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 ddssup0207
authors Geurts, K., Wets, G., Brijs, T. and Vanhoof, K.
year 2002
title The Use of Rule-Based Knowledge Discovery Techniques to Profile Black Spots
source Timmermans, Harry (Ed.), Sixth Design and Decision Support Systems in Architecture and Urban Planning - Part two: Urban Planning Proceedings Avegoor, the Netherlands), 2002
summary In Belgium, traffic safety is currently one of the highest topics on the list of priorities of the government. The identification of black spots and black zones and profiling them in terms of accident related data and location characteristics must provide new insights into the complexity and causes of road accidents which, in turn, provide valuable input for government actions. Data mining is the extraction of information from large amounts of data. The use of data mining algorithms is therefore particularly useful in the context of large datasets on road accidents. In this paper, association rules are used to identify accident circumstances that frequently occur together. The strength of this descriptive approach lies within the definition of different accident types and the identification of relevantvariables that make a strong contribution towards a better understanding of accident circumstances. An analysis of the produced set of rules, describing underlying patterns in the data, indicates that fiveaspects of traffic accidents can be discerned: collision with a pedestrian, collision in parallel, sideways collision, week/weekend accidents and weather conditions. For each of these accident types, different variables play an important role in the occurrence of the accidents.
series DDSS
type normal paper
full text file.pdf (108,157 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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8df7, sigradi2016_792n, bd6b, 2256, a50b, ecaade2016_129f36, a62e, 08f0, 26b5, 5fd6, acadia14_539f, ecaade2017_006yy, 1949, ecaade2016_075i22, 56be, 0d87, d4cd, 93c1, 6d83, 9060, 98eb, acadia15_149z5, 3de6, 83a4, 5835, ecaade2013r_001p1, 9a60, 6960, 61de, bf7b, 184e, 90c3, 7265, 1be9, 01b6, e24e, 9f2c, d23f, sigradi2013_303h, 7744, e894, caadria2017_165r41, 4b9d, 6e09, ecaade2015_202f44, ijac201513304a12, 2c24, caadria2015_246y35, f454, ef20, 2887, 27f4, b258, ecaade2015_193y39, 3d1c, sigradi2013_244s, e6de, 15f7, 7078, 27fe, 4829, 0f94, acadia17_600cc, acadia16_88h6, 0679, 2f48, ascaad2016_043p17, acadia14projects_189ap, 6540, acadia14projects_43ac, ecaade2016_mrtd66, 0129, 5cf5, 8613, 9e33, 865e, b4e1, acadia14projects_135aa, 5106, 31f7, 