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_058
authors Aschwanden, Gideon
year 2016
title Big Data for Urban Design - The impact of centrality measures on business success
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. 457-462
wos WOS:000402064400045
summary This paper investigates the role of spatial parameters in relation to the economic dynamic embedded in the urban fabric. The key element explored in this study is the role of the urban configuration and accessibility on the success of different business sectors in Switzerland.The underlying hypothesis is that economic markets are constant forces of change influencing the development of cities and functions on all scales. Markets are institutions that reduce people's choices based on a myriad of factors to a single number, the price. Accessibility is a resource for each business that yields multiple values of benefits and transactions in terms of economic properties. This project explores the interaction of multiple measures of accessibility, calculated by Space Syntax analysis, with the success of different markets represented by employment by business sector. 828548 business locations and 44 spatial measures were used to derive associations between them. The results show that the measure of 'Choice' correlates highly for smaller radii and 'Integration' for larger radii with the total number of jobs. The result also shows each sector has a specific set of accessibility measures that allows them to thrive.
keywords Big Data; Centrality; Economy; Accessibility; Urban Design
series eCAADe
email gideon.aschwanden@gmail.com
full text file.pdf (5,274,982 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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826a, ecaade2013r_001r1, 11a0, 976d, sigradi2013_271, ecaade2016_234w62, 8f37, 1812, 0bbf, ff88, 51b0, 5778, 386a, aafc, c409, bfcf, 0107, 8da7, cd9b, 4b35, ecaade2017_124j, acadia14_189ay, 8baa, caadria2016_033z2, 2d27, ijac201412306d3, acadia16_106o8, 80f9, 443a, 5281, dea1, 8774, 1061, 3d2c, ijac201614207f11, acadia17_324y, ecaade2015_18f3, 9f32, 0a9f, b31a, 27ae, ascaad2016_049s20, 74fe, ijac201412207h5, b1f0, dd57, e9bd, fcb2, 56b4, 5a9d, caadria2017_015b6, 4b4a, ecaade2017_230mm, 0df6, ad8c, 7f7e, 8d0a, ecaade2014_157r38, 5595, e29a, acadia17_658c, b696, 8c3d, 99af, 253f, ecaade2015_178d38, caadria2015_119a19, ijac201614407b5, bc02, ebf8, 3947, sigradi2015_3.209h4, 079e, 5ea4, c3d7, 6b4c, sigradi2016_440gg, 5964, d767, sigradi2015_11.34x23, 0d86, 5b8f, 77e9, a504, 88de, f22c, 842d, ecaade2014_112e26, sigradi2014_314p6, ijac201614303t2, 679e, 8b77, 5dbd, 8e72, 38c3, ecaade2015_287u63, 