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 caadria2017_043
authors Coorey, Anycie, Haeusler, M. Hank and Coorey, Ben
year 2017
title Predictive Urban Analytics - Exploring Choice Modelling and Revealed Preferences for Urban Design
source P. Janssen, P. Loh, A. Raonic, M. A. Schnabel (eds.), Protocols, Flows, and Glitches - Proceedings of the 22nd CAADRIA Conference, Xi'an Jiaotong-Liverpool University, Suzhou, China, 5-8 April 2017, pp. 209-218
summary Since the rise of generative design, a morphogenetic process of designing has emerged where algorithms are used to explore potential permutations of a solution to find the best design option. Yet, on a subjective level, identifying what option is considered best has often proven to be difficult. Hence, the paper discusses a foundation research to investigate prototypically subjective judgments concern matters of value and preference defined by end users in generative modelled urban design outcome. To do so the paper will introduce and outline research findings in the field of Micro-Economics, in particular its subcategories 'Choice Modelling' as a method and 'Revealed Preferences' as a methodology to assess whether user preferences can be identified and engaged as 'preferred' design options. In the paper the research will outline in greater depth the theories behind Choice Modelling and Revealed Preferences, a field that studies the behaviour of individuals, and its relevance for urban design, in particular Computational Urbanism. The paper discusses how Choice Modelling can analyse design outcomes and conclude and speculate about its use in an applied context.
keywords Generative design; Aesthetic judgment; Choice modelling; revealed preference; design evaluation.
series CAADRIA
email m.haeusler@unsw.edu.au
full text file.pdf (3,352,869 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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0575, 7baa, a8bb, ac66, 5124, 9694, f13f, 1db4, 944a, 9f7e, ea6a, 91c4, caadria2016_177e8, ijac201412402g5, 6bfc, 290b, 7f32, ab19, ijac201513306a13, eb14, abd0, d9d8, ecaade2015_100n19, 6e5f, 95c9, 133c, 7a38, acadia14projects_153au, 4db1, ecaade2013r_004g4, abba, 89ca, 1c62, c614, a7c6, 35dc, caadria2017_048z15, e06d, 0fbf, fb39, 20b5, sigradi2015_12.19x26, sigradi2013_30f, c166, 1d8d, 2514, acadia14_247y, 145f, sigradi2015_11.34z23, 1138, sigradi2016_602i, f21e, 1275, 9b4a, a275, fead, caadria2016_539a23, d044, d1a7, 2510, 8bbb, acadia16_478t27, a7ea, d398, 1991, ecaade2015_17j2, c01c, 83f6, 5af3, feea, 7300, 56a5, f193, 5923, 2a19, caadria2015_060s6, ecaade2015_143j30, 0c1c, b518, b455, 9cdd, ecaade2016_075k22, sigradi2015_10.140n19, 33c3, sigradi2013_268, caadria2017_009o4, f482, ijac201412403z6, 5dd5, 50e6, acadia14_453e, d4ce, ecaade2014_015m3, 327c, 2def, d059, 1cd4, 2c03, c81a, 8fb1, c10f, fcd5, sigradi2014_345r9, 0ea4, 920e, 3dfa, f91e, a7f1, 970a, 5bf9, a728, a128, ascaad2016_022a9, 1c70, a808, sigradi2015_12.297e28, edfc, 510b, 4f1d, f0e5, 79ad, ascaad2016_038e15, e6a0, cdbd, sigradi2016_695t, 749c, 0069, 9976, ijac201513103x2, 178b, e0f9, 7d79, 7607, 4f2e, f560, 6b23, 9922, cd66, fed8, 4b4f, ecaade2016_136n38, 6662, ba67, d037, cbca, ecaade2013r_010r6, 1d81, f225, ecaade2015_227z50, ecaade2014_067a16, b170, 2635, 118d, 7d5c, 072c, 0e75, 5781, 7db2, acadia14_453g, 9a51, ee4f, 6479, 58a0, ijac201412403m5, effc, 5d1f, b49b, 