8385, 1562, ecaade2015_320o70, 6e0f, 86e9, 9c44, c1a9, c239, acadia14projects_43ae, ecaade2017_269ss, 1f54, ijac201614102z1, 7f0d, b467, 3bb1, 39b1, b2a4, acadia14projects_647as, ijac201513101i1, sigradi2016_381l, 2ff8, fbaf, acadia17_316rr, 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ascaad2014_029f8, 9bb6, ecaade2017_277rr, 1b84, e699, 8ecd, 2367, ba51, 2866, 654e, 51fd, fe4a, d7bf, ecaade2014_086r20, ecaade2014_132e29, ecaade2017_044tt, acadia17_71uu, 8742, 8128, caadria2017_131g35, ea0f, 76fb, ec48, acadia14_565p, 8d82, 61ce, 6c15, 5867, 16d8, ecaade2017_269rr, ijac201412401b4, d8fd, 7a32, 8c72, c56a, fd7e, 8d40, a35d, 88df, ijac201715102o, e3cd, c0d3, 17eb, b61f, bcf8, c7de, f5cd, dcd7, 39d0, 442c, ascaad2016_054m21, 0be5, ecaade2013r_002c2, 6869, 3572, d571, 72e4, 62da, 88b2, fa9d, 06e8, e12d, fac2, c13f, a1c2, 9de6, 79e5, e77b, af42, ea4a, 7d93, acadia15_57l2, a5e0, acadia14projects_453f, 2c55, ba03, 7c69, 8ee9, cd5c, 0d41, f492, fc89, 35db, b09c, 6e45, f44b, f033, e729, 8874, sigradi2016_426b, 0058, acadia14projects_473at, 0a63, 1d0d, 90a1, 5a76, acadia17_608dd, caadria2017_145e38, aace, ijac201412303v8, caadria2017_110d29, 57fb, 24ca, acadia17_154v, ecaade2014_137c30, f266, 5050, 1f6a, 32bf, 28ae, 17bb, aba4, 847a, caadria2015_126r20, ce8f, 71a9, 847d, 0b31, 8697, 114a, 7706, e5bd, 757a, 5488, ecaade2017_301o, 4326, sigradi2016_479ff, ecaade2017_192h, 28ff, caadria2015_002e1, 227d, 01e5, c0e2, acadia16_154h11, bf00, a7ef, bb62, d80a, 2c18, 1c8b, 0778, ecaade2014_224r57, acadia14_43aa, f5ca, 45e2, b2cc, e677, acadia16_432n25, ecaade2014_143p32, 0f5a, caadria2015_109c17, 90ad, 8818, 2733, 7246, 3230, ecaade2015_143u30, ecaade2015_64b13, ecaade2016_118n31, 4d12, 509e, b259, 1ee1, 3115, 3df6, e3a0, ecaade2015_18d3, 3cc5, 8524, 4f2b, 3bef, 0993, e369, ecaade2014_014a3, 5d65, caadria2015_016m3, ecaade2017_069bb, 606c, ecaade2016_013o3, db21, db58, e33c, 3511, 874e, 367a, 7811, caadria2016_601m25, 64b5, acadia17_82qq, 150b, 842e, 95ba, 8186, 404e, d546, ecaade2014_192f49, 38b0, sigradi2015_11.165l25, 4533, acadia16_224x14, 4f47, 74d9, 2c20, 3eee, e6b8, ecaade2015_325b71, 131c, da4f, f1b3, 6af9, 285e, b797, 34b9, e29c, 9636, a2af, c41f, ijac201715102nn, 8788, ecaade2016_225e61, 3249, 4a07, f697, 11ad, 3e04, bcfa, ecaade2016_123a34, caadria2016_343j15, ecaade2015_21e4, 0402, ijac201614205r10, 916c, 1e1f, 6902, 6e7c, 93bf, 447e, cc77, cda8, d58e, fe8d, acadia15_371h16, e80f, 3a63, 0215, c3b5, 7188, 8885, bb30, 73e9, 0dba, caadria2015_090c15, 5a20, a235, 7dc0, 911c, cd70, cf9e, 7ea4, sigradi2013_41p, acadia17_544xx, 23f6, sigradi2013_111v, ff98, 9624, a7d9, 