19f1, sigradi2014_271o2, sigradi2013_244o, 65c2, a728, 4b08, acadia17_340g, caadria2016_229n10, 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acadia15_483d22, 18ed, acadia16_298o18, 7980, 8371, ca0a, f34c, acadia17_100m, 8766, fdc4, 8155, 6758, 6a2a, acba, 1555, ecaade2014_011h2, 32d0, a5dc, 50e0, f7cc, 9fd3, b45c, 1b2f, 7621, 0b47, de2f, 06b1, 06b5, 2876, 2cc9, 3102, d81c, b229, ecaade2017_155h, 97c7, 4152, 2409, cf84, sigradi2016_484mm, 3c65, 6976, 6d68, 1d07, 0eec, 1125, 90cf, 8049, 4bfe, a447, acadia14projects_53k, 8278, db2e, 33df, ecaade2017_157gg, 54d8, caadria2016_683h29, a0ef, 8268, 212c, ecaade2013r_010z6, 3004, bb73, 63ea, c7ec, 6cd3, acadia17_110x, 116d, 39cf, 9f31, 4900, 02d8, dce3, 4f78, eaa8, 4922, 1f78, 08b5, 3ca5, 92ca, d439, f452, 7606, acadia16_478m28, 2825, ecaade2015_240r54, 721a, sigradi2016_674kk, e270, fbae, ascaad2014_005c3, ascaad2016_017z6, 01cc, f28d, 9a51, 018a, 5b62, 13dd, f543, e92d, 17dd, ad43, ecaade2017_229ll, ecaade2016_007j2, 61d5, b939, 8ad2, ijac201614105n4, 37ed, 82f0, 54bb, df65, ecaade2017_006aa, 1fe6, ecaade2017_019uu, ascaad2014_025k6, 0a2a, 03ce, ecaade2014_010z1, 4f94, ecaade2015_101c20, fd9c, acadia17_403p, 7a3f, acadia15_274h11, ijac201614403j2, 883a, ae78, ddc5, 31f0, 5f2d, e24d, dcf8, fc75, 0400, 995c, 415c, 41ff, 184e, ijac201715104cc, sigradi2014_263d1, sigradi2014_265x1, e380, a7ec, bb9f, 52fa, 3813, 2880, 91e0, 7ece, acadia14_247u, 13eb, ecaade2014_052j12, ded4, 7359, b03d, b02a, afff, 8c6c, acadia17_154x, acadia17_273x, c1ff, 6fac, 8172, 0830, 4b5c, f476, ecaade2016_243u64, ecaade2017_101u, 1783, acadia17_350hh, 2717, 16ac, 7787, 3fe1, caadria2015_033d5, 65ae, ecaade2014_057p14, a2c1, 68d4, 32be, 10d0, ijac201412201p1, d8f4, b423, 04a8, ecaade2017_003h, ecaade2017_076gg, 0aa5, c37d, 8a3e, f661, sigradi2014_282l3, 1e16, 7415, fd49, caadria2016_809h34, a365, c3ab, ecaade2017_046yy, 603c, ijac201412206b5, e3e8, a1c3, 81b3, ecaade2017_293mm, dc59, ecaade2014_052m12, 5102, 7d2d, 7b44, c331, 370b, ecaade2017_061b, 533d, fcb8, 034c, c25b, 4ab2, ecaade2017_157dd, b20c, sigradi2016_636n, 8d3a, 9e85, 54c0, 9041, ecaade2017_155j, 2217, c223, 7563, caadria2016_013v1, dbac, d22c, a72b, d862, 1408, 1342, 703c, 9c98, f526, 2694, 0669, 0c3c, 89ed, e816, 70fa, bf2d, 14e4, 40e2, 4799, ac7c, 7796, ijac201513202i6, caadria2015_086h13, ebe6, acfd, ecaade2017_257uu, c1bc, ecaade2017_095z, b054, 3082, 652f, 2fcb, 2c8c, 84ca, 2a93, 2620, 0cd4, 38dd, a27f, f4af, 1b98, 5c31, 8979, dd35, 66ff, b483, ascaad2016_049t20, caadria2017_094y25, 5d98, 61c9, a9c2, 2a0d, 3bf0, caadria2015_188x27, 4ac6, ed43, c044, ff6b, bafb, 37fa, 45fe, caadria2015_084u12, 1dcb, 12c6, 476d, 150b, 