9048, ef65, 12b3, acadia14_647av, 3ab4, 775c, a32d, a039, 4703, dffa, c149, 29fe, ecaade2014_153z36, caadria2016_177i8, 86da, 1654, 6e98, 3de2, 606b, 7418, caadria2017_057d20, b5de, 6b2c, 1879, aa06, 900c, 53aa, 2e3a, f7db, 2243, 1a41, 76c2, 0a0a, caadria2016_745w31, f248, 0561, 2bc9, f314, ed5b, ecdf, 6112, 8d1f, ecaade2014_072a18, 539c, 45a7, sigradi2015_10.140k19, caadria2015_061f7, de66, 102e, c70f, ecaade2016_163j45, acadia16_214t13, ascaad2014_019n2, f87a, 2901, 198f, 9577, e077, f9c3, ecaade2014_233g60, 5760, ecaade2015_129o25, be88, a299, 0919, 6cee, 1a48, 1835, c4a3, 0cbc, ecaade2016_073u20, e19e, ed30, be11, c9b0, 0758, 4328, d051, 62e9, ecaade2013r_008k5, a1e9, 5db3, 671d, 4e46, b913, 8b16, acadia14_117e, 0655, fa99, 062b, 027d, ecaade2016_119a33, 8fef, d1c0, acadia14_549r, faef, df28, a0ca, ffea, sigradi2016_417kk, ee68, a38e, dd3b, de4a, c9d7, 8170, 027f, ecaade2014_176a44, f718, 104b, 84cd, sigradi2014_347n10, be4a, ascaad2016_033f13, acadia14_565ah, 25b1, 3102, 8af7, de16, 805b, 4b74, fcc0, acadia16_318i19, 75be, e9c1, cab3, bafd, fa10, acadia14projects_247h, caadria2015_142i23, c165, 7dbc, 8107, caadria2015_102z15, b9b5, ecaade2015_155u32, 7d44, ijac201412403w6, 6b7c, 6ff2, 750e, ecaade2015_170y35, ascaad2014_037n2, 78e6, ecaade2015_37i7, 25ef, 7469, a2aa, a095, sigradi2013_138l, sigradi2015_9.347j17, acadia16_432u25, a03c, sigradi2015_11.165m25, a082, 98ee, 6484, 0f2c, ffb4, 527d, efea, ecaade2016_021s5, ecaade2014_138w30, acadia14projects_101an, 12b9, 73b8, acadia14projects_699r, 9639, b550, ijac201614201m6, b961, c77c, 3d4a, ecaade2014_176w43, acadia14projects_63b, 7003, ascaad2014_019o2, 125e, ccf3, 964e, d617, 9e01, 06e0, f826, f9f8, 18a1, 81a3, 025b, 89dc, 3ce7, 14db, 750a, 3ece, 7a84, 462d, 2c7f, e269, 0fc5, 9b55, b78f, caadria2015_070c9, acadia16_106d8, cd5b, ecaade2015_129l25, sigradi2015_12.297g28, 0c8b, 4e19, 16b1, 19a2, e4c5, fc79, sigradi2014_299c5, b18d, 8e64, 3f27, 84e4, c325, c3c9, acadia14projects_291ay, 6d36, f4f8, 2f23, 4d57, 6637, ascaad2016_003u1, acadia14_375i, ac12, f22b, 7693, ecaade2015_164s34, 2011, 0545, 0d20, 0446, daae, sigradi2015_8.186x12, ad56, 352f, ecaade2014_168c42, 56cd, 0a5f, 3267, 51ac, acadia15_95j3, 8c69, a994, ecaade2015_229r51, e540, 4332, acadia14projects_435av, e3b4, acadia14projects_579ay, a7f4, acadia14projects_619az, acadia14_601aa, 8635, sigradi2014_293a5, 06de, 29f1, 00c0, 1406, eb0d, 130e, sigradi2013_268f, 01e9, sigradi2013_31, acadia14projects_53k, 43ee, 43af, 23b2, e99c, 65a3, ascaad2014_007j4, ecaade2016_025i7, e3cb, 64b5, 4699, 5772, 113d, 8d44, 5ef7, 9f59, 4b33, aae3, fdf1, ecaade2013r_004c4, ijac201412407u9, b83e, 557d, a2bd, ecaade2015_17u2, bba0, f00f, e59f, 6fb4, 2af8, ecaade2016_119o32, 7653, acadia14projects_531y, 71e5, 6d80, 3477, 34b7, ecaade2016_167b48, 552c, 69d4, 0fb0, 4b2f, f1c3, 909e, caadria2017_136s36, 94b6, 4226, b941, ecaade2015_61j12, ecaade2016_087u24, 3119, 5327, 8b4c, 6263, ijac201412204w2, f13a, 520b, caa2, sigradi2013_387v, 80ce, 864b, 1bfc, de96, 8e0c, ef12, d4b7, 7823, 1014, 7c1f, 2a29, ijac201412306z2, caadria2015_048r5, 5c04, d911, ijac201614201x5, b6b4, 404c, 9807, 4d02, ijac201614305e3, 0814, 2848, bf5f, caadria2015_246b36, 0602, 6337, ecaade2014_176p44, d732, 8256, 39df, 5186, 30b6, 6858, 3407, 9299, b569, 8a8c, 8d84, 934c, ecaade2016_222a58, 64b1, sigradi2013_387b, 3671, 9605, d5da, ecaade2016_114h31, f80d, 217a, 192c, c4f8, 4d2e, a352, 