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 ascaad2016_006
authors Kyriakidis, Periklis
year 2016
title Algorithmic Clustering of Spatial Entities - Clustering of 64 single rooms using the Self-Organizing Map algorithm
source Parametricism Vs. Materialism: Evolution of Digital Technologies for Development [8th ASCAAD Conference Proceedings ISBN 978-0-9955691-0-2] London (United Kingdom) 7-8 November 2016, pp. 39-44
summary Grouping spatial entities according to any kind of parameters has always been important both for practical and for theoretical purposes in architecture. For a long time, classification according to traditional reference systems was considered the only method to fulfil this purpose. However, in recent years, information technology has led to the hybridization and spread of design outputs, challenging the limits of applicability of these traditional reference systems and making it meaningless to refer to classification. This paper suggests the method of clustering spatial entities using user-defined reference systems. The method is demonstrated with a case study where 64 single rooms are clustered according to user-defined parameters with the use of the Self-Organizing Map. This method gives the power to the user to define and determine reference systems for the clustering of architectural projects according to their needs.
series ASCAAD
email periklis.kyriakidis@gmail.com
full text file.pdf (118,289 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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3b5b, 2608, 7866, ce25, 71fb, caadria2016_445c19, 3c56, 07c9, c769, 43b9, 8b72, 67fa, 34be, c20c, cf5e, 503b, 2d8f, bf1f, 9c15, 5a7c, 9835, 2012, 9386, 5e54, b070, 3f0c, 5b4f, f770, 184d, 1c27, 4881, ecaade2015_101d20, 1890, e593, ecaade2013r_005n4, 3da5, 51dd, 852c, 3e17, 9c92, 26c4, sigradi2013_343j, caadria2015_078k11, e252, 1518, 592d, b0ef, caadria2015_102b16, 0763, 35a2, 57d3, ecaade2016_102x27, 10f5, ad27, caadria2016_259p11, 0b78, 3030, 72b8, ascaad2016_054x21, b7b2, 9cd2, ecaade2015_301r65, ecaade2013r_001s1, 4c17, c322, acadia14projects_117aw, ascaad2014_017c1, b3dc, acadia14projects_661h, 28b3, e63b, a8c9, 06a0, 00f2, 01e3, a6ad, e696, 9e7b, 2a6a, 9581, ce18, aa07, ec5f, a82b, fdc3, fe8c, 0bd2, b958, a309, ijac201614208m14, caadria2015_060o6, d0b3, 5bcf, caadria2016_209z9, b145, fe67, 3732, ed73, 7bd3, d5c5, caadria2017_142u36, 3891, 8e3c, 4b5d, sigradi2016_400i, caadria2016_851e36, fe17, 6372, d3e3, ea9f, f346, ijac201614207m12, sigradi2014_313z5, ecaade2016_162m44, 