75af, a304, acadia14_473am, f91c, 4136, c9bb, sigradi2013_393, 7e6b, 12cc, 8397, e9a1, abd8, 2b34, ea44, 5519, ecaade2014_041h10, 5de3, c4cf, bbf4, b1e6, 7a7d, c4c5, b21c, caadria2015_073o10, b38d, 3f67, cc85, 234c, 604e, acadia16_344p21, 95f1, a543, 31be, a6b7, 411d, 1764, b51c, c5db, ijac201412302n7, 684c, 9c91, bd6a, 357c, b985, d484, 6524, ecaade2014_029c8, 5959, e012, acadia17_52h, ecaade2015_84a17, 1f20, 5738, 850d, d515, 2868, ecaade2016_163l45, 85ad, acadia17_462hh, 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ascaad2014_003n1, 3d63, e74b, d752, 529e, sigradi2013_138l, c29c, caadria2017_174k42, ecaade2016_147w40, 3920, acadia17_177j, sigradi2013_303m, 0e3a, acadia14projects_145x, sigradi2015_9.347t17, caadria2016_415v17, 91ee, 7a06, 9c8d, 05ed, ff15, db89, 1fd4, f0dd, c6cc, caadria2016_167o7, 9df4, d4a5, fdcd, de4b, sigradi2016_659o, 521f, 273c, sigradi2014_197x6, b26f, f364, a77e, ecaade2016_032o8, sigradi2015_8.264t14, ec4e, sigradi2014_214d8, 3533, 1183, 4055, 3206, 8d9e, 7274, 2ad5, b885, f74b, 844e, 3f64, ecaade2014_157h39, a0b2, caadria2015_157s24, 2ab0, ecaade2016_067v16, d8d9, acadia15_431v18, ecaade2016_042m11, ea4f, fb86, 4cea, 9eba, a831, ef25, 174e, 55a9, sigradi2015_sp_8.326b31, 9aae, 9825, 723b, d160, acadia15_333y13, 170a, b6e8, b701, c908, ecaade2014_108j24, 9dd3, 7e48, 8507, acadia17_202h, c37c, a0d9, 6718, acadia14projects_101s, 8b9f, c1da, acadia17_637xx, 33b6, d2f7, sigradi2015_8.264o14, 9cf2, fc15, 6800, sigradi2013_421k, 97d2, e224, 36dd, 2448, 116e, c72b, da6c, 2ff5, 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sigradi2016_441ll, 8183, 8610, 5a97, aa38, 37d6, 269b, 3343, 0255, df56, e79f, 7d1f, 389f, 3682, acadia17_153i, caadria2015_004k1, fecd, d803, bc04, 9fa7, acadia15_483r21, 5554, acadia14_63ak, c808, acadia15_57r1, acadia17_640vv, acadia17_37dd, ecaade2013r_015o8, 6852, caadria2015_208x30, 2999, 38b0, 3890, c4e2, 9563, sigradi2016_369b, 46c1, 39c0, c10a, dccd, b69a, 6f50, 3854, 650c, 77d3, 36fc, 7a0e, 83b6, sigradi2015_sp_12.402t31, 7cc2, fba7, e3dc, befe, 6f2f, acadia17_82zz, ecaade2015_237x53, 5f65, 8e6e, fe04, b2cc, caadria2015_142k23, acadia17_330zz, 54b8, ba91, caadria2017_115m30, ecaade2015_79h15, caadria2016_405b17, 7d83, 2724, 1b4d, 733b, 5ca4, 4518, 700b, ecaade2014_226b59, 6d61, sigradi2016_809rr, ecaade2017_248zz, b364, ecaade2017_094k, aee7, 4d46, e476, acadia15_483a21, d043, 24d4, 205d, f04d, e0e0, sigradi2016_507rr, ecf9, 2143, 31dc, b16b, 29ca, 2de6, 3574, sigradi2014_345d9, 0dfa, ijac201614404y2, 4cdb, sigradi2016_448y, d957, 6d2d, acadia17_62ee, d447, a887, 314b, 2ee0, bed9, 3d94, 98fe, b5ab, 626e, 8e37, f1c4, caadria2016_549t23, 