td>23.6</td><td>13</td><td>804019640</td><td>0</td><td>0</td><td>804019624</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.485</td><td>22.335</td><td>87.4</td><td>2451573.674</td><td>1.4</td><td>0.77</td><td>1.15</td><td>14.729</td><td>0.04</td><td>14.389</td><td>0.118</td><td>14.418</td><td>0.225</td><td>4659</td><td>165</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>205</td><td>16.3</td><td>15.3</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.398036</td><td>1.299818</td><td>0.21</td><td>0.18</td><td>86</td><td>08293552+0117593</td><td>16.006</td><td>0.091</td><td>0.092</td><td>12.0</td><td>15.514</td><td>0.124</td><td>0.124</td><td>9.3</td><td>15.203</td><td>0.145</td><td>0.145</td><td>6.3</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>061606</td><td>45.2</td><td>1</td><td>804019675</td><td>0</td><td>0</td><td>804019645</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.467</td><td>22.325</td><td>146.9</td><td>2451573.674</td><td>0.76</td><td>1.57</td><td>1.08</td><td>16.174</td><td>0.093</td><td>15.085</td><td>0.291</td><td>15.687</td><td>0.376</td><td>4695</td><td>106</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.8</td><td>255</td><td>18.0</td><td>17.1</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.477715</td><td>1.308056</td><td>0.06</td><td>0.06</td><td>0</td><td>08295465+0118290</td><td>14.569</td><td>0.033</td><td>0.036</td><td>45.2</td><td>13.969</td><td>0.038</td><td>0.039</td><td>38.6</td><td>13.678</td><td>0.045</td><td>0.045</td><td>25.7</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>456656</td><td>27.9</td><td>134</td><td>804019652</td><td>0</td><td>0</td><td>804019667</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.501</td><td>22.399</td><td>-139.9</td><td>2451573.674</td><td>1.11</td><td>1.15</td><td>1.39</td><td>13.278</td><td>1.852</td><td>13.986</td><td>0.063</td><td>13.792</td><td>0.117</td><td>4723</td><td>112</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.8</td><td>224</td><td>19.7</td><td>17.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.46831</td><td>1.31075</td><td>0.12</td><td>0.11</td><td>9</td><td>08295239+0118387</td><td>16.062</td><td>0.091</td><td>0.092</td><td>11.4</td><td>15.293</td><td>0.093</td><td>0.094</td><td>11.4</td><td>15.237</td><td>--</td><td>--</td><td>--</td><td>AAU</td><td>220</td><td>110</td><td>000</td><td>060600</td><td>6.9</td><td>346</td><td>804019676</td><td>0</td><td>0</td><td>804019672</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.494</td><td>22.392</td><td>-106.1</td><td>2451573.674</td><td>1.38</td><td>1.13</td><td>--</td><td>16.091</td><td>0.214</td><td>15.497</td><td>0.178</td><td>--</td><td>--</td><td>4733</td><td>146</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>254</td><td>18.0</td><td>17.0</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.467857</td><td>1.3126</td><td>0.14</td><td>0.13</td><td>88</td><td>08295228+0118453</td><td>16.272</td><td>0.106</td><td>0.107</td><td>9.4</td><td>15.335</td><td>0.123</td><td>0.123</td><td>11.0</td><td>15.21</td><td>0.17</td><td>0.171</td><td>6.3</td><td>BBC</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>6.9</td><td>166</td><td>804019672</td><td>0</td><td>0</td><td>804019676</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.492</td><td>22.393</td><td>-104.4</td><td>2451573.674</td><td>1.14</td><td>0.94</td><td>0.97</td><td>16.225</td><td>0.162</td><td>15.219</td><td>0.157</td><td>15.68</td><td>0.654</td><td>4740</td><td>148</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>234</td><td>19.2</td><td>17.9</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.459955</td><td>1.321278</td><td>0.07</td><td>0.07</td><td>17</td><td>08295038+0119166</td><td>15.254</td><td>0.058</td><td>0.059</td><td>24.0</td><td>15.065</td><td>0.085</td><td>0.086</td><td>14.1</td><td>14.92</td><td>0.127</td><td>0.128</td><td>8.2</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>660606</td><td>42.2</td><td>138</td><td>804019676</td><td>0</td><td>0</td><td>804019689</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.479</td><td>22.39</td><td>-76.0</td><td>2451573.674</td><td>1.18</td><td>1.23</td><td>1.0</td><td>15.108</td><td>0.099</td><td>15.093</td><td>0.208</td><td>14.956</td><td>0.186</td><td>4771</td><td>176</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>216</td><td>16.9</td><td>16.2</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.416013</td><td>1.296385</td><td>0.06</td><td>0.06</td><td>17</td><td>08293984+0117469</td><td>14.667</td><td>0.039</td><td>0.041</td><td>41.3</td><td>14.285</td><td>0.054</td><td>0.055</td><td>28.8</td><td>14.226</td><td>0.082</td><td>0.082</td><td>15.5</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>664605</td><td>17.6</td><td>316</td><td>804019646</td><td>0</td><td>0</td><td>804019640</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.48</td><td>22.339</td><td>82.2</td><td>2451573.674</td><td>1.08</td><td>1.17</td><td>1.02</td><td>14.722</td><td>0.028</td><td>14.294</td><td>0.107</td><td>14.331</td><td>0.133</td><td>4682</td><td>171</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>259</td><td>16.3</td><td>15.3</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.429505</td><td>1.300463</td><td>0.08</td><td>0.08</td><td>0</td><td>08294308+0118016</td><td>15.482</td><td>0.058</td><td>0.059</td><td>19.5</td><td>14.972</td><td>0.062</td><td>0.062</td><td>15.3</td><td>15.06</td><td>0.126</td><td>0.127</td><td>7.2</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>360605</td><td>50.7</td><td>253</td><td>804019640</td><td>0</td><td>0</td><td>804019647</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.483</td><td>22.353</td><td>33.6</td><td>2451573.674</td><td>1.04</td><td>1.09</td><td>1.12</td><td>15.522</td><td>0.122</td><td>15.222</td><td>0.122</td><td>15.177</td><td>0.3</td><td>4697</td><td>219</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.6</td><td>224</td><td>17.6</td><td>16.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.412629</td><td>1.299927</td><td>0.07</td><td>0.06</td><td>4</td><td>08293903+0117597</td><td>15.483</td><td>0.06</td><td>0.061</td><td>19.5</td><td>14.848</td><td>0.077</td><td>0.078</td><td>17.2</td><td>14.62</td><td>0.1</td><td>0.1</td><td>10.8</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>362616</td><td>17.6</td><td>136</td><td>804019640</td><td>0</td><td>0</td><td>804019646</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.475</td><td>22.338</td><td>94.3</td><td>2451573.674</td><td>0.8</td><td>1.08</td><td>1.04</td><td>15.382</td><td>0.09</td><td>14.712</td><td>0.175</td><td>14.508</td><td>0.246</td><td>4695</td><td>158</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.422784</td><td>1.315596</td><td>0.08</td><td>0.08</td><td>163</td><td>08294146+0118561</td><td>15.931</td><td>0.086</td><td>0.087</td><td>12.9</td><td>15.324</td><td>0.094</td><td>0.095</td><td>11.1</td><td>15.587</td><td>0.226</td><td>0.226</td><td>4.4</td><td>AAD</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>24.8</td><td>322</td><td>804019688</td><td>0</td><td>0</td><td>804019682</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.465</td><td>22.355</td><td>57.8</td><td>2451573.674</td><td>1.24</td><td>0.91</td><td>1.03</td><td>16.191</td><td>0.171</td><td>15.908</td><td>0.388</td><td>16.012</td><td>0.523</td><td>4751</td><td>195</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>218</td><td>17.8</td><td>16.8</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.418538</td><td>1.321024</td><td>0.07</td><td>0.07</td><td>0</td><td>08294044+0119156</td><td>15.265</td><td>0.056</td><td>0.057</td><td>23.8</td><td>14.87</td><td>0.082</td><td>0.082</td><td>16.8</td><td>14.747</td><td>0.106</td><td>0.106</td><td>9.6</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>561616</td><td>21.0</td><td>346</td><td>804019698</td><td>0</td><td>0</td><td>804019688</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.458</td><td>22.354</td><td>73.1</td><td>2451573.674</td><td>1.06</td><td>0.7</td><td>0.66</td><td>15.156</td><td>0.11</td><td>14.76</td><td>0.112</td><td>14.477</td><td>0.17</td><td>4771</td><td>180</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>205</td><td>16.9</td><td>16.1</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.444601</td><td>1.320708</td><td>0.08</td><td>0.08</td><td>17</td><td>08294670+0119145</td><td>15.47</td><td>0.059</td><td>0.06</td><td>19.7</td><td>14.884</td><td>0.08</td><td>0.08</td><td>16.6</td><td>15.177</td><td>0.164</td><td>0.164</td><td>6.5</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>360505</td><td>55.3</td><td>357</td><td>804019721</td><td>0</td><td>0</td><td>804019686</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.472</td><td>22.376</td><td>-20.7</td><td>2451573.674</td><td>0.88</td><td>1.09</td><td>0.97</td><td>15.46</td><td>0.155</td><td>14.897</td><td>0.172</td><td>15.495</td><td>0.289</td><td>4769</td><td>231</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.3</td><td>168</td><td>17.1</td><td>16.0</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.443833</td><td>1.336041</td><td>0.08</td><td>0.08</td><td>17</td><td>08294651+0120097</td><td>15.739</td><td>0.077</td><td>0.078</td><td>15.4</td><td>14.99</td><td>0.09</td><td>0.09</td><td>15.1</td><td>15.115</td><td>0.143</td><td>0.143</td><td>6.9</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>260616</td><td>45.9</td><td>334</td><td>804019748</td><td>0</td><td>0</td><td>804019721</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.457</td><td>22.383</td><td>-18.0</td><td>2451573.674</td><td>0.67</td><td>0.72</td><td>1.62</td><td>15.664</td><td>0.134</td><td>14.935</td><td>0.114</td><td>15.21</td><td>0.537</td><td>4825</td><td>234</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>159</td><td>19.6</td><td>17.9</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td></tr> <tr><td>127.551124</td><td>1.274191</td><td>0.2</td><td>0.19</td><td>32</td><td>08301226+0116270</td><td>16.523</td><td>0.138</td><td>0.139</td><td>7.5</td><td>15.978</td><td>0.178</td><td>0.178</td><td>6.1</td><td>15.626</td><td>--</td><td>--</td><td>--</td><td>BCU</td><td>220</td><td>110</td><td>000</td><td>060600</td><td>53.1</td><td>132</td><td>804040612</td><td>0</td><td>0</td><td>804040583</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.572</td><td>22.447</td><td>27.4</td><td>2451573.6814</td><td>0.86</td><td>1.1</td><td>--</td><td>17.253</td><td>0.528</td><td>15.72</td><td>0.401</td><td>--</td><td>--</td><td>4606</td><td>225</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>205</td><td>18.2</td><td>17.3</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td></tr> <tr><td>127.562524</td><td>1.284466</td><td>0.24</td><td>0.23</td><td>15</td><td>08301500+0117040</td><td>16.738</td><td>0.167</td><td>0.167</td><td>6.1</td><td>15.513</td><td>0.136</td><td>0.136</td><td>9.3</td><td>15.487</td><td>0.254</td><td>0.254</td><td>4.9</td><td>CBD</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>55.2</td><td>228</td><td>804040583</td><td>0</td><td>0</td><td>804040560</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.568</td><td>22.462</td><td>-13.6</td><td>2451573.6814</td><td>0.98</td><td>0.8</td><td>0.97</td><td>16.359</td><td>0.225</td><td>15.246</td><td>0.216</td><td>15.222</td><td>0.457</td><td>4643</td><td>238</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>317</td><td>19.4</td><td>18.0</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td></tr> <tr><td>127.631018</td><td>1.313059</td><td>0.09</td><td>0.06</td><td>90</td><td>08303144+0118470</td><td>12.95</td><td>0.025</td><td>0.027</td><td>193.8</td><td>12.453</td><td>0.022</td><td>0.024</td><td>145.5</td><td>12.367</td><td>0.021</td><td>0.023</td><td>86.0</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>556666</td><td>23.2</td><td>308</td><td>804046284</td><td>0</td><td>0</td><td>804046275</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.577</td><td>22.536</td><td>173.5</td><td>2451573.6837</td><td>0.87</td><td>0.73</td><td>1.14</td><td>12.957</td><td>0.009</td><td>12.482</td><td>0.036</td><td>12.416</td><td>0.03</td><td>4743</td><td>79</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>216</td><td>15.5</td><td>13.9</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td></tr> <tr><td>127.608273</td><td>1.305259</td><td>0.07</td><td>0.06</td><td>90</td><td>08302598+0118189</td><td>14.88</td><td>0.035</td><td>0.037</td><td>33.9</td><td>14.5</td><td>0.048</td><td>0.049</td><td>23.7</td><td>14.404</td><td>0.079</td><td>0.08</td><td>13.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>663606</td><td>50.4</td><td>335</td><td>804040490</td><td>0</td><td>0</td><td>804040515</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.572</td><td>22.512</td><td>-178.3</td><td>2451573.6814</td><td>0.91</td><td>1.27</td><td>0.77</td><td>14.809</td><td>0.075</td><td>14.467</td><td>0.125</td><td>14.553</td><td>0.117</td><td>4718</td><td>74</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>208</td><td>16.6</td><td>15.7</td><td>1</td><td>--</td><td>43956</td><td>1010983</td><td>209</td></tr> <tr><td>127.602283</td><td>1.317923</td><td>0.07</td><td>0.06</td><td>90</td><td>08302454+0119045</td><td>12.983</td><td>0.023</td><td>0.026</td><td>194.6</td><td>12.679</td><td>0.021</td><td>0.023</td><td>126.6</td><td>12.677</td><td>0.024</td><td>0.026</td><td>64.7</td><td>AAA</td><td>222</td><td>111</td><td>00s</td><td>665566</td><td>47.1</td><td>14</td><td>804040463</td><td>0</td><td>0</td><td>804040490</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.557</td><td>22.513</td><td>-156.7</td><td>2451573.6814</td><td>0.86</td><td>0.68</td><td>1.02</td><td>12.965</td><td>0.024</td><td>12.726</td><td>0.059</td><td>12.712</td><td>0.033</td><td>4763</td><td>95</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>257</td><td>14.8</td><td>13.8</td><td>1</td><td>--</td><td>43956</td><td>1010983</td><td>209</td></tr> <tr><td>127.625964</td><td>1.317053</td><td>0.1</td><td>0.07</td><td>89</td><td>08303023+0119013</td><td>15.032</td><td>0.053</td><td>0.055</td><td>28.5</td><td>14.667</td><td>0.058</td><td>0.058</td><td>18.9</td><td>14.747</td><td>0.114</td><td>0.115</td><td>9.6</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>662606</td><td>23.2</td><td>128</td><td>804046275</td><td>0</td><td>0</td><td>804046284</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.57</td><td>22.533</td><td>191.7</td><td>2451573.6837</td><td>0.81</td><td>1.05</td><td>1.06</td><td>15.007</td><td>0.051</td><td>14.672</td><td>0.118</td><td>14.601</td><td>0.18</td><td>4758</td><td>61</td><td>sw</td><td>1</td><td>1</td><td>U</td><td>0.5</td><td>222</td><td>16.5</td><td>15.8</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td></tr> <tr><td>127.632868</td><td>1.320028</td><td>0.09</td><td>0.06</td><td>90</td><td>08303188+0119121</td><td>14.089</td><td>0.031</td><td>0.033</td><td>67.9</td><td>13.45</td><td>0.027</td><td>0.029</td><td>58.1</td><td>13.164</td><td>0.037</td><td>0.038</td><td>41.3</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>26.0</td><td>195</td><td>804046275</td><td>0</td><td>0</td><td>804046292</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.571</td><td>22.541</td><td>166.9</td><td>2451573.6837</td><td>0.96</td><td>1.06</td><td>1.16</td><td>14.081</td><td>0.025</td><td>13.436</td><td>0.051</td><td>13.136</td><td>0.074</td><td>4768</td><td>86</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>285</td><td>18.8</td><td>16.8</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td></tr> <tr><td>127.605526</td><td>1.330598</td><td>0.08</td><td>0.07</td><td>83</td><td>08302532+0119501</td><td>15.385</td><td>0.047</td><td>0.049</td><td>21.3</td><td>14.711</td><td>0.069</td><td>0.069</td><td>19.5</td><td>14.738</td><td>0.126</td><td>0.127</td><td>9.7</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>463616</td><td>47.1</td><td>194</td><td>804040490</td><td>0</td><td>0</td><td>804040463</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.547</td><td>22.522</td><td>-168.4</td><td>2451573.6814</td><td>0.89</td><td>0.84</td><td>1.07</td><td>15.485</td><td>0.113</td><td>14.627</td><td>0.083</td><td>14.693</td><td>0.39</td><td>4809</td><td>84</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.9</td><td>146</td><td>19.8</td><td>18.2</td><td>1</td><td>--</td><td>43956</td><td>1010983</td><td>209</td></tr> <tr><td>127.629259</td><td>1.333658</td><td>0.13</td><td>0.13</td><td>109</td><td>08303102+0120011</td><td>15.936</td><td>0.096</td><td>0.097</td><td>12.4</td><td>15.501</td><td>0.109</td><td>0.109</td><td>8.8</td><td>15.314</td><td>0.186</td><td>0.186</td><td>5.7</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>11.0</td><td>11</td><td>804046324</td><td>0</td><td>0</td><td>804046318</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.556</td><td>22.544</td><td>179.8</td><td>2451573.6837</td><td>1.1</td><td>0.82</td><td>1.06</td><td>15.804</td><td>0.184</td><td>15.783</td><td>0.331</td><td>15.466</td><td>0.36</td><td>4817</td><td>73</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>174</td><td>17.6</td><td>16.6</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td></tr> <tr><td>127.647894</td><td>1.347275</td><td>0.08</td><td>0.06</td><td>88</td><td>08303549+0120501</td><td>13.56</td><td>0.026</td><td>0.029</td><td>110.5</td><td>13.149</td><td>0.029</td><td>0.03</td><td>76.6</td><td>13.062</td><td>0.034</td><td>0.035</td><td>45.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>29.2</td><td>66</td><td>804046366</td><td>0</td><td>0</td><td>804046354</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.553</td><td>22.567</td><td>112.8</td><td>2451573.6837</td><td>0.94</td><td>0.73</td><td>0.97</td><td>13.574</td><td>0.037</td><td>13.149</td><td>0.064</td><td>13.027</td><td>0.044</td><td>4866</td><td>140</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>270</td><td>15.5</td><td>14.4</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td></tr> <tr><td>127.629856</td><td>1.336659</td><td>0.09</td><td>0.07</td><td>88</td><td>08303116+0120119</td><td>15.624</td><td>0.075</td><td>0.076</td><td>16.5</td><td>15.116</td><td>0.078</td><td>0.078</td><td>12.5</td><td>14.845</td><td>0.124</td><td>0.124</td><td>8.8</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>360606</td><td>11.0</td><td>191</td><td>804046318</td><td>0</td><td>0</td><td>804046324</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.554</td><td>22.546</td><td>177.7</td><td>2451573.6837</td><td>0.68</td><td>1.11</td><td>1.42</td><td>15.536</td><td>0.113</td><td>15.248</td><td>0.158</td><td>15.116</td><td>0.077</td><td>4828</td><td>75</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.0</td><td>257</td><td>17.6</td><td>16.7</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td></tr> <tr><td>127.641134</td><td>1.354178</td><td>0.08</td><td>0.06</td><td>90</td><td>08303387+0121150</td><td>14.449</td><td>0.035</td><td>0.037</td><td>48.7</td><td>13.844</td><td>0.024</td><td>0.026</td><td>40.4</td><td>13.495</td><td>0.045</td><td>0.045</td><td>30.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>27.6</td><td>343</td><td>804046390</td><td>0</td><td>0</td><td>804046376</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.543</td><td>22.564</td><td>137.1</td><td>2451573.6837</td><td>1.07</td><td>1.29</td><td>0.97</td><td>14.423</td><td>0.032</td><td>13.864</td><td>0.07</td><td>13.529</td><td>0.06</td><td>4891</td><td>116</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>1.2</td><td>264</td><td>18.9</td><td>16.8</td><td>1</td><td>--</td><td>43957</td><td>1010994</td><td>68</td></tr> <tr><td>127.659372</td><td>1.344964</td><td>0.1</td><td>0.08</td><td>90</td><td>08303824+0120418</td><td>15.722</td><td>0.069</td><td>0.07</td><td>15.1</td><td>15.19</td><td>0.098</td><td>0.099</td><td>11.7</td><td>15.191</td><td>0.169</td><td>0.169</td><td>6.4</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>24.7</td><td>324</td><td>804046366</td><td>0</td><td>0</td><td>804046346</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.561</td><td>22.576</td><td>71.5</td><td>2451573.6837</td><td>1.17</td><td>0.97</td><td>1.11</td><td>15.707</td><td>0.12</td><td>15.087</td><td>0.098</td><td>15.275</td><td>0.337</td><td>4858</td><td>181</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>190</td><td>17.6</td><td>16.5</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td></tr> <tr><td>127.665886</td><td>1.349635</td><td>0.08</td><td>0.06</td><td>90</td><td>08303981+0120586</td><td>9.368</td><td>0.023</td><td>0.026</td><td>5250.9</td><td>8.8</td><td>0.063</td><td>0.065</td><td>4206.4</td><td>8.761</td><td>0.019</td><td>0.021</td><td>2382.4</td><td>AAA</td><td>212</td><td>111</td><td>000</td><td>446666</td><td>28.9</td><td>234</td><td>804046346</td><td>0</td><td>0</td><td>804046361</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.56</td><td>22.584</td><td>48.0</td><td>2451573.6837</td><td>0.75</td><td>0.74</td><td>0.6</td><td>9.362</td><td>0.01</td><td>8.88</td><td>0.05</td><td>8.745</td><td>0.012</td><td>4875</td><td>205</td><td>sw</td><td>0</td><td>1</td><td>T</td><td>0.3</td><td>24</td><td>11.62</td><td>10.83</td><td>2</td><td>--</td><td>43957</td><td>1010994</td><td>68</td></tr> <tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr> <tr><td>127.630358</td><td>1.659714</td><td>0.07</td><td>0.06</td><td>83</td><td>08303128+0139349</td><td>14.002</td><td>0.033</td><td>0.036</td><td>73.6</td><td>13.784</td><td>0.042</td><td>0.043</td><td>42.7</td><td>13.709</td><td>0.049</td><td>0.05</td><td>25.0</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>12.5</td><td>9</td><td>804047077</td><td>0</td><td>0</td><td>804047071</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.248</td><td>22.703</td><td>175.9</td><td>2451573.6839</td><td>1.09</td><td>0.73</td><td>1.12</td><td>13.965</td><td>0.02</td><td>13.762</td><td>0.031</td><td>13.734</td><td>0.082</td><td>5991</td><td>77</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>210</td><td>15.1</td><td>14.5</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td></tr> <tr><td>127.630877</td><td>1.663142</td><td>0.13</td><td>0.11</td><td>179</td><td>08303141+0139473</td><td>15.903</td><td>0.097</td><td>0.098</td><td>12.8</td><td>15.514</td><td>0.124</td><td>0.125</td><td>8.7</td><td>15.56</td><td>0.22</td><td>0.22</td><td>4.5</td><td>ABD</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>12.5</td><td>189</td><td>804047071</td><td>0</td><td>0</td><td>804047077</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.245</td><td>22.705</td><td>174.0</td><td>2451573.6839</td><td>0.94</td><td>1.08</td><td>1.41</td><td>15.665</td><td>0.098</td><td>15.509</td><td>0.141</td><td>15.8</td><td>0.593</td><td>6004</td><td>79</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.8</td><td>143</td><td>17.3</td><td>16.7</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td></tr> <tr><td>127.608503</td><td>1.657705</td><td>0.06</td><td>0.06</td><td>90</td><td>08302604+0139277</td><td>13.408</td><td>0.023</td><td>0.026</td><td>131.6</td><td>12.912</td><td>0.026</td><td>0.027</td><td>102.1</td><td>12.756</td><td>0.03</td><td>0.031</td><td>60.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>56.4</td><td>309</td><td>804039681</td><td>0</td><td>0</td><td>804039702</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.238</td><td>22.682</td><td>-179.1</td><td>2451573.6812</td><td>1.11</td><td>1.0</td><td>1.03</td><td>13.392</td><td>0.019</td><td>12.891</td><td>0.042</td><td>12.723</td><td>0.036</td><td>5986</td><td>73</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.1</td><td>224</td><td>15.9</td><td>14.4</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.61793</td><td>1.670363</td><td>0.06</td><td>0.06</td><td>90</td><td>08302830+0140133</td><td>12.331</td><td>0.021</td><td>0.024</td><td>354.8</td><td>11.852</td><td>0.021</td><td>0.023</td><td>271.1</td><td>11.776</td><td>0.022</td><td>0.024</td><td>148.3</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665566</td><td>48.7</td><td>97</td><td>804047087</td><td>0</td><td>0</td><td>804039676</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.231</td><td>22.697</td><td>-213.0</td><td>2451573.6812</td><td>0.97</td><td>0.85</td><td>0.87</td><td>12.325</td><td>0.015</td><td>11.863</td><td>0.052</td><td>11.795</td><td>0.02</td><td>6032</td><td>39</td><td>se</td><td>1</td><td>1</td><td>U</td><td>1.0</td><td>197</td><td>14.7</td><td>13.2</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.631377</td><td>1.668806</td><td>0.06</td><td>0.06</td><td>90</td><td>08303153+0140077</td><td>14.417</td><td>0.037</td><td>0.039</td><td>50.2</td><td>14.078</td><td>0.048</td><td>0.049</td><td>32.6</td><td>14.041</td><td>0.059</td><td>0.059</td><td>18.