CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

id ecaade2016_072
authors Wortmann, Thomas
year 2016
title Surveying Design Spaces with Performance Maps - A Multivariate Visualization Method for Parametric Design and Architectural Design Optimization
source Herneoja, Aulikki; Toni Österlund and Piia Markkanen (eds.), Complexity & Simplicity - Proceedings of the 34th eCAADe Conference - Volume 2, University of Oulu, Oulu, Finland, 22-26 August 2016, pp. 239-248
wos WOS:000402064400023
summary This paper presents a novel method to visualize high dimensional parametric design spaces with applications in computational design space exploration. Specifically, the visualization method presented here supports the understanding of design problems in architectural design optimization by allowing designers to move between a high dimensional design space and a low dimensional "performance map". This performance map displays the characteristics of the fitness landscape, develops designers' intuitions about the relationships between design parameters and performance, allows designers to examine promising design variants and delineates promising areas for further design exploration.
keywords Fitness Landscape; Design Space Exploration; Multivariate Visualization; Optimization; Star Coordinates
series eCAADe
email thomas_wortmann@mymail.sutd.edu.sg
full text file.pdf (1,304,225 bytes)
references Cumincad : CUMINCAD References : TOC for Robots

CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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ecaade2015_13r1, 2b9c, d657, acadia14projects_291i, 888c, 4743, 478d, 1af1, bdcf, ecaade2014_057m14, bc15, 0d3f, 1cba, 1b45, sigradi2014_313h6, acadia14_463b, 95df, 9e77, 0e88, 9987, fe3e, 3bd9, ecaade2014_173w42, 9657, 354b, 5014, 1799, 6ad5, ecaade2015_253u57, ecaade2015_171k36, c081, c41d, b2d2, 96fa, sigradi2015_10.267l20, 7dfa, ecaade2015_74l14, ecaade2015_215u47, 1ec9, 6422, aa77, a481, 8d47, 332c, ecaade2014_240i62, cbd9, f8ad, e3de, d9ad, f82c, 24be, a4aa, 84a8, ecaade2015_48b8, 0823, 18ce, 7dd1, 374b, 191c, be6f, f877, ce56, 2ecd, cd41, 9def, caadria2016_187v8, a9c9, 17ea, 9bfb, 72ef, 902f, 940d, b58a, 8364, d597, 79c5, ec49, ijac201614308d5, cda1, bc07, ecaade2014_012r2, 0427, 51a8, 0f59, 562a, cd38, sigradi2015_3.65o2, f508, da47, 0211, sigradi2014_330o7, sigradi2016_560cc, 3b08, e90f, 75ce, ijac201412301n5, d384, 3bc3, 02a8, 3c14, 9053, a7c6, cd07, b559, e1bd, 8530, ecaade2015_84v16, 7113, d2bc, 07c2, ecaade2014_186a48, 6dec, 8143, 0dda, 33f5, ed0c, 9068, ecaade2014_123d28, acadia14_699b, sigradi2015_10.74p18, ijac201412303o8, ecaade2015_217k48, 9cdc, 33e8, 85b2, ijac201513302k10, 94c2, 3c64, 64de, 43f9, ecaade2015_319d70, 0fae, 377b, 2670, acadia16_470d27, 81eb, caab, 2a8a, 