4272, e460, 2d70, ecaade2013r_005j4, ca88, be1f, 102a, 2acf, 134d, 14e9, 16c2, 5423, 58e2, ecaade2014_168t40, f565, 928d, 482c, 6575, ijac201412401t3, 3382, fa37, da44, 541a, sigradi2013_330c, 2a9f, 6a62, 5f53, acadia17_435c, 40bb, aab5, 1a63, ecaade2015_86k17, acadia17_373j, ecaade2015_152a32, bda3, ecaade2017_144w, ecaade2014_239v61, bc34, 8ff0, 8efb, f13e, acadia17_92l, ecaade2017_308q, 1167, 1190, fde9, f866, ecaade2014_168r41, ecaade2017_291y, 9753, e2c0, ecaade2016_089g25, 8875, e752, 7c16, sigradi2016_659t, ecaade2016_065e16, a879, a2bf, 1859, bed0, 7ad0, e2c7, fa61, b447, ba2a, c022, bba2, ijac201614105v5, caadria2015_033e5, ascaad2016_045f18, 9536, 9d5f, b4e3, acadia17_282jj, acadia17_258l, e1fa, a04a, 1a3f, d828, ecaade2016_018l5, ab86, c81a, ecaade2014_052i13, 1928, 1dd3, sigradi2015_9.152m16, a109, acadia16_352w21, 479c, da3c, 226f, 78ae, ijac201715203nn, d89d, ecaade2014_130a29, sigradi2016_364uu, 5e8c, 73d0, 6fcd, b161, caadria2017_190o45, 37e1, acadia17_456hh, 9241, e21d, 8184, 9d4d, bbc4, 2e0a, 4dcf, 7df3, de88, fad3, 45d1, caadria2016_851k36, c26a, 077d, f58b, 2882, acadia17_92m, acadia14_247k, 821e, d1f1, f182, ecaade2015_324v70, 33f0, 3249, 64bd, 75ab, sigradi2014_281i3, 0d51, a3ab, 1f40, f332, 4805, 3d1b, 4172, caadria2016_333u14, 77f6, 51ad, 81bb, 19ca, 6469, ijac201614307t4, 7988, caadria2017_132p35, e0eb, 5b0c, ffe2, ijac201614306w3, acadia14projects_267g, 8169, sigradi2016_625gg, ijac201614105i5, 9d6a, 34f7, c686, 9904, e42b, caadria2016_197j9, acadia14_153e, d165, 12d9, 3ef8, 45f6, c8a0, e814, caadria2015_142l23, 143c, cc31, 6405, b089, acadia17_590i, c16c, ecaade2017_172m, f28b, sigradi2016_815y, 7366, ecaade2017_220mm, ecaade2015_278m60, dbf9, 9b49, 854a, 3748, d4b6, 3736, 9f7b, 842b, d8b6, 033c, 07e3, b764, 34be, 7cdd, af52, ascaad2014_014e8, acadia16_34a3, bd94, ascaad2016_023b10, 17a9, ecaade2016_063l15, 019c, 9f86, ecaade2013r_008p5, 9d03, ijac201513103b3, a07c, 2a5b, 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2845, ecaade2015_100n19, ecaade2017_255b, 10eb, 7b94, 4b9d, acadia14projects_479a, 46cf, 0ce7, acadia16_478s28, e498, dcb6, 4364, ecaade2014_072o17, ecaade2017_256y, b5f5, 6dc6, 5f1d, 7def, 1f9a, 0406, 1009, 519a, ecaade2016_006r1, 1e58, 1a21, 9095, 7e73, 3255, ecaade2014_019e5, ijac201412205c4, ecaade2015_200p43, 95ee, 7ee1, b2eb, a7eb, ecaade2015_55f10, ecaade2016_108y29, 2ce4, de9c, acadia14_601ab, 029e, 1892, 353e, 23a0, fb64, ascaad2016_028l11, 0632, 59c6, acadia17_323n, c6ac, 1509, b4dc, c1a1, ef05, ecaade2017_083vv, sigradi2016_625tt, 826e, a65e, 8058, ecaade2017_083zz, d249, 78b4, ijac201513205x7, 41e3, 38a9, cc8b, b61f, 23b1, d86a, 587b, 3409, 3c14, 97ab, 