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 caadria2016_013
authors Aschwanden, Gideon D.P.A.
year 2016
title Neighbourhood detection with analytical tools
source Living Systems and Micro-Utopias: Towards Continuous Designing, Proceedings of the 21st International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2016) / Melbourne 30 March–2 April 2016, pp. 13-22
summary The increasing population size of cities makes the urban fabric ever more complex and more disintegrated into smaller areas, called neighbourhoods. This project applies methods from geoscience and software engineering to the process of identification of those neighbourhoods. Neighbourhoods, by nature, are defined by connec- tivity, centrality and similarity. Transport and geospatial datasets are used to detect the characteristics of places. An unsupervised learning algorithm is then applied to sort places according to their characteris- tics and detect areas with similar make up: the neighbourhood. The at- tributes can be static like land use or space syntax attributes as well as dynamic like transportation patterns over the course of a day. An un- supervised learning algorithm called Self Organizing Map is applied to project this high dimensional space constituting of places and their attributes to a two dimensional space where proximity is similarity and patterns can be detected – the neighbourhoods. To summarize, the proposed approach yields interesting insights into the structure of the urban fabric generated by human movement, interactions and the built environment. The approach represents a quantitative approach to ur- ban analysis. It reveals that the city is not a polychotomy of neigh- bourhoods but that neighbourhoods overlap and don’t have a sharp edge.
keywords Data analytics; urban; learning algorithms; neighbourhood delineation
series CAADRIA
email gideon.aschwanden@unimelb.edu.au
full text file.pdf (8,771,484 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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6dad, 89ad, 654b, ecaade2014_070f16, ecaade2014_226z58, f744, 7efb, sigradi2014_109f9, ecaade2015_61r12, eadd, f603, f055, ac84, sigradi2016_801v, 6d6e, ecaade2016_223d59, ecaade2017_006tt, caadria2016_641r27, b696, ed80, ecaade2017_041j, 14d8, caadria2016_851t35, e31a, 8805, 1372, 3dad, b296, 6ab4, ecaade2013r_019j10, acadia14projects_43ah, e52a, 29e9, 6400, caa7, ecaade2016_217n56, ijac201412203m2, 760b, 3d77, acadia14projects_435am, 7a92, sigradi2013_397b, ecaade2014_018n4, 4fad, 8a08, 7c78, 42fe, b282, 6639, bf3a, ecaade2017_215s, ecaade2017_202i, 67a1, ecaade2015_91i18, 5b96, 2e5a, fed7, 4133, 7c94, d4d1, 3299, 8075, c5d0, 93a2, 8124, 2766, ecaade2016_243z64, b02b, 0b35, 8c51, 375e, b65a, fbfa, 55e5, 9003, 3362, 3803, 3bae, 624e, cef3, ccfe, 7683, 877c, 294e, 9cac, e7bc, 5a6e, ecaade2015_92j18, 97d1, e4f6, 1684, sigradi2013_155e, ae8c, 91bb, dcca, ad51, sigradi2014_047r4, 7df9, d6a7, 083a, sigradi2014_244i9, 6b6b, 23e6, b4eb, d68c, f99b, 7fba, caadria2017_056z18, 0fe6, 3272, 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ecaade2014_176y43, ecaade2016_188k50, 7cbc, 2343, 4410, d1e0, ee03, sigradi2016_686yy, 9b92, 7476, 28b1, 3b7e, ec2e, d0b1, 5e4d, dcc2, aa4e, 9631, sigradi2016_595ff, 9f5d, 52b8, fc5c, acadia14_565p, 0167, 554e, 