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666636</td><td>20.5</td><td>185</td><td>804047077</td><td>0</td><td>0</td><td>804047087</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.239</td><td>22.708</td><td>172.2</td><td>2451573.6839</td><td>0.89</td><td>0.69</td><td>1.07</td><td>14.356</td><td>0.027</td><td>14.077</td><td>0.054</td><td>14.032</td><td>0.1</td><td>6024</td><td>80</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.1</td><td>320</td><td>15.9</td><td>15.1</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td></tr> <tr><td>127.59634</td><td>1.667581</td><td>0.11</td><td>0.11</td><td>45</td><td>08302312+0140032</td><td>15.932</td><td>0.079</td><td>0.08</td><td>12.9</td><td>15.564</td><td>0.129</td><td>0.129</td><td>8.9</td><td>15.494</td><td>0.207</td><td>0.207</td><td>4.8</td><td>ABD</td><td>222</td><td>111</td><td>000</td><td>260605</td><td>56.4</td><td>129</td><td>804039702</td><td>0</td><td>0</td><td>804039681</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.222</td><td>22.677</td><td>-135.3</td><td>2451573.6812</td><td>1.42</td><td>0.89</td><td>0.99</td><td>15.856</td><td>0.152</td><td>15.713</td><td>0.139</td><td>15.256</td><td>0.593</td><td>6022</td><td>117</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>231</td><td>17.2</td><td>16.6</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.607412</td><td>1.680264</td><td>0.07</td><td>0.07</td><td>45</td><td>08302577+0140489</td><td>15.187</td><td>0.045</td><td>0.047</td><td>25.6</td><td>14.768</td><td>0.052</td><td>0.052</td><td>18.5</td><td>14.635</td><td>0.105</td><td>0.105</td><td>10.7</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>462606</td><td>19.3</td><td>341</td><td>804039639</td><td>0</td><td>0</td><td>804039656</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.216</td><td>22.692</td><td>-175.1</td><td>2451573.6811</td><td>0.84</td><td>0.99</td><td>0.66</td><td>15.267</td><td>0.083</td><td>14.939</td><td>0.139</td><td>14.272</td><td>0.074</td><td>6068</td><td>77</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>196</td><td>17.2</td><td>16.2</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.605675</td><td>1.685328</td><td>0.07</td><td>0.06</td><td>4</td><td>08302536+0141071</td><td>15.208</td><td>0.04</td><td>0.042</td><td>25.1</td><td>14.614</td><td>0.05</td><td>0.051</td><td>21.3</td><td>14.529</td><td>0.082</td><td>0.083</td><td>11.7</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>562615</td><td>19.3</td><td>161</td><td>804039656</td><td>0</td><td>0</td><td>804039639</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.21</td><td>22.693</td><td>-168.9</td><td>2451573.6811</td><td>1.23</td><td>0.93</td><td>0.6</td><td>15.238</td><td>0.074</td><td>14.743</td><td>0.124</td><td>14.394</td><td>0.152</td><td>6086</td><td>83</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.0</td><td>201</td><td>17.0</td><td>16.1</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.59557</td><td>1.693948</td><td>0.24</td><td>0.21</td><td>14</td><td>08302293+0141382</td><td>16.451</td><td>0.144</td><td>0.144</td><td>8.0</td><td>15.841</td><td>0.166</td><td>0.166</td><td>6.9</td><td>15.403</td><td>0.221</td><td>0.221</td><td>5.3</td><td>BCD</td><td>222</td><td>111</td><td>000</td><td>160506</td><td>47.8</td><td>130</td><td>804039639</td><td>0</td><td>0</td><td>804039617</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.197</td><td>22.689</td><td>-132.5</td><td>2451573.6811</td><td>1.16</td><td>1.11</td><td>0.98</td><td>16.066</td><td>0.3</td><td>15.271</td><td>0.191</td><td>14.673</td><td>0.14</td><td>6117</td><td>120</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>306</td><td>18.5</td><td>16.9</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.612403</td><td>1.684011</td><td>0.07</td><td>0.06</td><td>86</td><td>08302697+0141024</td><td>14.826</td><td>0.049</td><td>0.05</td><td>35.7</td><td>14.37</td><td>0.071</td><td>0.072</td><td>26.7</td><td>14.421</td><td>0.09</td><td>0.09</td><td>13.0</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665526</td><td>3.4</td><td>355</td><td>804047124</td><td>0</td><td>0</td><td>804039648</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.215</td><td>22.699</td><td>-193.1</td><td>2451573.6811</td><td>4.16</td><td>2.34</td><td>2.12</td><td>14.585</td><td>0.042</td><td>14.051</td><td>0.054</td><td>13.864</td><td>0.142</td><td>6081</td><td>59</td><td>se</td><td>1</td><td>1</td><td>U</td><td>1.1</td><td>181</td><td>16.1</td><td>15.0</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.626044</td><td>1.687986</td><td>0.06</td><td>0.06</td><td>73</td><td>08303025+0141167</td><td>14.101</td><td>0.032</td><td>0.034</td><td>67.2</td><td>13.812</td><td>0.036</td><td>0.037</td><td>41.6</td><td>13.789</td><td>0.051</td><td>0.051</td><td>23.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666656</td><td>49.8</td><td>19</td><td>804047159</td><td>0</td><td>0</td><td>804047134</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.218</td><td>22.712</td><td>191.4</td><td>2451573.684</td><td>0.84</td><td>1.04</td><td>1.05</td><td>14.155</td><td>0.022</td><td>13.925</td><td>0.089</td><td>13.796</td><td>0.148</td><td>6093</td><td>61</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.1</td><td>188</td><td>15.9</td><td>14.9</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td></tr> <tr><td>127.612321</td><td>1.684947</td><td>0.11</td><td>0.11</td><td>125</td><td>08302695+0141058</td><td>14.733</td><td>--</td><td>--</td><td>--</td><td>15.055</td><td>0.086</td><td>0.087</td><td>13.2</td><td>14.616</td><td>--</td><td>--</td><td>--</td><td>UAU</td><td>020</td><td>010</td><td>0c0</td><td>005600</td><td>3.4</td><td>175</td><td>804039648</td><td>0</td><td>0</td><td>804047124</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.214</td><td>22.699</td><td>240.8</td><td>2451573.684</td><td>--</td><td>0.93</td><td>--</td><td>--</td><td>--</td><td>14.188</td><td>0.073</td><td>--</td><td>--</td><td>6082</td><td>12</td><td>sw</td><td>0</td><td>0</td><td>U</td><td>2.3</td><td>352</td><td>16.1</td><td>15.0</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td></tr> <tr><td>127.580761</td><td>1.701335</td><td>0.06</td><td>0.06</td><td>45</td><td>08301938+0142048</td><td>14.631</td><td>0.036</td><td>0.038</td><td>42.7</td><td>14.208</td><td>0.044</td><td>0.045</td><td>31.0</td><td>14.056</td><td>0.066</td><td>0.067</td><td>18.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666646</td><td>56.6</td><td>22</td><td>804039566</td><td>0</td><td>0</td><td>804039599</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.182</td><td>22.679</td><td>-79.2</td><td>2451573.6811</td><td>0.83</td><td>0.97</td><td>0.94</td><td>14.594</td><td>0.06</td><td>14.152</td><td>0.074</td><td>13.985</td><td>0.209</td><td>6144</td><td>173</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>275</td><td>16.4</td><td>15.4</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.559304</td><td>1.696663</td><td>0.14</td><td>0.13</td><td>8</td><td>08301423+0141479</td><td>16.043</td><td>0.077</td><td>0.078</td><td>11.6</td><td>15.493</td><td>0.121</td><td>0.122</td><td>9.5</td><td>15.201</td><td>0.162</td><td>0.162</td><td>6.3</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>58.0</td><td>184</td><td>804039655</td><td>0</td><td>0</td><td>804039606</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.175</td><td>22.658</td><td>-2.0</td><td>2451573.6811</td><td>0.98</td><td>0.81</td><td>1.33</td><td>16.321</td><td>0.224</td><td>15.372</td><td>0.186</td><td>15.02</td><td>0.241</td><td>6127</td><td>250</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>270</td><td>20.2</td><td>18.8</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.594693</td><td>1.712073</td><td>0.06</td><td>0.06</td><td>90</td><td>08302272+0142434</td><td>15.06</td><td>0.036</td><td>0.038</td><td>28.7</td><td>14.42</td><td>0.055</td><td>0.056</td><td>25.5</td><td>14.219</td><td>0.066</td><td>0.067</td><td>15.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>662605</td><td>31.6</td><td>295</td><td>804039566</td><td>0</td><td>0</td><td>804039577</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.179</td><td>22.697</td><td>-129.4</td><td>2451573.6811</td><td>1.02</td><td>1.12</td><td>0.85</td><td>15.063</td><td>0.059</td><td>14.503</td><td>0.168</td><td>14.731</td><td>0.317</td><td>6182</td><td>123</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>132</td><td>17.9</td><td>16.4</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.586772</td><td>1.715849</td><td>0.07</td><td>0.07</td><td>45</td><td>08302082+0142570</td><td>15.723</td><td>0.066</td><td>0.067</td><td>15.6</td><td>14.973</td><td>0.06</td><td>0.06</td><td>15.3</td><td>14.812</td><td>0.12</td><td>0.12</td><td>9.1</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>360605</td><td>28.2</td><td>0</td><td>804039552</td><td>0</td><td>0</td><td>804039566</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.171</td><td>22.691</td><td>-100.9</td><td>2451573.6811</td><td>1.08</td><td>0.96</td><td>1.11</td><td>15.705</td><td>0.181</td><td>15.211</td><td>0.16</td><td>14.664</td><td>0.119</td><td>6196</td><td>151</td><td>se</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.447192</td><td>1.647533</td><td>0.24</td><td>0.19</td><td>81</td><td>08294732+0138511</td><td>16.529</td><td>0.148</td><td>0.149</td><td>7.4</td><td>16.028</td><td>0.195</td><td>0.195</td><td>5.8</td><td>15.104</td><td>0.176</td><td>0.176</td><td>6.9</td><td>BCC</td><td>222</td><td>111</td><td>000</td><td>060506</td><td>15.9</td><td>129</td><td>804020424</td><td>0</td><td>0</td><td>804020436</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.163</td><td>22.536</td><td>-30.1</td><td>2451573.6742</td><td>1.12</td><td>0.98</td><td>0.86</td><td>15.861</td><td>0.062</td><td>15.148</td><td>0.204</td><td>14.526</td><td>0.224</td><td>5946</td><td>222</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.7</td><td>220</td><td>19.0</td><td>18.0</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.433953</td><td>1.655758</td><td>0.13</td><td>0.11</td><td>176</td><td>08294414+0139207</td><td>16.065</td><td>0.095</td><td>0.096</td><td>11.4</td><td>15.5</td><td>0.113</td><td>0.113</td><td>9.4</td><td>15.384</td><td>0.183</td><td>0.183</td><td>5.3</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>061606</td><td>17.8</td><td>349</td><td>804020468</td><td>0</td><td>0</td><td>804020450</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.149</td><td>22.529</td><td>17.6</td><td>2451573.6742</td><td>1.72</td><td>1.15</td><td>0.98</td><td>16.668</td><td>0.24</td><td>15.589</td><td>0.429</td><td>17.98</td><td>5.025</td><td>5976</td><td>235</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>199</td><td>17.8</td><td>17.2</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.432986</td><td>1.660608</td><td>0.06</td><td>0.06</td><td>0</td><td>08294391+0139381</td><td>13.003</td><td>0.018</td><td>0.022</td><td>191.1</td><td>12.478</td><td>0.027</td><td>0.029</td><td>152.3</td><td>12.418</td><td>0.027</td><td>0.029</td><td>82.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>17.8</td><td>169</td><td>804020450</td><td>0</td><td>0</td><td>804020468</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.144</td><td>22.53</td><td>21.0</td><td>2451573.6742</td><td>0.85</td><td>0.92</td><td>1.11</td><td>13.021</td><td>0.025</td><td>12.471</td><td>0.062</td><td>12.413</td><td>0.053</td><td>5993</td><td>232</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>261</td><td>15.5</td><td>14.3</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.440603</td><td>1.667036</td><td>0.06</td><td>0.06</td><td>17</td><td>08294574+0140013</td><td>12.716</td><td>0.031</td><td>0.033</td><td>248.9</td><td>12.125</td><td>0.038</td><td>0.039</td><td>210.8</td><td>11.889</td><td>0.027</td><td>0.029</td><td>133.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>35.9</td><td>230</td><td>804020468</td><td>0</td><td>0</td><td>804020477</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.142</td><td>22.54</td><td>-6.4</td><td>2451573.6742</td><td>2.54</td><td>2.87</td><td>3.03</td><td>12.572</td><td>0.01</td><td>11.918</td><td>0.04</td><td>11.787</td><td>0.032</td><td>6016</td><td>246</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>221</td><td>16.1</td><td>14.0</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.449076</td><td>1.681583</td><td>0.06</td><td>0.06</td><td>0</td><td>08294777+0140536</td><td>14.879</td><td>0.032</td><td>0.035</td><td>34.0</td><td>14.219</td><td>0.05</td><td>0.051</td><td>30.6</td><td>14.108</td><td>0.059</td><td>0.06</td><td>17.3</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666606</td><td>60.6</td><td>210</td><td>804020477</td><td>0</td><td>0</td><td>804020514</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.132</td><td>22.554</td><td>-36.9</td><td>2451573.6742</td><td>0.86</td><td>0.7</td><td>0.85</td><td>14.927</td><td>0.05</td><td>14.197</td><td>0.063</td><td>14.262</td><td>0.097</td><td>6068</td><td>215</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>334</td><td>18.4</td><td>16.6</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.429017</td><td>1.681421</td><td>0.07</td><td>0.07</td><td>17</td><td>08294296+0140531</td><td>15.091</td><td>0.055</td><td>0.057</td><td>27.9</td><td>14.806</td><td>0.067</td><td>0.067</td><td>17.8</td><td>14.78</td><td>0.116</td><td>0.117</td><td>9.3</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>660506</td><td>44.1</td><td>347</td><td>804020529</td><td>0</td><td>0</td><td>804020512</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.122</td><td>22.537</td><td>35.3</td><td>2451573.6742</td><td>0.77</td><td>0.84</td><td>0.97</td><td>15.029</td><td>0.029</td><td>14.728</td><td>0.085</td><td>14.707</td><td>0.217</td><td>6068</td><td>217</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>285</td><td>16.6</td><td>15.8</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.426213</td><td>1.693338</td><td>0.28</td><td>0.27</td><td>63</td><td>08294229+0141360</td><td>16.725</td><td>0.179</td><td>0.179</td><td>6.2</td><td>15.843</td><td>0.154</td><td>0.154</td><td>6.9</td><td>15.57</td><td>0.229</td><td>0.229</td><td>4.5</td><td>CCD</td><td>222</td><td>111</td><td>c00</td><td>050606</td><td>25.6</td><td>16</td><td>804020540</td><td>0</td><td>0</td><td>804020529</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.109</td><td>22.54</td><td>45.4</td><td>2451573.6743</td><td>0.96</td><td>1.0</td><td>1.11</td><td>16.719</td><td>0.4</td><td>15.882</td><td>0.416</td><td>15.431</td><td>0.414</td><td>6111</td><td>207</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.6</td><td>196</td><td>19.4</td><td>18.0</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.428133</td><td>1.700177</td><td>0.06</td><td>0.06</td><td>0</td><td>08294275+0142006</td><td>9.791</td><td>0.021</td><td>0.024</td><td>3681.5</td><td>9.505</td><td>0.024</td><td>0.026</td><td>2354.6</td><td>9.458</td><td>0.019</td><td>0.021</td><td>1253.8</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>25.6</td><td>196</td><td>804020529</td><td>0</td><td>0</td><td>804020540</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.104</td><td>22.545</td><td>38.5</td><td>2451573.6743</td><td>0.74</td><td>1.05</td><td>0.87</td><td>9.779</td><td>0.009</td><td>9.5</td><td>0.034</td><td>9.451</td><td>0.02</td><td>6136</td><td>214</td><td>sw</td><td>0</td><td>1</td><td>T</td><td>0.1</td><td>52</td><td>11.48</td><td>10.79</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.449164</td><td>1.708055</td><td>0.06</td><td>0.06</td><td>17</td><td>08294779+0142289</td><td>14.457</td><td>0.035</td><td>0.037</td><td>50.1</td><td>14.007</td><td>0.031</td><td>0.032</td><td>37.3</td><td>13.923</td><td>0.06</td><td>0.061</td><td>20.5</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666656</td><td>48.4</td><td>12</td><td>804020588</td><td>0</td><td>0</td><td>804020559</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.107</td><td>22.567</td><td>-37.2</td><td>2451573.6743</td><td>1.09</td><td>0.91</td><td>1.23</td><td>14.448</td><td>0.059</td><td>14.061</td><td>0.081</td><td>13.887</td><td>0.102</td><td>6164</td><td>215</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>248</td><td>16.8</td><td>15.4</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.492406</td><td>1.685115</td><td>0.31</td><td>0.3</td><td>70</td><td>08295817+0141064</td><td>16.237</td><td>0.106</td><td>0.106</td><td>9.7</td><td>15.647</td><td>0.136</td><td>0.136</td><td>8.2</td><td>15.683</td><td>0.239</td><td>0.239</td><td>4.1</td><td>BBD</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>24.3</td><td>194</td><td>804020509</td><td>0</td><td>0</td><td>804020518</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.151</td><td>22.594</td><td>-192.8</td><td>2451573.6743</td><td>1.09</td><td>0.75</td><td>1.03</td><td>16.086</td><td>0.16</td><td>15.514</td><td>0.191</td><td>15.639</td><td>0.359</td><td>6081</td><td>59</td><td>se</td><td>1</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.503105</td><td>1.700905</td><td>0.06</td><td>0.06</td><td>90</td><td>08300074+0142032</td><td>14.571</td><td>0.039</td><td>0.041</td><td>45.1</td><td>14.218</td><td>0.031</td><td>0.032</td><td>30.7</td><td>14.104</td><td>0.064</td><td>0.065</td><td>17.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665606</td><td>24.1</td><td>353</td><td>804039583</td><td>0</td><td>0</td><td>804039600</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.142</td><td>22.611</td><td>200.2</td><td>2451573.6811</td><td>1.34</td><td>0.99</td><td>0.87</td><td>14.543</td><td>0.027</td><td>14.287</td><td>0.153</td><td>14.297</td><td>0.141</td><td>6143</td><td>53</td><td>sw</td><td>1</td><td>1</td><td>U</td><td>0.5</td><td>268</td><td>16.2</td><td>15.2</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.477304</td><td>1.697812</td><td>0.23</td><td>0.23</td><td>42</td><td>08295455+0141521</td><td>16.685</td><td>0.154</td><td>0.155</td><td>6.4</td><td>15.942</td><td>0.16</td><td>0.161</td><td>6.3</td><td>15.42</td><td>0.22</td><td>0.22</td><td>5.2</td><td>CCD</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>21.5</td><td>291</td><td>804020539</td><td>0</td><td>0</td><td>804020536</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.131</td><td>22.587</td><td>-138.5</td><td>2451573.6743</td><td>0.9</td><td>0.94</td><td>1.0</td><td>16.455</td><td>0.262</td><td>16.252</td><td>0.612</td><td>15.216</td><td>0.483</td><td>6127</td><td>114</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>155</td><td>19.1</td><td>18.1</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.471749</td><td>1.699981</td><td>0.15</td><td>0.15</td><td>145</td><td>08295321+0141599</td><td>16.278</td><td>0.12</td><td>0.121</td><td>9.4</td><td>15.646</td><td>0.138</td><td>0.138</td><td>8.2</td><td>15.792</td><td>--</td><td>--</td><td>--</td><td>BBU</td><td>220</td><td>110</td><td>000</td><td>060600</td><td>21.5</td><td>111</td><td>804020536</td><td>0</td><td>0</td><td>804020539</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.127</td><td>22.583</td><td>-118.5</td><td>2451573.6743</td><td>0.82</td><td>0.93</td><td>--</td><td>16.158</td><td>0.12</td><td>15.666</td><td>0.136</td><td>--</td><td>--</td><td>6134</td><td>134</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>178</td><td>18.2</td><td>17.1</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.485472</td><td>1.701631</td><td>0.07</td><td>0.07</td><td>17</td><td>08295651+0142058</td><td>15.286</td><td>0.047</td><td>0.049</td><td>23.3</td><td>14.805</td><td>0.069</td><td>0.069</td><td>17.9</td><td>14.59</td><td>0.102</td><td>0.102</td><td>11.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>361506</td><td>32.4</td><td>245</td><td>804020536</td><td>0</td><td>0</td><td>804020544</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.132</td><td>22.596</td><td>-167.8</td><td>2451573.6743</td><td>1.03</td><td>1.1</td><td>1.02</td><td>15.41</td><td>0.107</td><td>14.79</td><td>0.127</td><td>14.331</td><td>0.225</td><td>6140</td><td>84</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>227</td><td>17.9</td><td>16.6</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.50233</td><td>1.707568</td><td>0.06</td><td>0.06</td><td>90</td><td>08300055+0142272</td><td>13.442</td><td>0.023</td><td>0.026</td><td>127.5</td><td>12.837</td><td>0.024</td><td>0.026</td><td>109.4</td><td>12.652</td><td>0.029</td><td>0.03</td><td>66.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>24.1</td><td>173</td><td>804039600</td><td>0</td><td>0</td><td>804039583</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.135</td><td>22.614</td><td>203.0</td><td>2451573.6811</td><td>1.13</td><td>0.79</td><td>1.5</td><td>13.483</td><td>0.018</td><td>12.913</td><td>0.029</td><td>12.71</td><td>0.045</td><td>6167</td><td>50</td><td>sw</td><td>1</td><td>1</td><td>U</td><td>1.1</td><td>262</td><td>17.2</td><td>15.1</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.469423</td><td>1.71372</td><td>0.12</td><td>0.11</td><td>101</td><td>08295266+0142493</td><td>16.124</td><td>0.097</td><td>0.098</td><td>10.8</td><td>15.408</td><td>0.101</td><td>0.102</td><td>10.3</td><td>15.34</td><td>0.186</td><td>0.186</td><td>5.6</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>060606</td><td>50.2</td><td>170</td><td>804020539</td><td>0</td><td>0</td><td>804020569</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.112</td><td>22.588</td><td>-110.1</td><td>2451573.6743</td><td>0.99</td><td>0.99</td><td>0.93</td><td>16.256</td><td>0.269</td><td>15.929</td><td>0.347</td><td>15.574</td><td>0.328</td><td>6184</td><td>142</td><td>se</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.451948</td><td>1.721205</td><td>0.06</td><td>0.06</td><td>0</td><td>08294846+0143163</td><td>12.459</td><td>0.019</td><td>0.023</td><td>315.4</td><td>12.056</td><td>0.024</td><td>0.026</td><td>224.7</td><td>11.969</td><td>0.023</td><td>0.024</td><td>124.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>48.4</td><td>192</td><td>804020559</td><td>0</td><td>0</td><td>804020588</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.096</td><td>22.576</td><td>-47.2</td><td>2451573.6743</td><td>0.74</td><td>0.74</td><td>0.86</td><td>12.47</td><td>0.019</td><td>12.038</td><td>0.046</td><td>11.973</td><td>0.029</td><td>6211</td><td>205</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.3</td><td>176</td><td>14.8</td><td>13.5</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.395474</td><td>1.69711</td><td>0.34</td><td>0.32</td><td>88</td><td>08293491+0141495</td><td>16.551</td><td>0.164</td><td>0.164</td><td>7.3</td><td>15.907</td><td>0.207</td><td>0.207</td><td>6.5</td><td>15.795</td><td>0.274</td><td>0.275</td><td>3.7</td><td>CED</td><td>222</td><td>111</td><td>000</td><td>060506</td><td>53.7</td><td>338</td><td>804020566</td><td>0</td><td>0</td><td>804020535</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.089</td><td>22.515</td><td>156.0</td><td>2451573.6743</td><td>0.85</td><td>10.93</td><td>0.72</td><td>16.461</td><td>0.216</td><td>16.1</td><td>0.268</td><td>16.146</td><td>0.828</td><td>6125</td><td>97</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.432292</td><td>1.717116</td><td>0.07</td><td>0.06</td><td>96</td><td>08294375+0143016</td><td>14.569</td><td>0.032</td><td>0.035</td><td>45.2</td><td>14.299</td><td>0.055</td><td>0.056</td><td>28.5</td><td>14.219</td><td>0.084</td><td>0.084</td><td>15.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665614</td><td>22.8</td><td>14</td><td>804020593</td><td>0</td><td>0</td><td>804020581</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.09</td><td>22.557</td><td>23.5</td><td>2451573.6743</td><td>0.9</td><td>1.15</td><td>0.65</td><td>14.552</td><td>0.05</td><td>14.172</td><td>0.086</td><td>14.225</td><td>0.229</td><td>6197</td><td>229</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>198</td><td>16.4</td><td>15.3</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.433857</td><td>1.723263</td><td>0.07</td><td>0.07</td><td>17</td><td>08294412+0143237</td><td>15.678</td><td>0.08</td><td>0.081</td><td>16.3</td><td>15.207</td><td>0.105</td><td>0.105</td><td>12.3</td><td>14.965</td><td>0.138</td><td>0.138</td><td>7.9</td><td>AAB</td><td>222</td><td>111</td><td>ccc</td><td>665616</td><td>4.5</td><td>317</td><td>804020596</td><td>0</td><td>0</td><td>804020593</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.085</td><td>22.561</td><td>17.9</td><td>2451573.6743</td><td>1.14</td><td>0.83</td><td>1.22</td><td>14.517</td><td>0.097</td><td>14.072</td><td>0.112</td><td>14.179</td><td>0.144</td><td>6219</td><td>235</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>4.0</td><td>139</td><td>15.8</td><td>14.4</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td></tr> <tr><td>127.531902</td><td>1.729757</td><td>0.06</td><td>0.06</td><td>90</td><td>08300765+0143471</td><td>14.155</td><td>0.033</td><td>0.036</td><td>66.1</td><td>13.84</td><td>0.032</td><td>0.033</td><td>43.4</td><td>13.806</td><td>0.048</td><td>0.049</td><td>22.9</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666646</td><td>14.1</td><td>82</td><td>804039539</td><td>0</td><td>0</td><td>804039541</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.13</td><td>22.65</td><td>96.6</td><td>2451573.6811</td><td>1.03</td><td>0.88</td><td>1.01</td><td>14.136</td><td>0.051</td><td>13.972</td><td>0.048</td><td>13.85</td><td>0.118</td><td>6247</td><td>156</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>230</td><td>15.8</td><td>15.0</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> <tr><td>127.53577</td><td>1.730293</td><td>0.37</td><td>0.35</td><td>45</td><td>08300858+0143490</td><td>17.047</td><td>0.231</td><td>0.231</td><td>4.6</td><td>16.123</td><td>0.19</td><td>0.19</td><td>5.3</td><td>15.872</td><td>0.302</td><td>0.303</td><td>3.4</td><td>DCD</td><td>222</td><td>111</td><td>000</td><td>060605</td><td>14.1</td><td>262</td><td>804039541</td><td>0</td><td>0</td><td>804039539</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.131</td><td>22.654</td><td>82.7</td><td>2451573.6811</td><td>0.95</td><td>0.74</td><td>0.98</td><td>16.537</td><td>0.399</td><td>17.529</td><td>1.515</td><td>16.04</td><td>0.705</td><td>6249</td><td>170</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43956</td><td>1010982</td><td>198</td></tr> </table></div></div></div> </div> <p>Now that we have all the data we want from the 2MASS-PSC, we move on to query SDSS DR9 with astroquery. First we want to find out which tables are available:</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">catalog_list_sdss</span> <span class="o">=</span> <span class="n">Vizier</span><span class="o">.