4eb9, b88b, acadia16_344k21, 50d0, 8ddc, 7eff, ecaade2014_146p33, 656e, 5949, 2d56, 1312, 6ff1, c7fc, 2a2c, 3823, sigradi2014_313v5, 9d12, 850e, 8a7e, 5285, d96c, c318, ascaad2014_017x9, ecaade2015_139u29, cdb3, 8054, 2610, 2926, 79f2, d0e4, 5c41, bac5, d586, ee9f, 7e89, bcd1, 2205, 953b, fdae, d387, 194c, 650a, 9091, acadia17_322e, 4162, 1afe, ecaade2015_175s37, ijac201513206t9, 03b7, 99d8, 7519, 387f, 5f85, 45b8, a38b, 6f11, c010, 0d1c, ecaade2016_026r7, cc30, f644, acadia17_473f, 5cc3, ecaade2014_239z61, 338e, 368f, a029, 2514, ecaade2014_230s59, f3a3, a92e, caadria2015_190j28, caadria2016_861d37, 2efb, c7c0, 15c5, caadria2017_018x7, 16cb, ef27, 644f, acadia17_364vv, acadia14_699e, 4eba, c46a, 86c7, ecaade2015_48g8, 52b7, bd32, 0d16, a0d7, a795, 8bd1, 32af, d5bb, 1590, sigradi2016_764f, 0e1f, acadia17_534uu, 5bd7, f49f, 4c59, b6db, acadia16_24r2, 16c5, a53f, 4750, ascaad2014_007a4, 5dad, sigradi2015_sp_4.388b30, 5335, 7734, e2c3, 2dc2, f4c3, sigradi2016_637v, 103f, f8a1, bf1a, cd3d, 7649, 961a, 984c, 33e2, fa02, 3b50, e96f, eb0f, aa4e, 81b1, acadia17_534zz, ascaad2016_039r15, c14d, ecaade2015_177a38, ijac201412408n1, 9e90, 6d7c, acadia17_678nn, 957a, 4c32, acadia14projects_709an, acadia17_154o, caadria2017_016l6, 86d5, acadia17_426i, 8740, 4ddb, fea5, 50fa, 49de, e5c5, 0336, 2c95, 8714, a4a0, caadria2017_005o3, e49a, 3611, 3b4f, a6c6, 4921, 1554, 7a5e, f6c4, 138e, acadia15_69m2, 447d, d919, 0ebe, fce9, 483d, acadia17_339tt, 3291, sigradi2016_530hh, 6fe9, 3254, aa2c, 8c90, b67e, 3344, ecaade2016_058z14, 3663, 91ba, acadia17_247uu, be16, 948a, c200, 373c, acadia14projects_115ag, 8391, 34c6, 726f, 4704, 1294, 03ff, 5ed3, 00e1, 4959, 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caadria2015_178v26, 5971, e7e8, 3dd5, a40d, 43bd, 4e45, b7bb, ff82, aaca, 2b42, 6a69, 4261, 8dda, 2881, 1eb4, 9044, acadia17_170d, dc24, 9924, ascaad2014_001i1, ijac201614105o4, 8eb6, 793f, ae91, ecaade2017_029v, c279, 1f07, f6cd, caadria2016_529r22, ascaad2014_019f3, a31b, a562, b60d, ecaade2013r_018o9, 4eb8, 333c, ecaade2017_053uu, 00f1, 6c29, acadia16_62s4, f191, e038, ijac201412303m8, c19a, 2ae7, caadria2017_030c11, 1c7e, acadia17_640n, 28b2, caadria2015_049h6, d52a, 1f77, ab66, 9e18, ecaade2017_269c, 58b4, db2d, e260, 3d5a, 9a0e, caadria2015_070g9, acadia17_678ii, f0f5, ead5, 62ee, acadia14_619at, f8a3, 0ff5, 786c, f5b5, sigradi2016_595nn, acadia14_445am, ecaade2015_325y70, b43e, caadria2016_055r3, 62e0, a575, d6e2, f233, 97ec, caadria2016_797n33, 5505, 6ca9, 6f6f, e293, f728, 5be6, 63de, caadria2017_175k43, ijac201513102u1, 5343, ecaade2017_282p, f75b, acadia17_650g, sigradi2016_590l, 