363d, 039c, d8b4, 9e0b, acadia15_357j15, 3967, ijac201614307o4, 9a1f, a7a8, 565b, 3201, 1be7, 36db, acadia14projects_699t, 1064, 6417, f3cd, e4f9, 9a5c, 10b8, 16a4, ecaade2014_149e35, acadia16_440a26, 39b6, cb33, 2f1a, ecaade2016_099g27, 9a42, 72af, ascaad2014_033d1, ecaade2014_072p17, sigradi2015_sp_8.6i30, sigradi2013_111t, c489, bcdb, 68bd, 60bc, 8332, 5b22, 69a0, 3b2e, fe30, 2be3, f2a2, 65a4, 6058, 7cd8, 807c, 533a, 1186, 9018, 4ca6, 4184, 4245, sigradi2014_266h2, 09f6, e308, 3363, acadia14_145af, 86be, 551c, 38a2, 6286, 0d9a, 4cf0, f486, 4bc3, 58b9, f347, 29d2, 304f, f74c, 1e96, acadia15_323y12, 1dbf, 6eb5, 7fe1, 8be3, ecaade2016_099l27, 7da1, acfa, acadia14_339ak, 60ff, ecaade2016_223i58, fe17, sigradi2015_1.288b1, 34a3, b9f8, e307, a974, 6e7e, f22a, bc58, 66c0, 7554, a3ac, 438f, 0a2f, 8253, afd8, ecaade2016_121r33, caadria2017_079x23, e5a6, 3adc, 5c37, 7d29, 3678, 0fc2, 9aec, ae2e, 3e06, cb71, sigradi2013_274u, cd5c, 0f65, 28e9, 3030, 0a40, 018a, ecaade2016_071s19, sigradi2013_393l, c814, 4c30, 6538, 23bf, 4529, 89e9, d837, eec4, 58d0, 613a, 409b, a22b, 0a13, d57b, acadia14projects_199ae, 4a2b, fb1d, afea, 8663, 66f4, ijac201614208o13, ca2b, bef9, 6a8b, 56fa, 11ed, 838a, fdba, 3e42, 8641, sigradi2016_421ww, caadria2016_725f31, 2886, caadria2016_395y16, 91b7, caadria2016_003m1, 9d4f, ba9a, 9fa4, ecaade2014_123f28, 13d8, 590e, 2dd4, ijac201614202y7, 2a3c, caadria2016_497c21, ijac201513303i11, c43c, e2a6, fa76, 6415, a9fe, 0b85, bef8, fc3a, ijac201412401u3, 98e2, a2d0, bbff, acadia14projects_357ar, c030, 4bf4, c30a, 962f, 648c, 170b, 1bdc, ascaad2014_023y4, 030b, a34a, caadria2016_487u20, 1f6d, a263, e115, a3b4, e16e, 58d7, 75db, b18b, ae1f, 38f2, 9995, 4465, 5f60, ea52, e154, 567d, acadia14_177ab, 85a5, 2bab, cd26, acadia14projects_63ar, ab5d, c597, caadria2016_477u19, f645, 3dfb, 3430, c85d, b330, ecaade2016_073v20, sigradi2015_9.152l16, 9424, 4313, f02c, 5e3f, 9887, sigradi2015_11.34d24, f88d, da0c, ascaad2014_024o5, ecaade2015_194a41, 03ce, 3849, bac8, d76f, d33d, ea9e, ijac201412302g7, ijac201412203f2, d801, ab51, d341, dc0b, 104e, d345, d6b1, cafb, 3cf7, ae97, caadria2015_043l5, 9a63, 2d23, bd64, b74c, ecaade2015_230e52, e5d8, 31bb, 2de2, 0106, 2762, 1c01, f167, caadria2016_829f35, a4c1, 6be5, 9120, caadria2017_127f34, 67f2, 1afa, bba9, bad7, ecaade2014_020n5, ecaade2015_229e51, fc02, 134e, ascaad2016_038r14, ascaad2014_017d1, acec, 75bb, 2662, dcf2, f75e, 4f64, caadria2015_122r19, 6e62, 5e78, f0b2, 1b3e, aa2f, a213, ecaade2014_184l46, b5fd, 9c15, a464, ff58, 542c, ceab, e2ea, c006, ecaade2016_222g57, 71c6, d7b5, 9e40, acadia14projects_463j, sigradi2014_074b6, d0e7, b230, dc1b, ecaade2014_196c51, 9ad2, fe71, 61d6, 8599, ff02, 6ab3, 288f, ecaade2016_111r30, fa3d, caadria2017_190r45, 8493, 7725, acadia14_219ay, 2b79, acadia14projects_463s, b4a8, 5708, 6b67, ecaade2014_215c55, 55c2, dc5f, 1cb5, e5f3, c14a, acadia14_463as, b36a, d27e, 586a, caadria2017_109w28, ecaade2014_224i57, 908a, 85e7, acadia15_333z13, f4d0, 7985, sigradi2013_326d, 2698, bba6, d579, abe3, 8651, 70ed, 3c39, 8a9a, d4dc, 623f, 4631, 4039, 683a, 344f, a745, aeaf, 135e, 08bc, b540, 82ac, sigradi2015_10.140j19, eef3, 42b9, 64b2, 092a, 12e2, 4143, 82a9, 2827, 38e1, 1979, 5e68, cd35, acadia14_301b, 7c7b, caadria2015_070z8, 06b7, ecaade2014_226c59, ecaade2014_029c8, 304a, c000, a70b, 1bb7, ecaade2014_198z51, 6180, 18d4, 64c0, 6380, ecaade2015_200h43, acadia14_317u, 