</span><span class="n">find_catalogs</span><span class="p">(</span><span class="s2">"SDSS DR9"</span><span class="p">)</span> <span class="k">for</span> <span class="n">catalog_ID</span><span class="p">,</span> <span class="n">catalog</span> <span class="ow">in</span> <span class="n">catalog_list_sdss</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> <span class="nb">print</span><span class="p">(</span><span class="n">catalog_ID</span><span class="p">,</span> <span class="s2">": "</span><span class="p">,</span> <span class="n">catalog</span><span class="o">.</span><span class="n">description</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>II/294 : The SDSS Photometric Catalog, Release 7 (Adelman-McCarthy+, 2009) V/139 : The SDSS Photometric Catalog, Release 9 (Adelman-McCarthy+, 2012) V/147 : The SDSS Photometric Catalogue, Release 12 (Alam+, 2015) V/154 : Sloan Digital Sky Surveys (SDSS), Release 16 (DR16) (Ahumada+, 2020) VII/289 : SDSS quasar catalog, sixteenth data release (DR16Q) (Lyke+, 2020) J/other/NewA/58.61 : SDSS DR9 galaxy clusters optical catalog (Banerjee+, 2018) </pre></div> </div> </div> </div> <p>We want to get data from the catalogue called <code class="docutils literal notranslate"><span class="pre">V/139</span></code>. As before let’s have a look at a few rows (per default <code class="docutils literal notranslate"><span class="pre">Vizier.get_catalogs</span></code> gives you 50 rows) of the code to figure out, which ones are most interesting for us.</p> <div class="cell tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">test_sdss</span> <span class="o">=</span> <span class="n">Vizier</span><span class="o">.</span><span class="n">get_catalogs</span><span class="p">(</span><span class="s2">"V/139"</span><span class="p">)</span> <span class="nb">print</span><span class="p">(</span><span class="n">test_sdss</span><span class="p">)</span> <span class="n">test_sdss</span><span class="p">[</span><span class="mi">0</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>TableList with 1 tables: '0:V/139/sdss9' with 21 column(s) and 50 row(s) </pre></div> </div> <div class="output text_html"><div><i>Table length=50</i> <table id="table140361552917968" class="table-striped table-bordered table-condensed"> <thead><tr><th>mode</th><th>q_mode</th><th>cl</th><th>SDSS9</th><th>m_SDSS9</th><th>Im</th><th>RA_ICRS</th><th>DE_ICRS</th><th>ObsDate</th><th>Q</th><th>umag</th><th>e_umag</th><th>gmag</th><th>e_gmag</th><th>rmag</th><th>e_rmag</th><th>imag</th><th>e_imag</th><th>zmag</th><th>e_zmag</th><th>zsp</th></tr></thead> <thead><tr><th></th><th></th><th></th><th></th><th></th><th></th><th>deg</th><th>deg</th><th>yr</th><th></th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th></th></tr></thead> <thead><tr><th>uint8</th><th>str1</th><th>uint8</th><th>str19</th><th>str1</th><th>str2</th><th>float64</th><th>float64</th><th>float64</th><th>uint8</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float64</th></tr></thead> <tr><td>2</td><td></td><td>6</td><td>J025955.29+000252.0</td><td>*</td><td>Im</td><td>44.980386</td><td>0.047779</td><td>2003.8093</td><td>3</td><td>23.450</td><td>0.580</td><td>22.345</td><td>0.101</td><td>21.948</td><td>0.104</td><td>22.044</td><td>0.163</td><td>21.474</td><td>0.404</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.07+000300.0</td><td>*</td><td>Im</td><td>44.983649</td><td>0.050016</td><td>1998.8264</td><td>3</td><td>24.432</td><td>1.374</td><td>24.266</td><td>0.627</td><td>22.859</td><td>0.314</td><td>21.240</td><td>0.119</td><td>21.032</td><td>0.430</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000259.9</td><td>*</td><td>Im</td><td>44.983619</td><td>0.049995</td><td>2002.7581</td><td>3</td><td>25.964</td><td>0.601</td><td>24.082</td><td>0.489</td><td>23.250</td><td>0.415</td><td>21.666</td><td>0.146</td><td>20.346</td><td>0.189</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000259.7</td><td>*</td><td>Im</td><td>44.983618</td><td>0.049940</td><td>2003.7384</td><td>3</td><td>25.593</td><td>0.783</td><td>24.345</td><td>0.567</td><td>22.358</td><td>0.174</td><td>21.124</td><td>0.084</td><td>20.942</td><td>0.310</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000259.9</td><td>*</td><td>Im</td><td>44.983616</td><td>0.049976</td><td>2001.7179</td><td>3</td><td>23.097</td><td>0.818</td><td>23.954</td><td>0.721</td><td>21.839</td><td>0.188</td><td>20.827</td><td>0.102</td><td>20.139</td><td>0.238</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000259.9</td><td>*</td><td>Im</td><td>44.983614</td><td>0.049984</td><td>2007.8858</td><td>3</td><td>25.534</td><td>1.705</td><td>24.458</td><td>1.282</td><td>23.156</td><td>0.451</td><td>21.522</td><td>0.119</td><td>20.811</td><td>0.229</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000259.9</td><td>*</td><td>Im</td><td>44.983607</td><td>0.049985</td><td>2002.8508</td><td>3</td><td>24.403</td><td>1.152</td><td>23.370</td><td>0.273</td><td>22.722</td><td>0.261</td><td>21.445</td><td>0.148</td><td>20.530</td><td>0.285</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000259.9</td><td>*</td><td>Im</td><td>44.983606</td><td>0.049981</td><td>1998.7254</td><td>3</td><td>23.421</td><td>0.462</td><td>24.430</td><td>0.472</td><td>22.850</td><td>0.206</td><td>21.512</td><td>0.091</td><td>21.022</td><td>0.241</td><td>--</td></tr> <tr><td>2</td><td></td><td>6</td><td>J025956.06+000300.0</td><td>*</td><td>Im</td><td>44.983596</td><td>0.050026</td><td>2003.9076</td><td>3</td><td>25.992</td><td>0.686</td><td>24.375</td><td>0.762</td><td>22.527</td><td>0.225</td><td>21.520</td><td>0.120</td><td>20.665</td><td>0.249</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000259.9</td><td>*</td><td>Im</td><td>44.983583</td><td>0.049991</td><td>2001.7233</td><td>3</td><td>22.470</td><td>0.576</td><td>23.287</td><td>0.488</td><td>21.995</td><td>0.237</td><td>20.819</td><td>0.133</td><td>20.680</td><td>0.520</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.05+000300.0</td><td></td><td>Im</td><td>44.983574</td><td>0.050003</td><td>2002.6788</td><td>1</td><td>24.248</td><td>1.597</td><td>23.679</td><td>0.576</td><td>22.131</td><td>0.214</td><td>21.002</td><td>0.117</td><td>19.769</td><td>0.180</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.07+000259.8</td><td></td><td>Im</td><td>44.983631</td><td>0.049951</td><td>1998.8728</td><td>3</td><td>22.851</td><td>1.271</td><td>23.004</td><td>0.760</td><td>21.424</td><td>0.333</td><td>19.989</td><td>0.154</td><td>20.557</td><td>1.139</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.05+000259.9</td><td></td><td>Im</td><td>44.983567</td><td>0.049994</td><td>2000.7542</td><td>3</td><td>26.599</td><td>0.566</td><td>26.133</td><td>0.809</td><td>22.708</td><td>0.387</td><td>20.990</td><td>0.118</td><td>20.677</td><td>0.397</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.07+000300.0</td><td>*</td><td>Im</td><td>44.983661</td><td>0.050018</td><td>1998.8837</td><td>3</td><td>24.845</td><td>0.908</td><td>24.643</td><td>0.624</td><td>22.791</td><td>0.272</td><td>21.207</td><td>0.107</td><td>20.994</td><td>0.393</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.07+000259.9</td><td>*</td><td>Im</td><td>44.983652</td><td>0.049994</td><td>2002.7774</td><td>3</td><td>26.015</td><td>0.707</td><td>25.260</td><td>0.799</td><td>22.672</td><td>0.275</td><td>20.949</td><td>0.095</td><td>20.789</td><td>0.371</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.07+000259.9</td><td>*</td><td>Im</td><td>44.983649</td><td>0.049992</td><td>2008.0006</td><td>3</td><td>23.019</td><td>0.494</td><td>23.963</td><td>0.526</td><td>22.786</td><td>0.257</td><td>21.618</td><td>0.145</td><td>20.931</td><td>0.231</td><td>--</td></tr> <tr><td>2</td><td></td><td>6</td><td>J025956.06+000259.7</td><td>*</td><td>Im</td><td>44.983623</td><td>0.049937</td><td>2002.0373</td><td>3</td><td>24.624</td><td>0.997</td><td>25.291</td><td>0.604</td><td>22.508</td><td>0.182</td><td>21.623</td><td>0.109</td><td>21.072</td><td>0.273</td><td>--</td></tr> <tr><td>1</td><td></td><td>3</td><td>J025956.07+000259.9</td><td></td><td>Im</td><td>44.983638</td><td>0.049973</td><td>2003.8857</td><td>3</td><td>23.564</td><td>0.811</td><td>23.890</td><td>0.536</td><td>23.039</td><td>0.372</td><td>21.279</td><td>0.118</td><td>20.331</td><td>0.230</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.06+000300.0</td><td>*</td><td>Im</td><td>44.983622</td><td>0.049999</td><td>2002.8318</td><td>3</td><td>25.895</td><td>0.690</td><td>23.576</td><td>0.354</td><td>22.466</td><td>0.209</td><td>21.405</td><td>0.122</td><td>20.130</td><td>0.177</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.09+000300.0</td><td></td><td>Im</td><td>44.983733</td><td>0.050018</td><td>1998.7336</td><td>3</td><td>26.701</td><td>0.946</td><td>23.091</td><td>0.658</td><td>21.053</td><td>0.170</td><td>20.415</td><td>0.132</td><td>19.497</td><td>0.251</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.09+000300.1</td><td></td><td>Im</td><td>44.983711</td><td>0.050045</td><td>2003.7410</td><td>3</td><td>25.446</td><td>1.162</td><td>24.225</td><td>0.590</td><td>22.702</td><td>0.238</td><td>21.674</td><td>0.154</td><td>21.003</td><td>0.359</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.08+000259.6</td><td></td><td>Im</td><td>44.983694</td><td>0.049890</td><td>2000.9068</td><td>3</td><td>25.161</td><td>1.335</td><td>23.939</td><td>0.630</td><td>22.961</td><td>0.423</td><td>21.213</td><td>0.136</td><td>20.662</td><td>0.383</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.08+000259.9</td><td></td><td>Im</td><td>44.983687</td><td>0.049990</td><td>2004.9478</td><td>3</td><td>23.981</td><td>1.101</td><td>25.069</td><td>0.766</td><td>22.989</td><td>0.399</td><td>21.584</td><td>0.175</td><td>20.705</td><td>0.336</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.08+000300.0</td><td></td><td>Im</td><td>44.983667</td><td>0.050026</td><td>2001.8653</td><td>3</td><td>25.634</td><td>0.825</td><td>24.138</td><td>0.515</td><td>22.842</td><td>0.291</td><td>21.318</td><td>0.114</td><td>20.715</td><td>0.257</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025956.08+000259.8</td><td></td><td>Im</td><td>44.983667</td><td>0.049971</td><td>2003.8093</td><td>3</td><td>23.971</td><td>1.170</td><td>25.487</td><td>0.825</td><td>22.456</td><td>0.247</td><td>21.132</td><td>0.113</td><td>21.016</td><td>0.427</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.60+000241.7</td><td></td><td>Im</td><td>44.973363</td><td>0.044922</td><td>1998.8264</td><td>3</td><td>24.076</td><td>1.158</td><td>23.391</td><td>0.311</td><td>21.870</td><td>0.124</td><td>21.525</td><td>0.140</td><td>20.892</td><td>0.350</td><td>--</td></tr> <tr><td>2</td><td></td><td>6</td><td>J025953.60+000241.9</td><td>*</td><td>Im</td><td>44.973371</td><td>0.044996</td><td>2003.7410</td><td>3</td><td>23.348</td><td>0.852</td><td>23.211</td><td>0.273</td><td>21.987</td><td>0.128</td><td>21.409</td><td>0.122</td><td>22.344</td><td>0.904</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000241.9</td><td>*</td><td>Im</td><td>44.973258</td><td>0.044987</td><td>1998.8728</td><td>3</td><td>23.227</td><td>0.760</td><td>23.060</td><td>0.341</td><td>22.110</td><td>0.250</td><td>21.119</td><td>0.176</td><td>20.971</td><td>0.654</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.57+000242.1</td><td></td><td>Im</td><td>44.973222</td><td>0.045039</td><td>1998.7336</td><td>3</td><td>26.037</td><td>0.866</td><td>22.755</td><td>0.249</td><td>21.550</td><td>0.140</td><td>21.056</td><td>0.122</td><td>22.775</td><td>1.313</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.57+000241.9</td><td></td><td>Im</td><td>44.973221</td><td>0.044972</td><td>2002.8508</td><td>3</td><td>23.730</td><td>0.849</td><td>23.588</td><td>0.320</td><td>22.121</td><td>0.157</td><td>21.699</td><td>0.184</td><td>20.864</td><td>0.377</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.56+000242.1</td><td></td><td>Im</td><td>44.973181</td><td>0.045027</td><td>2002.0373</td><td>3</td><td>25.813</td><td>0.719</td><td>24.307</td><td>0.582</td><td>21.765</td><td>0.120</td><td>21.536</td><td>0.130</td><td>21.034</td><td>0.346</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.60+000241.9</td><td>*</td><td>Im</td><td>44.973339</td><td>0.044991</td><td>2002.7581</td><td>3</td><td>23.498</td><td>0.726</td><td>23.970</td><td>0.459</td><td>21.702</td><td>0.110</td><td>21.652</td><td>0.144</td><td>21.405</td><td>0.461</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000241.7</td><td></td><td>Im</td><td>44.973264</td><td>0.044936</td><td>2000.9068</td><td>3</td><td>24.813</td><td>1.217</td><td>23.540</td><td>0.375</td><td>22.109</td><td>0.158</td><td>21.409</td><td>0.133</td><td>21.036</td><td>0.422</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000242.1</td><td></td><td>Im</td><td>44.973263</td><td>0.045029</td><td>2002.6788</td><td>1</td><td>25.315</td><td>0.968</td><td>23.794</td><td>0.445</td><td>21.944</td><td>0.127</td><td>21.292</td><td>0.102</td><td>20.831</td><td>0.313</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000242.0</td><td></td><td>Im</td><td>44.973263</td><td>0.045001</td><td>1998.7254</td><td>3</td><td>24.240</td><td>0.678</td><td>23.658</td><td>0.265</td><td>22.310</td><td>0.118</td><td>21.610</td><td>0.092</td><td>21.437</td><td>0.307</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000241.8</td><td>*</td><td>Im</td><td>44.973260</td><td>0.044944</td><td>2001.7233</td><td>3</td><td>24.990</td><td>1.658</td><td>24.089</td><td>0.741</td><td>21.575</td><td>0.133</td><td>21.216</td><td>0.153</td><td>20.421</td><td>0.332</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000241.9</td><td>*</td><td>Im</td><td>44.973254</td><td>0.044978</td><td>2003.7384</td><td>3</td><td>24.259</td><td>0.968</td><td>23.527</td><td>0.290</td><td>21.998</td><td>0.116</td><td>21.417</td><td>0.099</td><td>20.953</td><td>0.281</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.59+000241.9</td><td>*</td><td>Im</td><td>44.973325</td><td>0.044973</td><td>2000.7542</td><td>3</td><td>23.214</td><td>0.706</td><td>24.015</td><td>0.589</td><td>22.129</td><td>0.177</td><td>21.435</td><td>0.135</td><td>21.357</td><td>0.524</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.59+000241.8</td><td></td><td>Im</td><td>44.973319</td><td>0.044964</td><td>2002.7774</td><td>3</td><td>24.288</td><td>1.273</td><td>23.057</td><td>0.239</td><td>21.635</td><td>0.110</td><td>21.160</td><td>0.119</td><td>20.646</td><td>0.316</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.59+000242.1</td><td></td><td>Im</td><td>44.973319</td><td>0.045037</td><td>2004.9478</td><td>3</td><td>24.701</td><td>1.301</td><td>23.595</td><td>0.366</td><td>22.002</td><td>0.173</td><td>21.640</td><td>0.186</td><td>20.881</td><td>0.397</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.59+000242.0</td><td></td><td>Im</td><td>44.973316</td><td>0.045001</td><td>2008.0006</td><td>3</td><td>25.346</td><td>0.929</td><td>24.308</td><td>0.658</td><td>22.173</td><td>0.155</td><td>21.577</td><td>0.145</td><td>20.721</td><td>0.197</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.59+000241.9</td><td>*</td><td>Im</td><td>44.973304</td><td>0.044976</td><td>2002.8318</td><td>3</td><td>25.538</td><td>0.713</td><td>23.713</td><td>0.314</td><td>22.173</td><td>0.128</td><td>21.500</td><td>0.104</td><td>21.093</td><td>0.306</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.60+000242.0</td><td></td><td>Im</td><td>44.973350</td><td>0.045004</td><td>2007.8858</td><td>3</td><td>22.152</td><td>0.532</td><td>23.801</td><td>0.939</td><td>22.174</td><td>0.220</td><td>21.527</td><td>0.135</td><td>21.110</td><td>0.331</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.59+000241.9</td><td>*</td><td>Im</td><td>44.973294</td><td>0.044997</td><td>2003.9076</td><td>3</td><td>25.201</td><td>1.364</td><td>22.889</td><td>0.282</td><td>21.843</td><td>0.151</td><td>21.168</td><td>0.108</td><td>21.248</td><td>0.493</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.59+000241.9</td><td>*</td><td>Im</td><td>44.973291</td><td>0.044981</td><td>1998.8837</td><td>3</td><td>22.888</td><td>0.400</td><td>23.120</td><td>0.240</td><td>21.758</td><td>0.124</td><td>21.315</td><td>0.136</td><td>21.443</td><td>0.637</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000241.8</td><td>*</td><td>Im</td><td>44.973286</td><td>0.044946</td><td>2001.7179</td><td>3</td><td>23.654</td><td>0.892</td><td>23.592</td><td>0.389</td><td>22.294</td><td>0.201</td><td>21.424</td><td>0.121</td><td>22.125</td><td>0.781</td><td>--</td></tr> <tr><td>1</td><td>+</td><td>3</td><td>J025953.58+000241.9</td><td></td><td>Im</td><td>44.973284</td><td>0.044973</td><td>2003.8857</td><td>3</td><td>23.519</td><td>0.529</td><td>23.650</td><td>0.298</td><td>22.182</td><td>0.123</td><td>21.591</td><td>0.112</td><td>21.892</td><td>0.522</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000241.9</td><td>*</td><td>Im</td><td>44.973274</td><td>0.044992</td><td>2003.8093</td><td>3</td><td>22.861</td><td>0.445</td><td>23.391</td><td>0.291</td><td>21.886</td><td>0.128</td><td>21.564</td><td>0.138</td><td>21.315</td><td>0.452</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025953.58+000241.9</td><td>*</td><td>Im</td><td>44.973274</td><td>0.044986</td><td>2001.8653</td><td>3</td><td>24.442</td><td>1.263</td><td>23.405</td><td>0.307</td><td>21.929</td><td>0.137</td><td>21.142</td><td>0.100</td><td>21.122</td><td>0.373</td><td>--</td></tr> <tr><td>2</td><td></td><td>3</td><td>J025952.90+000248.4</td><td></td><td>Im</td><td>44.970415</td><td>0.046785</td><td>2002.8318</td><td>3</td><td>26.385</td><td>0.522</td><td>24.003</td><td>0.538</td><td>22.335</td><td>0.221</td><td>22.723</td><td>0.444</td><td>21.606</td><td>0.667</td><td>--</td></tr> </table></div></div></div> </div> <p>Again we want to get the coordinates of the source as well as magnitudes at all five SDSS bands (u, g, r, i and z), and a classification (cl). Do restrict the query to returning these columns and to get more than 50 rows returned, we create a custom <code class="docutils literal notranslate"><span class="pre">Vizier</span></code> object and then use this object to again query within 14arcmin of RA=08h30m00s, Dec=01d30m00s.</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">custom_vizier</span> <span class="o">=</span> <span class="n">Vizier</span><span class="p">(</span> <span class="n">row_limit</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">"RA_ICRS"</span><span class="p">,</span> <span class="s2">"DE_ICRS"</span><span class="p">,</span> <span class="s2">"umag"</span><span class="p">,</span> <span class="s2">"gmag"</span><span class="p">,</span> <span class="s2">"rmag"</span><span class="p">,</span> <span class="s2">"imag"</span><span class="p">,</span> <span class="s2">"zmag"</span><span class="p">,</span> <span class="s2">"cl"</span><span class="p">],</span> <span class="p">)</span> <span class="n">coord</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span><span class="n">ra</span><span class="o">=</span><span class="s2">"08:30:00"</span><span class="p">,</span> <span class="n">dec</span><span class="o">=</span><span class="s2">"01:30:00"</span><span class="p">,</span> <span class="n">unit</span><span class="o">=</span><span class="p">(</span><span class="n">u</span><span class="o">.</span><span class="n">hourangle</span><span class="p">,</span> <span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">))</span> <span class="n">sdss_results</span> <span class="o">=</span> <span class="n">custom_vizier</span><span class="o">.</span><span class="n">query_region</span><span class="p">(</span><span class="n">coord</span><span class="p">,</span> <span class="n">radius</span><span class="o">=</span><span class="mi">14</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">arcmin</span><span class="p">,</span> <span class="n">catalog</span><span class="o">=</span><span class="s2">"V/139"</span><span class="p">)</span> <span class="n">sdss_results</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>TableList with 1 tables: '0:V/139/sdss9' with 8 column(s) and 12405 row(s) </pre></div> </div> </div> </div> <p>So we have one table in the resulting lists of tables. It is called <code class="docutils literal notranslate"><span class="pre">V/139/sdss9</span></code>. Let’s have a look at it:</p> <div class="cell tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">sdss_results</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=12405</i> <table id="table140361559633488" class="table-striped table-bordered table-condensed"> <thead><tr><th>RA_ICRS</th><th>DE_ICRS</th><th>umag</th><th>gmag</th><th>rmag</th><th>imag</th><th>zmag</th><th>cl</th></tr></thead> <thead><tr><th>deg</th><th>deg</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th>mag</th><th></th></tr></thead> <thead><tr><th>float64</th><th>float64</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>uint8</th></tr></thead> <tr><td>127.267366</td><td>1.512930</td><td>21.853</td><td>19.732</td><td>18.870</td><td>18.564</td><td>18.379</td><td>6</td></tr> <tr><td>127.267372</td><td>1.512928</td><td>22.250</td><td>19.697</td><td>18.855</td><td>18.568</td><td>18.306</td><td>6</td></tr> <tr><td>127.267372</td><td>1.512928</td><td>22.047</td><td>19.751</td><td>18.879</td><td>18.549</td><td>18.383</td><td>6</td></tr> <tr><td>127.267727</td><td>1.495873</td><td>22.879</td><td>22.223</td><td>21.492</td><td>21.122</td><td>20.872</td><td>3</td></tr> <tr><td>127.267754</td><td>1.495933</td><td>22.972</td><td>22.431</td><td>21.465</td><td>21.162</td><td>21.009</td><td>3</td></tr> <tr><td>127.267831</td><td>1.500005</td><td>23.816</td><td>24.462</td><td>22.470</td><td>20.754</td><td>20.033</td><td>6</td></tr> <tr><td>127.267836</td><td>1.495947</td><td>22.638</td><td>22.051</td><td>21.045</td><td>20.627</td><td>20.785</td><td>3</td></tr> <tr><td>127.267853</td><td>1.499961</td><td>24.527</td><td>24.690</td><td>22.381</td><td>20.670</td><td>20.016</td><td>6</td></tr> <tr><td>127.267955</td><td>1.499932</td><td>24.332</td><td>24.996</td><td>23.056</td><td>20.649</td><td>19.976</td><td>6</td></tr> <tr><td>127.268214</td><td>1.501147</td><td>19.210</td><td>18.034</td><td>17.572</td><td>17.435</td><td>17.414</td><td>6</td></tr> <tr><td>127.268221</td><td>1.501147</td><td>19.226</td><td>18.012</td><td>17.584</td><td>17.426</td><td>17.400</td><td>6</td></tr> <tr><td>127.268223</td><td>1.501140</td><td>19.180</td><td>18.003</td><td>17.578</td><td>17.440</td><td>17.406</td><td>6</td></tr> <tr><td>127.269016</td><td>1.486441</td><td>21.146</td><td>20.253</td><td>19.958</td><td>19.841</td><td>19.841</td><td>6</td></tr> <tr><td>127.269020</td><td>1.486437</td><td>21.187</td><td>20.300</td><td>19.955</td><td>19.856</td><td>19.915</td><td>6</td></tr> <tr><td>127.269026</td><td>1.486427</td><td>21.299</td><td>20.266</td><td>19.971</td><td>19.847</td><td>20.042</td><td>6</td></tr> <tr><td>127.269248</td><td>1.523607</td><td>25.294</td><td>23.536</td><td>21.922</td><td>21.086</td><td>20.620</td><td>6</td></tr> <tr><td>127.269280</td><td>1.523563</td><td>24.088</td><td>23.382</td><td>21.700</td><td>21.113</td><td>20.802</td><td>6</td></tr> <tr><td>127.269309</td><td>1.523600</td><td>23.671</td><td>23.413</td><td>21.457</td><td>21.148</td><td>20.785</td><td>6</td></tr> <tr><td>127.269518</td><td>1.465693</td><td>23.865</td><td>23.479</td><td>22.466</td><td>22.404</td><td>22.402</td><td>6</td></tr> <tr><td>127.270783</td><td>1.524278</td><td>24.993</td><td>25.751</td><td>25.505</td><td>22.173</td><td>22.502</td><td>6</td></tr> <tr><td>127.270852</td><td>1.477931</td><td>23.081</td><td>21.066</td><td>19.695</td><td>19.081</td><td>18.684</td><td>6</td></tr> <tr><td>127.270855</td><td>1.477917</td><td>23.262</td><td>21.052</td><td>19.704</td><td>19.084</td><td>18.723</td><td>6</td></tr> <tr><td>127.270866</td><td>1.477931</td><td>23.015</td><td>20.970</td><td>19.721</td><td>19.090</td><td>18.741</td><td>6</td></tr> <tr><td>127.271627</td><td>1.500150</td><td>24.196</td><td>23.277</td><td>22.291</td><td>21.807</td><td>22.824</td><td>6</td></tr> <tr><td>127.271639</td><td>1.500179</td><td>23.544</td><td>23.354</td><td>22.441</td><td>22.311</td><td>21.312</td><td>6</td></tr> <tr><td>127.271829</td><td>1.502992</td><td>24.089</td><td>21.899</td><td>20.573</td><td>19.622</td><td>19.092</td><td>6</td></tr> <tr><td>127.271836</td><td>1.503005</td><td>24.355</td><td>22.036</td><td>20.581</td><td>19.616</td><td>19.109</td><td>6</td></tr> <tr><td>127.271852</td><td>1.502987</td><td>24.806</td><td>22.086</td><td>20.555</td><td>19.687</td><td>19.090</td><td>6</td></tr> <tr><td>127.272076</td><td>1.524589</td><td>20.722</td><td>18.232</td><td>17.149</td><td>16.760</td><td>16.547</td><td>3</td></tr> <tr><td>127.272102</td><td>1.524583</td><td>20.485</td><td>18.199</td><td>17.150</td><td>16.753</td><td>16.497</td><td>6</td></tr> <tr><td>127.272107</td><td>1.524579</td><td>20.574</td><td>18.209</td><td>17.151</td><td>16.738</td><td>16.503</td><td>6</td></tr> <tr><td>127.272351</td><td>1.516112</td><td>22.086</td><td>21.380</td><td>20.923</td><td>20.674</td><td>20.912</td><td>6</td></tr> <tr><td>127.272355</td><td>1.516121</td><td>22.695</td><td>21.323</td><td>20.843</td><td>20.561</td><td>20.467</td><td>6</td></tr> <tr><td>127.272372</td><td>1.516100</td><td>22.181</td><td>21.519</td><td>20.880</td><td>20.647</td><td>20.302</td><td>6</td></tr> <tr><td>127.272430</td><td>1.467621</td><td>24.131</td><td>24.414</td><td>23.483</td><td>22.016</td><td>21.879</td><td>6</td></tr> <tr><td>127.272465</td><td>1.467555</td><td>24.392</td><td>25.942</td><td>25.435</td><td>21.969</td><td>21.160</td><td>6</td></tr> <tr><td>127.272474</td><td>1.531654</td><td>22.407</td><td>25.298</td><td>25.873</td><td>24.440</td><td>22.388</td><td>6</td></tr> <tr><td>127.272832</td><td>1.535141</td><td>23.054</td><td>23.294</td><td>22.872</td><td>21.990</td><td>21.219</td><td>3</td></tr> <tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr> <tr><td>127.710518</td><td>1.452388</td><td>25.773</td