4d21, 6484, 4b8c, 1fa1, be82, e80a, bff8, f9ce, acadia17_60u, dcc7, d355, f604, e4b7, 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bbb8, caadria2017_096p26, ascaad2016_028r11, acadia17_637h, 7376, 5e72, 3c61, acadia17_512aa, 5213, 6453, 0586, 8440, 8a63, c6db, ijac201715106gg, 4b68, 389e, 3266, sigradi2015_10.144v19, acadia14projects_375i, f3a5, sigradi2016_360w, 148d, 1a66, 6c26, dd04, caadria2017_127d34, 013e, ffa8, ca71, 4fe2, 59b1, 3976, ad9e, 6414, b3b0, c357, c030, 7baf, ecaade2014_149l34, b675, cd74, aff3, acadia17_50uu, 38f2, 845f, acadia16_106a8, acadia17_358kk, b3a6, e852, c64f, 1ed6, e9e0, ascaad2014_017h1, 7f4a, 19df, 0bdf, e8af, ecaade2015_92o18, fcca, 8b56, b9ae, 92c5, b90d, 7695, 06c7, 94e3, caadria2015_111l17, 3c31, 6315, a1b1, b010, d6cb, ded7, ecaade2017_225qq, 122a, 844b, 7527, 7815, 0e72, 3997, acadia17_177d, 7c59, 785e, acadia16_12d2, ascaad2014_017m9, a593, 8858, b684, 7cf7, 856d, 559f, e1fd, ecaade2016_139h39, ecaade2017_032g, ea70, c9c3, 596e, e164, caadria2017_113a30, ijac201715101i, 991b, 3865, a5da, a954, 59ed, c587, 9055, acadia17_164ww, d9c0, 6ce6, a750, 3978, d05c, 3a59, c957, 5953, acadia15_243e10, d1cc, 4be1, f57c, be1d, 2e69, sigradi2015_8.186x12, 57dd, 3253, efad, 3aa8, ecaade2017_057u, 3f2f, df6d, 1373, 29ef, 1cc8, 7847, 7977, ecaade2016_095b26, 2c77, a8bc, caadria2016_167b7, acadia15_57h2, b55a, 9e37, 0dc7, 4de6, 2fe5, cd39, ecaade2013r_004p3, a3ff, ecaade2014_089r21, caadria2016_663m28, 61ee, 4229, 6e53, acadia16_174c12, 9e19, a7f7, 8cbe, ad86, acadia16_244o15, 2f68, ba73, 1d58, fdd4, efa0, 1bcb, ecaade2016_111l30, 9e1a, ecaade2015_79h15, 178e, 4ad2, 7104, 66dd, 201c, ecaade2014_140s31, ijac201513303t11, f90c, 0eb9, acadia14projects_199ar, 9013, ee40, 3c5c, 9e3d, 2586, 488d, b0a4, 06de, ijac201614403o2, sigradi2016_627h, ecaade2015_100v19, ca56, 89e1, f6dc, 107b, 1a88, ascaad2016_011k5, f42f, 419b, 1670, 3936, b05b, 24bc, f731, d0da, bb72, bcea, ecaade2017_006ee, acadia16_106y7, ec34, a78e, caadria2016_797w33, 6bd3, 5f97, ecaade2017_044oo, 09fa, 8e4b, aa1f, acadia14_601ad, a9db, 2d39, 7c23, acadia14_317v, 269a, 9620, sigradi2016_694j, ba0b, 91f9, 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sigradi2016_654ww, sigradi2015_3.212i4, acadia14_627a, 1eca, e3b9, b941, 070a, bf26, 6176, a7da, 2047, eeff, cc1c, ecaade2017_032b, aa14, acadia15_333a14, 7938, 2de8, aee2, d464, a388, 6fa4, caadria2015_072s9, 6f67, 5107, 9ce5, sigradi2015_6.183n8, ea7e, 64f7, 6b89, afd9, d605, 332a, c0c7, 977f, c53b, 95cc, 79f3, fe85, 7e4a, 872f, 02b6, b296, 83eb, ecaade2013r_008o5, caadria2017_041w12, ijac201614308u5, bbf1, 0cd6, 