8c56, d36c, a200, 1725, 9710, 7530, ac87, ecaade2014_084d20, ecaade2014_180g45, 5d30, 5afe, 54ac, 90cd, 9c9e, 64bd, 565c, 3e39, de25, 166d, 6e9a, 814e, 0f47, 44c1, 74d6, bd49, 4cb9, acadia14projects_691a, ijac201513104z3, c306, bdd9, ecaade2015_53z8, 395d, 51d5, 7555, 5a0b, 6a6e, 07af, 2415, e203, f0ba, ecaade2015_333g72, 10a9, b876, 5c5e, caadria2015_105g16, ijac201614201s6, acadia15_232t9, dd44, 4577, 675a, af65, 9b26, e014, 6a4e, 08f0, 6c89, 9037, 937a, 5149, 3542, 1b95, 1c9a, 250d, c514, 5362, 9de3, edf7, bca3, 4408, 9250, f80f, 2bcf, ascaad2014_030w8, 2460, 49d8, acadia15_343h14, 4c7c, 2eaf, d8fb, a4e8, f06f, 222f, f40c, 59e8, dbc7, 91a8, 9bb5, d04d, d734, 3e5b, b774, 6faf, ecaade2015_77e15, 14e9, 9f85, c158, ea5e, 2672, 6427, sigradi2013_135, 715d, 59e2, 41c4, 9047, 9a9d, 08ef, 66f2, ecaade2016_152v41, b889, 5d27, 74bc, 269a, 8059, acadia16_206m13, c898, 7ea5, e544, 0b54, ecaade2015_180g39, 9800, 1c84, 6eed, ecaade2016_048c14, 6dff, 808f, 149d, b0d5, ca7d, 3fba, 8e0e, c107, 9af4, bed6, 5f98, 58bc, 20bd, 7949, cd9d, ecaade2014_149h35, ca07, 62e0, 04b8, b06a, bee2, ecaade2015_248t56, ba42, 6553, 8a94, d4eb, ec7f, 07a5, dad2, 5c9c, deb4, f605, 729a, e79c, caadria2017_009h4, aa7e, 94c0, faa7, 5cb1, 41f1, d854, 78d2, f801, aeb6, 974b, 6333, sigradi2014_080n7, 2f2b, bcb1, 5a8c, 3ce3, 4e5c, 9be2, 1b90, sigradi2015_10.177a20, 5fe2, ijac201614102u2, 0e8b, 3489, 033b, 12c7, ecaade2014_044e11, cab0, ecaade2013r_001t1, 636a, e0c7, 8b59, sigradi2016_507vv, sigradi2013_343f, ebc7, sigradi2014_276v2, caadria2017_185x44, 1200, ecaade2016_tkoc67, 77ec, ecaade2014_149i34, 4e86, 8006, 986f, 7a2e, ecaade2014_221m56, caadria2015_203g29, 47a4, ascaad2016_054o21, bb7c, 3ed8, 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ecaade2015_27t5, 54fb, 9438, 2456, 6745, ecaade2015_225i49, 4e87, 2c4c, 0bdd, c63e, 41ce, 4f10, caadria2017_037a12, 9d4c, sigradi2016_814yy, 06d2, 56b3, 718b, 7b11, e498, 34a0, b016, 2bce, f5f0, ijac201614205k10, a7ee, 3d9c, sigradi2016_636l, 0ab3, bb13, 8e8b, 4298, 817f, b66e, 728d, 5fa4, f30e, 2394, 1951, dd53, 65e7, 8193, 4a39, ascaad2016_014g6, 0231, cd11, 8c93, sigradi2014_159g4, c4e7, ece3, ijac201513104j3, dcb5, 097e, a6c4, d462, b53b, 86fc, 7a4d, 5ab5, ac8a, 2816, acadia15_110u3, 3275, c62a, 523a, 79f6, 41f2, acadia16_470r27, b3b0, 8884, b1bb, 6426, 55d7, a6f5, f1dd, ijac201412203i2, acadia14projects_479aw, a007, 6645, ad4a, e11b, 9551, b025, 82e7, 3dec, 76a1, 7461, c90e, caadria2015_060u6, dcad, sigradi2016_592s, 9e30, caadria2017_163m40, acadia14projects_573aj, df32, 0094, bf7a, 1dbe, 21b4, ecaade2016_055j14, sigradi2016_417mm, 1022, 29d9, 973f, 7c89, fbb7, 1bc3, 3da0, b830, 21e2, ecaade2013r_011c7, 7c94, d223, 1b6a, ecaade2015_143t30, afe1, dbc8, ecaade2014_057u14, b9d5, 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sigradi2015_6.151d8, 4382, acadia14_619al, ijac201614207t11, 7fcc, 3374, 2be0, 0412, edeb, 67cd, af99, acadia14projects_199ad, 57e6, a07d, 9181, c010, a36c, 82b0, 8d1c, 7b47, f176, da27, 0a19, 01ca, 807f, ca7a, 3741, ceac, 1a43, 3b34, 59f0, 9921, 0308, 7b46, 1c85, 6be0, ijac201513205c8, ad3a, 66ce, 4e0c, 1e64, abec, b43b, a084, 3c4f, 7090, cccc, 6a76, ecaade2015_268b59, 654e, a356, d5b6, 883c, 125c, fbe2, ecaade2016_154o42, 4774, 39b7, dc77, 1cb8, 428f, 8545, 9579, bacc, 7b90, 09c6, ecaade2016_123z33, ecaade2015_55b10, acadia14_281ae, acadia16_440b26, 6236, d286, 9c9d, ecaade2015_307n67, 6e2d, 