9d45, 1245, a483, 5735, f779, fbe2, 0af2, ecaade2014_169n42, caadria2015_208c31, 9305, e71e, 88f2, b83a, 816f, f8c9, 8a40, 00c3, b2e6, ecaade2017_066k, b717, sigradi2013_74c, 6cf8, ecaade2017_273o, 76dc, ecaade2016_085k24, ijac201513201h5, fadf, 0ac0, b611, ecaade2014_038d10, 08e8, daf6, 111b, b970, 485b, d84e, 1c0b, 073b, e56c, ff06, 5f2f, caadria2015_048n5, d103, ea8f, 4957, b9d7, 8af7, 38be, acadia17_91a, 221b, ecaade2017_087r, 17d9, 2966, d41f, ec01, ecaade2017_290qq, 5c25, 402f, 47c0, bcc8, fa50, 16f9, 5bed, e884, 74df, ea3f, ijac201412205r4, ac07, 0d32, acadia14_619ar, 55ae, 94e1, 58fd, 54f6, 928e, 67e5, ce14, 1637, 54b4, d6c1, be66, c342, cb6d, ecaade2014_151z35, 7426, acadia15_395x16, 1502, 2d2f, 58fa, 599b, a092, 946b, 2414, cb90, 277b, ijac201412306a3, 0481, 0718, ecaade2014_108d24, f2dd, 8a3f, 9377, fa9f, 14e1, 237a, b6a2, ef43, 141d, ecaade2017_017w, ascaad2016_046n19, acadia15_195b8, sigradi2013_157, 3b45, e45c, 8c34, caadria2015_124d20, 631a, acadia16_478j28, ecaade2014_194b50, 490d, 57b8, ijac201412402g5, 5aa7, ecaade2017_309mm, 2c5e, ecaade2015_110g21, caadria2016_797w33, acadia17_62tt, 3475, 24bb, eaa7, caadria2017_113y29, caadria2015_102c16, b0ef, ecaade2017_189uu, abe2, ab51, cf1f, f3f5, f76a, 9ed8, b644, 5df5, 69ae, 5640, ecaade2013r_020m10, 96b1, 9c41, b63f, 628b, ascaad2014_028o7, d1d4, ascaad2014_017n9, 7b67, da76, sigradi2013_10c, abfa, a777, 1277, ecaade2017_252e, 42ea, 85b7, cd1d, acadia17_51xx, 5514, 2e97, 372f, acadia16_12z1, c9a3, ecaade2017_291aa, ffcf, 9e25, c2e9, acadia14_375k, ascaad2014_026z6, 9ea7, caadria2015_226z34, sigradi2015_1.288b1, 0a96, 977f, ea8d, 9a95, 2436, 771d, 4200, 8a73, a8e9, 7ffd, ecaade2017_006hh, 3b50, d59b, 387b, 5d93, 34ea, 08e1, caadria2016_073x3, 9d56, 0660, ee5a, 39f9, ecaade2015_180t38, 3c35, f665, 3b83, fd4d, 76a3, d637, caadria2016_167h7, 58d5, bcb1, 7d1d, bc92, 27c0, 209b, ascaad2014_001a1, acadia17_560l, 2a84, 7b77, 12c1, d4b5, f1d9, 3bca, 7e18, bd9b, ecaade2016_046y12, ac2e, 850f, ecaade2014_162u39, 4916, 3e12, 8cdc, e1d1, 7deb, acadia16_362k22, ecaade2014_038y9, ecaade2014_128u28, 071e, sigradi2014_281d3, 09eb, c395, ddeb, 41b0, 6ce6, adfa, 1ee4, f2b9, fc97, ecaade2013r_020s10, 6d8e, 08d7, 98dd, ecaade2015_227k50, 4408, c33c, 635b, e43e, 42bc, 6bb2, 1ec0, 80af, acadia17_50zz, f2df, ff96, 6b05, 77fa, 2abf, a3a2, 976a, sigradi2016_479aa, 4d6a, acadia16_24p2, 9b0a, da1f, 329c, 3df0, 11b4, 60c7, sigradi2013_397d, f2a1, d215, sigradi2016_455f, acadia15_232s9, ascaad2014_007j4, 3ab0, 8c75, ecaade2017_042y, d0af, ecaade2014_146u33, 73ae, 215a, 0026, 931c, caadria2017_057r19, 516a, acadia17_154pp, 535e, 7c91, 73dd, acadia14_317z, sigradi2014_345y8, 