3829, 8e5f, 7255, 4968, 7ee8, 8ece, fe2e, 0abe, 8301, caadria2016_839l35, ece7, 2739, sigradi2014_213n7, acadia17_358ss, 9d05, sigradi2016_484j, 6191, cd25, 9b21, c299, caadria2017_094x25, acadia17_520i, b57d, 45c1, 2c01, 62ed, ecaade2016_027y7, 9c38, 9f8c, 2a32, f2d8, ecaade2016_021b6, acadia17_350ll, 51f0, baad, cd08, f5a0, 292e, 2633, 08ba, 6daf, 9819, 6058, sigradi2015_3.190o3, 6f24, cbca, acadia17_562dd, aae4, 04e4, a7e4, 5a42, acadia17_201e, acadia17_544f, ecaade2014_018y4, d0a5, 9b6e, 623e, fa8c, 18d6, 22a6, eb13, acadia14projects_719f, ecaade2015_278r60, c4ff, sigradi2016_399a, 5af9, d2f5, ascaad2016_036a14, 0722, acadia17_628yy, 5d6a, 8486, 2ece, b28b, c70f, 239b, 351b, 7e67, 94ce, cad0, sigradi2015_8.264u14, f7ef, 3cfd, 0af4, d9f5, c205, 7bde, 3b0a, caadria2016_013u1, 9a43, 0f75, ecaade2016_065e16, bc41, c8f4, caadria2017_047x14, 4809, 00bc, 9453, c8d2, sigradi2014_303i5, 2253, dab2, ascaad2014_002l1, cee9, 201d, ece5, 691e, df11, 2c04, ecaade2016_152a42, 72d2, 8894, c95e, 9d74, c890, 9629, 837f, 89d7, e2dd, 1bd8, fa8e, ab00, 5121, 7a53, c4fe, 662e, 2ac5, 1637, acadia14_281v, ascaad2014_005j3, acadia17_60aa, 2dc5, 3975, 7b44, f7ca, 275f, acadia15_284s11, ecaade2014_151d36, caadria2016_085k4, sigradi2015_11.196h26, 483e, 112f, d113, ecaade2017_215eer, 6508, 8c45, 0ecc, fb0a, d84d, 95d3, ab9c, 1e3e, ab73, caadria2017_115l30, b2a0, 1bfe, 4887, 2c11, 85c9, fa3a, 2962, 1bb4, 9727, 0640, ecaade2017_203nn, acadia17_426k, 75ba, 5c5d, ecaade2014_072n18, 2cb9, e3a2, 14a4, ecaade2015_206m45, ce76, sigradi2015_3.221y4, 1988, 4016, c45e, acadia14projects_199ae, 1978, 5a8b, acadia17_91xx, fcb9, f724, ff0c, 5ebc, 5e18, ecaade2014_194p49, 5890, 26de, 9ee3, acadia14projects_375n, a260, ecaade2015_196p42, sigradi2014_314n6, ijac201412307f3, 920c, a2a3, f66f, ascaad2016_057r22, 4a38, ded8, 8e45, 3ada, 335e, 5e2e, ba7e, f4b2, 6135, d2e8, fda2, 9dfe, 15c1, acadia17_339ss, 87d0, 4dc4, ijac201614302h1, d823, de34, a2ed, 512b, acadia17_560l, 8bb8, 74db, 2fc8, 6e70, dfde, ca85, a08f, 8687, da7b, acadia17_100m, fa1a, 6b46, sigradi2013_189l, df1d, acadia14projects_463d, 0faa, acadia17_323m, 6528, f020, cb00, 898d, ff63, 14b5, 4142, 561f, ecaade2015_309u67, e531, 0e8f, 38bb, 70a1, caadria2016_725g31, ecaade2014_112x25, c557, ecaade2016_162s44, 41fd, ecaade2015_114y21, 1b77, d3fe, ecaade2017_291g, c595, 8904, 9803, 3b91, e50b, 65ef, a8b9, ijac201715104gg, 7409, 6380, acadia17_170r, 2faa, 3a2e, cbab, b22d, eadd, c4cc, 4997, 7cb8, 52c6, sigradi2015_8.41r10, 452c, ijac201614302k1, a293, 0c55, 5276, 3bc5, 032b, ba1f, f7b9, 283d, acadia17_392p, efe4, 45a3, ecaade2016_154s42, 26da, 