522b, 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ijac201513206y8, f329, 840b, sigradi2014_281j3, ef44, b383, 7ca6, bde4, 8cde, 0876, 0088, aacf, 52eb, caadria2016_457e19, 02a7, 4e9b, c21a, 49a3, f134, b1f6, 5ef9, 91c6, cd4f, a3e9, af1e, febd, 7100, f623, 6b7e, ecaade2014_206z53, b14b, 5e80, ecaade2014_067e16, 2661, 3cdd, 9420, e9c8, 04ff, 73eb, ecaade2016_110f30, 8ac1, 876e, 5929, 1d50, be69, 1852, ecaade2015_227v50, dd51, 35bf, 3f3a, f301, bce9, 0b03, 1df4, c926, cfb1, ascaad2016_039u15, ijac201412205e4, 888d, b37d, 2d51, abb3, a440, 7d19, c47d, 71ed, 62f0, b5c9, 02cb, 887c, b309, 5a50, 0127, 64c7, sigradi2015_11.142a25, 8d69, 2323, b593, 89da, 33db, 6387, 3696, 440d, acadia15_451e19, 0aa3, 19a5, dd22, f85c, 6c82, f533, c2cb, 3317, ffa6, b33e, dd68, cee4, 8e4e, 4f7f, ea77, acadia14_247p, 29c6, bdaf, c1aa, 95ee, c57e, ascaad2016_043n17, dc6c, 5fcc, caadria2017_155m39, bce0, 7631, sigradi2016_382aa, d7b1, acadia16_382f24, ecaade2014_139a31, 1b03, caadria2015_170o25, ecaade2016_ws-dleadb68, ecaade2014_180u45, de58, 64bc, f0a6, f075, 16ca, ecaade2016_067h16, b355, c381, e85b, dbd3, de38, be3a, bf45, 83f3, d4a8, 12b5, 2908, db43, caadria2015_081l12, 1a93, adec, ed5c, 89bf, 90f2, 4bba, ecaade2015_100x19, 85b9, f079, acadia14_357ap, 85a7, caadria2016_861i37, ab15, 8cda, 5291, 74c0, 2a22, acadia14_135p, acadia16_44p3, a67b, 1773, 1079, e8b1, acadia16_440w25, 40dc, caadria2016_703f30, 8201, 5232, 18df, bec3, 9f61, e83a, ijac201412304i1, 35e8, d9ad, 5aec, 8353, caadria2017_142r37, fb84, ebe5, ecaade2015_53u9, 5acd, 9f96, ecaade2015_25f5, ijac201614406g4, 170c, a936, 3ecb, 1e75, 37bd, 057b, be37, f193, e243, 6e05, 726f, 0b2a, 4a28, 59b3, ijac201614302t1, sigradi2013_189k, 8bc2, sigradi2013_96, 7fd0, 9f52, ea87, 9818, 0693, b6a7, 5708, 0839, 718e, 4a9a, 0204, fd2a, c28e, f65a, 0b67, 33ed, 3f0e, 6e5b, 16db, 4212, e1ca, 8e30, ecaade2014_023k6, 948b, acadia14projects_177ag, 55fc, 81df, f7ae, b4db, 9f0c, f76a, aba9, ecaade2016_027x7, ecaade2016_040z10, 4d6b, 3365, cdc4, 34d0, 383f, 2ced, 8f31, 5410, 1c5d, 58c9, 5baf, 7b35, 9fb0, d248, 4145, d76b, ecaade2014_140d32, 6428, 6b6f, 16f9, 7470, 0089, ab0a, d2f2, 21da, d50e, 69da, ijac201513205a8, 8e7b, f8bf, 1254, acadia14_125aa, 8a66, sigradi2015_8.289a15, cf90, ae10, dc8f, sigradi2016_363dd, caadria2017_115h30, 2f33, ecf5, 70f7, caadria2015_188y27, cb50, ecaade2014_085i20, sigradi2015_8.163d12, 66ac, 6fe6, caadria2015_030h4, ecaade2015_59v10, ecaade2016_071i19, af77, 032f, b466, 13bb, 356b, 6234, 4244, 0753, 4702, b378, cc5b, 4d77, ad06, 4b8b, aca2, 6cdb, ecaade2016_094n25, 