<?xml-stylesheet href='/static/xsl/oai.xsl' type='text/xsl'?>
<ri:Resource created="2018-12-12T09:15:28Z" status="active" updated="2025-05-19T09:50:00Z" version="1.2" xmlns:cs="http://www.ivoa.net/xml/ConeSearch/v1.0" 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/ConeSearch/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/ConeSearch.xsd 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>Automatic galaxy detection &amp; classification</title><shortName>J/MNRAS/463/2939</shortName><identifier>ivo://CDS.VizieR/J/MNRAS/463/2939</identifier><altIdentifier>doi:10.26093/cds/vizier.74632939</altIdentifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Tramacere A.</name></creator><creator><name>Paraficz D.</name></creator><creator><name>Dubath P.</name></creator><creator><name>Kneib J.-P.</name></creator><creator><name>Courbin F.</name></creator><date role="Updated">2024-08-16T20:19:11Z</date><date role="Created">2018-12-12T09:15:28Z</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>galaxies</subject><subject>catalogs</subject><subject>galaxy-classification-systems</subject><description>We present a study on galaxy detection and shape classification using topometric clustering algorithms. We first use the DBSCAN algorithm to extract, from CCD frames, groups of adjacent pixels with significant fluxes and we then apply the DENCLUE algorithm to separate the contributions of overlapping sources. The DENCLUE separation is based on the localization of pattern of local maxima, through an iterative algorithm, which associates each pixel to the closest local maximum. Our main classification goal is to take apart elliptical from spiral galaxies. We introduce new sets of features derived from the computation of geometrical invariant moments of the pixel group shape and from the statistics of the spatial distribution of the DENCLUE local maxima patterns. Ellipticals are characterized by a single group of local maxima, related to the galaxy core, while spiral galaxies have additional groups related to segments of spiral arms. We use two different supervised ensemble classification algorithms: Random Forest and Gradient Boosting. Using a sample of ~=24000 galaxies taken from the Galaxy Zoo 2 main sample with spectroscopic redshifts, and we test our classification against the Galaxy Zoo 2 catalogue. We find that features extracted from our pipeline give, on average, an accuracy of ~=93 per cent, when testing on a test set with a size of 20 per cent of our full data set, with features deriving from the angular distribution of density attractor ranking at the top of the discrimination power.</description><source format="bibcode">2016MNRAS.463.2939T</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/MNRAS/463/2939</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>IsServedBy</relationshipType><relatedResource>Conesearch service</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/MNRAS/463/2939</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/MNRAS/463/2939</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/MNRAS/463/2939</mirrorURL></interface></capability><capability><interface xsi:type="vs:ParamHTTP"><accessURL use="base">https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/MNRAS/463/2939</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/votable?-source=J/MNRAS/463/2939</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/MNRAS/463/2939</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><capability xsi:type="cs:ConeSearch" standardID="ivo://ivoa.net/std/ConeSearch"><description>Cone search capability for table J/MNRAS/463/2939/catalog (Automatic galaxy detection and shape classification catalog)</description><interface xsi:type="vs:ParamHTTP" role="std"><accessURL use="base">https://vizier.cds.unistra.fr/viz-bin/conesearch/J/MNRAS/463/2939/catalog?</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/conesearch/J/MNRAS/463/2939/catalog?</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/conesearch/J/MNRAS/463/2939/catalog?</mirrorURL><queryType>GET</queryType><resultType>text/xml+votable</resultType></interface><maxSR>180.0</maxSR><maxRecords>50000</maxRecords><verbosity>true</verbosity><testQuery><ra>110.6144</ra><dec>42.4758189</dec><sr>0.005555555555555556</sr></testQuery></capability><coverage><spatial>3/86 4/259 263 273 287 301 304 316 318-319 321 324 326 333 350-352 354 359 374 376 380 391 401-405 408 413 449 451 454 516-518 520-522 524-525 532 535 537-538 541-542 546 548-549 554-555 558 565-567 569 576 578-579 583-584 586-587 609 613 644 646 648 652 658 667 674 676-677 682 686 695-696 698 706 710-711 738 1375 1631 1646-1647 1649 1652-1653 1658 1661 1691-1692 1694 1708 1712 1719 1721 1724-1725 1728 1732-1733 1735-1736 1739-1740 1750-1751 1757 1761 1763-1764 1767 1769 1771 