1592, ecaade2017_234k, 8dec, 5ac4, ecaade2014_180j45, 0e79, 659c, f334, 86c4, 1f35, sigradi2016_585ww, 8c9a, 3d8c, d280, e10b, acadia17_274ll, 2ce1, b4f0, eee0, 23e6, ecaade2017_181t, 6cd7, 6e91, b699, afc4, 7114, f702, sigradi2013_244t, a99a, 60cb, bcbf, 6b85, ascaad2014_014m7, ijac201614203z8, 633d, 915f, 4370, 3874, 7a73, 7a05, 5d3f, e6f3, acadia14_389b, 3ee8, 396e, 330b, ecaade2015_217j48, 6e1c, ecaade2015_314c68, 0ae5, d4a0, 7a60, ecaade2015_28x5, 60f4, 8df4, ecaade2014_044e11, 65ca, sigradi2015_sp_12.402x31, fdf7, fd34, 1c14, 307e, 3d1d, 24e1, 689c, aa51, 47dd, eb18, aa1b, 823b, ijac201614104i4, ea94, da6e, a153, 8f92, 1429, 9c66, 3320, 02c4, 5332, dba1, 3714, cb6e, ecaade2015_100m19, 6207, 9acf, acadia15_443x18, 6c75, acadia14_43ak, acadia14projects_661e, 5c16, f807, 25e5, ijac201412403r6, 8d5a, 0709, 1c95, ijac201614308y4, 27d1, caadria2016_033a3, dc6e, acadia14projects_463i, caadria2016_333c15, ecaade2015_284y61, 0706, 21e5, 1f8a, 88d6, ecaade2017_008e, 5f68, 1a3a, 187d, 45ec, 4fd3, acadia16_98c7, c1fb, 607a, ecd6, 34d0, 7924, 2071, ecaade2017_142yy, sigradi2016_695r, f90f, a35e, ecaade2017_108s, 321f, a919, 21f2, 7898, 7b17, acadia17_26k, 4de0, 769b, ijac201614306y3, 1360, 3051, 51f5, afb6, ecaade2015_48v7, 51ed, 88c9, 9aea, a826, 1074, 23aa, e56f, f137, 3e50, 90ec, abc7, 5026, ecaade2015_33e6, 9be7, acadia14_63af, 2f9c, 5e1d, b921, sigradi2016_814d, d3cf, b450, 18e7, 5ae0, sigradi2016_431q, 9b8f, 31ac, 2ccf, ecaade2016_097v26, b578, d7cb, 3b38, 80f3, 03de, f9a9, 5d33, 88b0, 9f17, ecaade2017_184ll, 37d5, ecaade2014_030k8, 1888, 3c36, ff4e, d4e5, ecaade2017_215v, 4c75, sigradi2015_3.221o4, 83ab, 446b, 66a1, bc4e, 46f9, ecaade2016_130o36, d0df, ecaade2013r_011g7, caadria2015_092h15, 2166, ed71, ecaade2017_172cc, bc0b, 1a10, sigradi2015_10.307k21, 581d, 286a, sigradi2013_386u, 14d3, 1e9e, 106b, caadria2017_057s19, 3a4d, 08ee, ijac201513306x12, a91b, sigradi2015_10.144z19, 978c, ff7d, 81c5, 9279, 2d0b, d440, 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a541, sigradi2015_11.136j24, 89ed, ca8f, b122, 2950, acadia14_453f, 4fd4, 2f3e, 163c, 88e7, 8df6, bf47, c69c, d83d, bef5, e87b, acadia17_28y, ecaade2015_333j72, 419a, 7340, 2736, b560, c9ad, 956e, 81da, 3ac0, 71c9, b762, 444c, e431, c71d, 26d8, acadia17_660j, 091c, ascaad2016_045i18, 433f, ecaade2017_227o, ecaade2017_046c, 2830, 578a, d2a0, dbed, a338, 367c, bc94, 9ee2, d609, ijac201614201u6, 2150, 480c, a95f, c45f, dad9, d724, 8e33, 007d, 6eb9, a152, acadia16_344m21, caadria2017_052s17, fcef, eb98, dd00, af73, c67d, ijac201715204gg, sigradi2014_345e9, 9b74, f1a4, acadia14projects_71t, 1241, ce08, 