><td>24.766</td><td>23.877</td><td>21.956</td><td>23.434</td><td>6</td></tr> <tr><td>127.710530</td><td>1.452400</td><td>25.695</td><td>24.271</td><td>22.996</td><td>21.552</td><td>21.891</td><td>3</td></tr> <tr><td>127.710641</td><td>1.403434</td><td>20.679</td><td>20.684</td><td>18.763</td><td>17.907</td><td>27.534</td><td>3</td></tr> <tr><td>127.710885</td><td>1.418488</td><td>24.253</td><td>23.797</td><td>21.927</td><td>20.801</td><td>20.036</td><td>3</td></tr> <tr><td>127.710926</td><td>1.418453</td><td>24.732</td><td>23.856</td><td>22.643</td><td>21.205</td><td>20.887</td><td>6</td></tr> <tr><td>127.711646</td><td>1.419932</td><td>27.022</td><td>23.513</td><td>21.392</td><td>20.783</td><td>20.444</td><td>3</td></tr> <tr><td>127.711647</td><td>1.420033</td><td>24.997</td><td>23.093</td><td>21.284</td><td>20.371</td><td>20.049</td><td>3</td></tr> <tr><td>127.711899</td><td>1.442011</td><td>23.784</td><td>24.841</td><td>22.956</td><td>22.464</td><td>22.239</td><td>6</td></tr> <tr><td>127.712401</td><td>1.430973</td><td>23.869</td><td>25.367</td><td>22.623</td><td>21.460</td><td>20.695</td><td>6</td></tr> <tr><td>127.712596</td><td>1.411997</td><td>24.022</td><td>21.649</td><td>20.210</td><td>19.356</td><td>18.880</td><td>6</td></tr> <tr><td>127.712598</td><td>1.411981</td><td>24.725</td><td>21.646</td><td>20.264</td><td>19.349</td><td>18.997</td><td>6</td></tr> <tr><td>127.712704</td><td>1.407039</td><td>19.168</td><td>25.089</td><td>17.669</td><td>18.277</td><td>22.833</td><td>3</td></tr> <tr><td>127.712962</td><td>1.406988</td><td>16.414</td><td>15.202</td><td>16.353</td><td>14.258</td><td>14.675</td><td>6</td></tr> <tr><td>127.712969</td><td>1.440626</td><td>22.596</td><td>22.838</td><td>20.677</td><td>19.756</td><td>19.059</td><td>3</td></tr> <tr><td>127.712982</td><td>1.407005</td><td>15.754</td><td>14.604</td><td>14.257</td><td>14.150</td><td>14.092</td><td>6</td></tr> <tr><td>127.713297</td><td>1.437107</td><td>24.683</td><td>23.414</td><td>22.458</td><td>21.791</td><td>22.172</td><td>3</td></tr> <tr><td>127.714202</td><td>1.439959</td><td>23.825</td><td>21.923</td><td>20.910</td><td>20.548</td><td>20.542</td><td>6</td></tr> <tr><td>127.714657</td><td>1.410314</td><td>24.515</td><td>23.162</td><td>21.828</td><td>21.770</td><td>21.208</td><td>6</td></tr> <tr><td>127.714670</td><td>1.449225</td><td>24.602</td><td>22.650</td><td>22.379</td><td>21.143</td><td>20.496</td><td>3</td></tr> <tr><td>127.714680</td><td>1.449163</td><td>24.315</td><td>23.419</td><td>23.015</td><td>21.137</td><td>20.233</td><td>6</td></tr> <tr><td>127.714686</td><td>1.449212</td><td>26.242</td><td>26.014</td><td>22.411</td><td>21.288</td><td>20.643</td><td>3</td></tr> <tr><td>127.714752</td><td>1.410322</td><td>21.086</td><td>20.852</td><td>19.745</td><td>19.506</td><td>19.241</td><td>3</td></tr> <tr><td>127.715950</td><td>1.443127</td><td>25.846</td><td>24.523</td><td>22.173</td><td>21.987</td><td>23.048</td><td>3</td></tr> <tr><td>127.716223</td><td>1.425768</td><td>25.132</td><td>22.716</td><td>22.695</td><td>22.423</td><td>24.191</td><td>3</td></tr> <tr><td>127.717228</td><td>1.435206</td><td>21.452</td><td>26.274</td><td>21.371</td><td>19.907</td><td>18.840</td><td>3</td></tr> <tr><td>127.717810</td><td>1.430291</td><td>23.693</td><td>23.101</td><td>23.162</td><td>22.646</td><td>22.609</td><td>6</td></tr> <tr><td>127.718194</td><td>1.443066</td><td>25.652</td><td>23.399</td><td>22.615</td><td>22.155</td><td>23.692</td><td>6</td></tr> <tr><td>127.719353</td><td>1.424758</td><td>29.773</td><td>31.292</td><td>21.664</td><td>16.917</td><td>28.798</td><td>3</td></tr> <tr><td>127.721086</td><td>1.454952</td><td>25.206</td><td>22.518</td><td>21.180</td><td>20.003</td><td>19.220</td><td>6</td></tr> <tr><td>127.721092</td><td>1.454942</td><td>24.141</td><td>22.402</td><td>21.299</td><td>19.986</td><td>19.388</td><td>6</td></tr> <tr><td>127.721106</td><td>1.454915</td><td>25.321</td><td>22.688</td><td>21.179</td><td>20.001</td><td>19.185</td><td>6</td></tr> <tr><td>127.721135</td><td>1.433421</td><td>24.965</td><td>23.102</td><td>21.848</td><td>21.408</td><td>20.790</td><td>6</td></tr> <tr><td>127.721294</td><td>1.428704</td><td>23.008</td><td>22.731</td><td>22.155</td><td>21.610</td><td>22.793</td><td>3</td></tr> <tr><td>127.721770</td><td>1.431717</td><td>24.914</td><td>22.575</td><td>21.113</td><td>20.438</td><td>20.019</td><td>6</td></tr> <tr><td>127.721857</td><td>1.451469</td><td>22.933</td><td>22.365</td><td>21.472</td><td>21.923</td><td>20.895</td><td>3</td></tr> <tr><td>127.722534</td><td>1.455524</td><td>23.442</td><td>23.378</td><td>22.518</td><td>22.918</td><td>21.866</td><td>3</td></tr> <tr><td>127.722635</td><td>1.433612</td><td>24.813</td><td>23.994</td><td>22.453</td><td>21.173</td><td>20.798</td><td>3</td></tr> <tr><td>127.722672</td><td>1.455765</td><td>22.961</td><td>25.752</td><td>22.950</td><td>22.003</td><td>23.070</td><td>6</td></tr> </table></div></div></div> </div> </section> <section id="step-2-cross-matching"> <h2>Step #2: Cross-matching<a class="headerlink" href="#step-2-cross-matching" title="Permalink to this heading">#</a></h2> <p><a class="reference external" href="http://cdsxmatch.u-strasbg.fr/"><img alt="Xmatch" src="https://custom-icon-badges.demolab.com/badge/Xmatch-gray.svg?logo=xmatch&logoColor=blue&logoWidth=20" /></a></p> <p>In this next step, we find common sources in the 2MASS-PSC and SDSS-DR9 catalogues. One simple way to do this using the CDS XMatch service, which can also be reached with <code class="docutils literal notranslate"><span class="pre">astroquery</span></code>. The most reliable way to quuery XMatch is by uploading one of the tables (which will also make sure we stay in our region of interest) and crossmatching it to a table available in VizieR.</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">mass_psc</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">"Data/2MASS_PSC.vot"</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s2">"votable"</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">sdss_results</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">"Data/SDSS_DR9.vot"</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s2">"votable"</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 tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">sdss_mass</span> <span class="o">=</span> <span class="n">XMatch</span><span class="o">.</span><span class="n">query</span><span class="p">(</span> <span class="n">cat1</span><span class="o">=</span><span class="n">Path</span><span class="p">(</span><span class="s2">"Data/2MASS_PSC.vot"</span><span class="p">)</span><span class="o">.</span><span class="n">open</span><span class="p">(),</span> <span class="n">cat2</span><span class="o">=</span><span class="s2">"vizier:V/139/sdss9"</span><span class="p">,</span> <span class="n">max_distance</span><span class="o">=</span><span class="mi">4</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">arcsec</span><span class="p">,</span> <span class="n">colRA1</span><span class="o">=</span><span class="s2">"RAJ2000"</span><span class="p">,</span> <span class="n">colDec1</span><span class="o">=</span><span class="s2">"DEJ2000"</span><span class="p">,</span> <span class="p">)</span> <span class="n">sdss_mass</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=717</i> <table id="table140361488711888" class="table-striped table-bordered table-condensed"> <thead><tr><th>angDist</th><th>RAJ2000</th><th>DEJ2000</th><th>errMaj</th><th>errMin</th><th>errPA</th><th>2MASS</th><th>Jmag</th><th>Jcmsig</th><th>e_Jmag</th><th>Jsnr</th><th>Hmag</th><th>Hcmsig</th><th>e_Hmag</th><th>Hsnr</th><th>Kmag</th><th>Kcmsig</th><th>e_Kmag</th><th>Ksnr</th><th>Qflg</th><th>Rflg</th><th>Bflg</th><th>Cflg</th><th>Ndet</th><th>prox</th><th>pxPA</th><th>pxCntr</th><th>Xflg</th><th>Aflg</th><th>Cntr</th><th>Hemis</th><th>Date</th><th>Scan</th><th>GLON</th><th>GLAT</th><th>Xscan</th><th>JD</th><th>Jpsfchi</th><th>Hpsfchi</th><th>Kpsfchi</th><th>Jstdap</th><th>e_Jstdap</th><th>Hstdap</th><th>e_Hstdap</th><th>Kstdap</th><th>e_Kstdap</th><th>edgeNS</th><th>edgeEW</th><th>edge</th><th>dup</th><th>use</th><th>opt</th><th>Dopt</th><th>PAopt</th><th>Bmag</th><th>Rmag</th><th>Nopt</th><th>extKey</th><th>scanKey</th><th>coaddKey</th><th>coadd</th><th>SDSS9</th><th>RAdeg</th><th>DEdeg</th><th>errHalfMaj</th><th>errHalfMin</th><th>errPosAng</th><th>umag</th><th>gmag</th><th>rmag</th><th>imag</th><th>zmag</th><th>e_umag</th><th>e_gmag</th><th>e_rmag</th><th>e_imag</th><th>e_zmag</th><th>objID</th><th>cl</th><th>q_mode</th><th>flags</th><th>Q</th><th>ObsDate</th><th>pmRA</th><th>e_pmRA</th><th>pmDE</th><th>e_pmDE</th><th>SpObjID</th><th>zsp</th><th>e_zsp</th><th>f_zsp</th><th>spType</th><th>spCl</th><th>subClass</th></tr></thead> <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>str16</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str3</th><th>int64</th><th>int64</th><th>str3</th><th>int64</th><th>float64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>str1</th><th>str10</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>str2</th><th>int64</th><th>int64</th><th>str1</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>str19</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>int64</th><th>int64</th><th>str16</th><th>int64</th><th>float64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th></tr></thead> <tr><td>0.352101</td><td>127.509154</td><td>1.269173</td><td>0.2</td><td>0.15</td><td>87</td><td>08300219+0116090</td><td>15.963</td><td>0.095</td><td>0.096</td><td>12.5</td><td>15.546</td><td>0.121</td><td>0.122</td><td>9.0</td><td>14.93</td><td>0.144</td><td>0.144</td><td>8.1</td><td>ABB</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>14.2</td><td>340</td><td>804040589</td><td>0</td><td>0</td><td>804040599</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.554</td><td>22.408</td><td>178.5</td><td>2451573.6815</td><td>0.89</td><td>1.01</td><td>0.92</td><td>15.939</td><td>0.235</td><td>15.899</td><td>0.319</td><td>14.69</td><td>0.124</td><td>4589</td><td>74</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43956</td><td>1010984</td><td>221</td><td>J083002.21+011608.9</td><td>127.509248</td><td>1.269146</td><td>0.01</td><td>0.009</td><td>90</td><td>23.712</td><td>20.876</td><td>19.402</td><td>18.068</td><td>17.338</td><td>0.67</td><td>0.034</td><td>0.015</td><td>0.009</td><td>0.015</td><td>1237653664712163908</td><td>6</td><td>1</td><td>0000201010000110</td><td>3</td><td>2000.9155</td><td>-53</td><td>5</td><td>-43</td><td>5</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.152435</td><td>127.507779</td><td>1.272875</td><td>0.12</td><td>0.11</td><td>86</td><td>08300186+0116223</td><td>15.594</td><td>0.083</td><td>0.084</td><td>17.6</td><td>15.563</td><td>0.117</td><td>0.117</td><td>8.9</td><td>15.272</td><td>0.181</td><td>0.182</td><td>5.9</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>360606</td><td>14.2</td><td>160</td><td>804040599</td><td>0</td><td>0</td><td>804040589</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.55</td><td>22.408</td><td>183.4</td><td>2451573.6814</td><td>1.64</td><td>0.82</td><td>1.47</td><td>15.432</td><td>0.153</td><td>15.81</td><td>0.424</td><td>14.992</td><td>0.114</td><td>4602</td><td>69</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>270</td><td>17.1</td><td>16.5</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td><td>J083001.86+011622.2</td><td>127.507749</td><td>1.272845</td><td>0.002</td><td>0.002</td><td>90</td><td>18.394</td><td>17.213</td><td>16.806</td><td>16.674</td><td>16.623</td><td>0.014</td><td>0.004</td><td>0.004</td><td>0.005</td><td>0.01</td><td>1237653664712163358</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>-3</td><td>3</td><td>2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.217574</td><td>127.514167</td><td>1.277495</td><td>0.23</td><td>0.21</td><td>51</td><td>08300340+0116389</td><td>16.553</td><td>0.17</td><td>0.171</td><td>7.3</td><td>16.179</td><td>0.194</td><td>0.194</td><td>5.0</td><td>15.894</td><td>--</td><td>--</td><td>--</td><td>CCU</td><td>220</td><td>110</td><td>000</td><td>60600</td><td>28.4</td><td>234</td><td>804040589</td><td>0</td><td>0</td><td>804040577</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.549</td><td>22.416</td><td>160.4</td><td>2451573.6814</td><td>0.69</td><td>1.58</td><td>--</td><td>16.335</td><td>0.139</td><td>18.014</td><td>3.36</td><td>--</td><td>--</td><td>4619</td><td>92</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.0</td><td>13</td><td>18.0</td><td>17.3</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td><td>J083003.39+011638.8</td><td>127.514129</td><td>1.277448</td><td>0.003</td><td>0.003</td><td>90</td><td>19.513</td><td>18.189</td><td>17.714</td><td>17.559</td><td>17.485</td><td>0.028</td><td>0.006</td><td>0.006</td><td>0.007</td><td>0.016</td><td>1237653664712163741</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>2</td><td>3</td><td>1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.048922</td><td>127.463251</td><td>1.271903</td><td>0.07</td><td>0.07</td><td>0</td><td>08295118+0116188</td><td>15.844</td><td>0.076</td><td>0.077</td><td>14.0</td><td>15.11</td><td>0.095</td><td>0.096</td><td>13.5</td><td>15.029</td><td>0.138</td><td>0.138</td><td>7.4</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>260606</td><td>41.0</td><td>160</td><td>804019559</td><td>0</td><td>0</td><td>804019587</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.528</td><td>22.369</td><td>-87.9</td><td>2451573.6739</td><td>1.78</td><td>0.8</td><td>1.14</td><td>15.935</td><td>0.238</td><td>15.077</td><td>0.164</td><td>15.197</td><td>0.438</td><td>4593</td><td>164</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.0</td><td>281</td><td>20.0</td><td>18.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082951.17+011618.8</td><td>127.463238</td><td>1.271907</td><td>0.005</td><td>0.005</td><td>90</td><td>21.976</td><td>19.794</td><td>18.386</td><td>17.54</td><td>17.048</td><td>0.176</td><td>0.016</td><td>0.008</td><td>0.007</td><td>0.012</td><td>1237653664712098290</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>-19</td><td>4</td><td>8</td><td>4</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.023156</td><td>127.463023</td><td>1.2864</td><td>0.06</td><td>0.06</td><td>0</td><td>08295112+0117110</td><td>14.093</td><td>0.029</td><td>0.032</td><td>70.0</td><td>13.652</td><td>0.033</td><td>0.035</td><td>51.7</td><td>13.553</td><td>0.042</td><td>0.043</td><td>28.9</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666635</td><td>52.2</td><td>179</td><td>804019587</td><td>0</td><td>0</td><td>804019616</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.514</td><td>22.376</td><td>-87.0</td><td>2451573.674</td><td>0.75</td><td>0.97</td><td>0.91</td><td>14.077</td><td>0.023</td><td>13.576</td><td>0.05</td><td>13.692</td><td>0.14</td><td>4646</td><td>165</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>160</td><td>16.3</td><td>14.6</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082951.12+011711.0</td><td>127.463018</td><td>1.286396</td><td>0.001</td><td>0.001</td><td>90</td><td>17.223</td><td>15.796</td><td>15.259</td><td>15.074</td><td>14.993</td><td>0.008</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.005</td><td>1237653664712098015</td><td>6</td><td>1</td><td>0000201090020010</td><td>3</td><td>2000.9155</td><td>5</td><td>3</td><td>-5</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.102852</td><td>127.48465</td><td>1.271192</td><td>0.06</td><td>0.06</td><td>0</td><td>08295631+0116162</td><td>13.848</td><td>0.026</td><td>0.029</td><td>87.8</td><td>13.177</td><td>0.02</td><td>0.022</td><td>80.0</td><td>12.932</td><td>0.023</td><td>0.024</td><td>51.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>15.7</td><td>12</td><td>804019600</td><td>0</td><td>0</td><td>804019585</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.54</td><td>22.387</td><td>-164.9</td><td>2451573.6739</td><td>0.88</td><td>0.87</td><td>0.95</td><td>13.813</td><td>0.042</td><td>13.143</td><td>0.051</td><td>13.009</td><td>0.056</td><td>4591</td><td>87</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>244</td><td>18.8</td><td>16.7</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082956.31+011616.3</td><td>127.484625</td><td>1.271206</td><td>0.002</td><td>0.002</td><td>90</td><td>21.011</td><td>18.359</td><td>16.959</td><td>15.814</td><td>15.169</td><td>0.081</td><td>0.007</td><td>0.004</td><td>0.004</td><td>0.005</td><td>1237653664712098324</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>-3</td><td>3</td><td>4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.385255</td><td>127.485565</td><td>1.275456</td><td>0.2</td><td>0.17</td><td>4</td><td>08295653+0116316</td><td>16.26</td><td>0.112</td><td>0.112</td><td>9.5</td><td>15.908</td><td>0.172</td><td>0.172</td><td>6.5</td><td>15.264</td><td>0.184</td><td>0.184</td><td>6.0</td><td>BCC</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>15.7</td><td>192</td><td>804019585</td><td>0</td><td>0</td><td>804019600</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.536</td><td>22.39</td><td>-168.2</td><td>2451573.674</td><td>0.84</td><td>1.3</td><td>0.8</td><td>16.125</td><td>0.291</td><td>15.529</td><td>0.253</td><td>15.21</td><td>0.246</td><td>4606</td><td>84</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>232</td><td>18.1</td><td>17.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082956.55+011631.7</td><td>127.485664</td><td>1.275497</td><td>0.003</td><td>0.003</td><td>90</td><td>20.245</td><td>18.34</td><td>17.584</td><td>17.343</td><td>17.185</td><td>0.046</td><td>0.007</td><td>0.005</td><td>0.006</td><td>0.013</td><td>1237653664712098328</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>5</td><td>3</td><td>2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.18744</td><td>127.494339</td><td>1.280734</td><td>0.15</td><td>0.15</td><td>145</td><td>08295864+0116506</td><td>16.317</td><td>0.119</td><td>0.12</td><td>9.0</td><td>15.818</td><td>0.141</td><td>0.141</td><td>7.0</td><td>15.099</td><td>--</td><td>--</td><td>--</td><td>BBU</td><td>220</td><td>110</td><td>000</td><td>60600</td><td>36.9</td><td>239</td><td>804019600</td><td>0</td><td>0</td><td>804019605</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.536</td><td>22.4</td><td>-199.8</td><td>2451573.674</td><td>0.96</td><td>1.62</td><td>--</td><td>16.264</td><td>0.088</td><td>16.219</td><td>0.553</td><td>--</td><td>--</td><td>4625</td><td>52</td><td>se</td><td>1</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082958.64+011650.4</td><td>127.494341</td><td>1.280682</td><td>0.009</td><td>0.008</td><td>90</td><td>22.545</td><td>20.673</td><td>19.202</td><td>18.184</td><td>17.586</td><td>0.275</td><td>0.029</td><td>0.013</td><td>0.009</td><td>0.017</td><td>1237653664712098411</td><td>6</td><td>1</td><td>0000901010020000</td><td>3</td><td>2000.9155</td><td>7</td><td>5</td><td>-6</td><td>5</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.038231</td><td>127.494645</td><td>1.296204</td><td>0.07</td><td>0.07</td><td>17</td><td>08295871+0117463</td><td>15.25</td><td>0.05</td><td>0.051</td><td>24.1</td><td>15.062</td><td>0.077</td><td>0.078</td><td>14.1</td><td>14.87</td><td>0.114</td><td>0.114</td><td>8.6</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>660506</td><td>47.1</td><td>299</td><td>804019652</td><td>0</td><td>0</td><td>804019639</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.521</td><td>22.408</td><td>-200.9</td><td>2451573.674</td><td>0.98</td><td>0.89</td><td>1.01</td><td>15.178</td><td>0.064</td><td>15.195</td><td>0.302</td><td>14.779</td><td>0.326</td><td>4681</td><td>51</td><td>se</td><td>1</td><td>1</td><td>U</td><td>0.4</td><td>185</td><td>16.8</td><td>16.1</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082958.71+011746.3</td><td>127.494638</td><td>1.296212</td><td>0.002</td><td>0.001</td><td>90</td><td>17.968</td><td>16.737</td><td>16.304</td><td>16.182</td><td>16.107</td><td>0.012</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.007</td><td>1237653664712098075</td><td>6</td><td>1</td><td>0000201010021010</td><td>3</td><td>2000.9155</td><td>1</td><td>3</td><td>-6</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.125123</td><td>127.483247</td><td>1.302628</td><td>0.06</td><td>0.06</td><td>0</td><td>08295597+0118094</td><td>13.484</td><td>0.025</td><td>0.027</td><td>122.7</td><td>12.862</td><td>0.02</td><td>0.022</td><td>106.9</td><td>12.807</td><td>0.033</td><td>0.034</td><td>57.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665555</td><td>27.9</td><td>314</td><td>804019667</td><td>0</td><td>0</td><td>804019652</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.509</td><td>22.401</td><td>-159.8</td><td>2451573.674</td><td>1.06</td><td>0.7</td><td>1.1</td><td>13.457</td><td>0.027</td><td>12.875</td><td>0.06</td><td>12.777</td><td>0.069</td><td>4704</td><td>92</td><td>se</td><td>0</td><td>1</td><td>U</td><td>2.0</td><td>195</td><td>16.3</td><td>14.5</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082955.98+011809.3</td><td>127.483254</td><td>1.302594</td><td>0.001</td><td>0.001</td><td>90</td><td>17.956</td><td>15.896</td><td>15.035</td><td>14.727</td><td>14.511</td><td>0.012</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.004</td><td>1237653664712098036</td><td>6</td><td>1</td><td>0000201090020010</td><td>3</td><td>2000.9155</td><td>-9</td><td>3</td><td>-41</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.117925</td><td>127.40852</td><td>1.286066</td><td>0.06</td><td>0.06</td><td>0</td><td>08293804+0117098</td><td>13.936</td><td>0.031</td><td>0.033</td><td>80.9</td><td>13.296</td><td>0.032</td><td>0.033</td><td>71.7</td><td>13.117</td><td>0.029</td><td>0.03</td><td>43.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>25.9</td><td>57</td><td>804019624</td><td>0</td><td>0</td><td>804019615</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.486</td><td>22.328</td><td>109.1</td><td>2451573.674</td><td>1.01</td><td>0.95</td><td>1.1</td><td>13.927</td><td>0.03</td><td>13.241</td><td>0.045</td><td>13.122</td><td>0.059</td><td>4645</td><td>144</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.6</td><td>234</td><td>17.2</td><td>15.7</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082938.05+011709.7</td><td>127.408546</td><td>1.286046</td><td>0.001</td><td>0.001</td><td>90</td><td>19.627</td><td>16.995</td><td>15.801</td><td>15.324</td><td>15.063</td><td>0.031</td><td>0.004</td><td>0.003</td><td>0.004</td><td>0.005</td><td>1237653664712098194</td><td>6</td><td>1</td><td>0000901010020000</td><td>3</td><td>2000.9155</td><td>-6</td><td>3</td><td>-4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.121573</td><td>127.414546</td><td>1.289993</td><td>0.06</td><td>0.06</td><td>0</td><td>08293949+0117239</td><td>14.666</td><td>0.032</td><td>0.034</td><td>41.3</td><td>14.264</td><td>0.043</td><td>0.044</td><td>29.4</td><td>14.223</td><td>0.065</td><td>0.066</td><td>15.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>664616</td><td>23.6</td><td>13</td><td>804019640</td><td>0</td><td>0</td><td>804019624</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.485</td><td>22.335</td><td>87.4</td><td>2451573.674</td><td>1.4</td><td>0.77</td><td>1.15</td><td>14.729</td><td>0.04</td><td>14.389</td><td>0.118</td><td>14.418</td><td>0.225</td><td>4659</td><td>165</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>205</td><td>16.3</td><td>15.3</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082939.49+011723.9</td><td>127.414574</td><td>1.289974</td><td>0.001</td><td>0.001</td><td>90</td><td>17.76</td><td>16.329</td><td>15.797</td><td>15.611</td><td>15.537</td><td>0.01</td><td>0.003</td><td>0.003</td><td>0.004</td><td>0.006</td><td>1237653664712097935</td><td>6</td><td>1</td><td>0000201090020010</td><td>3</td><td>2000.9155</td><td>1</td><td>3</td><td>-5</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.136879</td><td>127.398036</td><td>1.299818</td><td>0.21</td><td>0.18</td><td>86</td><td>08293552+0117593</td><td>16.006</td><td>0.091</td><td>0.092</td><td>12.0</td><td>15.514</td><td>0.124</td><td>0.124</td><td>9.3</td><td>15.203</td><td>0.145</td><td>0.145</td><td>6.3</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>61606</td><td>45.2</td><td>1</td><td>804019675</td><td>0</td><td>0</td><td>804019645</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.467</td><td>22.325</td><td>146.9</td><td>2451573.674</td><td>0.76</td><td>1.57</td><td>1.08</td><td>16.174</td><td>0.093</td><td>15.085</td><td>0.291</td><td>15.687</td><td>0.376</td><td>4695</td><td>106</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.8</td><td>255</td><td>18.0</td><td>17.1</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082935.53+011759.3</td><td>127.398074</td><td>1.299821</td><td>0.003</td><td>0.003</td><td>90</td><td>20.175</td><td>18.156</td><td>17.348</td><td>17.067</td><td>16.9</td><td>0.044</td><td>0.006</td><td>0.005</td><td>0.005</td><td>0.011</td><td>1237653664712098178</td><td>6</td><td>1</td><td>0000B01010020010</td><td>3</td><td>2000.9155</td><td>-9</td><td>3</td><td>1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.057062</td><td>127.477715</td><td>1.308056</td><td>0.06</td><td>0.06</td><td>0</td><td>08295465+0118290</td><td>14.569</td><td>0.033</td><td>0.036</td><td>45.2</td><td>13.969</td><td>0.038</td><td>0.039</td><td>38.6</td><td>13.678</td><td>0.045</td><td>0.045</td><td>25.7</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>456656</td><td>27.9</td><td>134</td><td>804019652</td><td>0</td><td>0</td><td>804019667</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.501</td><td>22.399</td><td>-139.9</td><td>2451573.674</td><td>1.11</td><td>1.15</td><td>1.39</td><td>13.278</td><td>1.852</td><td>13.986</td><td>0.063</td><td>13.792</td><td>0.117</td><td>4723</td><td>112</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.8</td><td>224</td><td>19.7</td><td>17.