1f0e, efa0, acadia14_497w, f7a7, de8b, 99d5, 704c, e939, f619, ccb6, a5d0, caadria2017_182v43, 5fe2, 241b, caadria2016_415z17, 46a3, 4e88, 7a37, bf79, cf31, 12d3, 3620, 075f, ded7, ddb5, 30f3, acadia14_267k, ecaade2014_030h8, 99d0, 33d1, 108f, e19c, ed44, 9e60, 24cf, 4087, c7a7, 6acd, f746, e030, b2de, sigradi2013_366a, acadia14_627am, 9448, f4e6, 92a4, 6e56, 3e63, c1cc, acadia14_655ah, 8425, 1d5e, caadria2016_095r4, 5502, ecaade2015_92t18, d95e, sigradi2016_817r, 7641, 36fd, c1a3, 0ffe, a6fa, bb26, b6dc, 9d31, 31b7, b708, 9454, ijac201513201h5, ef4b, sigradi2014_186c6, 87e5, 3b84, b817, 0ee8, ca22, sigradi2016_669aa, 7632, acfa, ascaad2016_033g13, ascaad2016_007u3, d7d1, ffeb, 0330, aed2, 3ae3, 0709, ecaade2013r_001p1, d9b2, f4e1, 71b2, 4af9, 49e3, dccc, acadia15_297f12, af2d, caadria2015_049w5, 1786, 6a9f, 35e0, e603, e93a, 37af, 91ab, ijac201412408u2, ascaad2014_017s9, 2899, cac6, 66e6, ecaade2014_122y27, ed61, caadria2015_164a25, c482, caadria2017_182m43, 01cc, 6a2f, 1872, 8118, 1949, fc5c, e34c, f016, 26e1, 3b5b, 6079, d4a2, 4742, sigradi2016_522z, ab9e, 312e, fba5, 7310, 7fd5, ba6c, ba1c, 7cf1, 3a53, ab85, eb37, sigradi2015_8.47l11, 6283, ecaade2015_138d28, b2c4, 3edf, ecaade2016_128l35, 3a3f, 94bf, fb0f, b261, 1bee, e022, 78d9, 6dd3, de9f, ecaade2016_191c51, d53b, 35e8, f208, 175d, ecaade2014_038o9, 9482, f6bc, 95a7, c35e, afae, 2ba3, 1189, 4b61, 2f98, 87d4, a53f, afe9, 915f, e4c6, 334d, 4de0, 0301, c2d8, sigradi2015_9.347t17, 6ac0, f684, bf49, 3d3b, 7b49, 5ed9, 6d42, 8b21, 32e5, afc4, 92b2, 75c9, 48d7, ecaade2015_152b32, ecaade2015_114f22, sigradi2014_281b3, 2b6d, 2089, fd31, 940e, b195, 83e7, ascaad2014_033e1, e661, 952c, fd7d, ascaad2016_041p16, caadria2015_081t11, 4485, 45c9, 1536, d1c5, 5b67, 041f, 5098, c8da, caadria2017_163j40, 59ed, caadria2017_008e4, e94d, ijac201412406i9, 1703, 6d63, caadria2017_015x5, 2004, 7cb7, ca60, 9363, 2176, f779, sigradi2015_8.186f13, e3fb, 0f96, acadia15_123p4, b16e, ca6a, e8aa, 3fe3, 3ef8, 8038, 595f, 5b35, dd42, ecaade2014_072o18, 03b1, ascaad2016_043o17, 8be1, 67bd, 0f97, 968e, e93e, b0db, ecaade2014_052l12, 19c4, sigradi2013_347, 5e33, 84cc, ecaade2014_149n35, 404a, 0836, acadia14projects_699h, acadia14_189aj, 13fc, 27a9, 5806, 4086, 33c0, 49b2, 9632, 3447, ecaade2016_113z30, 0521, 82d5, aafb, b551, 1231, b452, 79a4, 504b, ecaade2014_072c18, 213d, b23f, 6293, acadia14projects_699u, a806, c33b, 388b, sigradi2013_222i, 2aa1, 6dbd, sigradi2014_186i6, dcac, 8720, ecaade2014_010r1, acadia15_57a2, f90e, acadia14_291at, fb11, 8cbb, 98f9, ac1d, sigradi2016_647mm, f0db, 51f9, 3705, 125d, f414, 0e71, 0cdc, acadia16_478k28, 3eae, 532b, 9fff, 40af, 8f2e, 2d8b, sigradi2013_96u, 82bd, f3fe, a073, caadria2016_487j20, 516c, c070, 04e8, 39fc, 1137, sigradi2016_517t, 0200, ascaad2016_023u9, fdd2, 