3998, b1fd, ascaad2016_042a17, 26a8, ecaade2014_180b45, 65cb, 2ea7, ijac201614102b3, 7dc2, 11fd, 405a, 3d82, 5c70, 2eaa, sigradi2013_205i, 56ab, acadia14projects_555e, a465, sigradi2016_382bb, 0f44, 5646, e62f, a4ca, 17a7, ecaade2014_185v46, ed85, f84e, 70dc, cf32, 1b48, b085, c110, e70d, a1c8, 350d, caadria2016_611g26, acadia14_681af, 4e3d, sigradi2016_530gg, 4a10, 5624, 9074, ecaade2015_334o72, b671, 21e0, 7f1e, 9afb, 5bca, b2f9, 9b62, 1987, 3af0, 4c26, 5b7c, ascaad2014_005z2, dd15, a979, sigradi2013_342n, b0e5, ecaade2016_006w1, ecaade2016_ws-afutureo67, eb04, 43b3, acadia14projects_555f, c899, 0fa2, ba59, de54, 53d3, acadia15_123j4, 2e9d, bb36, b2db, 43df, 050d, 5627, a555, bce0, 9dda, ecaade2017_230rr, d1b3, a9e9, d8b4, acadia14_63ak, acadia16_88l6, b54c, 4373, 3ae6, 81a2, a6d8, 7420, 69fa, 902e, 7e47, 1705, ecaade2017_184nn, 80b7, 2833, 8f0a, 5367, ca5e, a8af, caadria2015_220f34, 47b2, 15ed, a2b0, c03c, d729, acadia16_432r25, 0ce6, 6c6b, 8a22, 57eb, ecaade2017_288jj, sigradi2016_358n, 788f, 11b7, ecaade2017_094c, 7324, 04c0, a5e1, 3426, acadia14_435aw, ascaad2016_058h23, ecaade2014_198l51, a0b9, ecaade2016_167y47, acadia14projects_435at, 8e5b, 8ea1, b9a3, sigradi2016_729a, 744b, e59d, ecaade2014_104n23, caadria2016_861i37, 6daa, acadia17_190zz, acadia17_316pp, ae37, 01e6, 0f23, ecaade2015_55m10, 960c, 249e, 7d52, aae7, ijac201412406s9, 047e, c736, 5cf6, 56f2, 36d3, 9381, cf23, 486f, 35f2, a85d, 4467, ecaade2016_225k60, 2a37, ffc1, 22b9, 888a, 9945, acadia16_88d6, caadria2016_611z25, ecaade2014_140w31, ecaade2014_143m32, aa4d, acadia16_224o14, 9345, caadria2015_073b10, 8203, ce43, a917, d7f7, 9f66, 6d5a, 2965, b2a9, ecaade2014_220b56, 6389, a727, 33a4, acadia17_81f, 8a0c, 1b91, 81c8, 8726, 5d5a, acadia17_52i, bc26, d473, 85da, 19c2, a292, db60, 6e67, 85f6, 9b55, caadria2016_611k26, caab, 8d6d, 642a, b6fc, 5d67, 66ba, f4c7, ecaade2017_006z, 26f1, caadria2016_745c32, ecaade2014_029w7, 5c82, 4fbb, f7f3, ijac201614401b1, 6f1a, ecaade2015_240z54, 8c18, 9340, 4514, 3ab2, sigradi2014_345h9, 394b, c172, 4712, 5b36, acadia16_44n3, f2fb, e537, 2b86, acadia15_57u1, ijac201412401f4, 9508, ecaade2015_73e14, sigradi2015_12.107i27, dff2, caadria2015_130f22, de88, caadria2017_046n14, 0c00, 2d5a, 0175, sigradi2013_243t, b9b7, 9c56, 7644, 8aeb, b621, a03e, 20f0, 7aa8, 19a8, df81, caadria2015_139a23, 1e06, ijac201614406g4, feb2, 3f88, acadia17_366z, f1d0, edcb, 3207, acadia15_371i16, e823, d03a, 8beb, acadia15_137k5, 32dc, ijac201513205h8, 2f98, 25ba, 106d, 9730, 6830, daf4, 30dc, 8119, 6c8e, d027, sigradi2016_537a, 5582, bb9d, 8cd0, 8cc5, e901, 1abc, f540, d676, 80be, 2083, 1054, f929, 