434f, 67fb, 766d, 98d0, 41cc, 1b00, ecaade2014_151p35, d7bd, 0642, f1a9, d0cb, acadia14_327a, 3402, 167d, ce74, 9ac1, c002, 99c1, ff27, 53e5, ascaad2014_013b7, 13fe, 47ce, 910a, sigradi2013_28r, acadia14projects_267h, 48cf, acadia14_565h, fe84, a3f7, acadia16_352x21, caadria2016_177u7, 47f6, 8731, 633f, c913, 1c80, 190b, ijac201614208c14, 5107, 0587, a777, 0108, caadria2017_183b44, 86ba, db20, a73d, cbc1, 70b7, 96fa, acadia14projects_219aw, 0ccb, 6b89, 4e91, f360, 4f38, cc7f, 4dca, 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ascaad2016_039i15, d4f6, 35a0, d414, ecaade2015_115w22, sigradi2013_155n, 028e, a3ff, 78ff, ecaade2015_55u10, acadia14_177p, ce4e, acadia14projects_671y, 48e9, 0115, 5de6, 77f4, sigradi2016_426a, f739, 34dc, ce91, d5c6, 50e3, c5f4, ascaad2016_035v13, a5ed, 2f82, d228, c9fc, 9907, 6457, 826d, a723, 0883, 07fa, 986b, 906e, acadia15_297b12, b322, 3033, ecaade2013r_008m5, 0347, 898d, 30b9, 849f, 70b5, b9c2, 8e6d, 3b4b, caadria2016_755j32, e7e2, 2192, c843, f336, f910, 57cf, 77bd, ecaade2015_38t7, c487, acadia16_44m3, 27d5, 9045, cc1a, 48a2, 21c6, f1a7, dee6, a628, sigradi2013_189r, 3dbe, 9aa6, 583b, fcbf, dc10, ff7b, 0b1e, sigradi2014_345p8, ced6, a70e, 86d5, 8e38, 5971, ee01, 3a3a, sigradi2014_041h3, 88be, 54ce, 97c8, 30eb, fcfe, ecaade2013r_010z6, 827f, 4774, 5627, 756d, acadia14projects_619ar, 1a91, 34a9, b8e7, 8da3, sigradi2014_047o4, c3bb, 082b, 9e4e, f671, caadria2017_003o1, 3748, fac6, acd7, ec03, ecaade2015_235l53, 2f05, ecaade2014_010x1, a0a1, 84e0, 0bad, de1f, ijac201513201w5, 5ba7, 7851, b367, acadia14projects_229j, 2069, c596, 8b85, 161b, 04a6, 1319, a019, caadria2017_085e25, 14ca, 8d41, e9f7, caadria2015_114a18, 6c19, b97f, c19d, 6a2a, ecaade2016_077o22, 552d, 0612, 1e48, 837f, ijac201513306f13, 43f8, 796e, 5a7e, acadia14_117a, 65e2, d1b4, caadria2016_353z15, sigradi2016_455h, e5cc, acadia14_627ar, f8c8, 2ab7, f572, ecaade2015_130e26, 5839, e212, 9cf7, 642b, sigradi2013_386o, c0aa, 6f02, 4420, 4f40, 29d4, 16a0, ascaad2014_026h7, 6a1d, sigradi2014_048s4, ea56, acadia14_699s, 6fc9, ad10, e66f, f291, 7b51, ecaade2016_230m61, e04d, ecaade2016_071t18, 7b44, 15d7, ecaade2016_006m1, 126b, 4db3, 6084, 31e0, 4126, ecaade2014_233h60, sigradi2014_152u3, 0619, 9f68, be82, 0a93, acadia14projects_427al, acadia14projects_463v, 756c, 2d36, 359a, 5e29, sigradi2016_407z, 0b1c, 6be7, 26e3, sigradi2015_10.220h20, 1e5c, de3c, caadria2015_111g17, 355b, 5f85, 7a44, debd, c80c, 8f2d, b150, 47b6, f0ed, 9461, 1777, 5cfc, f49b, ascaad2014_017r1, 5fec, 0ed5, 5716, cd59, ijac201412205w3, 