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<ri:Resource created="2017-09-05T07:25:59Z" status="active" updated="2026-03-03T20:03:01Z" version="1.2" xmlns:ri="http://www.ivoa.net/xml/RegistryInterface/v1.0" xmlns:vr="http://www.ivoa.net/xml/VOResource/v1.0" xmlns:vs="http://www.ivoa.net/xml/VODataService/v1.1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.ivoa.net/xml/VOResource/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/VOResource.xsd http://www.ivoa.net/xml/VODataService/v1.1 http://vo.ari.uni-heidelberg.de/docs/schemata/VODataService.xsd" xsi:type="vs:CatalogService"><title>O5 through L3 empirical stellar spectra from SDSS</title><shortName>J/ApJS/230/16</shortName><identifier>ivo://CDS.VizieR/J/ApJS/230/16</identifier><altIdentifier>doi:10.26093/cds/vizier.22300016</altIdentifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Kesseli A.Y.</name></creator><creator><name>West A.A.</name></creator><creator><name>Veyette M.</name></creator><creator><name>Harrison B.</name></creator><creator><name>Feldman D.,Bochanski J.J.</name></creator><date role="Updated">2026-03-03T20:03:01Z</date><date role="Created">2017-09-05T07:25:59Z</date><contact><name>CDS support team</name><address>CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France</address><email>cds-question@unistra.fr</email></contact></curation><content><subject>stellar-spectral-types</subject><subject>spectroscopy</subject><subject>surveys</subject><subject>visible-astronomy</subject><subject>sloan-photometry</subject><description>We present a library of empirical stellar spectra created using spectra from the Sloan Digital Sky Survey's Baryon Oscillation Spectroscopic Survey. The templates cover spectral types O5 through L3, are binned by metallicity from -2.0dex through +1.0dex, and are separated into main-sequence (dwarf) stars and giant stars. With recently developed M dwarf metallicity indicators, we are able to extend the metallicity bins down through the spectral subtype M8, making this the first empirical library with this degree of temperature and metallicity coverage. The wavelength coverage for the templates is from 3650 to 10200{AA} at a resolution of better than R~2000. Using the templates, we identify trends in color space with metallicity and surface gravity, which will be useful for analyzing large data sets from upcoming missions like the Large Synoptic Survey Telescope. Along with the templates, we are releasing a code for automatically (and/or visually) identifying the spectral type and metallicity of a star.</description><source format="bibcode">2017ApJS..230...16K</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/230/16</referenceURL><type>Catalog</type><contentLevel>Research</contentLevel><relationship><relationshipType>IsServedBy</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/TAP">TAP VizieR generic service</relatedResource></relationship><relationship><relationshipType>related-to</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/VI/39">VI/39 : Model Atmospheres (Kurucz, 1979)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/III/218">III/218 : ELODIE archive (Prugniel+, 2001)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/II/282">II/282 : The SDSS Photometric Catalog, Release 6 (Adelman-McCarthy+, 2007)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/V/147">V/147 : The SDSS Photometric Catalogue, Release 12 (Alam+, 2015)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/PASP/110/863">J/PASP/110/863 : A Stellar Spectral Flux Library: 1150 - 25000 A (Pickles 1998)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/117/981">J/AJ/117/981 : Estimation of stellar metal abundance. II. (Beers+, 1999)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/117/2308">J/AJ/117/2308 : Spectroscopy of hot stars in the halo (Wilhelm+, 1999)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/123/3409">J/AJ/123/3409 : SDSS M, L, and T dwarfs (Hawley+, 2002)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/125/2502">J/AJ/125/2502 : Spectral indices of Galactic halo (Morrison+, 2003)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/134/2398">J/AJ/134/2398 : Stellar SEDs in SDSS and 2MASS filters (Covey+, 2007)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/136/2050">J/AJ/136/2050 : SEGUE stellar parameter pipeline. II. (Lee+, 2008)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/141/105">J/AJ/141/105 : NIR-matched quasar catalog (Peth+, 2011)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/141/97">J/AJ/141/97 : SDSS DR7 M dwarfs (West+, 2011)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/204/5">J/ApJS/204/5 : SDSS DR7 white dwarf catalog (Kleinman+, 