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082954.65+011828.9</td><td>127.477724</td><td>1.308043</td><td>0.004</td><td>0.003</td><td>90</td><td>22.179</td><td>19.31</td><td>17.907</td><td>16.638</td><td>15.946</td><td>0.207</td><td>0.011</td><td>0.006</td><td>0.005</td><td>0.007</td><td>1237653664712098316</td><td>6</td><td>1</td><td>0000001010020100</td><td>3</td><td>2000.9155</td><td>-22</td><td>3</td><td>-24</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.247647</td><td>127.46831</td><td>1.31075</td><td>0.12</td><td>0.11</td><td>9</td><td>08295239+0118387</td><td>16.062</td><td>0.091</td><td>0.092</td><td>11.4</td><td>15.293</td><td>0.093</td><td>0.094</td><td>11.4</td><td>15.237</td><td>--</td><td>--</td><td>--</td><td>AAU</td><td>220</td><td>110</td><td>000</td><td>60600</td><td>6.9</td><td>346</td><td>804019676</td><td>0</td><td>0</td><td>804019672</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.494</td><td>22.392</td><td>-106.1</td><td>2451573.674</td><td>1.38</td><td>1.13</td><td>--</td><td>16.091</td><td>0.214</td><td>15.497</td><td>0.178</td><td>--</td><td>--</td><td>4733</td><td>146</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>254</td><td>18.0</td><td>17.0</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082952.40+011838.5</td><td>127.46835</td><td>1.310694</td><td>0.003</td><td>0.003</td><td>90</td><td>19.768</td><td>17.99</td><td>17.355</td><td>17.145</td><td>17.042</td><td>0.033</td><td>0.006</td><td>0.005</td><td>0.005</td><td>0.012</td><td>1237653664712098297</td><td>6</td><td>1</td><td>0000201010020010</td><td>3</td><td>2000.9155</td><td>-1</td><td>3</td><td>-3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.05223</td><td>127.467857</td><td>1.3126</td><td>0.14</td><td>0.13</td><td>88</td><td>08295228+0118453</td><td>16.272</td><td>0.106</td><td>0.107</td><td>9.4</td><td>15.335</td><td>0.123</td><td>0.123</td><td>11.0</td><td>15.21</td><td>0.17</td><td>0.171</td><td>6.3</td><td>BBC</td><td>222</td><td>111</td><td>000</td><td>60606</td><td>6.9</td><td>166</td><td>804019672</td><td>0</td><td>0</td><td>804019676</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.492</td><td>22.393</td><td>-104.4</td><td>2451573.674</td><td>1.14</td><td>0.94</td><td>0.97</td><td>16.225</td><td>0.162</td><td>15.219</td><td>0.157</td><td>15.68</td><td>0.654</td><td>4740</td><td>148</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>234</td><td>19.2</td><td>17.9</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082952.28+011845.4</td><td>127.467861</td><td>1.312614</td><td>0.004</td><td>0.004</td><td>90</td><td>22.186</td><td>19.306</td><td>18.113</td><td>17.644</td><td>17.365</td><td>0.207</td><td>0.012</td><td>0.007</td><td>0.007</td><td>0.015</td><td>1237653664712098298</td><td>6</td><td>1</td><td>0000201090021010</td><td>3</td><td>2000.9155</td><td>-4</td><td>3</td><td>0</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.120696</td><td>127.459955</td><td>1.321278</td><td>0.07</td><td>0.07</td><td>17</td><td>08295038+0119166</td><td>15.254</td><td>0.058</td><td>0.059</td><td>24.0</td><td>15.065</td><td>0.085</td><td>0.086</td><td>14.1</td><td>14.92</td><td>0.127</td><td>0.128</td><td>8.2</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>660606</td><td>42.2</td><td>138</td><td>804019676</td><td>0</td><td>0</td><td>804019689</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.479</td><td>22.39</td><td>-76.0</td><td>2451573.674</td><td>1.18</td><td>1.23</td><td>1.0</td><td>15.108</td><td>0.099</td><td>15.093</td><td>0.208</td><td>14.956</td><td>0.186</td><td>4771</td><td>176</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>216</td><td>16.9</td><td>16.2</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082950.39+011916.7</td><td>127.459961</td><td>1.321311</td><td>0.002</td><td>0.002</td><td>90</td><td>18.122</td><td>16.862</td><td>16.416</td><td>16.271</td><td>16.205</td><td>0.013</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.008</td><td>1237653664712098000</td><td>6</td><td>1</td><td>0000201090020010</td><td>3</td><td>2000.9155</td><td>-2</td><td>3</td><td>-1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.081882</td><td>127.416013</td><td>1.296385</td><td>0.06</td><td>0.06</td><td>17</td><td>08293984+0117469</td><td>14.667</td><td>0.039</td><td>0.041</td><td>41.3</td><td>14.285</td><td>0.054</td><td>0.055</td><td>28.8</td><td>14.226</td><td>0.082</td><td>0.082</td><td>15.5</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>664605</td><td>17.6</td><td>316</td><td>804019646</td><td>0</td><td>0</td><td>804019640</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.48</td><td>22.339</td><td>82.2</td><td>2451573.674</td><td>1.08</td><td>1.17</td><td>1.02</td><td>14.722</td><td>0.028</td><td>14.294</td><td>0.107</td><td>14.331</td><td>0.133</td><td>4682</td><td>171</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>259</td><td>16.3</td><td>15.3</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082939.84+011746.9</td><td>127.416035</td><td>1.296379</td><td>0.001</td><td>0.001</td><td>90</td><td>17.175</td><td>16.044</td><td>15.674</td><td>15.529</td><td>15.488</td><td>0.008</td><td>0.003</td><td>0.003</td><td>0.004</td><td>0.006</td><td>1237653664712097938</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>-2</td><td>3</td><td>2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.14732</td><td>127.429505</td><td>1.300463</td><td>0.08</td><td>0.08</td><td>0</td><td>08294308+0118016</td><td>15.482</td><td>0.058</td><td>0.059</td><td>19.5</td><td>14.972</td><td>0.062</td><td>0.062</td><td>15.3</td><td>15.06</td><td>0.126</td><td>0.127</td><td>7.2</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>360605</td><td>50.7</td><td>253</td><td>804019640</td><td>0</td><td>0</td><td>804019647</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.483</td><td>22.353</td><td>33.6</td><td>2451573.674</td><td>1.04</td><td>1.09</td><td>1.12</td><td>15.522</td><td>0.122</td><td>15.222</td><td>0.122</td><td>15.177</td><td>0.3</td><td>4697</td><td>219</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.6</td><td>224</td><td>17.6</td><td>16.4</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082943.09+011801.7</td><td>127.429545</td><td>1.300472</td><td>0.002</td><td>0.002</td><td>90</td><td>19.292</td><td>17.617</td><td>16.953</td><td>16.675</td><td>16.531</td><td>0.025</td><td>0.005</td><td>0.004</td><td>0.005</td><td>0.009</td><td>1237653664712098246</td><td>6</td><td>0</td><td>0000B01090020010</td><td>3</td><td>2000.9155</td><td>-1</td><td>3</td><td>-3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.085624</td><td>127.412629</td><td>1.299927</td><td>0.07</td><td>0.06</td><td>4</td><td>08293903+0117597</td><td>15.483</td><td>0.06</td><td>0.061</td><td>19.5</td><td>14.848</td><td>0.077</td><td>0.078</td><td>17.2</td><td>14.62</td><td>0.1</td><td>0.1</td><td>10.8</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>362616</td><td>17.6</td><td>136</td><td>804019640</td><td>0</td><td>0</td><td>804019646</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.475</td><td>22.338</td><td>94.3</td><td>2451573.674</td><td>0.8</td><td>1.08</td><td>1.04</td><td>15.382</td><td>0.09</td><td>14.712</td><td>0.175</td><td>14.508</td><td>0.246</td><td>4695</td><td>158</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082939.03+011759.7</td><td>127.41265</td><td>1.299916</td><td>0.006</td><td>0.006</td><td>90</td><td>23.724</td><td>20.217</td><td>18.773</td><td>17.548</td><td>16.861</td><td>0.696</td><td>0.021</td><td>0.01</td><td>0.007</td><td>0.011</td><td>1237653664712098398</td><td>6</td><td>0</td><td>0000901010020000</td><td>3</td><td>2000.9155</td><td>27</td><td>5</td><td>-18</td><td>5</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.094559</td><td>127.422784</td><td>1.315596</td><td>0.08</td><td>0.08</td><td>163</td><td>08294146+0118561</td><td>15.931</td><td>0.086</td><td>0.087</td><td>12.9</td><td>15.324</td><td>0.094</td><td>0.095</td><td>11.1</td><td>15.587</td><td>0.226</td><td>0.226</td><td>4.4</td><td>AAD</td><td>222</td><td>111</td><td>000</td><td>60606</td><td>24.8</td><td>322</td><td>804019688</td><td>0</td><td>0</td><td>804019682</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.465</td><td>22.355</td><td>57.8</td><td>2451573.674</td><td>1.24</td><td>0.91</td><td>1.03</td><td>16.191</td><td>0.171</td><td>15.908</td><td>0.388</td><td>16.012</td><td>0.523</td><td>4751</td><td>195</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>218</td><td>17.8</td><td>16.8</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082941.47+011856.2</td><td>127.422801</td><td>1.315616</td><td>0.002</td><td>0.002</td><td>90</td><td>19.49</td><td>17.764</td><td>17.13</td><td>16.902</td><td>16.813</td><td>0.028</td><td>0.005</td><td>0.005</td><td>0.005</td><td>0.011</td><td>1237653664712098232</td><td>6</td><td>1</td><td>0000201090021010</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>0</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.113296</td><td>127.418538</td><td>1.321024</td><td>0.07</td><td>0.07</td><td>0</td><td>08294044+0119156</td><td>15.265</td><td>0.056</td><td>0.057</td><td>23.8</td><td>14.87</td><td>0.082</td><td>0.082</td><td>16.8</td><td>14.747</td><td>0.106</td><td>0.106</td><td>9.6</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>561616</td><td>21.0</td><td>346</td><td>804019698</td><td>0</td><td>0</td><td>804019688</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.458</td><td>22.354</td><td>73.1</td><td>2451573.674</td><td>1.06</td><td>0.7</td><td>0.66</td><td>15.156</td><td>0.11</td><td>14.76</td><td>0.112</td><td>14.477</td><td>0.17</td><td>4771</td><td>180</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>205</td><td>16.9</td><td>16.1</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082940.45+011915.7</td><td>127.418569</td><td>1.321029</td><td>0.002</td><td>0.002</td><td>90</td><td>18.078</td><td>16.844</td><td>16.386</td><td>16.205</td><td>16.148</td><td>0.012</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.008</td><td>1237653664712097947</td><td>6</td><td>1</td><td>0000201090000010</td><td>3</td><td>2000.9155</td><td>1</td><td>3</td><td>-4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.086304</td><td>127.444601</td><td>1.320708</td><td>0.08</td><td>0.08</td><td>17</td><td>08294670+0119145</td><td>15.47</td><td>0.059</td><td>0.06</td><td>19.7</td><td>14.884</td><td>0.08</td><td>0.08</td><td>16.6</td><td>15.177</td><td>0.164</td><td>0.164</td><td>6.5</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>360505</td><td>55.3</td><td>357</td><td>804019721</td><td>0</td><td>0</td><td>804019686</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.472</td><td>22.376</td><td>-20.7</td><td>2451573.674</td><td>0.88</td><td>1.09</td><td>0.97</td><td>15.46</td><td>0.155</td><td>14.897</td><td>0.172</td><td>15.495</td><td>0.289</td><td>4769</td><td>231</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.3</td><td>168</td><td>17.1</td><td>16.0</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082946.71+011914.5</td><td>127.444625</td><td>1.32071</td><td>0.002</td><td>0.002</td><td>90</td><td>18.034</td><td>16.968</td><td>16.53</td><td>16.354</td><td>16.286</td><td>0.012</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.008</td><td>1237653664712097990</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>10</td><td>3</td><td>-23</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.084138</td><td>127.443833</td><td>1.336041</td><td>0.08</td><td>0.08</td><td>17</td><td>08294651+0120097</td><td>15.739</td><td>0.077</td><td>0.078</td><td>15.4</td><td>14.99</td><td>0.09</td><td>0.09</td><td>15.1</td><td>15.115</td><td>0.143</td><td>0.143</td><td>6.9</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>260616</td><td>45.9</td><td>334</td><td>804019748</td><td>0</td><td>0</td><td>804019721</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.457</td><td>22.383</td><td>-18.0</td><td>2451573.674</td><td>0.67</td><td>0.72</td><td>1.62</td><td>15.664</td><td>0.134</td><td>14.935</td><td>0.114</td><td>15.21</td><td>0.537</td><td>4825</td><td>234</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>159</td><td>19.6</td><td>17.9</td><td>1</td><td>--</td><td>43955</td><td>1010947</td><td>56</td><td>J082946.52+012009.6</td><td>127.44385</td><td>1.336025</td><td>0.005</td><td>0.004</td><td>90</td><td>22.312</td><td>19.735</td><td>18.286</td><td>17.493</td><td>17.054</td><td>0.236</td><td>0.015</td><td>0.008</td><td>0.006</td><td>0.012</td><td>1237653664712098272</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>7</td><td>3</td><td>-1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.233934</td><td>127.551124</td><td>1.274191</td><td>0.2</td><td>0.19</td><td>32</td><td>08301226+0116270</td><td>16.523</td><td>0.138</td><td>0.139</td><td>7.5</td><td>15.978</td><td>0.178</td><td>0.178</td><td>6.1</td><td>15.626</td><td>--</td><td>--</td><td>--</td><td>BCU</td><td>220</td><td>110</td><td>000</td><td>60600</td><td>53.1</td><td>132</td><td>804040612</td><td>0</td><td>0</td><td>804040583</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.572</td><td>22.447</td><td>27.4</td><td>2451573.6814</td><td>0.86</td><td>1.1</td><td>--</td><td>17.253</td><td>0.528</td><td>15.72</td><td>0.401</td><td>--</td><td>--</td><td>4606</td><td>225</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>205</td><td>18.2</td><td>17.3</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td><td>J083012.27+011627.3</td><td>127.55114</td><td>1.274254</td><td>0.003</td><td>0.003</td><td>90</td><td>19.88</td><td>18.211</td><td>17.598</td><td>17.39</td><td>17.337</td><td>0.035</td><td>0.006</td><td>0.006</td><td>0.006</td><td>0.015</td><td>1237653664712163789</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>0</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.264938</td><td>127.562524</td><td>1.284466</td><td>0.24</td><td>0.23</td><td>15</td><td>08301500+0117040</td><td>16.738</td><td>0.167</td><td>0.167</td><td>6.1</td><td>15.513</td><td>0.136</td><td>0.136</td><td>9.3</td><td>15.487</td><td>0.254</td><td>0.254</td><td>4.9</td><td>CBD</td><td>222</td><td>111</td><td>000</td><td>60606</td><td>55.2</td><td>228</td><td>804040583</td><td>0</td><td>0</td><td>804040560</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.568</td><td>22.462</td><td>-13.6</td><td>2451573.6814</td><td>0.98</td><td>0.8</td><td>0.97</td><td>16.359</td><td>0.225</td><td>15.246</td><td>0.216</td><td>15.222</td><td>0.457</td><td>4643</td><td>238</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>317</td><td>19.4</td><td>18.0</td><td>1</td><td>--</td><td>43956</td><td>1010984</td><td>221</td><td>J083014.99+011703.8</td><td>127.562496</td><td>1.284398</td><td>0.005</td><td>0.005</td><td>90</td><td>21.814</td><td>19.336</td><td>18.261</td><td>17.816</td><td>17.541</td><td>0.157</td><td>0.012</td><td>0.007</td><td>0.008</td><td>0.018</td><td>1237653664712163804</td><td>6</td><td>1</td><td>0000001010000100</td><td>3</td><td>2000.9155</td><td>-5</td><td>4</td><td>2</td><td>4</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.047465</td><td>127.631018</td><td>1.313059</td><td>0.09</td><td>0.06</td><td>90</td><td>08303144+0118470</td><td>12.95</td><td>0.025</td><td>0.027</td><td>193.8</td><td>12.453</td><td>0.022</td><td>0.024</td><td>145.5</td><td>12.367</td><td>0.021</td><td>0.023</td><td>86.0</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>556666</td><td>23.2</td><td>308</td><td>804046284</td><td>0</td><td>0</td><td>804046275</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.577</td><td>22.536</td><td>173.5</td><td>2451573.6837</td><td>0.87</td><td>0.73</td><td>1.14</td><td>12.957</td><td>0.009</td><td>12.482</td><td>0.036</td><td>12.416</td><td>0.03</td><td>4743</td><td>79</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>216</td><td>15.5</td><td>13.9</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td><td>J083031.44+011846.9</td><td>127.63102</td><td>1.313046</td><td>0.001</td><td>0.001</td><td>90</td><td>17.114</td><td>15.093</td><td>14.331</td><td>14.074</td><td>13.966</td><td>0.008</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.004</td><td>1237653664712163644</td><td>6</td><td>1</td><td>0000201090061010</td><td>3</td><td>2000.9155</td><td>-6</td><td>3</td><td>-5</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.010768</td><td>127.608273</td><td>1.305259</td><td>0.07</td><td>0.06</td><td>90</td><td>08302598+0118189</td><td>14.88</td><td>0.035</td><td>0.037</td><td>33.9</td><td>14.5</td><td>0.048</td><td>0.049</td><td>23.7</td><td>14.404</td><td>0.079</td><td>0.08</td><td>13.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>663606</td><td>50.4</td><td>335</td><td>804040490</td><td>0</td><td>0</td><td>804040515</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.572</td><td>22.512</td><td>-178.3</td><td>2451573.6814</td><td>0.91</td><td>1.27</td><td>0.77</td><td>14.809</td><td>0.075</td><td>14.467</td><td>0.125</td><td>14.553</td><td>0.117</td><td>4718</td><td>74</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>208</td><td>16.6</td><td>15.7</td><td>1</td><td>--</td><td>43956</td><td>1010983</td><td>209</td><td>J083025.98+011818.9</td><td>127.608273</td><td>1.305256</td><td>0.001</td><td>0.001</td><td>90</td><td>17.94</td><td>16.558</td><td>16.052</td><td>15.874</td><td>15.801</td><td>0.011</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.006</td><td>1237653664712163561</td><td>6</td><td>1</td><td>0000301090020010</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.04973</td><td>127.602283</td><td>1.317923</td><td>0.07</td><td>0.06</td><td>90</td><td>08302454+0119045</td><td>12.983</td><td>0.023</td><td>0.026</td><td>194.6</td><td>12.679</td><td>0.021</td><td>0.023</td><td>126.6</td><td>12.677</td><td>0.024</td><td>0.026</td><td>64.7</td><td>AAA</td><td>222</td><td>111</td><td>00s</td><td>665566</td><td>47.1</td><td>14</td><td>804040463</td><td>0</td><td>0</td><td>804040490</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.557</td><td>22.513</td><td>-156.7</td><td>2451573.6814</td><td>0.86</td><td>0.68</td><td>1.02</td><td>12.965</td><td>0.024</td><td>12.726</td><td>0.059</td><td>12.712</td><td>0.033</td><td>4763</td><td>95</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>257</td><td>14.8</td><td>13.8</td><td>1</td><td>--</td><td>43956</td><td>1010983</td><td>209</td><td>J083024.55+011904.5</td><td>127.602295</td><td>1.31793</td><td>0.0</td><td>0.0</td><td>90</td><td>15.577</td><td>14.329</td><td>13.951</td><td>13.825</td><td>13.813</td><td>0.004</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.004</td><td>1237653664712163548</td><td>6</td><td>1</td><td>0000201090021010</td><td>3</td><td>2000.9155</td><td>-2</td><td>3</td><td>5</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.051722</td><td>127.625964</td><td>1.317053</td><td>0.1</td><td>0.07</td><td>89</td><td>08303023+0119013</td><td>15.032</td><td>0.053</td><td>0.055</td><td>28.5</td><td>14.667</td><td>0.058</td><td>0.058</td><td>18.9</td><td>14.747</td><td>0.114</td><td>0.115</td><td>9.6</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>662606</td><td>23.2</td><td>128</td><td>804046275</td><td>0</td><td>0</td><td>804046284</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.57</td><td>22.533</td><td>191.7</td><td>2451573.6837</td><td>0.81</td><td>1.05</td><td>1.06</td><td>15.007</td><td>0.051</td><td>14.672</td><td>0.118</td><td>14.601</td><td>0.18</td><td>4758</td><td>61</td><td>sw</td><td>1</td><td>1</td><td>U</td><td>0.5</td><td>222</td><td>16.5</td><td>15.8</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td><td>J083030.23+011901.4</td><td>127.625977</td><td>1.317059</td><td>0.001</td><td>0.001</td><td>90</td><td>17.47</td><td>16.387</td><td>16.033</td><td>15.893</td><td>15.884</td><td>0.009</td><td>0.003</td><td>0.004</td><td>0.004</td><td>0.007</td><td>1237653664712163639</td><td>6</td><td>1</td><td>0000901294020048</td><td>3</td><td>2000.9155</td><td>-4</td><td>3</td><td>-3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.058186</td><td>127.632868</td><td>1.320028</td><td>0.09</td><td>0.06</td><td>90</td><td>08303188+0119121</td><td>14.089</td><td>0.031</td><td>0.033</td><td>67.9</td><td>13.45</td><td>0.027</td><td>0.029</td><td>58.1</td><td>13.164</td><td>0.037</td><td>0.038</td><td>41.3</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>26.0</td><td>195</td><td>804046275</td><td>0</td><td>0</td><td>804046292</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.571</td><td>22.541</td><td>166.9</td><td>2451573.6837</td><td>0.96</td><td>1.06</td><td>1.16</td><td>14.081</td><td>0.025</td><td>13.436</td><td>0.051</td><td>13.136</td><td>0.074</td><td>4768</td><td>86</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>285</td><td>18.8</td><td>16.8</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td><td>J083031.88+011912.0</td><td>127.632866</td><td>1.320012</td><td>0.002</td><td>0.002</td><td>90</td><td>21.124</td><td>18.585</td><td>17.147</td><td>16.02</td><td>15.419</td><td>0.087</td><td>0.008</td><td>0.005</td><td>0.004</td><td>0.006</td><td>1237653664712163873</td><td>6</td><td>1</td><td>0000B01010020010</td><td>3</td><td>2000.9155</td><td>-2</td><td>3</td><td>5</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.133695</td><td>127.605526</td><td>1.330598</td><td>0.08</td><td>0.07</td><td>83</td><td>08302532+0119501</td><td>15.385</td><td>0.047</td><td>0.049</td><td>21.3</td><td>14.711</td><td>0.069</td><td>0.069</td><td>19.5</td><td>14.738</td><td>0.126</td><td>0.127</td><td>9.7</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>463616</td><td>47.1</td><td>194</td><td>804040490</td><td>0</td><td>0</td><td>804040463</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.547</td><td>22.522</td><td>-168.4</td><td>2451573.6814</td><td>0.89</td><td>0.84</td><td>1.07</td><td>15.485</td><td>0.113</td><td>14.627</td><td>0.083</td><td>14.693</td><td>0.39</td><td>4809</td><td>84</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.9</td><td>146</td><td>19.8</td><td>18.2</td><td>1</td><td>--</td><td>43956</td><td>1010983</td><td>209</td><td>J083025.33+011950.1</td><td>127.605563</td><td>1.330594</td><td>0.006</td><td>0.006</td><td>90</td><td>22.346</td><td>20.158</td><td>18.713</td><td>17.475</td><td>16.823</td><td>0.233</td><td>0.02</td><td>0.009</td><td>0.006</td><td>0.011</td><td>1237653664712163947</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>16</td><td>4</td><td>-12</td><td>4</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.079876</td><td>127.629259</td><td>1.333658</td><td>0.13</td><td>0.13</td><td>109</td><td>08303102+0120011</td><td>15.936</td><td>0.096</td><td>0.097</td><td>12.4</td><td>15.501</td><td>0.109</td><td>0.109</td><td>8.8</td><td>15.314</td><td>0.186</td><td>0.186</td><td>5.7</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>60606</td><td>11.0</td><td>11</td><td>804046324</td><td>0</td><td>0</td><td>804046318</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.556</td><td>22.544</td><td>179.8</td><td>2451573.6837</td><td>1.1</td><td>0.82</td><td>1.06</td><td>15.804</td><td>0.184</td><td>15.783</td><td>0.331</td><td>15.466</td><td>0.36</td><td>4817</td><td>73</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>174</td><td>17.6</td><td>16.6</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td><td>J083031.01+012001.2</td><td>127.629246</td><td>1.333676</td><td>0.002</td><td>0.002</td><td>90</td><td>18.748</td><td>17.394</td><td>16.91</td><td>16.75</td><td>16.678</td><td>0.018</td><td>0.005</td><td>0.004</td><td>0.005</td><td>0.01</td><td>1237653664712163663</td><td>6</td><td>1</td><td>0000201010021010</td><td>3</td><td>2000.9155</td><td>3</td><td>3</td><td>-1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.14186</td><td>127.647894</td><td>1.347275</td><td>0.08</td><td>0.06</td><td>88</td><td>08303549+0120501</td><td>13.56</td><td>0.026</td><td>0.029</td><td>110.5</td><td>13.149</td><td>0.029</td><td>0.03</td><td>76.6</td><td>13.062</td><td>0.034</td><td>0.035</td><td>45.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>29.2</td><td>66</td><td>804046366</td><td>0</td><td>0</td><td>804046354</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.553</td><td>22.567</td><td>112.8</td><td>2451573.6837</td><td>0.94</td><td>0.73</td><td>0.97</td><td>13.574</td><td>0.037</td><td>13.149</td><td>0.064</td><td>13.027</td><td>0.044</td><td>4866</td><td>140</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>270</td><td>15.5</td><td>14.4</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td><td>J083035.49+012050.0</td><td>127.647878</td><td>1.347239</td><td>0.001</td><td>0.001</td><td>90</td><td>16.661</td><td>15.155</td><td>14.645</td><td>14.501</td><td>14.433</td><td>0.006</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.004</td><td>1237653664712228882</td><td>6</td><td>1</td><td>0000201090021010</td><td>3</td><td>2000.9155</td><td>-7</td><td>3</td><td>2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.119708</td><td>127.629856</td><td>1.336659</td><td>0.09</td><td>0.07</td><td>88</td><td>08303116+0120119</td><td>15.624</td><td>0.075</td><td>0.076</td><td>16.5</td><td>15.116</td><td>0.078</td><td>0.078</td><td>12.5</td><td>14.845</td><td>0.124</td><td>0.124</td><td>8.8</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>360606</td><td>11.0</td><td>191</td><td>804046318</td><td>0</td><td>0</td><td>804046324</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.554</td><td>22.546</td><td>177.7</td><td>2451573.6837</td><td>0.68</td><td>1.11</td><td>1.42</td><td>15.536</td><td>0.113</td><td>15.248</td><td>0.158</td><td>15.116</td><td>0.077</td><td>4828</td><td>75</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.0</td><td>257</td><td>17.6</td><td>16.7</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td><td>J083031.16+012011.8</td><td>127.629832</td><td>1.336636</td><td>0.002</td><td>0.002</td><td>90</td><td>19.136</td><td>17.608</td><td>16.965</td><td>16.733</td><td>16.608</td><td>0.022</td><td>0.005</td><td>0.004</td><td>0.005</td><td>0.01</td><td>1237653664712163664</td><td>6</td><td>1</td><td>0000201010021010</td><td>3</td><td>2000.9155</td><td>-1</td><td>3</td><td>2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.131932</td><td>127.641134</td><td>1.354178</td><td>0.08</td><td>0.06</td><td>90</td><td>08303387+0121150</td><td>14.449</td><td>0.035</td><td>0.037</td><td>48.7</td><td>13.844</td><td>0.024</td><td>0.026</td><td>40.4</td><td>13.495</td><td>0.045</td><td>0.045</td><td>30.