00c5, 3948, d98b, 889a, ijac201412305l2, ecaade2015_227p50, aaff, 92d5, 6240, 8e9d, ecaade2015_86j17, d7d6, 7ebf, f5ca, 7485, 3e74, ecaade2016_015a4, 5698, 7f3d, 0166, ijac201412408k2, 6193, 3ad1, c091, 8de2, sigradi2014_159f4, b571, 9bf6, 089e, cd50, 73be, 891d, 11cf, e917, ab7e, 2bdf, ascaad2014_032p9, 24d5, 6207, 0b30, ascaad2014_003a2, 6fe1, caadria2017_123l32, 93e4, caadria2016_405m17, acd8, ecaade2015_250d57, 5c5b, 7c63, 2e7b, b086, 2324, 52db, 9e77, f27a, 5309, 78b9, a8f9, ecaade2014_084u19, ef55, abc7, 9d32, c61f, 0d88, 56dd, c778, 2133, 3246, acadia16_34a3, 7275, 5ead, a39f, d0f5, 9fef, 8e14, ijac201513202o6, cc80, 8ce0, 7d13, 91ae, 9236, 2ecc, d14f, 5408, caadria2015_114z17, sigradi2013_155e, 0482, e92e, 7d76, f4e4, 83c4, 0791, c017, 0fb4, 919b, 2bfb, 098b, c958, 6e4f, 4c78, 4b23, ecaade2013r_011w6, 1624, 9c6a, ecaade2016_120j33, 3ae8, d483, 423d, e383, ecaade2016_tkoy66, 1052, acadia16_488c29, 8a77, de7c, ecaade2014_044w10, ecaade2015_248m56, 13d7, fa88, 1530, acadia14projects_601x, 413f, df9e, 2fef, 910f, db12, 8c40, cfb6, f796, 3a9b, 5930, 70e9, 73ba, 3330, 7112, 14a2, 864e, bb85, 582b, c678, b407, a08b, 9342, 3c64, c90a, e3f9, 8d99, ecaade2015_138v26, a4ea, ecaade2015_332z71, 2906, ba57, b231, acadia15_343n14, bc1b, 7bf7, caadria2017_149e39, 8986, 5d52, c902, c704, a1ac, sigradi2015_8.339v15, acadia14projects_661j, 7f0c, 2523, b0f4, acadia14projects_43ah, 4284, 92e5, 073b, ecaade2013r_007a5, ecaade2014_016f4, 75d0, aea5, af05, dd62, 0672, 9e36, ijac201513102b2, sigradi2013_184a, acadia14projects_145ae, 2b19, 7051, d49b, b28d, 6459, 9a5c, d3ff, acadia16_196g13, 2ce1, b147, 1ff3, adbd, a9e4, 1a61, caadria2017_149f39, dd7d, caadria2015_015b3, 14f5, acadia15_343s14, 7a3b, 1566, d5f5, e779, ecaade2014_108e24, 1fb3, 06f4, 41bc, 6845, ecaade2015_13s1, 99be, ijac201614202g8, acadia14projects_671w, 62b2, b8ab, 2e29, 6d0f, 8f20, d83b, 1658, 9e5d, 9ffe, 8317, 4497, 1fd2, 3a71, 7011, ecaade2014_012m2, 7003, 496e, 5231, 786e, 5cc4, 212f, b465, 6a2f, caadria2016_187f9, f351, da9a, ecaade2016_198o52, 14ed, ecaade2016_068k18, 69cc, b089, 8196, 0c60, ecaade2014_233o60, 80ca, 6370, 82c9, ecaade2015_138p28, ecaade2016_210h54, bc8e, 4a98, 2856, bdef, fdcf, 02a2, fb4b, 6bd6, 7dcb, 1c24, 48cd, acadia14projects_497x, b5a6, ascaad2016_038n14, 2598, caadria2016_147l6, e51b, 78d0, f962, 2603, sigradi2015_8.186k13, cc9a, 1459, 068c, ijac201412301i5, 078c, acadia15_343f14, b53c, acadia14_23au, caadria2017_113t29, 8d4a, 4f76, 6f20, 5cf2, 5e5f, a9b9, f792, dc3d, acd1, f1c6, b6ee, 7691, 471e, 4762, caadria2016_063t3, d968, e685, 