1773-1775 1778-1782 1784 1962-1963 1967 1978 1982 5/1025-1029 1031 1034 1040-1042 1044 1047 1050-1051 1062 1064-1065 1067 1070 1072 1076-1077 1081 1083-1085 1088 1090-1091 1096-1098 1100 1104 1107-1108 1111 1114 1116-1117 1120 1122 1124-1125 1127 1129 1135-1137 1139 1141-1146 1154-1155 1157 1161 1163-1166 1168 1171-1172 1174-1176 1178-1180 1182-1184 1187 1190-1191 1196 1200-1201 1208 1211-1212 1214 1220 1222-1223 1225-1227 1229-1233 1235 1238-1242 1244 1246-1249 1252 1254 1257 1259-1261 1263 1268 1271 1280 1282 1288-1289 1291 1294 1300 1302-1303 1309 1311-1312 1315 1320 1325-1326 1328-1330 1336 1338-1341 1343-1345 1347-1350 1353 1355-1356 1358-1359 1361 1366-1370 1372 1374-1375 1392 1395-1396 1399 1413-1415 1421-1426 1428-1429 1431-1433 1435 1440 1442-1443 1445-1446 1449-1450 1453 1455-1457 1459-1461 1463 1469 1472 1474-1476 1478-1482 1484-1485 1487 1489 1492-1494 1500-1502 1510-1511 1513-1515 1517-1518 1525-1527 1529-1532 1534 1541 1553 1555-1557 1559-1561 1597 1601 1624 1627-1628 1636 1638 1640 1642 1644-1645 1648 1650-1651 1659 1661-1662 1728 1793 1808 1810-1812 1815 1820 1823-1825 1827 1829 1833-1836 1838 1840 1842-1843 1846 1848 1851 1853 1856 1860-1862 1864-1866 1869 1876-1877 1880 1888 1890 1896 2049-2050 2053-2055 2057-2061 2063 2076 2078-2079 2093-2094 2104 2106 2109-2113 2115-2117 2119-2122 2125-2127 2132-2134 2136-2137 2145 2156-2157 2160 2162-2163 2172-2173 2175-2176 2178-2181 2183 2189-2190 2200 2202 2205 2209-2214 2224 2227-2228 2230-2231 2236-2238 2240 2242-2243 2245-2249 2251-2253 2255 2257-2259 2274-2275 2280-2281 2283 2285-2288 2290-2294 2296-2298 2300-2301 2303 2308-2310 2320 2322 2327-2329 2342 2352-2353 2355 2357-2359 2361-2364 2366-2368 2371 2376-2378 2401 2403 2408 2411 2432 2434 2441-2443 2445-2448 2456-2457 2460 2463 2466 2468-2470 2472-2473 2477 2479-2482 2484 2486-2487 2489-2490 2492 2494-2497 2499 2504 2506 2523 2530 2545 2547-2548 2563-2564 2566-2569 2572-2573 2575 2582-2583 2589-2591 2596-2597 2599-2600 2602 2605 2612 2614-2616 2619-2621 2623-2624 2627 2630-2631 2637-2639 2643-2645 2648 2651 2654 2656-2657 2659-2660 2663-2664 2667 2672-2674 2676 2679-2681 2684 2689-2691 2693 2695 2702-2703 2712 2714 2717-2720 2722-2723 2725 2727 2733 2735-2738 2741 2743 2748-2749 2751 2753-2756 2758-2760 2763 2767-2769 2771 2773 2775-2778 2788-2789 2796-2798 2801 2803 2805 2807 2809-2811 2813-2816 2820-2822 2828 2831-2832 2834-2838 2849 2851 2853 2858-2862 2864-2865 2870 2872 2874 2876 2897 2946-2947 2950 2956-2957 2959 2961-2962 2976 2978 2982 2984 2986 2988 5469 5588 6397-6398 6461-6463 6478-6479 6481-6483 6485 6488 6492 6494-6495 6497-6498 6500 6502 6504 6506 6511-6513 6515 6517-6520 6523 6541 6543 6548 6550-6552 6554 6557 6559 6561-6562 6564-6566 6569-6573 6575-6576 6579 6581-6583 6592-6594 6600 6602-6606 6617-6618 6620-6621 6623 6625 6627-6630 6636-6638 6642-6643 6648-6649 6653 6655 6737 6740 6742 6744 6746-6748 6750-6751 6757-6759 6761-6763 6772 6774-6775 6781-6782 6805-6807 6809-6812 6814 6828-6829 6837-6839 6841 6845 6852-6854 6856 6859-6861 6863 6865-6867 6870-6872 6875 6881-6882 6888 6893-6895 6904-6906 6908 6910-6911 6917 6919-6921 6923 6925-6927 6936-6937 6939 6948 6950-6951 6953 6955 6964-6965 6967-6969 6971-6972 6974 6976 6978-6981 6984 6986-6987 6989-6991 6993-6994 6998 7008-7010 7012-7013 7017-7018 7020-7021 7023-7024 7032-7033 7035 7037-7039 7042-7043 7048-7050 7061-7064 7066 7073 7075 7080-7081 7089 7091 7104-7105 7107 7109-7110 7132-7133 7135 7140-7141 7143 7145-7146 7150-7154 7156 7158-7161 7163 7165 7167 7843-7845 7847 7858 7861 7863 7865-7867 7904 7907 7909-7911 7916 7918-7919 7922-7924 7932 7934 8109-8111 8114 8122 8125 8170 11263 6/4096 4099 4121-4123 4128 4130-4131 4133-4135 4140 4142-4143 4173-4175 4181-4186 4193 4195-4197 4199 4224-4225 4227 4229-4230 4233-4237 4239 4242-4246 4252-4254 4264 4266 4273-4276 4278-4279 4285 4292-4294 4298-4299 4301-4303 4312 4314-4315 4317-4319 4321 4323 4329 4344-4345 4347-4350 4356 4358-4359 4397-4399 4405-4407 4409-4413 4415 4420-4422 4425-4427 4436 4438-4440 4442-4443 4448-4449 4451-4454 4460-4462 4472-4473 4475-4478 4484 4486-4487 4492-4493 4495 4504 4506-4507 4512 4514 4520-4522 4524-4526 4528 4530 4532 4534-4537 4552-4553 4555 4560-4562 4588-4589 4608-4610 4613-4614 4624 4626-4627 4634-4636 4638-4639 4641 4643 4649-4651 4668 4670-4671 4676 4678-4679 4681-4683 4692 4694-4695 4708-4710 4726 4740 4742-4743 4745 4747 4752 4754-4756 4758-4759 4769 4772-4774 4780 4788-4789 4791 4794-4796 4798-4799 4808-4809 4811-4814 4837-4839 4841 4843 4852 4854 4861-4863 4886-4887 4896 4898-4899 4912-4914 4937-4939 4944-4946 4948 4950-4951 4972-4973 4975 4980 4983 5000-5001 5003-5005 5007 5012 5014-5015 5020 5022 5025-5026 5033 5048-5050 5077-5081 5083 5124-5126 5132-5134 5160-5161 5163 5169-5172 5174-5175 5181 5204-5206 5233-5234 5240-5242 5252 5254-5257 5259 