96b5, sigradi2016_817c, b48a, ijac201412301j6, 7db8, 228a, 378d, 0335, 4fc0, 9c4c, 681d, ecaade2015_170n35, ascaad2014_025o6, 38cd, sigradi2013_28t, fcc9, caadria2016_745g32, eb6e, ecaade2014_078p18, a121, dda1, 048c, 3940, caadria2015_208s30, sigradi2016_592q, d42a, 35da, sigradi2013_364t, 6c2e, 6bdf, ecaade2016_043b12, ab8a, a71c, 636e, d490, c7ef, 1ac6, e481, caadria2017_031j11, 07b1, e624, fb2c, ce66, ijac201412204h3, 16fb, 9652, ba8a, 6400, 9a69, d086, b9aa, 9ae1, f310, 2406, ecaade2016_230s61, 1e5f, ecaade2014_139g31, f5aa, 0fcd, a2dc, sigradi2013_226a, 5487, 34e9, ijac201412406j9, 4e7c, d266, fcdf, def2, de72, f8c0, 5ba0, 1458, 6652, 5741, c98d, sigradi2016_441ll, acadia15_483z20, caadria2015_130k21, 441d, 741b, 5c8c, 57fa, 0e8c, sigradi2014_186i6, 2262, 2bd6, 9a2e, 5603, 8dc8, 21c4, 9116, acadia15_483i21, acadia14_399ai, 6ca7, 469e, b854, 41e0, 0084, a3e6, 287c, 0ddc, f4ee, 2573, ecaade2016_065c16, 024f, 4873, ecaade2014_232t59, 8fc4, a28f, f426, ascaad2016_033a13, 2596, 2210, 31e0, fd92, cf9e, 973c, 66d9, 4363, caadria2017_072z22, acadia14_145ad, 8d76, 9f38, e543, 7220, 0351, bfe3, ecaade2016_118e32, e2f0, acadia14projects_281t, ecaade2015_122g24, e42c, 9ded, ef42, a705, acadia14projects_63ak, 7405, e7c0, da66, 4130, 1466, 94c3, 15d2, e89f, c213, sigradi2015_sp_8.326v30, d9c9, f43f, e916, da8b, f18f, acadia14_317ab, 0c94, 3292, 0577, b122, 8afe, 0115, 3a97, 348c, aedf, a514, 107e, 77f1, acadia16_382d24, sigradi2014_329x6, fde9, 8f79, 3dfd, b6b2, 65ab, ecaade2016_217k55, 0a4c, ab2c, 747c, 9300, 9d68, ecaade2016_123f34, ba9c, caadria2016_333o14, 76f5, 65f0, 8374, ecaade2014_049y11, 6701, 53f0, 4e5b, 80bf, eb03, 95ea, a2a9, efac, b4b7, c808, 3b49, 4c0d, ascaad2014_023b5, caadria2016_291b13, 6b08, ef97, dba2, 86d3, c111, 9aa8, 41c7, ce22, caadria2016_425g18, 44ba, ecaade2016_040a11, d109, ec0c, 9d20, ed64, caadria2017_129c35, 6a82, f946, ba19, caadria2017_081o24, 4180, 69f5, caadria2017_136n36, 2ff3, dfab, 63eb, 7152, 959a, 9e73, acadia16_460t26, 23a6, ecaade2016_221w56, 16d5, c46e, ecaade2014_035y8, 933f, b5e1, caadria2015_156j24, 261b, 148d, 57d5, 236b, c350, ba97, 9a33, caadria2017_129p34, 293a, 50dd, 548c, ijac201614208w13, f839, f278, 9dab, ba80, 56a4, eb0c, 0152, f7c0, ecaade2015_202g44, 2475, 0083, 077a, 5e6c, db63, c574, 3f3c, 5d42, 7a63, 8adb, 03b5, ascaad2016_040y15, 7185, ecaade2015_206w45, 3a55, d4dd, 1e70, e788, 0946, af5c, c19b, 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ascaad2014_001d1, ascaad2014_032v9, 8778, caadria2015_142j23, cbb1, a6f0, 4299, ascaad2016_056g22, 1333, b300, ecaade2014_168i41, 782d, e679, 3fa6, 6a4c, 92ec, 52bd, af45, 3893, a19b, 0d79, 2c55, b980, 227c, caadria2015_194v28, 30c2, 3ef8, 19c7, dab1, 6a78, 401b, d725, 199e, c871, ecaade2015_241t55, 6e09, 8b58, c796, ascaad2014_005e3, 4dc8, ascaad2014_036h2, 6cc0, b80b, d12b, sigradi2016_559u, d230, 146a, sigradi2016_590d, 50f1, cb9e, 0c65, 5e6f, 021e, ecaade2016_075e22, ce71, 9c46, ecaade2016_230g62, e682, 10d1, 7c8b, caadria2017_142d37, e810, 21a6, ecaade2015_73a14, 3b74, 6abf, 85f2, 614f, 6104, d407, f326, fed4, f23e, b56f, acadia14projects_589g, b476, ae8c, a8c2, 0585, 9904, 9e89, ae80, 3851, b1c8, ecaade2015_53r9, e1e1, 5240, 7346, 1484, acd6, c0d4, 14d3, acadia14projects_135o, sigradi2013_30z, b45a, c9c4, ecaade2015_148p31, 5feb, 532d, 35c7, 329d, e39c, e519, sigradi2016_792j, fb87, 24a8, caadria2015_218u33, 9a94, fd26, e1d8, 50eb, 