86f6, ed0a, sigradi2016_515g, f245, d79f, e5d9, c2e0, 7a8e, 7f83, f4fd, 32a0, 81f5, acadia14projects_565t, cd17, 72d1, 8e6a, 97c2, 3c82, eba2, 23ce, 1f76, fc86, 8d1b, 19a0, acadia17_71tt, acadia14_523at, 7c33, 2ba6, 60f1, 7ec5, 0184, acadia17_520bb, efc0, 04c7, f2e1, 12e6, 414a, 8ee7, 18a1, b591, 1933, 883d, b0e6, 7d90, 3123, 716f, 5336, 2f7b, 56d1, 23f4, f09d, 3359, 6ef7, 9b59, acadia17_462ii, 77a1, ijac201614403p2, 5d57, acadia15_110c4, de91, 3a6b, a7e2, 12e7, sigradi2016_777ee, a1d8, 5380, 0a0f, 619f, c9b8, cde7, 7473, eb19, 084a, caadria2016_683j29, 4c03, 2a76, e3fb, 65bc, 58bc, f60a, 373f, ecaade2014_225l58, 8f54, 85cf, 125d, sigradi2014_313w5, 3ec4, 03fc, 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ecaade2017_009z, 1e24, 963a, f0e7, 860f, 59f9, 73f7, 6bf0, 729c, fd98, fb8d, 4dc8, 019f, ecaade2014_239r61, acadia14_117ay, acadia17_138uu, ascaad2014_020p3, 6029, 6e51, 116b, 5b34, 65dc, ecaade2017_256hh, a095, acadia14_479l, 3e63, c525, 96a6, 164f, 4c15, 7140, ecaade2014_079u18, d6d5, 5115, de32, 7951, 5e92, 2d3b, ecaade2016_230r62, 0b5d, 56b7, ecaade2016_224v59, bc90, e992, 24a2, 923e, ijac201412402u4, 1507, 420f, 109a, 752c, 560d, 41aa, sigradi2016_559t, ecaade2016_106k29, 9161, 393b, ecaade2014_168d41, 5643, 800b, 567f, c5f6, caadria2016_819y34, 3823, ecaade2015_103p20, 9881, 4877, 5cea, d56f, caadria2016_703h30, ecaade2015_155v32, a49b, sigradi2016_625pp, b498, 2d56, af8a, 7131, 9716, d1d0, a299, c617, 54d0, acadia17_322h, 9fd6, e47c, acadia14_565y, 7b5b, 5ae4, 1a18, ab06, bb47, eb1d, 6c8f, 9652, 0ad8, 6523, 915c, f128, f26d, 6212, ecaade2015_35u6, a773, 654a, 4f8b, 3010, b2bf, caadria2015_054k6, 0c71, ef42, 846c, 28d4, ijac201614309g6, 9869, ea9c, ecaade2017_290pp, 1272, 6478, 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sigradi2016_816tt, 427a, ecaade2015_100r19, 9698, 920a, be0d, ijac201715203p, ijac201412406p9, ecaade2017_087p, 7da2, ecaade2016_113v30, 58d4, b1e3, ae3d, 6e9f, ecaade2017_109mm, 5d46, 8824, 5679, b769, 0ace, cdda, d100, 3ca2, 1b75, 668e, ecaade2017_019yy, 3556, 8dda, acadia17_640oo, ecaade2017_031oo, b40e, ad4d, ecaade2017_021r, acadia17_426d, 1772, 33d9, sigradi2014_134a2, cef3, 5461, f4ed, 09a3, fa92, b235, 2792, 3295, 58bb, 090c, ecaade2015_84c17, ecaade2015_38k7, 532b, 4671, a2ee, 44a9, fa25, ecaade2015_118s23, ca82, 047b, 35a8, ecaade2017_026kk, 893e, 0020, 8a29, 1fc0, b264, 788c, 8a86, d608, b923, f8fd, 9244, e684, beee, 7c8a, 6dc8, ba56, acadia14projects_589f, cf37, 5ffb, acadia14_479o, ecaade2014_052e13, ecaade2017_116m, de52, 276e, fa6c, faf0, acadia17_188y, 2772, 91eb, 2fc4, ecaade2016_129g36, 70b4, ascaad2014_008x4, 2395, 09e9, ecaade2015_86f17, 