5264-5266 5270 5272-5273 5275-5276 5278-5279 5284-5286 5290-5291 5293 5295-5298 5308-5310 5324 5326-5327 5348 5350-5351 5368-5370 5384-5386 5404-5405 5407-5409 5411 5418-5419 5428-5429 5431 5440 5442 5448 5450-5453 5457-5461 5463 5485-5487 5492-5494 5572-5573 5575-5576 5578-5579 5589-5592 5594-5595 5648 5650 5680-5681 5709-5710 5721-5723 5736-5737 5739 5764 5766-5767 5776 5779 5788-5789 5791 5794-5795 5804-5805 5807-5808 5810-5811 5816 5818-5819 5834 5848-5849 5856-5858 5861-5863 5865-5870 5872-5874 5880 5883-5884 5886-5887 5893-5895 5908-5909 5911 5932-5933 5935 5944-5945 5947 5952 5954-5955 5960 5962-5964 5966-5967 5980-5982 6013-6015 6033-6037 6039 6049-6051 6064-6065 6067 6076 6078-6079 6096 6098-6099 6112-6113 6115 6132-6134 6141-6143 6149 6161 6163 6168-6169 6172-6173 6196-6197 6199 6208-6209 6216-6217 6219 6233-6235 6248-6249 6251-6254 6337 6340-6342 6352-6353 6355-6357 6363 6366-6367 6385 6387 6392-6393 6396 6398-6399 6401-6403 6410-6412 6414 6500-6501 6503-6504 6506-6507 6516-6518 6520-6522 6526-6527 6549-6551 6557-6559 6564-6565 6567 6572-6574 6584 6586-6590 6596-6597 6599 6624-6626 6628 6630-6631 6633-6635 6640-6641 6643 6652-6654 6740-6741 6743 6916-6917 6928-6929 6932-6934 6976-6977 6980-6981 6992-6993 6996 7168 7170 7177 7179-7182 7201-7202 7205-7207 7209-7213 7237 7239 7252 7254-7255 7257-7259 7284-7286 7288 7290-7291 7304-7305 7312 7314-7315 7320-7322 7326-7330 7348-7349 7351 7356 7358-7359 7364-7365 7367 7376 7378-7382 7389-7390 7400-7401 7403 7408 7411 7419-7421 7423 7428-7429 7431-7434 7436 7452-7454 7468-7469 7471-7474 7480 7482-7486 7488 7492-7494 7496 7498 7502-7503 7512-7513 7515-7518 7525-7529 7531-7533 7536 7538 7556-7557 7559 7564-7565 7568-7569 7572 7582 7589-7593 7596 7600 7603-7604 7606-7608 7680-7681 7684-7685 7696-7697 8192 8194-8195 8205-8208 8210-8211 8225-8227 8248-8249 8251 8308-8310 8368-8369 8371 8380-8382 8421-8423 8429-8431 8433-8435 8456 8458-8459 8472-8473 8475 8492-8493 8497-8499 8541-8543 8552-8553 8555-8558 8577-8579 8584 8586-8589 8591 8633-8638 8644-8645 8647 8696 8698-8699 8709 8711 8729-8731 8753-8754 8764-8766 8805-8807 8812-8814 8816 8819 8824 8826-8830 8832-8833 8835 8860-8861 8863 8900-8901 8903-8906 8916-8918 8956-8958 8964-8966 8976 8978-8979 9001-9003 9016-9017 9019 9025-9027 9088-9089 9091-9094 9129-9131 9136-9138 9156 9158 9180-9182 9196-9198 9208-9210 9244 9246-9247 9284-9286 9292 9294-9295 9301-9303 9306-9307 9321-9323 9325 9327 9360-9362 9364-9365 9367 9372 9374-9375 9416-9417 9419 9424-9426 9441-9443 9460-9461 9463 9477-9478 9480-9481 9483 9516-9517 9519 9530 9601-9603 9609-9611 9616 9618 9624 9626 9637 9639 9641-9643 9648 9650 9733-9735 9741-9743 9760 9763 9776-9778 9796 9798-9802 9804 9806-9807 9833-9837 9839 9845-9848 9851 9857-9860 9862-9863 9870 9885-9887 9896 9898-9900 9903-9905 9907 9912-9913 9915 9933-9934 9941-9943 9953-9954 9964 9966-9967 9973-9975 9992-9993 9995 10022-10023 10028 10030 10062-10063 10073 10075 10084-10086 10096-10097 10099 10104-10106 10113-10116 10118 10144-10146 10152-10154 10177 10185 10187 10200-10202 10209 10211-10213 10215 10217 10219-10220 10222-10224 10232 10234 10240-10242 10244 10247-10248 10250-10251 10261-10263 10280-10282 10284-10286 10296-10298 10321-10323 10325-10327 10353-10355 10392-10393 10395 10404 10406-10407 10412-10414 10417 10419 10424-10425 10427-10430 10452-10453 10455 10469-10471 10473-10475 10488 10490-10491 10500-10501 10503-10504 10506-10507 10512-10513 10515-10516 10518-10519 10544-10545 10560 10563 10565-10566 10569-10571 10584-10585 10587 10590-10591 10597-10600 10602-10603 10608-10610 10612 10614-10615 10620-10622 10632-10634 10644-10646 10649-10651 10661-10664 10666-10667 10700 10702 10708 10710-10711 10713-10715 10729-10731 10733-10735 10740-10741 10743-10746 10748-10749 10751 10754-10755 10768-10769 10771 10776-10778 10800 10802-10804 10806-10807 10852-10854 10861-10866 10884 10886-10887 10896 10898-10899 10904 10906-10907 10928-10929 10931 10936 10938-10939 10956-10957 10959-10962 10968-10970 11000 11002-11003 11008 11010-11011 11028-11029 11031 11044-11045 11047-11049 11051 11056 11058-11059 11061-11065 11067 11080-11082 11089-11091 11097-11099 11116 11118-11119 11160 11162 11165-11167 11197-11200 11202-11203 11208-11210 11216 11218 11224 11226-11227 11232 11234-11235 11249-11251 11268-11270 11272-11273 11275-11276 11278-11279 11292-11293 11295 11319-11320 11322-11323 11332-11334 11356 11358-11359 11393-11395 11401-11403 11408-11410 11417-11422 11424 11426-11430 11453-11455 11465-11466 11468-11470 11472-11473 11476 11486 11494-11495 11501-11503 11512-11514 11520 11522 11528 11530 11585-11587 11593-11597 11599 11608 11620 11776 11778-11781 11783 11792-11793 11795 11798-11799 11805-11807 11832-11833 11835 11840-11841 11843 11852 11854-11857 11872-11873 11876 11878 11882-11884 11908-11909 11911 11916-11918 