8184, acadia16_62v4, caadria2015_213j33, 60d2, 55dd, 0073, 0f9f, acadia16_98u7, 901f, 7ba6, 33a1, aa8d, 23ea, 0ac9, ae05, 0ae2, ecaade2015_336a73, 4402, sigradi2016_510xx, 93d6, 0b9a, ef3e, 0af6, f4ac, ascaad2016_013y5, caadria2016_851e36, 41f8, caadria2015_190k28, ecaade2014_109v24, 69cf, acadia14projects_435ai, bf7d, sigradi2015_sp_10.179j31, e17c, acadia14_347ap, ecaade2015_240v54, bea6, sigradi2016_625tt, 4a16, 790a, db82, ecaade2016_102v27, 210d, caadria2017_136p36, 9ea9, cd37, 927b, 08b8, caadria2015_162z24, caadria2017_037b12, b168, a180, 884d, 75ca, b918, 6c67, 19c1, 8e0f, b578, 3d67, 4830, 6cdf, ef12, 1e36, 52d1, d0d0, b557, 3a2c, 23b1, 7bd6, ecaade2014_104l23, 5547, 35d1, deeb, 0de8, 2cf6, 2c96, 7791, 87d3, 5c09, fe0f, 4578, 9ef1, 1006, 975e, 4c89, 0fec, ebfa, effe, 2508, e3a7, f677, 7c13, ae20, ecaade2015_158w33, 942d, 0a86, 8cd6, 2eda, 792d, adbf, ecaade2013r_004y3, 0d5f, 7fff, e7d6, d0eb, fef8, df5c, 1040, ascaad2014_005j3, 4ea1, ijac201412402i5, 7d3b, 81c4, caadria2017_129s34, 18da, 1fa1, 018a, 15f7, sigradi2015_3.370y5, ijac201614407m4, 9556, 74c2, bc92, 3b95, ef23, ecaade2014_044b11, caadria2017_027t9, a16b, f4bf, 4bc3, c717, 383b, c3eb, 9638, acadia14projects_339x, c36a, 0d1b, 5338, acadia16_164y11, 47ce, e72a, f4ce, 2fba, 0247, 6bef, efe8, 8eea, d4c0, 99cc, ecc6, adc5, acadia14_497u, f002, 3d8e, 1f29, acadia14projects_473al, 9b8a, ijac201614308y4, 4f26, 11bc, f223, adec, f155, 2ce9, 322d, d603, 76f4, 67ea, e7e3, fe5c, c075, acadia14_479e, 810a, 5ced, ae2c, 7568, e13c, ecaade2016_198s52, d8ab, sigradi2016_408cc, ddb8, b41a, 74b8, acadia16_318g19, acadia14_135w, cc1f, acadia14projects_135o, b463, 40b1, 6793, 7f30, 9acb, f6d7, 1e2d, 9e07, 450c, 05c5, 7f53, ecaade2014_141h32, 5ebf, b10a, fcc7, a3fb, ba62, acadia14_365af, f875, 879d, b802, e692, 71c4, caadria2016_157s6, 0e64, 262c, caadria2015_233h35, caadria2017_043b14, 4fcb, 3245, f200, sigradi2015_8.186x12, ecaade2016_087t24, ecaade2016_040t10, 0d20, 9673, sigradi2013_226s, 7198, 3d4a, f1a6, 58bd, 021c, 2249, aaff, d52d, 7d62, a38a, 44a4, d847, 1655, 47e7, 05d9, 76cc, fda5, 8cbf, cd1c, 5178, deb3, 0441, 058c, ecaade2015_233a53, 0fcf, d59b, ac92, 61c6, 1df6, b396, 1252, 5911, ecaade2016_182o49, 61ad, 43ce, sigradi2015_8.264z14, acadia16_260l16, c386, a36e, 9a6a, 4583, 2b53, ecaade2015_118b24, acadia15_483b21, sigradi2014_213y7, c38f, 61a1, 547b, ijac201513205x7, dbea, 9e6e, a3c9, 6fca, e5f1, fc71, cdcf, fc4b, fec8, 4b4b, 43eb, ecaade2014_194c50, 979d, ijac201614103k3, 2a58, 9b67, 907b, acadia16_372l23, 83b9, 7975, 897d, acadia14_117g, 23b9, 81ea, deca, 4585, ec22, 9bb2, f5d6, ff20, 38f8, ecaade2016_055f14, acadia14_177z, 2385, 605b, 00ea, c63a, ecaade2013r_008o5, acadia14projects_189ax, 6bbd, 8eb8, ce98, 4c93, 25fa, fdf0, 54e4, 641c, ecaade2016_006j1, 38bf, ecaade2015_22p4, 8923, 02b8, 