2013)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/145/52">J/AJ/145/52 : Abundances of late K &amp; M dwarfs in bin. systems (Mann+, 2013)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/147/76">J/AJ/147/76 : Photometry of M giant candidates in MW (Bochanski+, 2014)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/147/20">J/AJ/147/20 : Spectroscopy of 447 nearby M dwarfs (Newton+, 2014)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/794/146">J/ApJ/794/146 : M dwarfs with IR excess (Theissen+, 2014)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/811/30">J/ApJ/811/30 : Machine learning metallicity predictions (Miller, 2015)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/AJ/149/158">J/AJ/149/158 : The BUD sample. 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L dwarf activity sample (Schmidt+, 2015)</relatedResource><relatedResource>http://www.sdss.org/ : SDSS home page</relatedResource></relationship></content><rights>https://cds.unistra.fr/vizier-org/licences_vizier.html</rights><capability><interface xsi:type="vr:WebBrowser"><accessURL use="full">https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJS/230/16</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJS/230/16</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJS/230/16</mirrorURL></interface></capability><capability><interface xsi:type="vs:ParamHTTP"><accessURL use="base">https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJS/230/16</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJS/230/16</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJS/230/16</mirrorURL><queryType>GET</queryType><resultType>text/xml+votable</resultType></interface></capability><capability standardID="ivo://ivoa.net/std/TAP#aux"><interface xsi:type="vs:ParamHTTP" role="std"><accessURL use="base">https://tapvizier.cds.unistra.fr/TAPVizieR/tap</accessURL></interface></capability><coverage><footprint ivo-id="ivo://ivoa.net/std/moc"/><waveband>Optical</waveband></coverage><tableset><schema><name>default</name><table><name>J/ApJS/230/16/table2</name><description>The template spectra</description><column><name>recno</name><description>Record number assigned by the VizieR team. Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>FileName</name><description>Name of the template file in subdirectory fits</description><ucd>meta.id;meta.file</ucd><dataType xsi:type="vs:VOTableType" arraysize="18*">char</dataType></column><column><name>Nsp</name><description>[1/590] Number of coadded spectra</description><ucd>meta.number</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>VO7912</name><description>Spectral index, flux in 7900.0-7980.0{AA} divided by 8100.0-8150.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>NaD</name><description>Spectral index, flux in 5880.0-5905.0{AA} divided by 5910.0-5935.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CaH2</name><description>Spectral index, flux in 6814.0-6845.0{AA} divided by 7042.0-7046.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>MgI</name><description>Spectral index, flux in 5152.7-5192.7{AA} divided by 5100.0-5150.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Gband</name><description>Spectral index, flux in 4285.0-4315.0{AA} divided by 4260.0-4285.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Hgam</name><description>Spectral index, flux in 4332.5-4347.5{AA} divided by 4355.0-4370.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>FeH</name><description>Spectral index, flux in 9880.0-10000.0{AA} divided by 9820.0-9860.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Rb-B</name><description>Spectral index, flux in 7922.6-7932.6 and 7962.6-7972.6{AA} divided by 7942.6-7952.6{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>FeI8689</name><description>Spectral index, flux in 8684.0-8694.0{AA} divided by 8664.0-8674.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>VO7434</name><description>Spectral index, flux in 7430.0-7470.0{AA} divided by 7550.0-7570.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Hbeta</name><description>Spectral index, flux in 4847.0-4877.0{AA} divided by 4817.0-4847.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>FeI4383</name><description>Spectral index, flux in 4378.6-4388.6{AA} divided by 4355.0-4370.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>TiO5</name><description>Spectral index, flux in 7126.0-7135.0{AA} divided by 7042.0-7046.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CrH-A</name><description>Spectral index, flux in 8580.0-8600.0{AA} divided by 8621.0-8641.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Halpha</name><description>Spectral index, flux in 6548.0-6578.0{AA} divided by 6583.0-6613.