11920-11921 11923 11925-11927 11932-11934 11940 11942-11943 11948-11950 11956 11960 11968 11970 21845-21849 21852 21855 21886-21887 21964-21966 21970-21973 21976 21981-21983 21991 21997 22356 22361 22363-22366 22385 22388 22390 22396 22399 22485 25565-25567 25579 25581-25583 25585-25587 25597-25599 25837-25839 25841-25843 25887 25903 25907 25909-25911 25923 25936 25938-25939 25945-25950 25956 25958-25962 25965-25967 25972-25973 25975 25986-25987 25996-25998 26004-26006 26013-26015 26021-26023 26028 26030-26033 26035-26036 26038-26040 26042-26043 26056-26057 26059 26065 26067 26086-26087 26089-26091 26141-26143 26157-26159 26161-26163 26168-26170 26177-26181 26183-26185 26187-26189 26191 26196-26197 26199 26212-26213 26215 26220 26222 26225-26227 26232 26234-26235 26241-26243 26252 26254-26255 26268-26269 26271 26273-26275 26296 26298-26299 26308-26310 26312 26314-26315 26321-26323 26380-26382 26404 26406-26407 26428 26430-26431 26464 26467 26476 26478 26488-26489 26491 26497-26499 26505-26507 26524 26527 26556 26558-26560 26562-26565 26600-26602 26605-26607 26609-26611 26617-26619 26879 26903 26910-26911 26933 26941-26943 26945-26947 26952-26953 26955-26957 26959 26964-26966 26974-26975 26980 26982-26983 26996-26997 26999 27022-27023 27025 27027 27041 27043 27092 27094-27095 27120-27121 27123 27132-27133 27135 27198-27199 27214-27215 27217-27219 27233 27235 27252 27254-27255 27262-27263 27278-27279 27284-27285 27287-27289 27291-27293 27299-27300 27302-27303 27305-27307 27309 27311 27320-27321 27323-27325 27327 27345-27347 27361-27363 27368-27369 27371 27373-27375 27377-27379 27384 27386-27388 27390-27391 27420 27422-27423 27428 27430-27434 27448 27450-27451 27456-27458 27472 27474-27476 27478-27479 27492 27494-27495 27497-27499 27521-27522 27532-27533 27535 27557-27562 27564 27566-27567 27569-27571 27629-27631 27636 27638-27639 27664 27666 27672 27674-27675 27689-27691 27696 27698-27699 27753-27755 27797-27799 27808-27810 27816 27818-27819 27864-27866 27881-27883 27892-27894 27900 27903 27908 27910-27911 27928-27930 27933 27940 27942-27943 27953-27954 27968 27970-27971 27980-27982 27984-27985 27987 27989-27991 27997-27999 28045-28047 28056 28058-28060 28062-28065 28067 28076 28078-28079 28089-28091 28101-28102 28104 28106-28108 28110-28111 28136-28137 28139 28145-28147 28160 28162-28163 28166-28167 28204-28206 28240-28241 28243 28261 28263 28268-28269 28271 28289-28291 28296-28298 28328-28330 28333-28335 28353-28355 28360-28361 28363 28424 28426-28427 28432 28434-28435 28444 28446-28447 28537-28539 28568-28569 28571 28576-28578 28588-28589 28591-28593 28595 28597-28599 28620 28622-28623 28629-28631 28649-28651 28656 28658-28659 28666-28667 31290-31292 31353-31355 31357-31359 31365-31367 31369-31371 31385-31387 31424-31426 31429-31431 31436 31438-31442 31448-31449 31451 31458 31529-31530 31533-31535 31545-31546 31550 31594 31598 31620 31622-31624 31626-31627 31632 31668 31670-31671 31684-31685 31687 31704-31705 31707 31710 31732 31735 31740 31743 32397 32402 32406 32409-32411 32414-32415 32422-32423 32427 32429-32431 32433-32435 32462 32480-32482 32484 32486 32492 32494 32499 32509-32511 32672 32684 40959 45023 45039 45045-45046 45049-45050</spatial><footprint ivo-id="ivo://ivoa.net/std/moc">https://cdsarc.cds.unistra.fr/viz-bin/moc/J/MNRAS/463/2939?format=ascii</footprint><waveband>Optical</waveband></coverage><tableset><schema><name>default</name><table><name>J/MNRAS/463/2939/catalog</name><description>Automatic galaxy detection and shape classification catalog</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>specobjid</name><description>Match to the DR8 spectrum object (specobjid)</description><ucd>meta.id;meta.main</ucd></column><column><name>RAJ2000</name><description>Right ascension (J2000.0) (RAdeg)</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd><flag>indexed</flag></column><column><name>DEJ2000</name><description>Declination (J2000.0]) (DEdeg)</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd><flag>indexed</flag></column><column><name>GZ2class</name><description>GZ class label for the E/S classification (gz2class) (1)</description><ucd>src.class</ucd><dataType xsi:type="vs:VOTableType" arraysize="1*">char</dataType></column><column><name>t01</name><description>Label for task 01 of the GZ2 decision tree (t01) (2)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType" arraysize="2*">char</dataType></column><column><name>t04</name><description>Label for task 04 of the GZ2 decision tree (t04) (3)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType" arraysize="2*">char</dataType></column><column><name>idCluster</name><description>[-1/0] ID of the ASTErIsM-detected cluster corresponding to the GZ2 source (idCluster) (4)</description><ucd>meta.code</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>gpsizeic</name><description>? Geometrical