662a, eb93, 691e, 4b58, 4010, 2c42, 3684, 6818, sigradi2013_393l, 8133, 4f7d, 14d0, f81c, acadia14_247v, 5737, 9832, ecaade2014_237a61, e23a, abd8, 2e12, 067e, 96c6, 7c79, e784, sigradi2013_303t, 04ba, 4546, b4eb, caadria2015_078m11, ed2c, acadia16_88w5, caadria2017_056x18, cd3d, 7ba2, 3b60, 4fe9, acadia14projects_365ah, 4fbb, e8e3, dd01, d84e, ecaade2015_64l13, ijac201412303b8, 5e46, 19fe, 158c, sigradi2014_347p10, 7b2f, acadia14_81m, ee9b, 8f57, 1361, 86e6, d6cb, e6ff, 4a02, 1dc9, 77d8, 843e, 9123, sigradi2014_347r10, 93f9, a10e, ba65, sigradi2014_282s3, 836a, c6a5, ae50, 8567, 272c, e2c4, 603d, 6573, bd8b, ascaad2016_018i7, 88b4, fce7, 9940, 2a63, ijac201614309l6, cf11, f50a, sigradi2015_7.203e10, 1844, sigradi2016_358o, 89db, ecaade2016_072s20, c831, ff1a, d90c, cd4a, baa8, eb41, 6d4a, ecaade2014_120l27, 3715, e527, 09cc, 2676, 30f1, d51f, 0703, 96e4, bfa3, 6bf6, bac4, 41e6, cde8, 0f73, acadia15_483u20, b0d4, f8f1, sigradi2014_289l4, 092a, ecaade2014_224t56, 0f6e, 8318, b23d, 06c1, ecaade2015_139y29, 078a, 4e8b, 1c1a, 0fad, d530, 91b0, ecaade2016_140y39, sigradi2014_221i8, 9b7f, 0306, 5de9, ba17, a1d8, ijac201412205o4, ecaade2014_080a19, sigradi2016_674ii, 00d2, 1c3b, 279a, 4771, sigradi2013_343k, e38d, 5eac, 759b, d0af, 51c1, 89dc, 06a6, 62e3, 94d9, ac12, sigradi2015_8.264v14, 78ae, 7f69, df82, bd7c, 5b3d, afb4, 1bfa, b916, efd5, 9896, 3df4, 7acb, sigradi2016_817h, ecaade2014_146p33, 5532, sigradi2015_9.152o16, 24f8, b26e, 6500, b082, b9f3, 236d, 34c1, ecaade2014_206i53, f8f5, ecaade2015_196p42, 821f, de80, aec6, 2c2c, 38c7, 0357, 6cd1, 9ddb, a488, sigradi2015_3.394e6, ijac201614301c1, a126, b4ff, 5833, 61d6, 9d1d, ecaade2015_33h6, e673, sigradi2015_3.370y5, acadia14_43ak, f675, 4fdc, 73cc, b3cb, 2329, e4d6, c34d, 7512, ecaade2014_169o42, 31ac, 9a5e, sigradi2014_015e1, sigradi2014_345l9, d4e4, b9e4, ecaade2014_072d18, ecaade2016_123u33, 1e6b, ijac201614405a4, cf01, ascaad2014_018a2, caadria2017_129c35, ecaade2015_21d4, ijac201614308c5, 5d26, 78d7, caadria2017_023g9, 5ee4, 66f8, 8c56, aec1, caadria2015_078b11, 076f, 15ea, 128b, 04c8, 9ab1, f3d3, ecaade2016_ws-intelligentx68, 9ec3, a324, 123c, 7cc4, 01fd, acadia14projects_291aw, ecaade2016_136o38, 6087, a583, fbcd, sigradi2015_13.316w28, 4dbe, ceb1, sigradi2016_381k, de89, 7cb3, 5d79, fd46, ecaade2016_002e1, 8746, e98e, 832c, ecaade2016_128l35, ascaad2016_004h2, 0295, acadia14_199ah, 752c, b668, 0a32, 86a2, 3888, efe2, 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c2a4, 09fc, b2cb, e1f7, 4427, 9899, c8df, 7853, 3744, 4a13, 5998, 09c3, 