1e80, bd98, 4e1a, b541, 524e, 4a41, 9d22, 7997, 0e3c, sigradi2014_197w6, ab66, 550a, 59e3, 2953, a01b, ca1f, ecaade2016_243v64, caadria2017_142s37, ecaade2014_215d55, 309d, acadia14_539c, caadria2016_507k21, 50bf, acadia15_161i6, b3d8, 76da, sigradi2014_214c8, e781, 06e6, d2a1, acadia16_62c4, acadia14projects_167v, 60b4, c887, d24f, eb7b, sigradi2016_484n, b62a, 7f76, f0b6, c7a4, 861b, ecaade2015_109c21, a600, 3375, ecaade2015_309v67, d718, acadia14projects_681as, 6ac9, 02c2, ecaade2016_068s17, ecaade2014_057j14, a9d9, sigradi2013_267v, 099f, 9d43, 124b, 1535, 5400, ecaade2015_217l48, ecaade2015_25j5, b628, e052, 2443, 874b, ecaade2013r_019l10, 48b0, 5f48, sigradi2016_770m, 7a18, 0f65, 3f49, acadia16_164t11, 34e2, caadria2015_108o16, bf70, bf04, 2836, ecaade2014_191t48, 61ce, 0a7c, 4af2, 3873, caadria2015_023w3, ijac201412204h3, f0d7, ecaade2014_140d32, ascaad2016_007w3, 6014, 6f6f, 8da5, 63b9, d3c1, 78e1, 41af, ecaade2016_037z9, 5fb2, 2c76, 9ece, 34dc, caadria2017_046t14, 2f5c, fa08, 5e60, b85b, d494, 26b1, ee33, 436d, 1e8a, 08b4, 96b5, 8c1f, e97c, 8e69, c839, ecaade2014_201a52, c920, 399a, 8317, 1c15, acadia15_357z15, 09af, 5c77, 25c9, 74b9, 6dd5, a4fc, 942e, bb61, 1ea1, acadia14_237az, 68a5, caadria2016_487p20, de78, 8174, ebbe, 3978, ecaade2016_142b40, abf7, 67b1, 34f7, ijac201513201y5, acadia14_63ar, ff33, ecaade2015_172c37, 990d, bee6, 8384, b1ef, ecaade2014_072x17, 5f12, 71ed, ecaade2015_309u67, f71d, 5053, 1161, 2968, c7d0, ade8, a08b, ijac201412401g4, 5557, 997e, f2cd, acadia14_23av, bcb8, 7e32, f0f9, c234, bcdd, 40c4, ecaade2015_196p42, dbbe, 6998, 4f08, 1833, 2ecf, 688d, acadia16_184v12, 702b, 89f4, 82ce, 799a, c88f, e7f6, 67d9, 4508, 3e2a, 32fc, 2ac8, 1a01, 4058, bec4, caadria2017_163s40, 4c1a, 4018, e1a9, ijac201412305b2, f539, sigradi2015_6.327t8, e62e, fe3c, 4097, 8113, acadia14projects_75d, 29fd, bbc6, 4c57, 704f, acadia16_382p23, 53f5, 6878, 1288, d386, sigradi2014_041a3, 53fc, 143b, 62c8, 0c98, 4ebe, 4bfa, 94f2, c4a0, 33d8, 5485, cb44, fd5e, ijac201614204z9, 3f04, b512, 2642, 8282, a568, 19b7, 5b70, e4ed, ee85, 234f, 6cce, e1de, 8c56, d7da, 8267, ecaade2014_224h57, ascaad2016_007m3, 94dc, ecaade2016_163i45, c8ea, ecaade2014_019f5, 0661, 7e86, 1bc2, ee0c, 2146, ecaade2014_163b40, 3c40, be71, c2a3, 2bf8, 3d4f, a205, fef0, cca6, 82b6, 2f64, acadia14projects_579a, cf6b, f9de, d491, 1f99, 7bd1, 941a, 182f, 64e8, acadia16_308d19, 4ea7, 24cb, sigradi2013_234i, 052c, 8031, 4613, 06a1, acadia15_161b6, 2763, 6281, 0fa7, ac34, 3d0c, 71af, 84f8, cfe2, 95e8, 518b, cbdc, 7bff, 96a8, eac0, f342, 5304, 73d8, d808, caadria2016_767v32, ascaad2016_039v15, 2a33, fbf3, 24da, acadia16_298g18, f55c, 7dff, caadria2016_579i24, 5283, 9b22, 02d5, e686, c9c6, 5ec0, 7dba, 85be, f00c, e1ae, 95a2, c05c, a03f, ecaade2016_067x16, 0296, 7829, 05a4, 