features for the initial cluster, number of pixels of the cluster (geom_pix_size_ic)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">int</dataType><flag>nullable</flag></column><column><name>geccic</name><description>? Geometrical features for the initial cluster, eccentricity of the cluster containment ellipsoid (geom_ecc_ic)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gcompic</name><description>? Geometrical features for the initial cluster, geometrical compactness (geom_comp_ic)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>garic</name><description>? Geometrical features for the initial cluster, aspect ratio of the minimal rectangular box enclosing the source cluster (geom_ar_ic)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gcontric</name><description>? Geometrical features for the initial cluster, contour ratio (geom_contour_ratio_ic)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gratioic</name><description>? Geometrical features for the initial cluster, area ratio (geom_ratio_ic)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>grmaxic</name><description>? Geometrical features for the initial cluster, rmax of the cluster (geom_r_max_ic)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gpsizedepr</name><description>? Geometrical features for the deprojected cluster, number of pixels of the cluster (geom_pix_size_depr)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">int</dataType><flag>nullable</flag></column><column><name>geccdepr</name><description>? Geometrical features for the deprojected cluster, eccentricity of the cluster containment ellipsoid (geom_ecc_depr)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gcompdepr</name><description>? Geometrical features for the deprojected cluster, geometrical compactness (geom_comp_depr)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu5depr</name><description>? logarithm of Hu moment 5 for the deprojected cluster contour (cnt_log_Hu_5_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gardepr</name><description>? Geometrical features for the deprojected cluster, aspect ratio of the minimal rectangular box enclosing the source cluster (geom_ar_depr)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gcontrdepr</name><description>? Geometrical features for the deprojected cluster, contour ratio (geom_contour_ratio_depr)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gratiodepr</name><description>? Geometrical features for the deprojected cluster, area ratio (geom_ratio_depr)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>grmaxdepr</name><description>? Geometrical features for the deprojected cluster, rmax of the cluster (geom_r_max_depr)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gpsizeunsh</name><description>? Geometrical features for the unsharp cluster, number of pixels of the cluster (geom_pix_size_unsh)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">int</dataType><flag>nullable</flag></column><column><name>geccunsh</name><description>? Geometrical features for the unsharp cluster, eccentricity of the cluster containment ellipsoid (geom_ecc_unsh)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gcompunsh</name><description>? Geometrical features for the unsharp cluster, geometrical compactness (geom_comp_unsh)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>garunsh</name><description>? Geometrical features for the unsharp cluster, aspect ratio of the minimal rectangular box enclosing the source cluster (geom_ar_unsh)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gcontrunsh</name><description>? Geometrical features for the unsharp cluster, contour ratio (geom_contour_ratio_unsh)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>gratiounsh</name><description>? Geometrical features for the unsharp cluster, area ratio (geom_ratio_unsh)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>grmaxunsh</name><description>? Geometrical features for the unsharp cluster, rmax of the cluster (geom_r_max_unsh)</description><ucd>src.morph.param;instr.setup</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu0ic</name><description>? logarithm of Hu moment 0 of the initial cluster contour (cnt_log_Hu_0_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu1ic</name><description>? logarithm of Hu moment 1 of the initial cluster contour (cnt_log_Hu_1_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu2ic</name><description>? logarithm of Hu moment 2 of the initial cluster contour (cnt_log_Hu_2_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu3ic</name><description>? logarithm of Hu moment 3 of the initial cluster contour (cnt_log_Hu_3_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu4ic</name><description>? logarithm