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>27.6</td><td>343</td><td>804046390</td><td>0</td><td>0</td><td>804046376</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.543</td><td>22.564</td><td>137.1</td><td>2451573.6837</td><td>1.07</td><td>1.29</td><td>0.97</td><td>14.423</td><td>0.032</td><td>13.864</td><td>0.07</td><td>13.529</td><td>0.06</td><td>4891</td><td>116</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>1.2</td><td>264</td><td>18.9</td><td>16.8</td><td>1</td><td>--</td><td>43957</td><td>1010994</td><td>68</td><td>J083033.87+012114.9</td><td>127.641123</td><td>1.354143</td><td>0.002</td><td>0.002</td><td>90</td><td>21.451</td><td>18.88</td><td>17.466</td><td>16.381</td><td>15.814</td><td>0.104</td><td>0.009</td><td>0.006</td><td>0.005</td><td>0.007</td><td>1237653622299624080</td><td>6</td><td>1</td><td>0000001010000300</td><td>3</td><td>2000.9076</td><td>-26</td><td>3</td><td>-1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.093665</td><td>127.659372</td><td>1.344964</td><td>0.1</td><td>0.08</td><td>90</td><td>08303824+0120418</td><td>15.722</td><td>0.069</td><td>0.07</td><td>15.1</td><td>15.19</td><td>0.098</td><td>0.099</td><td>11.7</td><td>15.191</td><td>0.169</td><td>0.169</td><td>6.4</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>24.7</td><td>324</td><td>804046366</td><td>0</td><td>0</td><td>804046346</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.561</td><td>22.576</td><td>71.5</td><td>2451573.6837</td><td>1.17</td><td>0.97</td><td>1.11</td><td>15.707</td><td>0.12</td><td>15.087</td><td>0.098</td><td>15.275</td><td>0.337</td><td>4858</td><td>181</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>190</td><td>17.6</td><td>16.5</td><td>1</td><td>--</td><td>43957</td><td>1010993</td><td>56</td><td>J083038.24+012041.7</td><td>127.659362</td><td>1.34494</td><td>0.002</td><td>0.002</td><td>90</td><td>18.6</td><td>17.337</td><td>16.87</td><td>16.709</td><td>16.619</td><td>0.016</td><td>0.004</td><td>0.004</td><td>0.005</td><td>0.01</td><td>1237653664712228899</td><td>6</td><td>0</td><td>0000B01012020014</td><td>3</td><td>2000.9155</td><td>2</td><td>3</td><td>-3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.220468</td><td>127.665886</td><td>1.349635</td><td>0.08</td><td>0.06</td><td>90</td><td>08303981+0120586</td><td>9.368</td><td>0.023</td><td>0.026</td><td>5250.9</td><td>8.8</td><td>0.063</td><td>0.065</td><td>4206.4</td><td>8.761</td><td>0.019</td><td>0.021</td><td>2382.4</td><td>AAA</td><td>212</td><td>111</td><td>000</td><td>446666</td><td>28.9</td><td>234</td><td>804046346</td><td>0</td><td>0</td><td>804046361</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.56</td><td>22.584</td><td>48.0</td><td>2451573.6837</td><td>0.75</td><td>0.74</td><td>0.6</td><td>9.362</td><td>0.01</td><td>8.88</td><td>0.05</td><td>8.745</td><td>0.012</td><td>4875</td><td>205</td><td>sw</td><td>0</td><td>1</td><td>T</td><td>0.3</td><td>24</td><td>11.62</td><td>10.83</td><td>2</td><td>--</td><td>43957</td><td>1010994</td><td>68</td><td>J083039.81+012058.4</td><td>127.665881</td><td>1.349574</td><td>0.045</td><td>0.044</td><td>0</td><td>14.889</td><td>11.57</td><td>10.801</td><td>10.533</td><td>10.959</td><td>0.006</td><td>0.001</td><td>0.001</td><td>0.001</td><td>0.002</td><td>1237653664712228897</td><td>6</td><td>0</td><td>0001B81092061014</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr> <tr><td>0.102943</td><td>127.608503</td><td>1.657705</td><td>0.06</td><td>0.06</td><td>90</td><td>08302604+0139277</td><td>13.408</td><td>0.023</td><td>0.026</td><td>131.6</td><td>12.912</td><td>0.026</td><td>0.027</td><td>102.1</td><td>12.756</td><td>0.03</td><td>0.031</td><td>60.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>56.4</td><td>309</td><td>804039681</td><td>0</td><td>0</td><td>804039702</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.238</td><td>22.682</td><td>-179.1</td><td>2451573.6812</td><td>1.11</td><td>1.0</td><td>1.03</td><td>13.392</td><td>0.019</td><td>12.891</td><td>0.042</td><td>12.723</td><td>0.036</td><td>5986</td><td>73</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.1</td><td>224</td><td>15.9</td><td>14.4</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083026.04+013927.6</td><td>127.608509</td><td>1.657677</td><td>0.001</td><td>0.001</td><td>90</td><td>17.666</td><td>15.64</td><td>14.844</td><td>14.557</td><td>14.429</td><td>0.01</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.004</td><td>1237653665249034440</td><td>6</td><td>1</td><td>0000001010020000</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.075051</td><td>127.61793</td><td>1.670363</td><td>0.06</td><td>0.06</td><td>90</td><td>08302830+0140133</td><td>12.331</td><td>0.021</td><td>0.024</td><td>354.8</td><td>11.852</td><td>0.021</td><td>0.023</td><td>271.1</td><td>11.776</td><td>0.022</td><td>0.024</td><td>148.3</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665566</td><td>48.7</td><td>97</td><td>804047087</td><td>0</td><td>0</td><td>804039676</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.231</td><td>22.697</td><td>-213.0</td><td>2451573.6812</td><td>0.97</td><td>0.85</td><td>0.87</td><td>12.325</td><td>0.015</td><td>11.863</td><td>0.052</td><td>11.795</td><td>0.02</td><td>6032</td><td>39</td><td>se</td><td>1</td><td>1</td><td>U</td><td>1.0</td><td>197</td><td>14.7</td><td>13.2</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083028.30+014013.2</td><td>127.617924</td><td>1.670343</td><td>0.047</td><td>0.041</td><td>90</td><td>15.934</td><td>14.383</td><td>14.122</td><td>13.79</td><td>13.374</td><td>0.005</td><td>0.003</td><td>0.01</td><td>0.002</td><td>0.004</td><td>1237653665249034466</td><td>6</td><td>0</td><td>00009810100E1000</td><td>3</td><td>2000.9155</td><td>-9</td><td>3</td><td>-18</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.057893</td><td>127.631377</td><td>1.668806</td><td>0.06</td><td>0.06</td><td>90</td><td>08303153+0140077</td><td>14.417</td><td>0.037</td><td>0.039</td><td>50.2</td><td>14.078</td><td>0.048</td><td>0.049</td><td>32.6</td><td>14.041</td><td>0.059</td><td>0.059</td><td>18.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666636</td><td>20.5</td><td>185</td><td>804047077</td><td>0</td><td>0</td><td>804047087</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.239</td><td>22.708</td><td>172.2</td><td>2451573.6839</td><td>0.89</td><td>0.69</td><td>1.07</td><td>14.356</td><td>0.027</td><td>14.077</td><td>0.054</td><td>14.032</td><td>0.1</td><td>6024</td><td>80</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.1</td><td>320</td><td>15.9</td><td>15.1</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td><td>J083031.53+014007.6</td><td>127.631383</td><td>1.668791</td><td>0.001</td><td>0.001</td><td>90</td><td>17.192</td><td>15.962</td><td>15.507</td><td>15.334</td><td>15.277</td><td>0.008</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.005</td><td>1237653665249034525</td><td>6</td><td>1</td><td>0000001010000200</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>6</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.165563</td><td>127.59634</td><td>1.667581</td><td>0.11</td><td>0.11</td><td>45</td><td>08302312+0140032</td><td>15.932</td><td>0.079</td><td>0.08</td><td>12.9</td><td>15.564</td><td>0.129</td><td>0.129</td><td>8.9</td><td>15.494</td><td>0.207</td><td>0.207</td><td>4.8</td><td>ABD</td><td>222</td><td>111</td><td>000</td><td>260605</td><td>56.4</td><td>129</td><td>804039702</td><td>0</td><td>0</td><td>804039681</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.222</td><td>22.677</td><td>-135.3</td><td>2451573.6812</td><td>1.42</td><td>0.89</td><td>0.99</td><td>15.856</td><td>0.152</td><td>15.713</td><td>0.139</td><td>15.256</td><td>0.593</td><td>6022</td><td>117</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>231</td><td>17.2</td><td>16.6</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083023.13+014003.2</td><td>127.596382</td><td>1.667562</td><td>0.002</td><td>0.002</td><td>90</td><td>18.415</td><td>17.29</td><td>16.909</td><td>16.768</td><td>16.72</td><td>0.015</td><td>0.004</td><td>0.004</td><td>0.005</td><td>0.01</td><td>1237653665249034426</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>-1</td><td>3</td><td>0</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.027431</td><td>127.607412</td><td>1.680264</td><td>0.07</td><td>0.07</td><td>45</td><td>08302577+0140489</td><td>15.187</td><td>0.045</td><td>0.047</td><td>25.6</td><td>14.768</td><td>0.052</td><td>0.052</td><td>18.5</td><td>14.635</td><td>0.105</td><td>0.105</td><td>10.7</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>462606</td><td>19.3</td><td>341</td><td>804039639</td><td>0</td><td>0</td><td>804039656</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.216</td><td>22.692</td><td>-175.1</td><td>2451573.6811</td><td>0.84</td><td>0.99</td><td>0.66</td><td>15.267</td><td>0.083</td><td>14.939</td><td>0.139</td><td>14.272</td><td>0.074</td><td>6068</td><td>77</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>196</td><td>17.2</td><td>16.2</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083025.78+014048.9</td><td>127.607419</td><td>1.680261</td><td>0.002</td><td>0.002</td><td>90</td><td>18.913</td><td>17.221</td><td>16.561</td><td>16.319</td><td>16.212</td><td>0.02</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.008</td><td>1237653665249034442</td><td>6</td><td>1</td><td>0000001010000200</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>-4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.078476</td><td>127.605675</td><td>1.685328</td><td>0.07</td><td>0.06</td><td>4</td><td>08302536+0141071</td><td>15.208</td><td>0.04</td><td>0.042</td><td>25.1</td><td>14.614</td><td>0.05</td><td>0.051</td><td>21.3</td><td>14.529</td><td>0.082</td><td>0.083</td><td>11.7</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>562615</td><td>19.3</td><td>161</td><td>804039656</td><td>0</td><td>0</td><td>804039639</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.21</td><td>22.693</td><td>-168.9</td><td>2451573.6811</td><td>1.23</td><td>0.93</td><td>0.6</td><td>15.238</td><td>0.074</td><td>14.743</td><td>0.124</td><td>14.394</td><td>0.152</td><td>6086</td><td>83</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.0</td><td>201</td><td>17.0</td><td>16.1</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083025.36+014107.1</td><td>127.605681</td><td>1.685307</td><td>0.002</td><td>0.002</td><td>90</td><td>18.892</td><td>17.158</td><td>16.472</td><td>16.221</td><td>16.11</td><td>0.019</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.008</td><td>1237653665249034437</td><td>6</td><td>1</td><td>0000201010021010</td><td>3</td><td>2000.9155</td><td>-8</td><td>3</td><td>-19</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.649439</td><td>127.59557</td><td>1.693948</td><td>0.24</td><td>0.21</td><td>14</td><td>08302293+0141382</td><td>16.451</td><td>0.144</td><td>0.144</td><td>8.0</td><td>15.841</td><td>0.166</td><td>0.166</td><td>6.9</td><td>15.403</td><td>0.221</td><td>0.221</td><td>5.3</td><td>BCD</td><td>222</td><td>111</td><td>000</td><td>160506</td><td>47.8</td><td>130</td><td>804039639</td><td>0</td><td>0</td><td>804039617</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.197</td><td>22.689</td><td>-132.5</td><td>2451573.6811</td><td>1.16</td><td>1.11</td><td>0.98</td><td>16.066</td><td>0.3</td><td>15.271</td><td>0.191</td><td>14.673</td><td>0.14</td><td>6117</td><td>120</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>306</td><td>18.5</td><td>16.9</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083022.94+014137.5</td><td>127.595605</td><td>1.693771</td><td>0.01</td><td>0.008</td><td>90</td><td>20.248</td><td>18.532</td><td>17.65</td><td>17.267</td><td>16.938</td><td>0.087</td><td>0.01</td><td>0.008</td><td>0.008</td><td>0.022</td><td>1237653665249034731</td><td>3</td><td>1</td><td>0000201010021110</td><td>3</td><td>2000.9155</td><td>-6</td><td>3</td><td>-4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.100329</td><td>127.612403</td><td>1.684011</td><td>0.07</td><td>0.06</td><td>86</td><td>08302697+0141024</td><td>14.826</td><td>0.049</td><td>0.05</td><td>35.7</td><td>14.37</td><td>0.071</td><td>0.072</td><td>26.7</td><td>14.421</td><td>0.09</td><td>0.09</td><td>13.0</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665526</td><td>3.4</td><td>355</td><td>804047124</td><td>0</td><td>0</td><td>804039648</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.215</td><td>22.699</td><td>-193.1</td><td>2451573.6811</td><td>4.16</td><td>2.34</td><td>2.12</td><td>14.585</td><td>0.042</td><td>14.051</td><td>0.054</td><td>13.864</td><td>0.142</td><td>6081</td><td>59</td><td>se</td><td>1</td><td>1</td><td>U</td><td>1.1</td><td>181</td><td>16.1</td><td>15.0</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083026.97+014102.3</td><td>127.61241</td><td>1.683984</td><td>0.001</td><td>0.001</td><td>90</td><td>17.587</td><td>16.377</td><td>15.934</td><td>15.773</td><td>15.723</td><td>0.01</td><td>0.003</td><td>0.004</td><td>0.004</td><td>0.006</td><td>1237653665249034447</td><td>6</td><td>1</td><td>0000201010020010</td><td>3</td><td>2000.9155</td><td>2</td><td>4</td><td>-2</td><td>4</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>3.276802</td><td>127.612403</td><td>1.684011</td><td>0.07</td><td>0.06</td><td>86</td><td>08302697+0141024</td><td>14.826</td><td>0.049</td><td>0.05</td><td>35.7</td><td>14.37</td><td>0.071</td><td>0.072</td><td>26.7</td><td>14.421</td><td>0.09</td><td>0.09</td><td>13.0</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665526</td><td>3.4</td><td>355</td><td>804047124</td><td>0</td><td>0</td><td>804039648</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.215</td><td>22.699</td><td>-193.1</td><td>2451573.6811</td><td>4.16</td><td>2.34</td><td>2.12</td><td>14.585</td><td>0.042</td><td>14.051</td><td>0.054</td><td>13.864</td><td>0.142</td><td>6081</td><td>59</td><td>se</td><td>1</td><td>1</td><td>U</td><td>1.1</td><td>181</td><td>16.1</td><td>15.0</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083026.97+014105.7</td><td>127.612384</td><td>1.684921</td><td>0.003</td><td>0.003</td><td>90</td><td>21.675</td><td>19.061</td><td>17.815</td><td>17.265</td><td>16.967</td><td>0.142</td><td>0.012</td><td>0.007</td><td>0.006</td><td>0.013</td><td>1237653665249034448</td><td>6</td><td>1</td><td>0000601012020010</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.007957</td><td>127.626044</td><td>1.687986</td><td>0.06</td><td>0.06</td><td>73</td><td>08303025+0141167</td><td>14.101</td><td>0.032</td><td>0.034</td><td>67.2</td><td>13.812</td><td>0.036</td><td>0.037</td><td>41.6</td><td>13.789</td><td>0.051</td><td>0.051</td><td>23.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666656</td><td>49.8</td><td>19</td><td>804047159</td><td>0</td><td>0</td><td>804047134</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.218</td><td>22.712</td><td>191.4</td><td>2451573.684</td><td>0.84</td><td>1.04</td><td>1.05</td><td>14.155</td><td>0.022</td><td>13.925</td><td>0.089</td><td>13.796</td><td>0.148</td><td>6093</td><td>61</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.1</td><td>188</td><td>15.9</td><td>14.9</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td><td>J083030.25+014116.7</td><td>127.626046</td><td>1.687985</td><td>0.001</td><td>0.001</td><td>90</td><td>17.122</td><td>15.664</td><td>15.198</td><td>15.042</td><td>15.005</td><td>0.008</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.005</td><td>1237653665249034511</td><td>6</td><td>1</td><td>0000201090021010</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.245498</td><td>127.612321</td><td>1.684947</td><td>0.11</td><td>0.11</td><td>125</td><td>08302695+0141058</td><td>14.733</td><td>--</td><td>--</td><td>--</td><td>15.055</td><td>0.086</td><td>0.087</td><td>13.2</td><td>14.616</td><td>--</td><td>--</td><td>--</td><td>UAU</td><td>20</td><td>10</td><td>0c0</td><td>5600</td><td>3.4</td><td>175</td><td>804039648</td><td>0</td><td>0</td><td>804047124</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.214</td><td>22.699</td><td>240.8</td><td>2451573.684</td><td>--</td><td>0.93</td><td>--</td><td>--</td><td>--</td><td>14.188</td><td>0.073</td><td>--</td><td>--</td><td>6082</td><td>12</td><td>sw</td><td>0</td><td>0</td><td>U</td><td>2.3</td><td>352</td><td>16.1</td><td>15.0</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td><td>J083026.97+014105.7</td><td>127.612384</td><td>1.684921</td><td>0.003</td><td>0.003</td><td>90</td><td>21.675</td><td>19.061</td><td>17.815</td><td>17.265</td><td>16.967</td><td>0.142</td><td>0.012</td><td>0.007</td><td>0.006</td><td>0.013</td><td>1237653665249034448</td><td>6</td><td>1</td><td>0000601012020010</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>3.481436</td><td>127.612321</td><td>1.684947</td><td>0.11</td><td>0.11</td><td>125</td><td>08302695+0141058</td><td>14.733</td><td>--</td><td>--</td><td>--</td><td>15.055</td><td>0.086</td><td>0.087</td><td>13.2</td><td>14.616</td><td>--</td><td>--</td><td>--</td><td>UAU</td><td>20</td><td>10</td><td>0c0</td><td>5600</td><td>3.4</td><td>175</td><td>804039648</td><td>0</td><td>0</td><td>804047124</td><td>s</td><td>2000-01-30</td><td>59</td><td>223.214</td><td>22.699</td><td>240.8</td><td>2451573.684</td><td>--</td><td>0.93</td><td>--</td><td>--</td><td>--</td><td>14.188</td><td>0.073</td><td>--</td><td>--</td><td>6082</td><td>12</td><td>sw</td><td>0</td><td>0</td><td>U</td><td>2.3</td><td>352</td><td>16.1</td><td>15.0</td><td>1</td><td>--</td><td>43957</td><td>1010995</td><td>80</td><td>J083026.97+014102.3</td><td>127.61241</td><td>1.683984</td><td>0.001</td><td>0.001</td><td>90</td><td>17.587</td><td>16.377</td><td>15.934</td><td>15.773</td><td>15.723</td><td>0.01</td><td>0.003</td><td>0.004</td><td>0.004</td><td>0.006</td><td>1237653665249034447</td><td>6</td><td>1</td><td>0000201010020010</td><td>3</td><td>2000.9155</td><td>2</td><td>4</td><td>-2</td><td>4</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.011467</td><td>127.580761</td><td>1.701335</td><td>0.06</td><td>0.06</td><td>45</td><td>08301938+0142048</td><td>14.631</td><td>0.036</td><td>0.038</td><td>42.7</td><td>14.208</td><td>0.044</td><td>0.045</td><td>31.0</td><td>14.056</td><td>0.066</td><td>0.067</td><td>18.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666646</td><td>56.6</td><td>22</td><td>804039566</td><td>0</td><td>0</td><td>804039599</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.182</td><td>22.679</td><td>-79.2</td><td>2451573.6811</td><td>0.83</td><td>0.97</td><td>0.94</td><td>14.594</td><td>0.06</td><td>14.152</td><td>0.074</td><td>13.985</td><td>0.209</td><td>6144</td><td>173</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>275</td><td>16.4</td><td>15.4</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083019.38+014204.8</td><td>127.580762</td><td>1.701338</td><td>0.001</td><td>0.001</td><td>90</td><td>17.735</td><td>16.283</td><td>15.75</td><td>15.565</td><td>15.514</td><td>0.01</td><td>0.003</td><td>0.004</td><td>0.004</td><td>0.006</td><td>1237653665249034400</td><td>6</td><td>1</td><td>0000201090021010</td><td>3</td><td>2000.9155</td><td>-8</td><td>3</td><td>5</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.238458</td><td>127.559304</td><td>1.696663</td><td>0.14</td><td>0.13</td><td>8</td><td>08301423+0141479</td><td>16.043</td><td>0.077</td><td>0.078</td><td>11.6</td><td>15.493</td><td>0.121</td><td>0.122</td><td>9.5</td><td>15.201</td><td>0.162</td><td>0.162</td><td>6.3</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>60606</td><td>58.0</td><td>184</td><td>804039655</td><td>0</td><td>0</td><td>804039606</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.175</td><td>22.658</td><td>-2.0</td><td>2451573.6811</td><td>0.98</td><td>0.81</td><td>1.33</td><td>16.321</td><td>0.224</td><td>15.372</td><td>0.186</td><td>15.02</td><td>0.241</td><td>6127</td><td>250</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>270</td><td>20.2</td><td>18.8</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083014.24+014147.7</td><td>127.559336</td><td>1.696605</td><td>0.007</td><td>0.007</td><td>90</td><td>22.955</td><td>20.536</td><td>19.013</td><td>17.915</td><td>17.363</td><td>0.396</td><td>0.025</td><td>0.011</td><td>0.008</td><td>0.016</td><td>1237653665249034814</td><td>6</td><td>1</td><td>0000001010000100</td><td>3</td><td>2000.9155</td><td>0</td><td>4</td><td>2</td><td>4</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.150187</td><td>127.594693</td><td>1.712073</td><td>0.06</td><td>0.06</td><td>90</td><td>08302272+0142434</td><td>15.06</td><td>0.036</td><td>0.038</td><td>28.7</td><td>14.42</td><td>0.055</td><td>0.056</td><td>25.5</td><td>14.219</td><td>0.066</td><td>0.067</td><td>15.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>662605</td><td>31.6</td><td>295</td><td>804039566</td><td>0</td><td>0</td><td>804039577</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.179</td><td>22.697</td><td>-129.4</td><td>2451573.6811</td><td>1.02</td><td>1.12</td><td>0.85</td><td>15.063</td><td>0.059</td><td>14.503</td><td>0.168</td><td>14.731</td><td>0.317</td><td>6182</td><td>123</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>132</td><td>17.9</td><td>16.4</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083022.72+014243.3</td><td>127.594672</td><td>1.712037</td><td>0.002</td><td>0.002</td><td>90</td><td>20.138</td><td>17.814</td><td>16.762</td><td>16.374</td><td>16.179</td><td>0.043</td><td>0.005</td><td>0.004</td><td>0.004</td><td>0.008</td><td>1237653665249034728</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>2</td><td>3</td><td>-2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.108212</td><td>127.586772</td><td>1.715849</td><td>0.07</td><td>0.07</td><td>45</td><td>08302082+0142570</td><td>15.723</td><td>0.066</td><td>0.067</td><td>15.6</td><td>14.973</td><td>0.06</td><td>0.06</td><td>15.3</td><td>14.812</td><td>0.12</td><td>0.12</td><td>9.1</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>360605</td><td>28.2</td><td>0</td><td>804039552</td><td>0</td><td>0</td><td>804039566</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.171</td><td>22.691</td><td>-100.9</td><td>2451573.6811</td><td>1.08</td><td>0.96</td><td>1.11</td><td>15.705</td><td>0.181</td><td>15.211</td><td>0.16</td><td>14.664</td><td>0.119</td><td>6196</td><td>151</td><td>se</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083020.82+014256.9</td><td>127.586748</td><td>1.715831</td><td>0.009</td><td>0.008</td><td>90</td><td>23.703</td><td>21.006</td><td>19.374</td><td>17.925</td><td>17.114</td><td>0.706</td><td>0.037</td><td>0.014</td><td>0.008</td><td>0.013</td><td>1237653665249034825</td><td>6</td><td>1</td><td>0000201010000010</td><td>3</td><td>2000.9155</td><td>-14</td><td>5</td><td>3</td><td>5</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.240613</td><td>127.447192</td><td>1.647533</td><td>0.24</td><td>0.19</td><td>81</td><td>08294732+0138511</td><td>16.529</td><td>0.148</td><td>0.149</td><td>7.4</td><td>16.028</td><td>0.195</td><td>0.195</td><td>5.8</td><td>15.104</td><td>0.176</td><td>0.176</td><td>6.9</td><td>BCC</td><td>222</td><td>111</td><td>000</td><td>60506</td><td>15.9</td><td>129</td><td>804020424</td><td>0</td><td>0</td><td>804020436</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.163</td><td>22.536</td><td>-30.1</td><td>2451573.6742</td><td>1.12</td><td>0.98</td><td>0.86</td><td>15.861</td><td>0.062</td><td>15.148</td><td>0.204</td><td>14.526</td><td>0.224</td><td>5946</td><td>222</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.7</td><td>220</td><td>19.0</td><td>18.0</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082947.33+013851.2</td><td>127.447247</td><td>1.647571</td><td>0.015</td><td>0.01</td><td>90</td><td>20.622</td><td>19.316</td><td>18.119</td><td>17.636</td><td>17.285</td><td>0.111</td><td>0.017</td><td>0.01</td><td>0.01</td><td>0.027</td><td>1237653665248969240</td><td>3</td><td>1</td><td>0000201010020210</td><td>3</td><td>2000.9155</td><td>1</td><td>3</td><td>-3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.094562</td><td>127.433953</td><td>1.655758</td><td>0.13</td><td>0.11</td><td>176</td><td>08294414+0139207</td><td>16.065</td><td>0.095</td><td>0.096</td><td>11.4</td><td>15.5</td><td>0.113</td><td>0.113</td><td>9.4</td><td>15.384</td><td>0.183</td><td>0.183</td><td>5.3</td><td>ABC</td><td>222</td><td>111</td><td>000</td><td>61606</td><td>17.8</td><td>349</td><td>804020468</td><td>0</td><td>0</td><td>804020450</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.149</td><td>22.529</td><td>17.6</td><td>2451573.6742</td><td>1.72</td><td>1.15</td><td>0.98</td><td>16.668</td><td>0.24</td><td>15.589</td><td>0.429</td><td>17.98</td><td>5.025</td><td>5976</td><td>235</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>199</td><td>17.8</td><td>17.2</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082944.15+013920.6</td><td>127.433977</td><td>1.655747</td><td>0.003</td><td>0.002</td><td>90</td><td>19.52</td><td>17.923</td><td>17.321</td><td>17.065</td><td>16.941</td><td>0.029</td><td>0.005</td><td>0.005</td><td>0.005</td><td>0.012</td><td>1237653665248969122</td><td>6</td><td>1</td><td>0000201010020010</td><td>3</td><td>2000.9155</td><td>2</td><td>3</td><td>-3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.107628</td><td>127.432986</td><td>1.660608</td><td>0.06</td><td>0.06</td><td>0</td><td>08294391+0139381</td><td>13.003</td><td>0.018</td><td>0.022</td><td>191.1</td><td>12.478</td><td>0.027</td><td>0.029</td><td>152.3</td><td>12.418</td><td>0.027</td><td>0.029</td><td>82.