4f07, caadria2015_067i8, caadria2017_031g11, 0b93, 8a43, sigradi2013_280r, b125, d7fd, 6535, e102, f751, sigradi2013_244o, acadia16_382s23, 1b2e, cafc, acadia14projects_43af, 1089, 0830, d4da, 2cf8, 5100, 26f2, 4193, d1e4, 1e89, eff8, f19e, 1236, 25d3, ecaade2016_161x43, 5009, 14f6, ecaade2015_230o52, sigradi2015_11.8j23, bfb8, ecaade2016_mrth66, ijac201614303k2, 24cb, sigradi2013_234c, 812f, f18a, sigradi2016_367zz, a078, 2ec6, ecaade2014_044i11, 70cf, 72cd, 1a5f, 66b7, 0165, e26f, c0f9, 4e15, eeb4, 6bef, 4d14, a06e, acadia15_223k9, 6b05, c9f8, eba5, ascaad2016_039t15, ed24, 5ab9, 18e7, ecaade2014_198s51, cbac, 526b, d06b, 7bc4, f438, 370f, 29d6, 8801, 3d6d, e9c7, 5e72, ascaad2014_022d4, dd07, 97f2, 4163, 6d58, d083, 9d5b, 6d06, 773b, sigradi2016_732s, fc26, 5bf3, 26d7, 4152, 016b, 7ad2, ec50, a6f1, 8a7e, ad68, ecaade2015_122o24, e8c4, 05ab, 8759, f8a9, 3ff1, 6f70, acadia14projects_291ax, da55, a6dd, 3b1b, e6a3, 9a82, ecaade2015_21b4, 68ec, 7f45, 9d1e, 7ad3, acadia14_237az, ecaade2014_018v4, 2c29, acadia14_357az, be41, 88b7, db94, 6516, 3ce6, 486f, 8d8d, 21f0, ecaade2015_287g63, caadria2016_013d2, sigradi2014_232r8, 7e7f, 46d8, 724d, 9f9f, acadia14_565s, dccc, sigradi2016_686vv, 64ad, 8a50, caadria2017_008c4, ijac201513103r2, d613, 48f2, e55e, 0cf0, 93d7, ecaade2016_238r63, d4cc, 1284, 6e4a, 83ef, 4210, a06c, 95ca, ea2e, c742, 644a, 2656, ecaade2016_087p24, 3927, a7ce, 1f52, d964, 2ec9, b582, f52d, 0719, d809, bad0, 8e61, 1cdc, b6fc, ascaad2014_009e5, 2547, 25bf, 4ee1, eba7, 0cd0, e458, 0661, 5974, ecaade2014_149f35, caadria2017_028b10, 5f75, ec23, bca1, 390d, 77fb, cb2e, f7c3, 2a7f, 5727, d8b5, 46f0, 5f3e, 35fe, 8b6c, 9ca1, 0573, 9da9, ecaade2014_095u22, 6ec7, a75b, e1b5, 9621, caadria2017_069x21, 777b, ecaade2015_53v9, 1c84, 964f, db1d, 3a83, 2fab, 11aa, a362, 2bc6, 72cb, caadria2017_168w41, ijac201513203h7, 40d6, d808, 6bfe, acadia14_463ax, 2611, ascaad2014_024v5, 57c8, ef8f, 94b7, 0c14, 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caadria2017_015a6, sigradi2016_814c, 79fc, 676a, 4b56, b76f, ecaade2016_222a58, ijac201513303x10, 2fd1, 9f62, 9e70, c74b, 1051, cee6, 3505, f025, 8bfc, 81f7, 4a33, 0246, c01e, 56cf, sigradi2015_8.186n12, d1e2, 8b33, 18c9, 2eca, acadia14_357b, 5f0b, caadria2017_047e15, e023, ed15, 2635, d28e, 538c, 2ee8, ebb0, 90e2, c915, f96c, 95b2, d49f, 3ceb, 619f, b2cc, d8ee, 65a9, e910, acadia14_81p, caadria2017_051a17, 4e9e, bcb8, acadia14projects_589k, 42b2, ecaade2016_129e36, d09c, be90, e4c6, 9f63, e442, 25c5, adc5, ijac201412307h3, c878, 5f18, 3092, ijac201513101d1, 74e8, 