7eb8, 0d31, 948b, 8a93, 1e0a, 370c, 9a62, 278b, 7d4a, cab3, db12, 2177, 5209, ijac201412302n7, ac72, 25e3, da0e, 0ac5, fb3d, 6f4a, acc2, acadia14projects_681av, 0600, 888a, 70a1, 36bc, sigradi2014_074k6, 4ce9, b7e8, 05d0, 32d5, ecaade2015_332s71, 63cb, 77b7, acadia14_589l, 8f7e, sigradi2016_602c, f0a6, 5145, 200c, 8437, 266f, caadria2015_049e6, cfa2, ebd9, caadria2015_081p12, 92db, 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ecaade2016_167t47, caadria2017_003d2, 744c, ecaade2015_17p2, acadia14_101v, 45c6, acadia14projects_267i, ijac201513201r5, ecaade2014_024w6, 8358, bd25, dbf2, 56ac, 2428, fc52, ecaade2016_140w39, 37b9, 4ae4, ijac201412303h8, e11f, aa13, feac, 3836, caadria2017_174c42, 0672, acadia14_661j, 4029, 2197, 2999, caadria2017_113a30, 8f63, 8be2, 9614, 17c4, c491, dfd1, caadria2017_002k1, 9f64, 4655, c6da, f4c3, ab4b, 4f9f, c05a, d8f7, 792c, caa5, 2980, 0d0d, b19a, b242, 1556, 4fa7, ae7b, f87d, ce91, 073d, 0579, 8d84, 3484, e638, 0a2e, abb2, 1fd0, b7ab, e086, 230c, 9b6f, caadria2015_188z27, 70c0, sigradi2013_244k, 6743, sigradi2013_138n, caadria2016_321j14, acadia14_655aj, 87ff, 063f, ecaade2014_240r62, 5c92, e132, 17a4, 10c8, 1c6b, 50ba, 8c22, 5cee, 63fc, c440, 20f3, 866d, ijac201614207p12, e5fa, sigradi2016_479dd, ece7, 874d, cccc, 97e0, d0fc, ecaade2016_237c63, 1ff2, ecaade2014_173j43, 0384, 3342, ecaade2015_293w63, 4150, 7479, acadia14projects_101al, ecaade2014_218t55, 7bf3, d085, ef64, 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80d9, ce5b, 82fc, b929, ecaade2016_216b55, f803, ascaad2014_018x1, 1d08, dff3, c8c7, e54b, 7c6a, b50d, 1724, ijac201614301c1, 2b31, 7f72, dafe, c8f5, 630f, dea5, 7eb0, 0861, bd35, c003, d8da, db46, 88a0, 081c, 23f6, f150, 1df8, ecaade2015_251l57, ab0e, 8f8d, ba48, aafd, 4552, 9e8d, ecaade2014_186w47, 2772, sigradi2016_385ll, sigradi2014_293w4, a046, 95da, ecaade2016_199z52, c498, 7f6b, sigradi2016_364nn, caadria2016_445c19, 3cfb, 91a7, 9189, d67c, 0dfd, 0e92, ijac201513105r4, f0e3, ecaade2015_199z42, 2647, ef65, ecaade2016_ws-foldingt68, f3a8, c065, d58d, ba53, 18a6, 84a2, 4c59, 07f6, 5130, d7ca, ecaade2016_033y8, 2060, ecaade2014_105w23, ed37, 5042, 2d29, 8bce, 7f4a, 88c8, 35af, 912d, 7a69, d729, 1f94, 43e6, cc66, f2cf, fb8f, e24e, acadia14_117h, 5109, sigradi2015_10.309u21, 9c60, acadia16_260h16, sigradi2014_329y6, c12e, acadia14projects_53t, daa4, f10f, d5b2, f279, cb68, 179c, 8dfc, 069b, da24, 06d1, 2c29, a12c, 1b07, dc55, 15e1, 59e9, 9154, dec4, 4d72, sigradi2016_510ww, 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ecaade2014_224b58, e33e, fad6, sigradi2015_6.42u7, ee66, c189, b575, ecaade2014_123g28, 93b1, a5fe, a275, f4a6, 210f, sigradi2014_085e8, 11c2, f846, 7a14, 24a1, 7891, caadria2017_056z18, 020d, 97ba, efc9, f879, 914e, 4ce1, sigradi2016_792h, ae31, 