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>17.8</td><td>169</td><td>804020450</td><td>0</td><td>0</td><td>804020468</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.144</td><td>22.53</td><td>21.0</td><td>2451573.6742</td><td>0.85</td><td>0.92</td><td>1.11</td><td>13.021</td><td>0.025</td><td>12.471</td><td>0.062</td><td>12.413</td><td>0.053</td><td>5993</td><td>232</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>261</td><td>15.5</td><td>14.3</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082943.92+013938.1</td><td>127.433013</td><td>1.660595</td><td>0.001</td><td>0.001</td><td>90</td><td>16.96</td><td>15.138</td><td>14.439</td><td>17.193</td><td>14.023</td><td>0.007</td><td>0.003</td><td>0.003</td><td>0.017</td><td>0.004</td><td>1237653665248968917</td><td>6</td><td>1</td><td>0000B81090061010</td><td>3</td><td>2000.9155</td><td>-6</td><td>3</td><td>3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.717615</td><td>127.440603</td><td>1.667036</td><td>0.06</td><td>0.06</td><td>17</td><td>08294574+0140013</td><td>12.716</td><td>0.031</td><td>0.033</td><td>248.9</td><td>12.125</td><td>0.038</td><td>0.039</td><td>210.8</td><td>11.889</td><td>0.027</td><td>0.029</td><td>133.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>35.9</td><td>230</td><td>804020468</td><td>0</td><td>0</td><td>804020477</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.142</td><td>22.54</td><td>-6.4</td><td>2451573.6742</td><td>2.54</td><td>2.87</td><td>3.03</td><td>12.572</td><td>0.01</td><td>11.918</td><td>0.04</td><td>11.787</td><td>0.032</td><td>6016</td><td>246</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>221</td><td>16.1</td><td>14.0</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082945.69+014001.3</td><td>127.440404</td><td>1.667048</td><td>0.001</td><td>0.001</td><td>90</td><td>19.832</td><td>17.09</td><td>15.583</td><td>15.047</td><td>14.765</td><td>0.041</td><td>0.004</td><td>0.003</td><td>0.003</td><td>0.005</td><td>1237653665248968949</td><td>6</td><td>1</td><td>0000601010000010</td><td>3</td><td>2000.9155</td><td>-23</td><td>3</td><td>-2</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.837076</td><td>127.440603</td><td>1.667036</td><td>0.06</td><td>0.06</td><td>17</td><td>08294574+0140013</td><td>12.716</td><td>0.031</td><td>0.033</td><td>248.9</td><td>12.125</td><td>0.038</td><td>0.039</td><td>210.8</td><td>11.889</td><td>0.027</td><td>0.029</td><td>133.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>35.9</td><td>230</td><td>804020468</td><td>0</td><td>0</td><td>804020477</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.142</td><td>22.54</td><td>-6.4</td><td>2451573.6742</td><td>2.54</td><td>2.87</td><td>3.03</td><td>12.572</td><td>0.01</td><td>11.918</td><td>0.04</td><td>11.787</td><td>0.032</td><td>6016</td><td>246</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>221</td><td>16.1</td><td>14.0</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082945.80+014001.2</td><td>127.440834</td><td>1.667009</td><td>0.001</td><td>0.001</td><td>90</td><td>19.018</td><td>16.383</td><td>15.181</td><td>14.61</td><td>14.284</td><td>0.021</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.004</td><td>1237653665248968951</td><td>6</td><td>1</td><td>0000201190000010</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.099214</td><td>127.449076</td><td>1.681583</td><td>0.06</td><td>0.06</td><td>0</td><td>08294777+0140536</td><td>14.879</td><td>0.032</td><td>0.035</td><td>34.0</td><td>14.219</td><td>0.05</td><td>0.051</td><td>30.6</td><td>14.108</td><td>0.059</td><td>0.06</td><td>17.3</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666606</td><td>60.6</td><td>210</td><td>804020477</td><td>0</td><td>0</td><td>804020514</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.132</td><td>22.554</td><td>-36.9</td><td>2451573.6742</td><td>0.86</td><td>0.7</td><td>0.85</td><td>14.927</td><td>0.05</td><td>14.197</td><td>0.063</td><td>14.262</td><td>0.097</td><td>6068</td><td>215</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>334</td><td>18.4</td><td>16.6</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082947.78+014053.6</td><td>127.449097</td><td>1.681565</td><td>0.002</td><td>0.002</td><td>90</td><td>21.23</td><td>18.473</td><td>17.089</td><td>16.43</td><td>16.053</td><td>0.099</td><td>0.007</td><td>0.005</td><td>0.004</td><td>0.007</td><td>1237653665248969156</td><td>6</td><td>1</td><td>0000001010000100</td><td>3</td><td>2000.9155</td><td>1</td><td>3</td><td>12</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.144389</td><td>127.429017</td><td>1.681421</td><td>0.07</td><td>0.07</td><td>17</td><td>08294296+0140531</td><td>15.091</td><td>0.055</td><td>0.057</td><td>27.9</td><td>14.806</td><td>0.067</td><td>0.067</td><td>17.8</td><td>14.78</td><td>0.116</td><td>0.117</td><td>9.3</td><td>AAB</td><td>222</td><td>111</td><td>000</td><td>660506</td><td>44.1</td><td>347</td><td>804020529</td><td>0</td><td>0</td><td>804020512</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.122</td><td>22.537</td><td>35.3</td><td>2451573.6742</td><td>0.77</td><td>0.84</td><td>0.97</td><td>15.029</td><td>0.029</td><td>14.728</td><td>0.085</td><td>14.707</td><td>0.217</td><td>6068</td><td>217</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.4</td><td>285</td><td>16.6</td><td>15.8</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082942.97+014053.0</td><td>127.429055</td><td>1.681408</td><td>0.001</td><td>0.001</td><td>90</td><td>17.678</td><td>16.556</td><td>16.163</td><td>16.025</td><td>15.969</td><td>0.01</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.007</td><td>1237653665248968906</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>-5</td><td>3</td><td>5</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.325286</td><td>127.426213</td><td>1.693338</td><td>0.28</td><td>0.27</td><td>63</td><td>08294229+0141360</td><td>16.725</td><td>0.179</td><td>0.179</td><td>6.2</td><td>15.843</td><td>0.154</td><td>0.154</td><td>6.9</td><td>15.57</td><td>0.229</td><td>0.229</td><td>4.5</td><td>CCD</td><td>222</td><td>111</td><td>c00</td><td>50606</td><td>25.6</td><td>16</td><td>804020540</td><td>0</td><td>0</td><td>804020529</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.109</td><td>22.54</td><td>45.4</td><td>2451573.6743</td><td>0.96</td><td>1.0</td><td>1.11</td><td>16.719</td><td>0.4</td><td>15.882</td><td>0.416</td><td>15.431</td><td>0.414</td><td>6111</td><td>207</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.6</td><td>196</td><td>19.4</td><td>18.0</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082942.27+014136.2</td><td>127.426161</td><td>1.693412</td><td>0.005</td><td>0.004</td><td>90</td><td>24.634</td><td>19.477</td><td>18.293</td><td>17.83</td><td>17.653</td><td>0.966</td><td>0.012</td><td>0.008</td><td>0.008</td><td>0.019</td><td>1237653665248968896</td><td>6</td><td>1</td><td>0000201010061110</td><td>3</td><td>2000.9155</td><td>-4</td><td>3</td><td>0</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.148096</td><td>127.428133</td><td>1.700177</td><td>0.06</td><td>0.06</td><td>0</td><td>08294275+0142006</td><td>9.791</td><td>0.021</td><td>0.024</td><td>3681.5</td><td>9.505</td><td>0.024</td><td>0.026</td><td>2354.6</td><td>9.458</td><td>0.019</td><td>0.021</td><td>1253.8</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>25.6</td><td>196</td><td>804020529</td><td>0</td><td>0</td><td>804020540</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.104</td><td>22.545</td><td>38.5</td><td>2451573.6743</td><td>0.74</td><td>1.05</td><td>0.87</td><td>9.779</td><td>0.009</td><td>9.5</td><td>0.034</td><td>9.451</td><td>0.02</td><td>6136</td><td>214</td><td>sw</td><td>0</td><td>1</td><td>T</td><td>0.1</td><td>52</td><td>11.48</td><td>10.79</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082942.74+014200.5</td><td>127.428097</td><td>1.700157</td><td>0.399</td><td>0.399</td><td>90</td><td>14.893</td><td>11.219</td><td>10.824</td><td>10.683</td><td>10.954</td><td>0.011</td><td>0.001</td><td>0.001</td><td>0.001</td><td>0.002</td><td>1237653665248968895</td><td>3</td><td>0</td><td>0001B80090061010</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.022635</td><td>127.449164</td><td>1.708055</td><td>0.06</td><td>0.06</td><td>17</td><td>08294779+0142289</td><td>14.457</td><td>0.035</td><td>0.037</td><td>50.1</td><td>14.007</td><td>0.031</td><td>0.032</td><td>37.3</td><td>13.923</td><td>0.06</td><td>0.061</td><td>20.5</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666656</td><td>48.4</td><td>12</td><td>804020588</td><td>0</td><td>0</td><td>804020559</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.107</td><td>22.567</td><td>-37.2</td><td>2451573.6743</td><td>1.09</td><td>0.91</td><td>1.23</td><td>14.448</td><td>0.059</td><td>14.061</td><td>0.081</td><td>13.887</td><td>0.102</td><td>6164</td><td>215</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>248</td><td>16.8</td><td>15.4</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082947.80+014228.9</td><td>127.449166</td><td>1.708049</td><td>0.001</td><td>0.001</td><td>90</td><td>18.321</td><td>16.546</td><td>15.861</td><td>15.599</td><td>15.448</td><td>0.014</td><td>0.004</td><td>0.004</td><td>0.004</td><td>0.006</td><td>1237653665248968963</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>-3</td><td>3</td><td>3</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.304171</td><td>127.492406</td><td>1.685115</td><td>0.31</td><td>0.3</td><td>70</td><td>08295817+0141064</td><td>16.237</td><td>0.106</td><td>0.106</td><td>9.7</td><td>15.647</td><td>0.136</td><td>0.136</td><td>8.2</td><td>15.683</td><td>0.239</td><td>0.239</td><td>4.1</td><td>BBD</td><td>222</td><td>111</td><td>000</td><td>160606</td><td>24.3</td><td>194</td><td>804020509</td><td>0</td><td>0</td><td>804020518</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.151</td><td>22.594</td><td>-192.8</td><td>2451573.6743</td><td>1.09</td><td>0.75</td><td>1.03</td><td>16.086</td><td>0.16</td><td>15.514</td><td>0.191</td><td>15.639</td><td>0.359</td><td>6081</td><td>59</td><td>se</td><td>1</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082958.15+014106.4</td><td>127.492324</td><td>1.685136</td><td>0.011</td><td>0.01</td><td>90</td><td>23.499</td><td>21.018</td><td>19.615</td><td>18.347</td><td>17.631</td><td>0.608</td><td>0.036</td><td>0.017</td><td>0.01</td><td>0.019</td><td>1237653665249034852</td><td>6</td><td>1</td><td>0000001010000100</td><td>3</td><td>2000.9155</td><td>18</td><td>5</td><td>-15</td><td>5</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.133341</td><td>127.503105</td><td>1.700905</td><td>0.06</td><td>0.06</td><td>90</td><td>08300074+0142032</td><td>14.571</td><td>0.039</td><td>0.041</td><td>45.1</td><td>14.218</td><td>0.031</td><td>0.032</td><td>30.7</td><td>14.104</td><td>0.064</td><td>0.065</td><td>17.4</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665606</td><td>24.1</td><td>353</td><td>804039583</td><td>0</td><td>0</td><td>804039600</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.142</td><td>22.611</td><td>200.2</td><td>2451573.6811</td><td>1.34</td><td>0.99</td><td>0.87</td><td>14.543</td><td>0.027</td><td>14.287</td><td>0.153</td><td>14.297</td><td>0.141</td><td>6143</td><td>53</td><td>sw</td><td>1</td><td>1</td><td>U</td><td>0.5</td><td>268</td><td>16.2</td><td>15.2</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083000.75+014203.1</td><td>127.503134</td><td>1.700882</td><td>0.001</td><td>0.001</td><td>90</td><td>17.393</td><td>16.059</td><td>15.603</td><td>15.448</td><td>15.406</td><td>0.009</td><td>0.003</td><td>0.004</td><td>0.004</td><td>0.006</td><td>1237653665249034289</td><td>6</td><td>1</td><td>0000201090020010</td><td>3</td><td>2000.9155</td><td>-5</td><td>3</td><td>4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.273005</td><td>127.477304</td><td>1.697812</td><td>0.23</td><td>0.23</td><td>42</td><td>08295455+0141521</td><td>16.685</td><td>0.154</td><td>0.155</td><td>6.4</td><td>15.942</td><td>0.16</td><td>0.161</td><td>6.3</td><td>15.42</td><td>0.22</td><td>0.22</td><td>5.2</td><td>CCD</td><td>222</td><td>111</td><td>000</td><td>60606</td><td>21.5</td><td>291</td><td>804020539</td><td>0</td><td>0</td><td>804020536</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.131</td><td>22.587</td><td>-138.5</td><td>2451573.6743</td><td>0.9</td><td>0.94</td><td>1.0</td><td>16.455</td><td>0.262</td><td>16.252</td><td>0.612</td><td>15.216</td><td>0.483</td><td>6127</td><td>114</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>155</td><td>19.1</td><td>18.1</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082954.54+014152.3</td><td>127.477259</td><td>1.697873</td><td>0.004</td><td>0.004</td><td>90</td><td>21.384</td><td>19.091</td><td>18.127</td><td>17.814</td><td>17.583</td><td>0.11</td><td>0.01</td><td>0.007</td><td>0.007</td><td>0.018</td><td>1237653665248969180</td><td>6</td><td>1</td><td>0000001010000100</td><td>3</td><td>2000.9155</td><td>3</td><td>3</td><td>4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.231895</td><td>127.471749</td><td>1.699981</td><td>0.15</td><td>0.15</td><td>145</td><td>08295321+0141599</td><td>16.278</td><td>0.12</td><td>0.121</td><td>9.4</td><td>15.646</td><td>0.138</td><td>0.138</td><td>8.2</td><td>15.792</td><td>--</td><td>--</td><td>--</td><td>BBU</td><td>220</td><td>110</td><td>000</td><td>60600</td><td>21.5</td><td>111</td><td>804020536</td><td>0</td><td>0</td><td>804020539</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.127</td><td>22.583</td><td>-118.5</td><td>2451573.6743</td><td>0.82</td><td>0.93</td><td>--</td><td>16.158</td><td>0.12</td><td>15.666</td><td>0.136</td><td>--</td><td>--</td><td>6134</td><td>134</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>178</td><td>18.2</td><td>17.1</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082953.20+014159.8</td><td>127.471686</td><td>1.699968</td><td>0.003</td><td>0.003</td><td>90</td><td>19.801</td><td>18.25</td><td>17.648</td><td>17.445</td><td>17.292</td><td>0.034</td><td>0.006</td><td>0.006</td><td>0.006</td><td>0.015</td><td>1237653665248969172</td><td>6</td><td>1</td><td>0000001010000000</td><td>3</td><td>2000.9155</td><td>0</td><td>3</td><td>-6</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.108018</td><td>127.485472</td><td>1.701631</td><td>0.07</td><td>0.07</td><td>17</td><td>08295651+0142058</td><td>15.286</td><td>0.047</td><td>0.049</td><td>23.3</td><td>14.805</td><td>0.069</td><td>0.069</td><td>17.9</td><td>14.59</td><td>0.102</td><td>0.102</td><td>11.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>361506</td><td>32.4</td><td>245</td><td>804020536</td><td>0</td><td>0</td><td>804020544</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.132</td><td>22.596</td><td>-167.8</td><td>2451573.6743</td><td>1.03</td><td>1.1</td><td>1.02</td><td>15.41</td><td>0.107</td><td>14.79</td><td>0.127</td><td>14.331</td><td>0.225</td><td>6140</td><td>84</td><td>se</td><td>0</td><td>1</td><td>U</td><td>0.5</td><td>227</td><td>17.9</td><td>16.6</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082956.51+014205.7</td><td>127.485483</td><td>1.701603</td><td>0.002</td><td>0.002</td><td>90</td><td>19.856</td><td>17.73</td><td>16.86</td><td>16.541</td><td>16.35</td><td>0.036</td><td>0.005</td><td>0.004</td><td>0.004</td><td>0.009</td><td>1237653665249034558</td><td>6</td><td>1</td><td>0000001010020000</td><td>3</td><td>2000.9155</td><td>-4</td><td>3</td><td>-4</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.033205</td><td>127.50233</td><td>1.707568</td><td>0.06</td><td>0.06</td><td>90</td><td>08300055+0142272</td><td>13.442</td><td>0.023</td><td>0.026</td><td>127.5</td><td>12.837</td><td>0.024</td><td>0.026</td><td>109.4</td><td>12.652</td><td>0.029</td><td>0.03</td><td>66.2</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666655</td><td>24.1</td><td>173</td><td>804039600</td><td>0</td><td>0</td><td>804039583</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.135</td><td>22.614</td><td>203.0</td><td>2451573.6811</td><td>1.13</td><td>0.79</td><td>1.5</td><td>13.483</td><td>0.018</td><td>12.913</td><td>0.029</td><td>12.71</td><td>0.045</td><td>6167</td><td>50</td><td>sw</td><td>1</td><td>1</td><td>U</td><td>1.1</td><td>262</td><td>17.2</td><td>15.1</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083000.56+014227.2</td><td>127.502332</td><td>1.707559</td><td>0.001</td><td>0.001</td><td>90</td><td>19.461</td><td>16.829</td><td>15.524</td><td>14.976</td><td>14.692</td><td>0.027</td><td>0.004</td><td>0.004</td><td>0.003</td><td>0.005</td><td>1237653665249034586</td><td>6</td><td>1</td><td>0000201010020010</td><td>3</td><td>2000.9155</td><td>-22</td><td>3</td><td>1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.127126</td><td>127.469423</td><td>1.71372</td><td>0.12</td><td>0.11</td><td>101</td><td>08295266+0142493</td><td>16.124</td><td>0.097</td><td>0.098</td><td>10.8</td><td>15.408</td><td>0.101</td><td>0.102</td><td>10.3</td><td>15.34</td><td>0.186</td><td>0.186</td><td>5.6</td><td>AAC</td><td>222</td><td>111</td><td>000</td><td>60606</td><td>50.2</td><td>170</td><td>804020539</td><td>0</td><td>0</td><td>804020569</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.112</td><td>22.588</td><td>-110.1</td><td>2451573.6743</td><td>0.99</td><td>0.99</td><td>0.93</td><td>16.256</td><td>0.269</td><td>15.929</td><td>0.347</td><td>15.574</td><td>0.328</td><td>6184</td><td>142</td><td>se</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082952.66+014249.2</td><td>127.469418</td><td>1.713685</td><td>0.009</td><td>0.008</td><td>90</td><td>23.472</td><td>20.755</td><td>19.283</td><td>18.181</td><td>17.503</td><td>0.594</td><td>0.029</td><td>0.014</td><td>0.009</td><td>0.017</td><td>1237653665248969263</td><td>6</td><td>1</td><td>0000001010000100</td><td>3</td><td>2000.9155</td><td>-13</td><td>5</td><td>3</td><td>5</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.029366</td><td>127.451948</td><td>1.721205</td><td>0.06</td><td>0.06</td><td>0</td><td>08294846+0143163</td><td>12.459</td><td>0.019</td><td>0.023</td><td>315.4</td><td>12.056</td><td>0.024</td><td>0.026</td><td>224.7</td><td>11.969</td><td>0.023</td><td>0.024</td><td>124.1</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666666</td><td>48.4</td><td>192</td><td>804020559</td><td>0</td><td>0</td><td>804020588</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.096</td><td>22.576</td><td>-47.2</td><td>2451573.6743</td><td>0.74</td><td>0.74</td><td>0.86</td><td>12.47</td><td>0.019</td><td>12.038</td><td>0.046</td><td>11.973</td><td>0.029</td><td>6211</td><td>205</td><td>se</td><td>0</td><td>1</td><td>U</td><td>1.3</td><td>176</td><td>14.8</td><td>13.5</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082948.46+014316.3</td><td>127.451955</td><td>1.721201</td><td>0.047</td><td>0.042</td><td>90</td><td>16.125</td><td>14.47</td><td>13.785</td><td>13.755</td><td>13.493</td><td>0.006</td><td>0.003</td><td>0.006</td><td>0.002</td><td>0.004</td><td>1237653665248968970</td><td>6</td><td>0</td><td>0000B81092061010</td><td>3</td><td>2000.9155</td><td>2</td><td>3</td><td>-24</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.475815</td><td>127.395474</td><td>1.69711</td><td>0.34</td><td>0.32</td><td>88</td><td>08293491+0141495</td><td>16.551</td><td>0.164</td><td>0.164</td><td>7.3</td><td>15.907</td><td>0.207</td><td>0.207</td><td>6.5</td><td>15.795</td><td>0.274</td><td>0.275</td><td>3.7</td><td>CED</td><td>222</td><td>111</td><td>000</td><td>60506</td><td>53.7</td><td>338</td><td>804020566</td><td>0</td><td>0</td><td>804020535</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.089</td><td>22.515</td><td>156.0</td><td>2451573.6743</td><td>0.85</td><td>10.93</td><td>0.72</td><td>16.461</td><td>0.216</td><td>16.1</td><td>0.268</td><td>16.146</td><td>0.828</td><td>6125</td><td>97</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082934.93+014149.9</td><td>127.395566</td><td>1.697205</td><td>0.017</td><td>0.016</td><td>90</td><td>23.316</td><td>21.506</td><td>20.041</td><td>18.676</td><td>17.902</td><td>0.557</td><td>0.054</td><td>0.024</td><td>0.013</td><td>0.023</td><td>1237653665248969283</td><td>6</td><td>1</td><td>0100F01010021010</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.063468</td><td>127.432292</td><td>1.717116</td><td>0.07</td><td>0.06</td><td>96</td><td>08294375+0143016</td><td>14.569</td><td>0.032</td><td>0.035</td><td>45.2</td><td>14.299</td><td>0.055</td><td>0.056</td><td>28.5</td><td>14.219</td><td>0.084</td><td>0.084</td><td>15.6</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>665614</td><td>22.8</td><td>14</td><td>804020593</td><td>0</td><td>0</td><td>804020581</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.09</td><td>22.557</td><td>23.5</td><td>2451573.6743</td><td>0.9</td><td>1.15</td><td>0.65</td><td>14.552</td><td>0.05</td><td>14.172</td><td>0.086</td><td>14.225</td><td>0.229</td><td>6197</td><td>229</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.3</td><td>198</td><td>16.4</td><td>15.3</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082943.75+014301.6</td><td>127.432309</td><td>1.717121</td><td>0.001</td><td>0.001</td><td>90</td><td>17.453</td><td>16.137</td><td>15.683</td><td>15.532</td><td>15.469</td><td>0.009</td><td>0.003</td><td>0.004</td><td>0.004</td><td>0.006</td><td>1237653665248968924</td><td>6</td><td>1</td><td>0000001010020200</td><td>3</td><td>2000.9155</td><td>1</td><td>3</td><td>-1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.078846</td><td>127.433857</td><td>1.723263</td><td>0.07</td><td>0.07</td><td>17</td><td>08294412+0143237</td><td>15.678</td><td>0.08</td><td>0.081</td><td>16.3</td><td>15.207</td><td>0.105</td><td>0.105</td><td>12.3</td><td>14.965</td><td>0.138</td><td>0.138</td><td>7.9</td><td>AAB</td><td>222</td><td>111</td><td>ccc</td><td>665616</td><td>4.5</td><td>317</td><td>804020596</td><td>0</td><td>0</td><td>804020593</td><td>s</td><td>2000-01-30</td><td>57</td><td>223.085</td><td>22.561</td><td>17.9</td><td>2451573.6743</td><td>1.14</td><td>0.83</td><td>1.22</td><td>14.517</td><td>0.097</td><td>14.072</td><td>0.112</td><td>14.179</td><td>0.144</td><td>6219</td><td>235</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>4.0</td><td>139</td><td>15.8</td><td>14.4</td><td>1</td><td>--</td><td>43955</td><td>1010949</td><td>80</td><td>J082944.13+014323.7</td><td>127.433877</td><td>1.723272</td><td>0.007</td><td>0.007</td><td>90</td><td>23.802</td><td>20.411</td><td>19.039</td><td>17.728</td><td>17.018</td><td>0.743</td><td>0.024</td><td>0.012</td><td>0.007</td><td>0.013</td><td>1237653665248968930</td><td>6</td><td>1</td><td>0000B01812021010</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.036173</td><td>127.531902</td><td>1.729757</td><td>0.06</td><td>0.06</td><td>90</td><td>08300765+0143471</td><td>14.155</td><td>0.033</td><td>0.036</td><td>66.1</td><td>13.84</td><td>0.032</td><td>0.033</td><td>43.4</td><td>13.806</td><td>0.048</td><td>0.049</td><td>22.9</td><td>AAA</td><td>222</td><td>111</td><td>000</td><td>666646</td><td>14.1</td><td>82</td><td>804039539</td><td>0</td><td>0</td><td>804039541</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.13</td><td>22.65</td><td>96.6</td><td>2451573.6811</td><td>1.03</td><td>0.88</td><td>1.01</td><td>14.136</td><td>0.051</td><td>13.972</td><td>0.048</td><td>13.85</td><td>0.118</td><td>6247</td><td>156</td><td>sw</td><td>0</td><td>1</td><td>U</td><td>0.2</td><td>230</td><td>15.8</td><td>15.0</td><td>1</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083007.65+014347.1</td><td>127.531908</td><td>1.729749</td><td>0.001</td><td>0.001</td><td>90</td><td>17.145</td><td>15.741</td><td>15.246</td><td>15.079</td><td>15.039</td><td>0.008</td><td>0.003</td><td>0.003</td><td>0.003</td><td>0.005</td><td>1237653665249034332</td><td>6</td><td>1</td><td>0000001010020000</td><td>3</td><td>2000.9155</td><td>-3</td><td>3</td><td>1</td><td>3</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> <tr><td>0.676936</td><td>127.53577</td><td>1.730293</td><td>0.37</td><td>0.35</td><td>45</td><td>08300858+0143490</td><td>17.047</td><td>0.231</td><td>0.231</td><td>4.6</td><td>16.123</td><td>0.19</td><td>0.19</td><td>5.3</td><td>15.872</td><td>0.302</td><td>0.303</td><td>3.4</td><td>DCD</td><td>222</td><td>111</td><td>000</td><td>60605</td><td>14.1</td><td>262</td><td>804039541</td><td>0</td><td>0</td><td>804039539</td><td>s</td><td>2000-01-30</td><td>58</td><td>223.131</td><td>22.654</td><td>82.7</td><td>2451573.6811</td><td>0.95</td><td>0.74</td><td>0.98</td><td>16.537</td><td>0.399</td><td>17.529</td><td>1.515</td><td>16.04</td><td>0.705</td><td>6249</td><td>170</td><td>sw</td><td>0</td><td>1</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>43956</td><td>1010982</td><td>198</td><td>J083008.62+014348.6</td><td>127.535921</td><td>1.730181</td><td>0.023</td><td>0.02</td><td>90</td><td>23.847</td><td>21.895</td><td>20.462</td><td>19.034</td><td>18.355</td><td>0.756</td><td>0.075</td><td>0.032</td><td>0.017</td><td>0.032</td><td>1237653665249035083</td><td>6</td><td>1</td><td>0000001010000100</td><td>3</td><td>2000.9155</td><td>--</td><td>--</td><td>--</td><td>--</td><td>0</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td><td>--</td></tr> </table></div></div></div> </div> <p>For the SDSS DR9 table this action has given us all the columns. So before we move on, we restrict the table to the columns, we are actually interested in.