3bdc, ce98, b962, e0c2, c7fa, cf0a, 06ef, 8f6b, fa58, ascaad2016_043l17, f840, 4693, f50c, fcb0, 235f, ae9a, 067b, d1e5, 5343, 864d, sigradi2013_401o, 95d2, 1f21, 4521, d601, 60ba, 2295, 15cb, 8545, 85ae, 1641, 22e9, a648, f93d, 94a0, dcbc, 1ca5, ecaade2015_225h49, 2a1f, b12d, 05a5, ecaade2015_53h9, 7b89, ad2b, fb72, d19e, e349, acadia14_347ag, db0c, 4a81, fc7f, 1f62, 12b6, sigradi2013_326e, fdf0, ddf6, 0edb, 3bf8, 80a4, 28f4, dbd0, 0849, 1856, aad8, f5ed, 97da, bedf, a01d, ecaade2014_149l34, ecaade2016_071k19, c09d, caadria2015_122l19, 5875, d159, aac8, ecaade2014_151e36, 4e87, 92f1, b785, 1c70, 32bb, 01c2, 333a, 6d5d, b4a1, 2bb9, 8d78, 8c29, 5ef1, 3198, sigradi2015_6.183n8, 7102, ec82, sigradi2014_042u3, dba2, de4e, 1ee6, 3a13, 8d31, 795c, f983, 142a, a25a, 5246, 82bc, 9362, ecaade2015_161l34, d895, 33a6, 81fb, 2a1e, d429, e5ad, ecaade2016_129o35, 4377, 101d, acadia15_395c17, be96, 2df3, ecaade2013r_008o5, 82aa, b79f, 2f2b, 4414, d51d, acadia14projects_497y, 5e6f, daae, 5501, 8ea0, acadia16_478j28, 873f, 3f22, 3fe1, 5b0b, 3b25, 476a, 3126, 8673, 2751, e10d, 5c92, acadia14_409n, 7a53, bd57, 2a1b, caadria2017_105j28, caadria2015_210l32, cce7, de70, 37fe, caadria2015_188v27, caadria2017_041l13, acadia14_339x, 5302, fa38, cf23, 2185, 8ab9, 99ff, ijac201614405y3, 0881, caadria2016_219f10, 0736, 30d0, 9348, dac5, 8de3, 1b79, 712a, a8db, 0d3d, ed5f, b4e4, b613, 26d9, ascaad2014_008x4, 6c9e, c089, 0226, bfd7, f4e2, acadia14projects_463o, f300, 82f9, ascaad2014_020v3, db9e, 4edf, d1dc, 59c8, b673, 7bf4, 4146, 231b, d1f8, ae40, sigradi2015_3.111d3, 4de1, 1d94, 96c0, 9c96, 3779, 3275, 5605, 482f, 6f74, 7590, eac0, be43, c1b2, sigradi2013_390a, sigradi2016_560v, b7ac, 85eb, 9a12, 2081, 5e89, acadia16_372e23, 49c2, b301, 4013, 19c8, b458, ijac201614104x3, 132e, 3d10, 1330, ec9d, 3be5, 6511, bce8, 8f3b, ddc1, ea76, 55fb, f85f, 25a2, b048, f4e1, 0bcc, ijac201412306a3, 64ac, 726d, 0330, f9a0, 01f9, ecaade2016_210d54, ascaad2016_013c6, acadia15_110a4, caadria2017_004r2, caadria2015_043f5, ecaade2016_147z40, 08f2, 92f5, 5b4d, b9a6, 9cb9, 4989, b5b9, d4f3, e7bd, 7d50, sigradi2016_764g, 50e4, 608b, 27a9, c9c4, 8913, acadia14projects_339ar, dc46, c1af, f4dd, 1efa, eb37, sigradi2013_386o1, caadria2017_142j37, 9ee2, 8fdc, d053, caadria2016_745x31, 09da, f77a, 1165, 6d02, f88d, 89b4, caadria2017_113e30, 1aed, d035, 76a4, eafd, 741b, e9a5, 0b76, cad4, cf20, 2f3b, b10e, b951, 1d6e, b671, 0f25, bc1d, 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54f7, ecaade2015_336w72, 4a55, 170e, e6af, 81c4, 3c0b, 03b2, 2222, caadria2017_058i20, e7c3, f173, 