85e1, 178b, caadria2015_203n29, 90d4, caadria2015_072n9, 9b31, 19b4, 11ec, ecaade2016_238o63, a702, sigradi2013_386m, sigradi2014_293x4, acadia14_601ae, a4a7, caadria2015_048o5, 6137, ecaade2016_242m64, beed, 5694, 9bc4, 117c, 97b3, 3f84, d083, 9a01, 5e28, 947d, 4431, ea0a, b77e, 7edc, 1cd3, 65bf, 998f, 6045, 8cd9, ecaade2014_240n62, dceb, ed39, a48b, e573, 7d3c, 185b, 0c83, 4e6f, sigradi2015_10.307g21, 3643, 7eee, a9bd, fa16, de9d, 4077, ecaade2016_tkoh67, 8fb6, acadia15_47e1, dbc7, sigradi2013_401t, 7280, 7560, e145, ijac201614102r2, d31a, 2f0d, 1ab9, 96cb, 88cf, 733b, ecaade2015_229t51, 8a58, caadria2017_145i38, 9d13, bbc3, ecaade2015_158y33, 9460, d884, ecaade2016_058z14, 17d9, cd3c, 9b11, fd73, d115, c3c3, 63ba, c300, 78bb, 498c, ijac201614103d3, f89e, cabd, 323e, 2068, 5104, 80af, 162e, 1a82, 56ec, 1705, a005, 301e, d23c, 7433, e325, 057f, 4a3f, 04f5, f081, b621, b52e, c16c, 28e2, caadria2015_108z16, 396c, ea09, acadia16_352d22, 04fc, 892f, caadria2015_126z20, bf59, bb4a, 082f, 8087, 3b05, 440d, 99a8, 896f, e288, 616d, a3b0, ecaade2015_101e20, 9473, 1dfe, 91cf, d90e, acadia15_469m20, a833, a579, a345, e6c2, 5460, 3695, 4e2f, c134, 3445, 142b, e191, cff6, acadia16_352f22, acadia14_435ag, 3820, 5e50, ecaade2016_223c59, c705, 2283, ce45, acadia14_479av, 5b01, ijac201412304v1, aa3e, a3ad, c84e, 1db2, ecaade2014_192f49, 385d, a7c9, 19b5, 7a7a, 824d, cef3, 5a47, 061d, bd93, acadia14_167x, 2155, ecaade2016_230e62, c282, ba2a, 6ce0, caadria2017_002j1, 6e2d, 8858, c1d1, 4b46, cb0a, 9f15, sigradi2016_817j, 7d1e, 4b9d, 49c1, 7b6c, 60be, e5a6, 65ae, 1267, 7ac6, cc89, 6d0b, ijac201513102k2, a610, acaf, 5bcb, 090f, c71e, 9a77, 4647, b13f, 0100, 302b, e617, sigradi2014_063v5, b6c9, 65d4, acadia15_137o5, 1bf8, 1706, acadia16_164s11, 07ca, acadia16_12g1, ed4b, 7f7d, ae22, 263d, sigradi2016_408q, 6098, edcc, sigradi2016_601tt, 1001, 5c41, 3f42, 4cfc, 91ce, 7099, 71f6, 056f, d7d2, f3a3, 9077, e96c, a5cf, ce7d, f32f, 621e, 9934, 62e0, 1a9a, caadria2015_124y19, a682, f83c, ad5e, 941b, sigradi2015_8.47h11, 29b4, 0edf, 4ce5, 2015, 252e, dfe1, a33b, 704d, a871, d6d3, 30ac, acadia14_435av, 2121, be02, 4a03, acadia15_431t18, caadria2015_237n35, ascaad2014_017k9, 2118, dbb0, 7619, 9ef8, 8afc, 1e88, ecaade2014_011g2, 99fb, ecaade2015_248n56, da4a, ascaad2014_012h6, 35a6, 0577, 13a5, sigradi2013_244t, 4346, 784e, e5d9, ecaade2015_271c60, b218, d0b8, 56f4, 09f5, be9b, ccc6, cba7, 88e3, abad, 9f22, c25d, 318a, 1a9c, 6216, 3ff5, ffdc, 0253, ecaade2015_87b18, e7cd, 7f09, 7831, d02e, 7dfb, 97fb, 6e36, 19df, ecaade2014_168l41, 5285, e8f0, 1eca, ba81, 2998, b83e, d8cc, b555, ac94, caadria2017_118j31, 72b7, a789, bb72, ascaad2016_042d17, ascaad2014_015v8, 0eb2, 76ea, 0b10, acadia15_371a16, 0a98, ascaad2014_014z7, 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