</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">sdss_mass</span> <span class="o">=</span> <span class="n">sdss_mass</span><span class="p">[</span> <span class="s2">"2MASS"</span><span class="p">,</span> <span class="s2">"RAJ2000"</span><span class="p">,</span> <span class="s2">"DEJ2000"</span><span class="p">,</span> <span class="s2">"Jmag"</span><span class="p">,</span> <span class="s2">"Hmag"</span><span class="p">,</span> <span class="s2">"Kmag"</span><span class="p">,</span> <span class="s2">"SDSS9"</span><span class="p">,</span> <span class="s2">"RAdeg"</span><span class="p">,</span> <span class="s2">"DEdeg"</span><span class="p">,</span> <span class="s2">"umag"</span><span class="p">,</span> <span class="s2">"gmag"</span><span class="p">,</span> <span class="s2">"rmag"</span><span class="p">,</span> <span class="s2">"imag"</span><span class="p">,</span> <span class="s2">"zmag"</span><span class="p">,</span> <span class="s2">"cl"</span><span class="p">,</span> <span class="p">]</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"We are currently working with </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">sdss_mass</span><span class="p">)</span><span class="si">}</span><span class="s2"> sources"</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>We are currently working with 717 sources </pre></div> </div> </div> </div> </section> <section id="step-3-filtering"> <h2>Step #3: Filtering<a class="headerlink" href="#step-3-filtering" title="Permalink to this heading">#</a></h2> <p>In this step we select all those sources from our cross-matched catalogue that have colours and fluxes as expected for brown dwarfs.</p> <p>The selection cirteria for Brown Dwarfs are:</p> <ul class="simple"> <li><p><code class="docutils literal notranslate"><span class="pre">umag</span> <span class="pre">></span> <span class="pre">22.0</span></code> –> magnitude in u-band fainter than 22.0mag</p></li> <li><p><code class="docutils literal notranslate"><span class="pre">gmag</span> <span class="pre">></span> <span class="pre">22.2</span></code> –> magnitude in g-band fainter than 22.2mag</p></li> <li><p><code class="docutils literal notranslate"><span class="pre">Jmag</span> <span class="pre">-</span> <span class="pre">Hmag</span> <span class="pre"><</span> <span class="pre">0.3</span></code> –> J-H band colour smaller than 0.3mag</p></li> <li><p><code class="docutils literal notranslate"><span class="pre">Hmag</span> <span class="pre">-</span> <span class="pre">Kmag</span> <span class="pre"><</span> <span class="pre">0.3</span></code> –> H-K band colour smaller than 0.3mag</p></li> </ul> <p>We now apply these selection criteria to our table of point sources.</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="c1"># Add columsn with J-H and H-K colour</span> <span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"J-H"</span><span class="p">]</span> <span class="o">=</span> <span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"Jmag"</span><span class="p">]</span> <span class="o">-</span> <span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"Hmag"</span><span class="p">]</span> <span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"H-K"</span><span class="p">]</span> <span class="o">=</span> <span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"Hmag"</span><span class="p">]</span> <span class="o">-</span> <span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"Kmag"</span><span class="p">]</span> <span class="c1"># Limit sources to those that fulfil the selection criteria</span> <span class="n">index_bd</span> <span class="o">=</span> <span class="p">(</span> <span class="p">(</span><span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"umag"</span><span class="p">]</span> <span class="o">></span> <span class="mf">22.0</span><span class="p">)</span> <span class="o">&</span> <span class="p">(</span><span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"gmag"</span><span class="p">]</span> <span class="o">></span> <span class="mf">22.2</span><span class="p">)</span> <span class="o">&</span> <span class="p">(</span><span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"J-H"</span><span class="p">]</span> <span class="o"><</span> <span class="mf">0.3</span><span class="p">)</span> <span class="o">&</span> <span class="p">(</span><span class="n">sdss_mass</span><span class="p">[</span><span class="s2">"H-K"</span><span class="p">]</span> <span class="o"><</span> <span class="mf">0.3</span><span class="p">)</span> <span class="p">)</span> <span class="n">candidates</span> <span class="o">=</span> <span class="n">sdss_mass</span><span class="p">[</span><span class="n">index_bd</span><span class="p">]</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">"We have </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">candidates</span><span class="p">)</span><span class="si">}</span><span class="s2"> candidates for Brown Dwarfs"</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>We have 2 candidates for Brown Dwarfs </pre></div> </div> </div> </div> <div class="cell tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">candidates</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=2</i> <table id="table140361553647184" class="table-striped table-bordered table-condensed"> <thead><tr><th>2MASS</th><th>RAJ2000</th><th>DEJ2000</th><th>Jmag</th><th>Hmag</th><th>Kmag</th><th>SDSS9</th><th>RAdeg</th><th>DEdeg</th><th>umag</th><th>gmag</th><th>rmag</th><th>imag</th><th>zmag</th><th>cl</th><th>J-H</th><th>H-K</th></tr></thead> <thead><tr><th>str16</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str19</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>int64</th><th>float64</th><th>float64</th></tr></thead> <tr><td>08304878+0128311</td><td>127.703265</td><td>1.47532</td><td>16.289</td><td>16.14</td><td>16.358</td><td>J083048.81+012831.0</td><td>127.703377</td><td>1.475293</td><td>25.322</td><td>24.514</td><td>25.492</td><td>25.878</td><td>19.401</td><td>3</td><td>0.1490000000000009</td><td>-0.21799999999999997</td></tr> <tr><td>08304512+0134404</td><td>127.688007</td><td>1.577901</td><td>16.18</td><td>16.021</td><td>15.769</td><td>J083045.23+013443.5</td><td>127.688491</td><td>1.578759</td><td>24.004</td><td>22.299</td><td>21.03</td><td>20.478</td><td>20.53</td><td>6</td><td>0.15899999999999892</td><td>0.25200000000000067</td></tr> </table></div></div></div> </div> <p>Note that we are using slightly different selection criteria here in the notebook than in the original tutorial. The reason is the following. The CDS XMatch service uses VizieR tables with their default filtering. For the SDSS DR 9 table, VizieR will filter to only use primary sources and disregard secondary sources, which is not the case when downloading the VizieR table with e.g. TOPCAT. Now the primary SDSS source for this brown dwarf is classified as an extended source by the automated SDSS pipeline, probably because it is hardly detected and very faint. So if we remove all extended sources we also throw away the target of our studies. Hence, the filtering in this notebook is less strict to allow</p> </section> <section id="step-4-verification-of-the-brown-dwarf-candidates"> <h2>Step #4: Verification of the Brown Dwarf candidates<a class="headerlink" href="#step-4-verification-of-the-brown-dwarf-candidates" title="Permalink to this heading">#</a></h2> <section id="visualization"> <h3>Visualization<a class="headerlink" href="#visualization" title="Permalink to this heading">#</a></h3> <p><a class="reference external" href="https://aladin.cds.unistra.fr/aladin.gml"><img alt="Aladin" src="https://custom-icon-badges.demolab.com/badge/Aladin-gray.svg?logo=aladin&logoColor=purple&logoWidth=20" /></a></p> <p>The ipyaladin package allows to run an instance of Aladin Lite in your Jupyter notebook.</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">aladin1</span> <span class="o">=</span> <span class="n">Aladin</span><span class="p">(</span> <span class="n">survey</span><span class="o">=</span><span class="s2">"P/SDSS9/color"</span><span class="p">,</span> <span class="n">fov</span><span class="o">=</span><span class="mf">0.03</span><span class="p">,</span> <span class="n">target</span><span class="o">=</span><span class="s2">"</span><span class="si">{:.4f}</span><span class="s2"> </span><span class="si">{:.4f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">candidates</span><span class="p">[</span><span class="s2">"RAJ2000"</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">candidates</span><span class="p">[</span><span class="s2">"DEJ2000"</span><span class="p">][</span><span class="mi">0</span><span class="p">]),</span> <span class="p">)</span> <span class="n">aladin1</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <script type="application/vnd.jupyter.widget-view+json">{"version_major": 2, "version_minor": 1, "model_id": "92d57f25e3574907893655b0824dfa03"}</script></div> </div> <p>As with any instance of Aladin Lite you can zoom in and out by scrolling your mouse. In the top left corner of the widget, you may chose which survey to look at, add layers, search for sources, …</p> <p>You can also add tables to the widget by:</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">aladin1</span><span class="o">.</span><span class="n">add_table</span><span class="p">(</span><span class="n">candidates</span><span class="p">)</span> </pre></div> </div> </div> </div> <p>If you now click on the small square indicating the location of the source, the widget will show the corresponding table values in the lower part of the widget.</p> <p>As you can see at one of the locations hardly anything is visible and at the location of the other brown dwarf candidate, there is a bright star. To further investigate these two sources, we now query Simbad for them.</p> </section> <section id="check-in-simbad"> <h3>Check in Simbad<a class="headerlink" href="#check-in-simbad" title="Permalink to this heading">#</a></h3> <p><a class="reference external" href="https://simbad.u-strasbg.fr/simbad/"><img alt="Simbad" src="https://custom-icon-badges.demolab.com/badge/Simbad-gray.svg?logo=simbad&logoColor=lightblue&logoWidth=20" /></a></p> <p>In the Simbad database, an object type is assigned to every entry. So if this Brown Dwarf candidate is in the Simbad database, we might learn more about the object type:</p> <div class="cell tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># First candidate has an index 0</span> <span class="n">customSimbad</span> <span class="o">=</span> <span class="n">Simbad</span><span class="p">()</span> <span class="n">customSimbad</span><span class="o">.</span><span class="n">remove_votable_fields</span><span class="p">(</span><span class="s2">"coordinates"</span><span class="p">)</span> <span class="n">customSimbad</span><span class="o">.</span><span class="n">add_votable_fields</span><span class="p">(</span> <span class="s2">"ra(2;A;ICRS;J2000;2000)"</span><span class="p">,</span> <span class="s2">"dec(2;D;ICRS;J2000;2000)"</span><span class="p">,</span> <span class="s2">"otype"</span><span class="p">,</span> <span class="p">)</span> <span class="n">candidate_coord</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span> <span class="n">ra</span><span class="o">=</span><span class="n">candidates</span><span class="p">[</span><span class="s2">"RAJ2000"</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">dec</span><span class="o">=</span><span class="n">candidates</span><span class="p">[</span><span class="s2">"DEJ2000"</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">unit</span><span class="o">=</span><span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">,</span> <span class="p">)</span> <span class="n">candidate_simbad</span> <span class="o">=</span> <span class="n">customSimbad</span><span class="o">.</span><span class="n">query_region</span><span class="p">(</span><span class="n">candidate_coord</span><span class="p">,</span> <span class="n">radius</span><span class="o">=</span><span class="mi">10</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">arcsec</span><span class="p">)</span> <span class="n">candidate_simbad</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=1</i> <table id="table140361556837840" class="table-striped table-bordered table-condensed"> <thead><tr><th>MAIN_ID</th><th>RA_2_A_ICRS_J2000_2000</th><th>DEC_2_D_ICRS_J2000_2000</th><th>OTYPE</th><th>SCRIPT_NUMBER_ID</th></tr></thead> <thead><tr><th></th><th>"h:m:s"</th><th>"d:m:s"</th><th></th><th></th></tr></thead> <thead><tr><th>object</th><th>str13</th><th>str13</th><th>object</th><th>int32</th></tr></thead> <tr><td>2MASS J08304878+0128311</td><td>08 30 48.7836</td><td>+01 28 31.152</td><td>BrownD*</td><td>1</td></tr> </table></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="c1"># First candidate has an index 1</span> <span class="n">customSimbad</span> <span class="o">=</span> <span class="n">Simbad</span><span class="p">()</span> <span class="n">customSimbad</span><span class="o">.</span><span class="n">remove_votable_fields</span><span class="p">(</span><span class="s2">"coordinates"</span><span class="p">)</span> <span class="n">customSimbad</span><span class="o">.</span><span class="n">add_votable_fields</span><span class="p">(</span> <span class="s2">"ra(2;A;ICRS;J2000;2000)"</span><span class="p">,</span> <span class="s2">"dec(2;D;ICRS;J2000;2000)"</span><span class="p">,</span> <span class="s2">"otype"</span><span class="p">,</span> <span class="p">)</span> <span class="n">candidate_coord</span> <span class="o">=</span> <span class="n">SkyCoord</span><span class="p">(</span> <span class="n">ra</span><span class="o">=</span><span class="n">candidates</span><span class="p">[</span><span class="s2">"RAJ2000"</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">dec</span><span class="o">=</span><span class="n">candidates</span><span class="p">[</span><span class="s2">"DEJ2000"</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">unit</span><span class="o">=</span><span class="n">u</span><span class="o">.</span><span class="n">deg</span><span class="p">,</span> <span class="p">)</span> <span class="n">candidate_simbad</span> <span class="o">=</span> <span class="n">customSimbad</span><span class="o">.</span><span class="n">query_region</span><span class="p">(</span><span class="n">candidate_coord</span><span class="p">,</span> <span class="n">radius</span><span class="o">=</span><span class="mi">1</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">arcmin</span><span class="p">)</span> <span class="n">candidate_simbad</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/home/manon.marchand/.conda/envs/build-jupybook/lib/python3.11/site-packages/astroquery/simbad/core.py:135: UserWarning: Warning: The script line number 3 raised an error (recorded in the `errors` attribute of the result table): '8:30:45.12168 +1:34:40.4436': No astronomical object found : warnings.warn("Warning: The script line number %i raised " </pre></div> </div> </div> </div> <p>Indeed the first candidate is classified as a brown dwarf. Within 10arcsec of the second source, no entry is found in Simbad although this is the brighter star. The reason for this might be the following: sources in Simbad are sources that have individually been discussed in the literature. If no papers have been published specifcially about this object, it will not appear in Simbad. However, as the object was included in the SDSS tables it is included in VizieR through the table it belongs to.</p> <p>If we now want to see, in which papers the Brown Dwarf 2MASS J08304878+0128311 was included, we may use the following query in Simbad.</p> <div class="cell tag_output_scroll docutils container"> <div class="cell_input docutils container"> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">tap_simbad</span> <span class="o">=</span> <span class="n">pyvo</span><span class="o">.</span><span class="n">dal</span><span class="o">.</span><span class="n">TAPService</span><span class="p">(</span><span class="s2">"https://simbad.cds.unistra.fr/simbad/sim-tap"</span><span class="p">)</span> <span class="n">query</span> <span class="o">=</span> <span class="s2">"""</span> <span class="s2">SELECT BIBCode, Journal, Title, "year", Volume,</span> <span class="s2"> Page || '-' || Last_Page AS "Pages", DOI </span> <span class="s2">FROM ref JOIN has_ref ON oidbibref = oidbib </span> <span class="s2"> JOIN ident ON has_ref.oidref = ident.oidref </span> <span class="s2">WHERE id = '2MASS J08304878+0128311'</span> <span class="s2">ORDER BY "year" DESC; </span> <span class="s2">"""</span> <span class="n">result</span> <span class="o">=</span> <span class="n">tap_simbad</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">query</span><span class="p">)</span><span class="o">.</span><span class="n">to_table</span><span class="p">()</span> <span class="n">result</span> </pre></div> </div> </div> <div class="cell_output docutils container"> <div class="output text_html"><div><i>Table length=22</i> <table id="table140361556713168" class="table-striped table-bordered table-condensed"> <thead><tr><th>bibcode</th><th>journal</th><th>title</th><th>year</th><th>volume</th><th>Pages</th><th>doi</th></tr></thead> <thead><tr><th>object</th><th>object</th><th>object</th><th>int16</th><th>int32</th><th>object</th><th>object</th></tr></thead> <tr><td>2021AJ....161...42B</td><td>AJ</td><td>A volume-limited sample of ultracool dwarfs. I. Construction, space density, and a gap in the L/T transition.</td><td>2021</td><td>161</td><td>42-42</td><td>10.3847/1538-3881/abc893</td></tr> <tr><td>2020AJ....159..257B</td><td>AJ</td><td>The Hawaii infrared parallax program. IV. A comprehensive parallax survey of L0-T8 dwarfs with UKIRT.</td><td>2020</td><td>159</td><td>257-257</td><td>10.3847/1538-3881/ab84f4</td></tr> <tr><td>2016ApJ...827...25B</td><td>ApJ</td><td>The orbit of the L dwarf + T dwarf spectral binary SDSS J080531.84+481233.0.</td><td>2016</td><td>827</td><td>25-25</td><td>10.3847/0004-637X/827/1/25</td></tr> <tr><td>2016A&A...589A..49S</td><td>A&A</td><td>Photometric brown-dwarf classification. II. A homogeneous sample of 1361 L and T dwarfs brighter than J = 17.5 with accurate spectral types.</td><td>2016</td><td>589</td><td>49-49</td><td>10.1051/0004-6361/201527359</td></tr> <tr><td>2016ApJ...817..112S</td><td>ApJ</td><td>A proper motion survey using the first sky pass of NEOWISE-reactivation data.</td><td>2016</td><td>817</td><td></td><td>10.3847/0004-637X/817/2/112</td></tr> <tr><td>2015ApJ...810..158F</td><td>ApJ</td><td>Fundamental parameters and spectral energy distributions of young and field age objects with masses spanning the stellar to planetary regime.</td><td>2015</td><td>810</td><td></td><td>10.1088/0004-637X/810/2/158</td></tr> <tr><td>2014ApJ...793...75R</td><td>ApJ</td><td>Strong brightness variations signal cloudy-to-clear transition of brown dwarfs.</td><td>2014</td><td>793</td><td></td><td>10.1088/0004-637X/793/2/75</td></tr> <tr><td>2013MNRAS.433.2054S</td><td>MNRAS</td><td>NPARSEC: NTT Parallaxes of Southern Extremely Cool objects. Goals, targets, procedures and first results.</td><td>2013</td><td>433</td><td>2054-2063</td><td>10.1093/mnras/stt876</td></tr> <tr><td>2013MNRAS.433..457B</td><td>MNRAS</td><td>76 T dwarfs from the UKIDSS LAS: benchmarks, kinematics and an updated space density.</td><td>2013</td><td>433</td><td>457-497</td><td>10.1093/mnras/stt740</td></tr> <tr><td>2012ApJ...752...56F</td><td>ApJ</td><td>The Brown Dwarf Kinematics Project (BDKP). III. Parallaxes for 70 ultracool dwarfs.</td><td>2012</td><td>752</td><td></td><td>10.1088/0004-637X/752/1/56</td></tr> <tr><td>2012ApJ...748...74L</td><td>ApJ</td><td>The properties of the 500 K dwarf UGPS J072227.51-054031.2 and a study of the far-red flux of cold brown dwarfs.</td><td>2012</td><td>748</td><td></td><td>10.1088/0004-637X/748/2/74</td></tr> <tr><td>2012ApJ...757..110B</td><td>ApJ</td><td>Discovery of a very low mass triple with late-M and T dwarf components: LP 704-48/SDSS J0006-0852AB.</td><td>2012</td><td>757</td><td></td><td>10.1088/0004-637X/757/2/110</td></tr> <tr><td>2011ApJS..197...19K</td><td>ApJS</td><td>The first hundred brown dwarfs discovered by the Wide-field Infrared Survey Explorer (WISE).</td><td>2011</td><td>197</td><td></td><td>10.1088/0067-0049/197/2/19</td></tr> <tr><td>2010A&A...515A..92S</td><td>A&A</td><td>Hip 63510C, Hip 73786B, and nine new isolated high proper motion T dwarf candidates from UKIDSS DR6 and SDSS DR7.</td><td>2010</td><td>515</td><td>92-92</td><td>10.1051/0004-6361/201014264</td></tr> <tr><td>2010ApJ...710.1627L</td><td>ApJ</td><td>Mid-infrared photometry of cold brown dwarfs: diversity in age, mass, and metallicity.</td><td>2010</td><td>710</td><td>1627-1640</td><td>10.1088/0004-637X/710/2/1627</td></tr> <tr><td>2010ApJ...710.1142B</td><td>ApJ</td><td>SpeX spectroscopy of unresolved very low mass binaries. I. Identification of 17 candidate binaries straddling the L dwarf/T dwarf transition.</td><td>2010</td><td>710</td><td>1142-1169</td><td>10.1088/0004-637X/710/2/1142</td></tr> <tr><td>2009AJ....137....1F</td><td>AJ</td><td>The brown dwarf kinematics project I. Proper motions and tangential velocities for a large sample of late-type M, L, and T dwarfs.</td><td>2009</td><td>137</td><td>1-18</td><td>10.1088/0004-6256/137/1/1</td></tr> <tr><td>2009yCat....1.2023S</td><td>yCat</td><td>Catalogue of stellar spectral classifications.</td><td>2009</td><td>1</td><td></td><td></td></tr> <tr><td>2008MNRAS.390.1517C</td><td>MNRAS</td><td>Proper motions of field L and T dwarfs - II.</td><td>2008</td><td>390</td><td>1517-1526</td><td>10.1111/j.1365-2966.2008.13855.x</td></tr> <tr><td>2008ApJ...676.1281M</td><td>ApJ</td><td>A cross-match of 2MASS and SDSS: newly found L and T dwarfs and an estimate of the space density of T dwarfs.</td><td>2008</td><td>676</td><td>1281-1306</td><td>10.1086/524721</td></tr> <tr><td>2006ApJ...637.1067B</td><td>ApJ</td><td>A unified near-infrared spectral classification scheme for T dwarfs.</td><td>2006</td><td>637</td><td>1067-1093</td><td>10.1086/498563</td></tr> <tr><td>2004AJ....127.3553K</td><td>AJ</td><td>Near-infrared photometry and spectroscopy of L and T dwarfs: the effects of temperature, clouds, and gravity.</td><td>2004</td><td>127</td><td>3553-3578</td><td>10.1086/420707</td></tr> </table></div></div></div> </div> <p>For further reading you could now go to <a class="reference external" href="https://ui.adsabs.harvard.edu/">ADS</a> and search for the publications via their bibcode (enter in the search field <code class="docutils literal notranslate"><span class="pre">bibcode:...</span></code>) or their doi (<code class="docutils literal notranslate"><span class="pre">doi:...</span></code>).</p> <p>To design similar queries for your own research, have a look at <a class="reference external" href="https://simbad.cds.unistra.fr/simbad/tap/tapsearch.html">Simbad database schema</a>.</p> </section> </section> </section> <script type="text/x-thebe-config"> { requestKernel: true, binderOptions: { repo: "cds-astro/tutorials", ref: "master", }, codeMirrorConfig: { theme: "abcdef", mode: "python" }, kernelOptions: { name: "python3", path: "./." }, predefinedOutput: true } </script> <script>kernelName = 'python3'</script> </article> <footer class="bd-footer-article"> <div class="footer-article-items footer-article__inner"> <div class="footer-article-item"><!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" href="4_High_Energy_sources__Multi_instrument_multi_wavelength_exploration_using_VO_tools.html" title="previous page"> <i class="fa-solid fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Multi-instrument, multi-wavelength study of high energy sources with the Virtual Observatory</p> </div> </a> <a class="right-next" href="6_Planetary_Nebulae__Advanced_usage_of_HiPS_and_MOCs.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">The MASH planeraty nebulae catalog: Advanced usage of HiPS and MOCs to explore complex regions of interest</p> </div> <i class="fa-solid fa-angle-right"></i> </a> </div></div> </div> </footer> </div> <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner"> <div class="sidebar-secondary-item"> <div class="page-toc tocsection onthispage"> <i class="fa-solid fa-list"></i> Contents </div> <nav class="bd-toc-nav page-toc"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#introduction">Introduction</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-1-discovery">Step #1: Discovery</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-cross-matching">Step #2: Cross-matching</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-3-filtering">Step #3: Filtering</a></li> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#step-4-verification-of-the-brown-dwarf-candidates">Step #4: Verification of the Brown Dwarf candidates</a><ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#visualization">Visualization</a></li> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#check-in-simbad">Check in Simbad</a></li> </ul> </li> </ul> </nav></div> </div></div> </div> <footer class="bd-footer-content"> <div class="bd-footer-content__inner container"> <div class="footer-item"> <p class="component-author"> By Strasbourg astronomical Data Center (CDS) </p> </div> <div class="footer-item"> </div> <div class="footer-item"> </div> <div class="footer-item"> <div class="extra_footer"> This work has a BSD-3 clause license and has been supported by the ESCAPE project (the European Science Cluster of Astronomy & Particle Physics), funded from the European Union’s Horizon 2020 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