35bc, caadria2015_226y34, bc21, 0582, 0768, 67c6, caadria2015_124h20, b0cf, f372, c648, 3cb6, ecaade2016_087n24, 019f, 3801, 75c0, a102, 69b3, 3371, 8a1c, e6bd, 5e4a, 7b14, 4bd7, ca54, 1e03, 15f2, sigradi2015_8.186j13, 2ef8, b766, be35, af8c, sigradi2015_5.384n7, 8c2c, sigradi2016_363gg, 623c, b3e4, 8bbe, 86e9, afdd, b0fc, a529, cbdc, 9418, 47ff, a9d9, 336f, 6cd9, ffb5, 777a, bd8f, 1ed3, acadia15_203f8, 76c4, 6fb3, 5536, 6769, acadia14projects_681ao, d1d6, 56f9, ff82, ijac201614201b7, 9b33, sigradi2013_117k, 8639, 680a, acadia14projects_291g, 0bc8, 64cc, 9f26, 8d6a, 2ffe, c070, 01bf, sigradi2014_265l1, 18b9, 22bc, 2149, 0193, 7dc9, 597d, 11cb, 981c, 1869, 8f49, 7eee, 427c, 1035, 3e5a, fca8, sigradi2015_12.215l27, c53c, ijac201412403i7, 05d2, 5699, ab65, e9ed, 62c9, ad35, d3af, 8e99, 8d21, ecaade2015_196z41, 85e7, b4c9, c524, de88, eab7, d335, sigradi2015_3.370x5, 6279, b27a, fa84, b9a3, e14a, b6ae, 8331, 569e, acadia16_224t14, ecaade2016_237f63, 1e1d, 63c4, d9e6, ecaade2014_153w36, 4891, ecaade2014_163y39, 188c, 23d4, 7576, 12d7, 8b82, acadia14_153av, e0af, 2395, 2056, caadria2017_124v32, 67d9, 5307, 971e, 7bda, 2e32, c262, 3c54, bc28, d165, caadria2017_135g36, b166, 2538, 2d4c, 3f64, a4bd, sigradi2015_3.268b5, 43eb, d68d, 3859, 17b6, ecaade2015_309w67, a74a, 1e2f, 0972, bdb6, 3937, c802, 3a90, 2299, 435d, e76d, caadria2016_819o34, c395, 1a66, sigradi2014_015d1, d913, 2b66, 8d5b, 6028, caadria2017_002i1, ad17, 5caf, 5dd8, d144, 5356, 5f4b, ijac201614204u9, sigradi2014_330p7, 7ef2, acadia14_189aj, 97bb, ecaade2015_92p18, 4f41, b174, 51b5, 1a2d, 5515, sigradi2015_10.381g23, 4500, 32a3, acadia16_344p21, 8373, ecaade2014_147x33, 13ab, df8f, ecaade2015_285o62, 51e5, 99fa, acadia14_267k, 0092, ef6a, fd33, ecaade2016_223f59, caadria2015_070f9, caadria2015_226n34, 4a71, 62df, c14f, ijac201412402l5, bb67, e482, 6791, caac, ascaad2016_016u6, 782a, 3472, 6e9f, f746, 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acadia14projects_719d, 0741, 7252, caadria2016_003l1, d70f, f677, a474, ascaad2016_021e8, 02bd, 6752, 0f85, b0e3, acadia16_372f23, sigradi2015_6.387u9, ijac201412303a9, b2ff, 73b4, ecd2, 5fed, 7390, 1daf, 0ac3, eb91, 9a6d, acadia15_81u2, fffa, bbf1, abd4, e430, 68f8, 31e2, d0bc, 0407, c1f0, 2587, a541, 65f8, cb61, 12c6, 6b9c, 2b9d, 6770, ijac201513105x4, acadia14_647ax, 6b0a, 84e8, 7bbc, 25dd, 972a, 176f, 38c3, 41ad, a5af, 030f, ecaade2014_195s50, ecaade2016_075y21, 2cb1, de05, c6cf, 1b13, sigradi2016_803cc, be5d, a0c9, 1b21, acadia14_167w, 0304, 676e, ecaade2014_153v36, f236, a543, 8707, 33a2,