49cb, 9f8a, d89a, 7479, 0c42, sigradi2015_10.74r18, ecaade2016_046w12, e495, 4d6a, 88d4, ascaad2014_005r3, 0608, f2e9, caadria2017_107r28, 2fad, a744, caadria2017_033r11, 3839, ffe2, 21d6, cd0c, 1db3, a7cd, de5d, 74df, e0ab, 4c3b, ecaade2014_240d62, ecaade2016_185e50, acadia14projects_531u, 8c87, 11d9, d3cd, ce19, 7c65, caadria2015_014m2, b944, 6da9, 1201, ecaade2014_197i51, 2c51, caadria2016_703j30, acadia14_75e, d8e1, 40db, sigradi2014_164l4, 3bff, b6f6, bb27, d73c, 3b22, 3212, sigradi2015_8.289d15, a1fe, b606, daba, f795, 8062, db00, caadria2017_122a32, 5c3d, fb6b, 26f9, ecaade2015_73y13, sigradi2016_550n, 9aaf, 7d58, 823c, 056e, ecaade2016_073g21, eb9e, 57a1, 34d0, ecaade2014_088g21, a30f, ecaade2013r_012t7, caadria2016_517h22, 3821, f5bf, 7944, cea1, ecaade2015_94j19, e1e6, a801, 9a64, 8ca1, e3fd, bd82, a301, f42c, ascaad2016_014j6, 18c1, 70a7, acadia14projects_339ar, acadia16_140g10, 0b72, sigradi2015_sp_8.326d31, 9846, 08d1, c544, a9bd, 9945, fa9b, 5241, d85e, 666b, 2f40, d46e, b403, 21e9, 085e, 78ae, b46a, a46c, f7ab, a4a8, 32f1, 3007, d1ef, caadria2017_056x18, ded4, e582, 4d7f, 9ce0, 839e, 70d9, 4cae, ecaade2014_224u56, c763, f352, a5b1, a06d, 686a, 7756, ecaade2016_067j16, b716, ecaade2013r_012n7, 4a00, ijac201513303e11, 4734, fe65, f46f, a26e, 4c00, 192d, 4e31, d75b, 6c02, ijac201513304w11, e7b0, dda4, 416c, ascaad2016_005f3, ca90, 22e2, 4c83, 1c1b, 70ee, 038e, 1c6a, f087, 50bb, 1061, 0e14, 7e6c, 77a4, acadia14_435av, 8d95, ijac201513206d9, 13fe, 2a28, 5db0, c072, c8dc, 37e2, 25ac, 5a1d, c560, e9d1, bbf1, 5836, 26a7, caadria2015_070g9, ec9d, ecaade2014_024w6, 84f1, ac73, 9df5, 1775, ijac201614306x3, 3422, b761, 66b1, ecaade2014_044b11, 357b, sigradi2013_414t, f5c7, 2569, sigradi2013_280r, b8bc, 8f4d, f450, acadia14_627a, 3cc4, 6ee5, 8030, 9e93, ecaade2014_239u61, ce9b, b131, acadia16_34h3, 5c03, 8650, bd95, ad81, ecaade2015_158x33, sigradi2016_534jj, sigradi2016_814zz, 1050, acadia14_719n, 7e2d, 3d48, 8594, sigradi2015_11.142c25, b84b, 9f76, ab1f, 1595, sigradi2013_30i, 74a5, ce37, 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77ba, b9a5, bec6, 6bd3, 51f0, caadria2017_086l25, 211e, 9151, af7c, ijac201513301z9, 7dbf, 3705, d29c, sigradi2016_729qq, caadria2017_134x35, sigradi2014_345g9, d7d6, 713e, ecaade2014_224p57, acadia16_344p21, 1ff4, e0fc, 515b, 48ba, ecaade2016_078k23, 35fe, ecaade2016_132p37, bd33, 874a, babd, d743, 8489, dcc6, acadia14projects_347ak, 3f7d, 51b7, b381, 40e9, caadria2015_172e26, 8689, 243a, 51b0, 6d5d, 3e15, ecaade2016_094l25, 7455, ijac201412201l1, d79c, 11ac, e71d, 37ee, 5468, 72c8, c51e, bc6d, 70e0, a4ee, 8b4e, 295f, 3ab8, f328, dedd, f31e, ijac201614307g4, 9f83, ca22, e403, 60e9, 6f78, 2689, 010e, a00a, 2cf5, caadria2017_080g24, caadria2017_009i4, f44b, caadria2015_090v14, 2015, 81d9, 2984, 7629, 44a4, 47ac, 6063, acadia14projects_43ab, 2004, 56e9, c508, 914f, 4852, acadia14projects_479l, sigradi2013_400a, c413, 625e, 7b2e, caadria2017_015s5, ecaade2014_163j40, d92d, c13a, 892c, f61e, 281b, sigradi2013_183b, 7547, cd27, 1685, 530b, 43fe, ijac201614309r6, 7f94, 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sigradi2015_6.387y9, c692, 1cc1, ascaad2014_022i4, 2934, cf1a, 983e, 1ee4, 13d7, 31f4, 6bcb, 7eae, 8232, ecaade2015_287s63, acadia16_224v14, 81ac, 5489, b97f, 5d0a, f456, 47b7, a461, 90cc, 5e7b, 43a7, 2fd7, a679, c892, 3942, 8951, 95b5, c2a2, fd55, 4e42, ddff, acadia14projects_145l, 