9d3a, 5557, 7f8d, ijac201513101l1, 3070, 758c, sigradi2015_11.142e25, sigradi2016_779uu, fa31, 80c3, 5e6d, 080b, 0f19, e3f6, acadia17_222vv, 1b59, ecaade2015_152s31, e7b4, 7b7f, cbcf, acadia14projects_579d, ijac201412301j6, e55f, acadia17_520u, 3b0c, 9d46, fc44, 372f, 5a2a, ecaade2014_168l41, a0aa, acadia17_366y, 3c2b, 29d2, 20eb, cfd5, 13d6, f2fc, acadia16_12v1, 78b5, 1dec, c63e, 6b40, sigradi2015_6.237o8, c89b, 5f7b, 6c37, 63bd, ecaade2016_225l60, acadia17_404x, ijac201614102o1, 0667, 2a80, 3520, ff7b, a398, 6ccd, 82c6, 25dc, 457a, 770c, 3c39, abc2, a76b, 87f0, 5fb4, caadria2015_030e4, 49e9, 007b, e0bc, 6eec, 7479, 8254, 91ef, 8173, faeb, 97be, 8211, c320, 6208, 647b, acadia17_456hh, sigradi2016_387yy, 3a97, 3e67, bec7, 6c95, 6a54, b916, 0cac, f623, 7149, 0f3a, 8fdd, ijac201715106mm, b522, ascaad2014_025j6, d566, 3828, 3564, c038, 2fa7, caadria2017_189f45, 0e45, e06f, 0d07, ecaade2016_ws-afuturen67, a17b, 30dd, ecaade2017_124z, f8b1, 1844, acadia16_362j22, caadria2017_096d27, 2640, 32b6, ecaade2015_286y62, acadia14projects_357an, 5fc3, acadia15_395g17, 21bb, b771, bace, f6b4, 1d43, ecaade2017_269yy, ecaade2017_053a, 8644, a731, ecaade2015_158o33, 686d, fbad, df0c, b62f, 9695, e168, ecaade2016_068a18, acadia17_62vv, 3c0e, cd64, e2f7, 339d, d59d, 2034, 9f5a, sigradi2016_752vv, 06a8, 4996, 5e1b, 6260, b046, 8993, acadia17_283uu, 7cb6, 52b3, 83e9, 73c0, caadria2017_094a26, sigradi2015_4.219d7, 4128, fa14, caadria2015_032a5, caadria2017_074n23, c932, d021, ca27, 2d7d, ecaade2014_195v50, caadria2016_157s6, 5508, f058, acadia15_263w10, 5662, a4dc, 6a94, 4224, ascaad2016_050y20, b052, 6b0d, bbd9, 3c15, ad3a, de28, ecaade2015_319i70, ijac201614205t10, cc72, 8659, caadria2015_081e12, 4307, ecaade2015_237f54, sigradi2016_814k, 104f, ad60, 1832, 3232, e442, 241d, 3384, 6e71, bc7a, acadia16_308w18, acadia17_381ee, 482c, 8af1, df24, bd50, 9c87, 36a6, 0a16, ascaad2016_043l17, d3b2, 8c5d, caadria2017_079b24, 074b, 648e, 419e, d8d7, caadria2015_114t17, 4056, af55, 1568, fa6c, eacf, 9408, 1f98, ecaade2016_037a10, a9e2, 69f5, 0342, 3ee5, 8412, ecaade2015_82c16, 7d70, 2932, acadia17_307dd, dd7d, d6bd, 23e9, acbe, ae58, 6489, acadia17_38ss, d74c, d7f2, bc83, 3527, d96b, acadia17_670y, 70b8, 1644, ecaade2016_221s56, cfa4, ecaade2016_078f23, ecaade2017_057g, acadia17_373t, ecaade2017_008g, ecbb, a7bb, aba9, caadria2016_703h30, acadia17_222i, 7177, 8729, 0972, 9817, ascaad2014_015u8, caadria2015_181h27, 4731, c8db, ecaade2015_138z26, a42e, 895f, 841c, ecaade2017_044uu, b051, ad8f, 96ed, bd1d, 8182, 11b9, 367b, d0d9, 64ff, f504, 8861, 9956, eb6a, 42b4, 83e3, ecaade2014_084d20, 6579,