of Hu moment 4 of the initial cluster contour (cnt_log_Hu_4_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu5ic</name><description>? logarithm of Hu moment 5 of the initial cluster contour (cnt_log_Hu_5_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu6ic</name><description>? logarithm of Hu moment 6 of the initial cluster contour (cnt_log_Hu_6_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu0ic</name><description>? logarithm of Hu moment 0 of the initial cluster contour (img_log_Hu_0_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu1ic</name><description>? logarithm of Hu moment 1 of the initial cluster image (img_log_Hu_1_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu2ic</name><description>? logarithm of Hu moment 2 of the initial cluster image (img_log_Hu_2_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu3ic</name><description>? logarithm of Hu moment 3 of the initial cluster image (img_log_Hu_3_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu4ic</name><description>? logarithm of Hu moment 4 of the initial cluster image (img_log_Hu_4_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu5ic</name><description>? logarithm of Hu moment 5 of the initial cluster image (img_log_Hu_5_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu6ic</name><description>? logarithm of Hu moment 6 of the initial cluster image (img_log_Hu_6_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>aplHu0ic</name><description>? logarithm of Hu moment 0 for the density attractors in polar coordinates (attr_polar_log_Hu_0_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>aplHu1ic</name><description>? logarithm of Hu moment 1 for the density attractors in polar coordinates (attr_polar_log_Hu_1_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>aplHu2ic</name><description>? logarithm of Hu moment 2 for the density attractors in polar coordinates (attr_polar_log_Hu_2_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>aplHu3ic</name><description>? logarithm of Hu moment 3 for the density attractors in polar coordinates (attr_polar_log_Hu_3_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>aplHu4ic</name><description>? logarithm of Hu moment 4 for the density attractors in polar coordinates (attr_polar_log_Hu_4_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>aplHu5ic</name><description>? logarithm of Hu moment 5 for the density attractors in polar coordinates (attr_polar_log_Hu_5_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>aplHu6ic</name><description>? logarithm of Hu moment 6 for the density attractors in polar coordinates (attr_polar_log_Hu_6_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>alHu0ic</name><description>? logarithm of Hu moment 0 for the density attractors in Cartesian coordinates (attr_log_Hu_0_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>alHu1ic</name><description>? logarithm of Hu moment 1 for the density attractors in Cartesian coordinates (attr_log_Hu_1_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>alHu2ic</name><description>? logarithm of Hu moment 2 for the density attractors in Cartesian coordinates (attr_log_Hu_2_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>alHu3ic</name><description>? logarithm of Hu moment 3 for the density attractors in Cartesian coordinates (attr_log_Hu_3_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>alHu4ic</name><description>? logarithm of Hu moment 4 for the density attractors in Cartesian coordinates (attr_log_Hu_4_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>alHu5ic</name><description>? logarithm of Hu moment 5 for the density attractors in Cartesian coordinates (attr_log_Hu_5_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>alHu6ic</name><description>? logarithm of Hu moment 6 for the density attractors in Cartesian coordinates (attr_log_Hu_6_ic)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu0depr</name><description>? logarithm of Hu moment 0 for the deprojected cluster contour (cnt_log_Hu_0_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu1depr</name><description>? logarithm of Hu moment 1 for the deprojected cluster contour (cnt_log_Hu_1_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu2depr</name><description>? logarithm of Hu moment 2 for the deprojected cluster contour (cnt_log_Hu_2_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu3depr</name><description>? logarithm of Hu moment 3 for the deprojected cluster contour (cnt_log_Hu_3_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu4depr</name><description>? logarithm of Hu moment 4 for the deprojected cluster contour (cnt_log_Hu_4_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clHu6depr</name><description>? logarithm of Hu moment 6 for the deprojected cluster contour (cnt_log_Hu_6_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu0depr</name><description>? logarithm of Hu moment 0 for the deprojected cluster image (img_log_Hu_0_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu1depr</name><description>? logarithm of Hu moment 1 for the deprojected cluster image (img_log_Hu_1_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu2depr</name><description>? logarithm of Hu moment 2 for the deprojected cluster image (img_log_Hu_2_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu3epr</name><description>? logarithm of Hu moment 3 for the deprojected cluster image (img_log_Hu_3_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu4depr</name><description>? logarithm of Hu moment 4 for the deprojected cluster image (img_log_Hu_4_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu5depr</name><description>? logarithm of Hu moment 5 for the deprojected cluster image (img_log_Hu_5_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>ilHu6depr</name><description>? logarithm of Hu moment 6 for the deprojected cluster image (img_log_Hu_6_depr)</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>Giniic</name><description>? Morphological features for the initial cluster, Gini factor (morph_Gini_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>M20ic</name><description>? Morphological features for the initial cluster, normalized second-order moment of the 20 per cent of brightest pixels of the galaxy (morph_M20_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>C1ic</name><description>? Morphological features for the initial cluster, concentration index C1 (C1 = log(r_80_/r_20_) (morph_conc_1_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>C2ic</name><description>? Morphological features for the initial cluster, concentration index C2 (C2 = log(r_90_/r_50_) (morph_conc_2_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clumpic</name><description>? Morphological features for the initial cluster, clumpiness index (morph_clumpiness_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rP/rmic</name><description>? Morphological features for the initial cluster, ratio of the Petrosian radius to the deprojected source cluster rmax (morph_r_Petrosian_to_r_max_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>asymmic</name><description>? Morphological features for the initial cluster, asymmetry index (morph_asymm_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>r20/rmic</name><description>? Morphological features for the initial cluster, ratio of the r_20_ to rmax (morph_r_20_to_r_max_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>r80/rmic</name><description>? Morphological features for the initial cluster, ratio of the r_80_ to rmax (morph_r_80_to_r_max_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rPetroic</name><description>? Morphological features for the initial cluster,Petrosian radius (morph_r_Petrosian_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>Ginidepr</name><description>? Morphological features for the deprojected cluster, Gini factor (morph_Gini_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>M20depr</name><description>? Morphological features for the deprojected cluster, normalized second-order moment of the 20 per cent of brightest pixels of the galaxy (morph_M20_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>C1depr</name><description>? Morphological features for the deprojected cluster, concentration index C1 (C1 = log(r_80_/r_20_) (morph_conc_1_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>C2depr</name><description>? Morphological features for the deprojected cluster, concentration index C2 (C2 = log(r_90_/r_50_) (morph_conc_2_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clumpdepr</name><description>? Morphological features for the deprojected cluster, clumpiness index (morph_clumpiness_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rP/rmdepr</name><description>? Morphological features for the deprojected cluster, ratio of the Petrosian radius to the deprojected source cluster rmax (morph_r_Petrosian_to_r_max_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>asymmdepr</name><description>? Morphological features for the deprojected cluster, asymmetry index (morph_asymm_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>r20/rmdepr</name><description>? Morphological features for the deprojected cluster, ratio of the r_20_ to rmax (morph_r_20_to_r_max_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>r80/rmdepr</name><description>? Morphological features for the deprojected cluster, ratio of the r_80_ to rmax (morph_r_80_to_r_max_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rPetrdepr</name><description>? Morphological features for the deprojected cluster, Petrosian radius (morph_r_Petrosian_depr)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>Giniunsh</name><description>? Morphological features for the unsharp cluster, Gini factor (morph_Gini_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>M20unsh</name><description>? Morphological features for the unsharp cluster, normalized second-order moment of the 20 per cent of brightest pixels of the galaxy (morph_M20_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>C1unsh</name><description>? Morphological features for the unsharp cluster, concentration index C1 (C1 = log(r_80_/r_20_) (morph_conc_1_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>C2unsh</name><description>? Morphological features for the unsharp cluster, concentration index C2 (C2 = log(r_90_/r_50_) (morph_conc_2_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>clumpunsh</name><description>? Morphological features for the unsharp cluster, clumpiness index (morph_clumpiness_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rP/rmunsh</name><description>? Morphological features for the unsharp cluster, ratio of the Petrosian radius to the deprojected source cluster rmax (morph_r_Petrosian_to_r_max_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>asymmunsh</name><description>? Morphological features for the unsharp cluster, asymmetry index (morph_asymm_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>r20/rmunsh</name><description>? Morphological features for the unsharp cluster, ratio of the r_20_ to rmax (morph_r_20_to_r_max_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>r80/rmunsh</name><description>? Morphological features for the unsharp cluster, ratio of the r_80_ to rmax (morph_r_80_to_r_max_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rPetrounsh</name><description>? Morphological features for the unsharp cluster, Petrosian radius (morph_r_Petrosian_unsh)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rdancric</name><description>? Radial distribution features for the density attractors, ratio of number non-core density attractors to the total number of points in the source cluster (r_distr_attr_non_core_ratio_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rdamic</name><description>? Radial distribution features for the density attractors, mode of the radial distribution (r_distr_attr_mode_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rdasigic</name><description>? Radial distribution features for the density attractors, standard deviation of the radial distribution (r_distr_attr_sig_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rdaskewic</name><description>Radial distribution features for the density attractors, skewness of the radial distribution (r_distr_attr_skew_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>rdskewpic</name><description>? Radial distribution features for the density attractors, two-sided p-value for the skewness test (r_distr_attr_skew_p_val_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>rdakurtic</name><description>Radial distribution features for the density attractors, kurtosis of the radial distribution (r_distr_attr_kurt_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>rdadrnzic</name><description>? Radial distribution features for the density attractors, difference between the largest and the smallest values of r, where the distribution is larger than zero (r_distr_attr_delta_r_non_zero_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>tdasigic</name><description>? Angular distribution features for the density attractors, standard deviation of the radial distribution (theta_distr_attr_sig_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>tdaskewic</name><description>Angular distribution features for the density attractors, skewness of the radial distribution (theta_distr_attr_skew_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>tdaskewpc</name><description>? Angular distribution features for the density attractors, two-sided p-value for the skewness test (theta_distr_attr_skew_p_val_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>tdakurtic</name><description>Angular distribution features for the density attractors, kurtosis of the radial distribution (theta_distr_attr_kurt_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>tdadtnzic</name><description>? Angular distribution features for the density attractors, difference between the largest and the smallest values of r, where the distribution is larger than zero (theta_distr_attr_delta_theta_non_zero_ic)</description><ucd>src.morph.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>Sloan</name><description>Display the online SDSS data for this object</description><ucd>meta.ref.url</ucd><dataType xsi:type="vs:VOTableType" arraysize="*">char</dataType></column></table></schema></tableset></ri:Resource>