105e, 5962, 95a4, 6c64, 202b, acadia14_291at, ijac201513105m4, e2cc, ecaade2013r_008o5, ecaade2016_071w18, b88c, 04c2, d943, 269c, e29f, dd0e, e48f, ece0, caadria2016_229x10, 7ef7, 4b19, 0230, 3c0f, 3b69, 241b, 7b7c, 0b7c, 4b6a, 382e, 0886, 2607, 519f, f356, 314e, sigradi2016_515g, 75c7, 5b6a, 86d8, ecaade2016_188j50, 8bf9, 3fc7, 9928, ff7d, e1d5, 2444, 5179, 9090, 3650, d60c, ecaade2014_095s22, de52, caadria2017_033s11, caadria2016_851j36, 88ee, 9235, 12c6, a131, 4395, feb1, f79e, d391, 7551, b120, 0e29, 6742, be54, 008f, c27a, 710f, c622, 9531, d664, 1ac7, ijac201614407d5, 859b, 55d9, cb2b, 0319, 30c1, a625, 03de, cf7e, 11f4, 1e8c, caadria2016_517a22, 362f, 9a97, 488a, 4f7a, caadria2017_035u11, sigradi2015_4.52l6, 5994, 768f, d2e4, eba6, ascaad2014_029c8, ab1d, 3aa0, c947, 3416, 9dd8, 902a, caadria2016_157t6, e334, caadria2016_177g8, dbf7, ae5f, ecaade2016_007l2, 1d8c, 0f92, 92be, 5e9b, 94e5, 1712, 119d, 64a1, b728, 3ff8, d4df, 3b96, 03e3, 3c73, 7b21, 7888, 5624, 74fe, 2a15, 396a, 624d, 84db, ed29, e15e, df35, 218c, 6605, 61d5, b8ab, 3d15, 6e73, caadria2017_096s26, a21a, 0828, ae29, f6fe, 099f, sigradi2013_304z, 3343, 6715, 9e31, 9185, ecaade2016_017l4, 60a8, 59af, caadria2016_457m19, f4ec, 3441, 83f3, acadia16_214y13, 7a58, 7c7e, 9077, ecaade2015_11d1, 3f4b, 3e38, 55f4, 0bed, 0458, 2027, 9c62, 3a80, a89c, acfc, fee9, 1755, 11dc, 7b81, 96a2, acadia14_463g, 4098, caadria2015_237t35, 09a1, 572c, be64, 43e7, a8be, d0c0, caadria2016_415v17, 0948, ecaade2016_110d30, 1f79, 69cf, fdcd, 4b21, ecaade2014_022w5, 7c5e, b00d, sigradi2016_431s, sigradi2016_490ff, 4693, 4acb, c81c, ijac201412408k2, afed, e18f, 3c1f, 733c, d644, sigradi2013_401g, 8ad7, e312, 8646, ecaade2016_045k12, 2ab7, d198, 4a9b, 02b5, 45a5, 3be1, b6a0, f6bf, 3042, e7ed, 8ab8, 947a, 730a, ecaade2015_143i30, ecaade2014_168w40, 6721, acadia14projects_347as, ecaade2015_222c49, 9d31, 11a3, sigradi2016_602ww, 467f, 9965, f349, 5847, acadia16_224o14, ascaad2014_017k1, c52a, ecaade2015_169y34, 46bd, 9b16, ab1a, sigradi2014_213v7, 3d25, 68de, ac10, 19eb, c230, efa4, 1ea3, eeb1, acadia14_125ae, 6a6a, f014, acadia14projects_33ag, abb3, eae9, 4657, 684f, 18d2, caadria2016_281i12, 136c, 0918, fd99, e184, 6af9, cf60, 2784, ascaad2014_031k9, 4704, a16f, 288c, a381, ecaade2015_334u72, e162, f0d5, 0778, acae, 9d62, ijac201412408p2, 34a1, cf05, f8b0, 8c45, sigradi2013_117a, ijac201412205c4, a731, ecaade2015_114k22, 26e8, 61c5, cfdd, 7b2a, 85e2, 0a21, 787d, 0392, 83ee, 795b, 4031, 918e, bab0, 9c3c, f3fe, 4cf2, d1bb, e736, cd10, 86cb, e837, 5278, ascaad2016_048f20, acadia16_402m24, f82e, acadia14projects_145aj, 7ee4, e04f, 19cb, caadria2016_435s18, d29d, 6ab6, 5a39, ae76, c757, ijac201513202g6, acadia14_609at, 9899, 6963, 0b26, 9450, 7e66, ecaade2014_226a59, 9757, 8a9f, 0805, e082, 298b, b626, 15fe, 54c7, 5dd8, 1818, 5197, d7e0, ea35, 7205, d6e2, acadia14projects_291aw, fb5e, 1804, 3676, 920a, fc82, 2b4d, acadia14projects_339az, a005, efec, 9efb, b096, ecaade2014_052h12, acadia14projects_317ab, sigradi2016_732p, f404, 74f5, 39dd, cef7, sigradi2016_654zz, 0d6d, ecaade2015_118x23, ecaade2014_072n18, caadria2017_174t42, 335c, 9172, e501, f37d, 60b4, 5bc8, dc36, cda5, ecaade2014_176k44, cece, 6ae9, 09eb, dafe, sigradi2015_6.151h8, caadria2017_042u13, sigradi2014_307p5, d920, a4ce, c2a5, be2b, sigradi2014_045g4, d76b, 5498, a5ba, 36b7, ijac201412205r3, 743c, acadia15_451z19, 55ff, 2701, 48b8, ecaade2014_224d57, 