2176, 4db7, a298, ecaade2014_023k6, 5332, c66c, ecaade2016_119r32, caadria2017_003c2, f2b1, ecaade2014_036f9, caadria2017_124r33, f456, bdf3, 0505, ddd3, 8e3d, 3ad7, 0b4e, b4cf, ecaade2016_ws-foldingz68, 2ad9, 0071, 3824, ecaade2014_094r22, fb09, 076a, 4dc3, 4230, sigradi2013_42n, 89df, 8895, ecaade2016_208x53, 5042, f863, 8f7a, 88ab, 822b, a519, 8e45, 99a7, acadia14projects_565ae, db53, e97e, 8f02, ecaade2016_018c5, ecaade2015_21u3, c9ce, f40a, sigradi2016_756b, c26e, b9af, 5c9a, 77c7, caadria2017_183a44, 4e51, f510, acadia16_12g2, acadia14projects_153h, 5869, 4eca, 0f9b, 479e, f08e, acadia15_185t7, ecaade2014_111o25, a119, afba, b312, f26f, 9fde, 5117, d7eb, db71, 937f, d46f, 0788, 62dc, a46b, f88c, 6148, 5e53, 2810, ac42, c207, f7ad, ecaade2014_144b33, c5f0, ecaade2017_253n, caadria2017_048g16, 3d53, sigradi2015_6.42z7, 5f68, 31b8, 2e33, 4418, 075c, ab72, dfe7, d55a, 5d3c, 0e7b, 773b, 7c68, fe03, ecaade2014_192b49, ecaade2014_084z19, 98c9, 3af2, eba5, ascaad2014_026g7, ecaade2013r_006x4, ecaade2014_044t10, 9aec, da1d, f26c, 6f31, b218, 04c8, caadria2017_021o8, 0962, 6e4a, e057, 2ca4, d71a, a2ca, ijac201412303w7, 1c2d, b081, b854, f402, 9843, a906, bd3a, 353a, 4d0d, 730f, 196a, ec82, acadia15_284r11, 20a9, aa52, fa01, 5f00, cb68, 01e3, ecaade2016_147u40, 88c8, 9ee0, 3c28, ecaade2017_076mm, 5eab, 42bf, d39c, 8229, 00a4, ecaade2014_111d25, ecaade2017_052mm, 25c6, 3cd4, ecaade2017_006hh, ecaade2017_302q, 7d8b, ecaade2016_182n49, 5600, ecaade2014_156b38, 594f, ecaade2017_059mm, c3fc, ae82, 6fb2, ecaade2015_318w69, 7177, 092c, 165f, df21, sigradi2013_54m, sigradi2014_108e9, 2618, cfca, c597, d8be, cb1d, ijac201614203t8, 39f3, 1690, 664c, 9b9a, ecaade2017_ws-archieduy, f6cb, e73e, ecaade2017_256s, cd34, caadria2016_611o26, 8ff8, c1ca, ecaade2015_205c45, caadria2015_072t9, sigradi2015_3.190o3, 46a9, f351, 0611, 64bf, 5d10, e4fe, e7b9, c7e5, ad89, d119, 359b, 4383, 5fd7, e31b, dee6, 200b, ec03, 0a02, d7d9, da29, 930f, f8f2, 8525, de79, 11a4, 7c0c, 48fb, bee1, ae7b, 85c9, caadria2015_078k11, 3e87, 769d, ecaade2017_169jj, 64fd, a772, ecaade2015_217n48, d8c7, 1aa8, e9c6, 5e4f, 4f4a, acadia15_443z18, ebf7, d885, c1e5, 3869, acadia14_135j, d24a, caadria2015_081w11, 0d0d, 6cae, 8e34, c1f5, 8490, caadria2016_457l19, 16f2, 08d4, 9a9f, f785, acadia14projects_135s, 08a2, f753, f0ab, 6e4c, 02fc, b7b5, 3d66, 0f88, 7d46, 1042, 9874, 07ad, ijac201412408r1, 61fd, 8279, b3b0, 8937, 334c, 16cf, b54d, 68a3, f3e2, sigradi2015_8.41y10, 1e7f, 9284, 0cba, 2871, dfda, ijac201513203f7, b1de, 11d3, 6435, 7a88, b40a, 8779, f673, 360b, 0066, sigradi2014_289l4, cf23, e7cd, b9d7, b4f4, c50f, c0aa, 6770, ecaade2013r_018o9, ecaade2014_195u50, ecaade2017_169nn, 43ac, ecaade2017_051o, ecaade2015_336f73, 3181, 51e5, f130, f30c, 5d24, acadia14_647at, d9d0, 5ac2, f063, acadia16_206l13, ascaad2014_012d6, a7a1, e43c, 8d6c, 2899, 4e7b, caadria2017_142n37, 08f7, e56f, 3a53, fe50, f689, 86ea, 17a2, acadia14_63an, ecaade2017_277xx, 32b8, ecaade2015_86i17, 1aec, 0ec3, 6f34, 96eb, 25fb, acadia14projects_671k, ecaade2015_127z24, acadia14projects_473ah, sigradi2013_43v, ijac201614105s5, 05f6, sigradi2015_13.181p28, 4710, dd96, 838e, 2110, 6a2a, f924, 98be, sigradi2015_12.297k28, ascaad2016_016s6, 68f0, ecaade2016_243u64, acadia16_98g7, a69f, 8311, sigradi2016_659x, 4209, a567, d1d1, 2cbd, 00a9, 