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>VO-B</name><description>Spectral index, flux in 7860.0-7880.0 and 8080.0-8100.0{AA} divided by 7960.0-8000.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CaII8662</name><description>Spectral index, flux in 8650.0-8675.0{AA} divided by 8625.0-8650.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CaH3</name><description>Spectral index, flux in 6960.0-6990.0{AA} divided by 7042.0-7046.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CaI6162</name><description>Spectral index, flux in 6150.0-6175.0{AA} divided by 6120.0-6145.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>TiO8440</name><description>Spectral index, flux in 8440.0-8470.0{AA} divided by 8400.0-8420.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CaII8498</name><description>Spectral index, flux in 8483.0-8513.0{AA} divided by 8513.0-8543.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Hdel</name><description>Spectral index, flux in 4086.7-4116.7{AA} divided by 4136.7-4176.7{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>VO7445</name><description>Spectral index, flux in 7350.0-7400.0 and 7510.0-7560.0{AA} divided by 7420.0-7470.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>NaI</name><description>Spectral index, flux in 8177.0-8201.0{AA} divided by 8151.0-8175.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CaK</name><description>Spectral index, flux in 3923.7-3943.7{AA} divided by 3943.7-3953.7{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>CaI4227</name><description>Spectral index, flux in 4216.7-4236.7{AA} divided by 4236.7-4256.7{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>FeI4404</name><description>Spectral index, flux in 4399.8-4409.8{AA} divided by 4414.8-4424.8{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Cs-A</name><description>Spectral index, flux in 8496.1-8506.1 and 8536.1-8546.1, 0.5{AA} divided by 8516.1-8526.1{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>TiO8</name><description>Spectral index, flux in 8400.0-8415.0{AA} divided by 8455.0-8470.0{AA}</description><ucd>spect.index</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column></table><table><name>J/ApJS/230/16/table3</name><description>Photometry of templates</description><column><name>[Fe/H]</name><description>[-2/1]? Metallicity bin (1)</description><ucd>phys.abund</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>Lum</name><description>Luminosity class (III or V)</description><ucd>src.class.luminosity</ucd><dataType xsi:type="vs:VOTableType" arraysize="3*">char</dataType></column><column><name>recno</name><description>Record number assigned by the VizieR team. Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>SpT</name><description>MK spectral type (O5 through L6)</description><ucd>src.spType</ucd><dataType xsi:type="vs:VOTableType" arraysize="2*">char</dataType></column><column><name>u-g</name><description>[-0.5/3]? template u-g color index</description><unit>mag</unit><ucd>phot.color;em.opt.U;em.opt.B</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>u-grms</name><description>[0/0.3]? RMS scatter in u-g template color index</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_u-g</name><description>[0/0.2]? Uncertainty in u-g</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>g-r</name><description>[-0.6/1.7]? template g-r color index</description><unit>mag</unit><ucd>phot.color;em.opt.B;em.opt.R</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>g-rrms</name><description>[0/0.3]? RMS scatter in g-r template color index</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_g-r</name><description>[0/0.05]? Uncertainty in g-r</description><unit>mag</unit><ucd>stat.error;phot.color;em.opt.B</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>r-i</name><description>[-0.4/2.7]? template r-i color index</description><unit>mag</unit><ucd>phot.color;em.opt.R;em.opt.I</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>r-irms</name><description>[0/0.2]? RMS scatter in r-i template color index</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_r-i</name><description>[0/0.06]? Uncertainty in r-i</description><unit>mag</unit><ucd>stat.error;phot.color;em.opt.R</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>i-z</name><description>[-0.4/2.3]? template i-z color index</description><unit>mag</unit><ucd>phot.color;em.opt.I;em.opt.I</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>i-zrms</name><description>[0/0.08]? RMS scatter in i-z template color index</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_i-z</name><description>[0/0.09]? Uncertainty in i-z</description><unit>mag</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column></table></schema></tableset></ri:Resource>