7379, eeb9, a403, 6e43, d4c7, 4230, 5261, 9fbf, ascaad2014_036d2, 7fd7, bde3, 1199, 0f27, 488f, 9776, 5547, 1e26, ecaade2014_185s46, 1f97, 0fd6, e887, 71e9, b119, acadia16_88h6, 1e73, sigradi2015_11.196i26, 2ccb, f98f, 49c1, ijac201614201b6, b567, d2fe, 3448, 2ded, ascaad2016_022h9, de87, f1bd, 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6690, bb3e, f59c, caadria2015_090x14, caadria2017_016g7, 06c4, 89a3, 6b89, 31d1, 6189, 4446, 675d, 9ed6, caadria2017_047i15, ceb4, ijac201412408f2, 7207, d845, ecaade2014_050b12, 4717, sigradi2015_8.276y14, 695a, caadria2017_001a1, ecaade2016_ws-dleadl68, c0aa, 21a8, 71a2, bd58, acadia14projects_609ap, 08c9, ab4d, f55d, 0d29, a0ef, 8f54, f77f, 4593, fc67, f5d0, 4d1f, 8698, caadria2016_177x7, ecaade2013r_004t3, acadia14_23av, eb35, 73a4, ecaade2016_158m43, 88a1, 1236, 8d2e, a15d, 8131, 00c5, 0093, cef3, 6a36, 55ea, a2e0, 5027, 36e5, 0291, c2e3, 1eac, 7bad, c0c9, f165, a756, sigradi2016_764f, 3064, 9a0a, acadia16_174e12, 71b1, 9380, 2364, 429c, 9e0c, cf7b, acadia14projects_375d, ascaad2016_001g1, 6a9a, a2df, caadria2015_218v33, fdc6, 126b, b902, 0b00, 85c0, 84a0, 9616, cdf6, 5f10, f96c, c638, 9297, 3297, 241a, 498f, ecaade2016_063o15, acadia15_110d4, 3977, 1322, 725c, 41d1, dcd1, 0090, a59d, 6c59, 8696, 294c, f7bc, 4dac, bf7e, ad75, e231, 8310, 5780, 9a44, 2d19, da22, ecaade2015_25g5, e7e6, sigradi2014_136f2, b7b7, caadria2015_226o34, sigradi2016_571uu, 859f, 9e21, 270f, 0c62, caadria2016_445c19, 70c4, ecaade2016_mrtm66, 2977, e767, sigradi2013_117k, fa71, c547, 1a98, 6853, 3712, a51e, 8311, acadia14_347au, acadia14projects_153av, 931d, ascaad2016_025l10, bec3, sigradi2014_075b7, 7c8a, 28ee, 29fa, caadria2015_164b25, 161e, ascaad2016_056e22, 80d6, ijac201412205i4, 1a6b, 33a7, 6e0f, a6ec, 9ae2, f027, 503c, sigradi2016_448ii, 660a, 47c3, bc8c, 4b9e, 5114, cf90, 541f, b16c, 0f9f, 38a5, ascaad2016_047a20, acadia15_263v10, 871c, 4536, 832b, a3c0, 01a0, ecaade2015_317y68, c92e, 5115, 0b35, ecaade2015_158b34, sigradi2013_100g, 819c, ecaade2016_118g32, b281, sigradi2013_387d, 38d3, b859, 8d67, caadria2015_064o7, 6d35, 6db9, sigradi2015_8.186l12, acadia14projects_117b, 75e5, ecaade2015_314o68, caadria2016_301l13, 0ebe, 5099, 0171, ascaad2016_048j20, ef4b, ecaade2014_024f7, 46cb, ijac201412408o2, sigradi2016_695r, 0b93, caadria2016_467r19, 5a5d, bd18, 96d6, 3878, caadria2016_777x32, dea0, 5195, acadia14_661c, caadria2016_457e19, bcf5, 13ef, 7cf7, 652f, 1aee, 57ef, 4745, acadia15_195b8, bbc4, 6292, f585, ada9, 124d, caadria2017_021g8, 4ff1, 1150, 0a3b, caadria2017_096y26, 7b2b, 365f, acadia14projects_479c, f7aa, sigradi2016_686zz, d966, b5fc, 57da, ijac201614303f2, abe6, 4edf, a349, 5d61, d859, aeb8, 6931, sigradi2014_330s7, 6554, 7013, acadia14_445ac, 7d0e, afee, e45a, ecaade2016_018h5, 502c, 07f4, cc26, a9d6, d90e, 95e4, 63d8, 57fe, ijac201412304c1, 4a0c, caadria2017_041z12, dcef, 3b77, 8750, c0fb, caadria2016_851a36, 9bab, ecaade2013r_006z4, 2213, 3df5, ce9a, c09e, c887, f0b4, 2651, 766f, 7163, ac5a, acadia14_375b, 3a3c, ecaade2015_18f3, 041c, ijac201614103r3, 47de, ecaade2015_171l36, dcd8, c72a, b543, 0c13, 23f4, ecaade2015_230j52, 4e0d, 2f03, 81ea, 8ceb, d8e0, 3c96, ce26, c44e, 185c, ecaade2016_163d46, 6fc8, a8b1, e707, 697b, bb62, e7aa, 0c71, c4ac, 0b7d, 53fc, 20b8, sigradi2015_11.136y24, fd29, 29dc, 9f18, daa1, 619b, fb0c, e2f2, 6bab, 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