9dc9, ecaade2016_002c1, acadia14projects_43at, 1ccb, 04d6, a499, ascaad2014_010r5, 7af8, caadria2017_069c22, 2c69, 240d, f899, 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acadia14projects_389aw, ecaade2014_057o14, 4746, acadia14_647au, 3afb, acadia14_619ai, ecaade2013r_003l3, 6a4e, 4e8f, acadia14projects_579d, 6285, 266c, ddb3, 19d1, b64f, fdea, 603b, 4cb7, ed13, 07b8, d0e6, 1299, cf86, e3f9, 7011, 94e9, 7eea, 3285, ecaade2016_230j62, 6046, 857a, 6dc9, 15ef, f02d, f0c6, 0e9f, caadria2017_063w20, c8ed, 3526, ascaad2016_005d3, 67bb, 1dcf, acadia17_292q, d022, 6211, 9cb2, ijac201614201v6, acadia14_589i, ecaade2017_308z, 1dd1, 3ec3, acadia17_598yy, 1234, 5986, 993c, 6bee, 4b32, ab3c, sigradi2016_669aa, caadria2017_081n24, 7dca, 9be5, 22b1, b37c, acadia17_26c, 0ead, e993, sigradi2016_590i, c3cb, 5202, acadia14projects_487f, ef35, 6434, ecaade2017_076ii, 0e5f, d719, 414e, ea36, 8609, ecaade2016_048w13, acadia17_82p, ace9, d27f, 3b6e, 90b6, 1995, 4c99, b0c8, ecaade2013r_014g8, 4761, 64db, 2a83, a198, 5a19, 5fbe, 7c2a, ecf5, ascaad2016_057r22, 8395, b756, f288, 703a, a0b0, ecaade2017_116k, 0c14, 5f46, ijac201412408m2, 69e7, f19c, 37c6, bab1, 6695, abab, 1946, dc44, 046a, 42d8, 6f58, ae8b, eab3, ecaade2016_065a16, 08ff, 099f, 4867, 9aa7, 58a7, b26c, sigradi2015_2.213w1, 4cd1, 4b09, 4d5e, 00bc, acadia14projects_601y, 2a72, a8c1, acadia14projects_339an, bbfc, ijac201614305i3, acadia17_189uu, fa30, 2992, acadia14_523as, caadria2016_435s18, ad01, acadia17_340s, f791, 89ae, 48b7, 0f7b, 635a, ecaade2016_222e57, acadia17_127ii, 74c5, caadria2017_042z13, c0b8, a41c, ecaade2014_168i42, ecaade2016_162d44, 090b, 1bf8, 033d, ecaade2014_086o20, e256, caadria2016_167g7, sigradi2015_10.140o19, 221c, 519d, 9134, b966, ecaade2014_186w46, acadia14_579e, c6b7, caadria2015_185m27, acadia17_365h, 888f, 7be7, 1aea, ijac201513204t7, e5d6, 22a7, d17c, 25b0, bffc, ecaade2017_155m, cf75, ec34, 245e, de41, 7100, d4ca, 17b4, acadia17_390nn, ecaade2017_051x, 121a, 359a, ff2a, ijac201412307l3, b259, e677, 096c, f8b5, ecaade2017_305b, 97a4, f493, sigradi2016_550l, da38, df4a, add8, 9d63, bf88, 5892, 6732, 6897, be73, e9af, a6bb, f4ea, a5fb, 9e77, f020, 5359, ecaade2016_223f58, 9d9f, c70b, c68a, 85a6, 0c99, bf5e, 1b95, f5e6, 2280, ecaade2017_101ee, acadia17_570v, 4423, ecaade2017_243dd, 7b89, acadia14projects_487i, acadia16_98b7, b692, 3f6d, ecaade2017_155g, ecaade2014_237f61, 8edc, ascaad2014_026s6, 51cf, e0ee, 626a, caadria2017_051c17, 9131, 050b, 2294, 6d8a, 1dc4, acadia16_12j1, 181c, acadia17_414ss, ecaade2015_169d35, 1821, 6712, a289, ijac201412204x2, 74dc, 2972, f601, 7acb, ee98, bcc5, caadria2016_157t6, caadria2017_058j20, ac6b, ascaad2014_007d4, de26, f87d, 6476, ascaad2016_058h23, 566c, 6686, 2524, e596, sigradi2016_522w, ecaade2014_194m49, 6c6d, 1a83, e74d, f78c, sigradi2016_382bb, 13f9, 864d, ascaad2014_023t4, cb3a, caadria2015_130i22, 8f7b, acadia17_608gg, b699, ab7b, 7e5d, 890f, cdff, c911, bb8d, ijac201513105f4, ff71, acadia17_456kk, 965c, 2ff9, ascaad2016_018p7, 8b39, c77d, 39c8, 327f, 6838, ecaade2016_140r39, ascaad2016_001c1, 2874, c1d6, sigradi2016_510xx, ad44, sigradi2016_814i, f69b, acadia14_389a, 778f, 40d8, 4471, sigradi2015_8.289d15, 1b10, 40b4, ad9c, 0d84, 3346, acadia17_282mm, 03ec, ecaade2017_203ii, dd88, 9c3d, fd75, 66ba, dbf0, a4ec, 562d, 3e36, 4869, 4329, 1039, 4106, cd20, 2d8a, 4724, acadia14projects_291i, ijac201513203c7, 93c6, ecaade2014_188o48, acadia14_199al, 4056, c9a1, 7075, sigradi2016_686xx, 6349, 2a79, 89db, ee16, ce8f, b095, d60a, 474c, 6d20, 571e, acadia16_12l1, e448, caadria2015_226j34, acadia17_520o, 5afa, 030b, 603e, acadia15_223j9, 3659, 51f1, 9538, 6a0e, 792b, 9e1e, a7e6, ijac201513304w11, ebb7, 880b, b7a2, sigradi2015_8.339z15, 4019, 0fbb, 08e7, dc52, a453, f0f1, e821, caadria2016_291r12, 313a, sigradi2013_41i, f0dc, 5cad, 4abf, 00f2, be15, ecaade2014_151o35, 5475, cd59, cee0, 07eb, 462b, 8e08, 4221, 830e, 24b8, 3ba1, f343, c28b, 4ae7, 7a8f, d8c3, a704, 082b, 9ebc, f506, caadria2015_139v22, 5dac, 4476, acadia17_248zz, b46e, 5141, a08b, 227c, 0a3e, 5e08, 3c66, 4b21, 2a73, caadria2017_016b7, ecaade2017_229ee, 9663, e784, c74e, 2a5d, 7654, sigradi2014_169u4, 1f35, ea86, 1557, 8879, 903e, 7123, acadia17_492oo, sigradi2014_132y1, 8c83, acadia14projects_549p, dd14, ecaade2017_291r, 8aa2, 6100, f7c5, 5c71, 8add, 4f01, 68c2, acadia16_174h12, cb2c, 59b2, ce5b, d392, caadria2017_058n20, dbe0, be22, ijac201614204r9, d434, cb42, caadria2016_745h32, bd7f, 1fdd, 0cf9, eae8, f7db, 9683, 93e4, 67bd, acadia14projects_497u, acadia14_135aa, b0af, e75e, caadria2015_226m34, a848, e4e6, ecaade2017_175i, acadia16_372k23, 275d, 64eb, 05ee, sigradi2015_sp_11.303p31, 7580, fa45, 6789, f5fa, ecaade2014_072w17, 5ecf, 8394, sigradi2014_075f7, f587, 1e4c, ijac201614309j6, acdf, b7e9, sigradi2014_021u1, dfa0, 5ce3, c458, 63fc, sigradi2013_405, a11e, caadria2015_233f35, acadia14_565ai, 1a73, dd5e, 22d5, 80b9, 435a, 3a91, ecaade2017_037dd, bf29, e61b, 66e4, 8a47, 6acc, 37bc, f9f3, ecaade2016_123u33, 51ec, 0a6b, 2293, dd6e, 797f, 785f, bd5c, ce28, 6201, caadria2017_163x40, 780e, 2ff0, ecaade2017_124i, 9846, 820d, a137, e53a, 8320, 061e, ecaade2015_196w41, 770a, 60a3, ff73, 820b, caadria2017_052r17, c3fe, 8ccc, ea2f, d4e4, c504, 8eca, c05a, 7c8e, ecaade2017_079cc, 3be8, 5ca1, 662f, 3323, acadia16_224e15, ecaade2016_230t61, 3ab9, 49d2, de30,