3143, cf3e, 299c, 581d, f884, 3789, acadia15_223d9, ecaade2017_212oo, 332e, 539e, e5e8, ecaade2014_168s41, 4fe2, f157, 9d93, d145, ijac201513203l7, ecaade2016_032p8, 97ce, f34f, 1d16, 0d58, 06fc, 83ff, 1bbe, 3684, 957f, 9319, 0ec7, daf4, caadria2017_043d14, 4e8b, 95bb, 0855, e3df, 24ed, cc7a, 9393, caadria2017_079e24, f45d, dabc, 435b, 6f56, 6186, d6cc, 63ad, 0902, b0b3, ed2e, 9cc0, a26a, 3173, 01d2, ecaade2014_024s7, sigradi2015_8.186i13, d943, 0d8f, caadria2017_142y36, 80ef, ed3a, 06bb, sigradi2013_268h, d23d, 57ca, 1a55, d746, 4998, 04e5, 52d7, 6297, 4ece, 12e2, 2f18, 5ed0, b9bc, 085e, 1d2c, f5d9, 078c, d59d, ascaad2016_058d23, ecf8, ecaade2015_13p1, 0643, 24ca, 7b1e, 32ef, 1e1d, sigradi2014_213u7, e6ac, 5e56, 4537, 26f2, sigradi2015_4.52m6, caadria2016_611j26, 7ba4, 202a, 8990, ecaade2016_071w19, d89c, d3d5, 628d, ecaade2015_261i58, 8607, ecaade2015_324x70, 4d63, 0863, b55f, ecaade2017_019ff, 2974, 17a8, fde2, 96d6, 103c, 8c80, 8932, 11b6, 0223, ecaade2016_191a51, 4558, c009, ascaad2016_023t9, ecaade2015_309z67, 0f67, 2477, 4499, f042, ijac201513206i9, ecaade2017_031rr, acff, 9048, 3894, f7ca, e6e0, ecaade2015_136t26, 3801, f4fe, ecaade2017_254rr, ecaade2017_029dd, c660, ijac201614308a6, ecaade2014_162t39, 9085, 4f8a, ea81, 2374, 1548, ecaade2016_132v37, 5ecb, c340, ascaad2014_023w4, 7022, af0b, 138c, b8ba, b52b, ascaad2014_024t5, de8b, acadia16_154k11, acadia14projects_435ay, 83c3, 38eb, 8a06, 11ba, sigradi2016_714oo, 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acadia15_284s11, c2c3, ecaade2017_164cc, sigradi2016_807kk, f514, 7bf1, 16db, ecaade2017_308v, a271, 3d92, 1ea5, 909d, b09f, a787, 9eee, ecaade2017_101o, 4ff0, 0496, 2e83, 6687, e26d, 2dc2, f897, 2381, 19a0, 8734, fe98, 54b3, eefd, 5a85, caadria2016_177l8, ff03, 0d2c, 680f, 2324, 2e15, 0766, 221b, sigradi2015_2.137l1, 0966, efa7, e00a, 4581, 8f24, 7f94, 0769, 99df, f58a, c21d, acadia14_317u, ca26, 5b7c, acadia16_54u3, 9119, ijac201412301y6, 6b98, 7950, 10cb, 8e10, 1bfe, 60e2, 4f94, 4bec, 5787, 0703, ecaade2016_077v22, 12f3, 2480, 3077, ecaade2017_195jj, 48b6, ascaad2014_034l1, 74a9, 006e, 88d2, sigradi2014_103a9, 1f8d, c234, acadia14projects_619ar, add3, 45f8, 089a, 5693, sigradi2016_685pp, 7e1c, f678, acadia16_106c8, 2856, e67f, 2dcb, 4a15, b567, 1e9e, ecaade2017_170g, a22f, 6add, d581, 3ece, faff, 4192, f6ee, 8776, 0804, acadia15_381t16, 4f84, 04e8, f868, 5775, 47af, ff4b, 543e, 3b6a, 4a8c, ee3c, caadria2017_017n7, d815, d8ec, acbe, 7eab, adfd, e8ab, 2040, ijac201614201l7, 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acadia14_699e, fc05, caadria2015_015d3, f517, a06c, 8cc3, e7c3, 8d49, 3edd, 5b59, 2dd3, 3d7c, a72f, 0148, b29c, 1b96, acadia14_339ag, c9ed, 6cbd, ecaade2015_193d40, 280f, 00db, acadia16_308b19, acadia14projects_347an, 1054, ac95, ae81, bb50, 6865, 528d, 5949, 0f39, 88e5, caadria2017_015z5, 3932, 02a3, acadia14projects_661h, ecaade2017_006ii, dbb9, 71aa, 0582, 42df, a1ee, sigradi2015_9.152n16, 0850, sigradi2014_164j4, 9905, 1c4a, 354b, f1f7, 92ce, d71d, 2e23, 4f13, 95a4, bc1b, 1d38, 3bcf, caadria2015_067h8, 5bf8, caadria2015_176n26, d15c, 2b5a, caadria2017_037a12, 09c1, 22df, 2e73, 424a, b638, 5738, 0d7b, 570f, c10b, 8204, 0c78, 38a6, 95d8, d20b, f1c1, c8ed, 84a5, 2475, dd72, a922, caadria2017_029j10, ecaade2015_307p67, 8173, 8a3f, a27e, ecaade2016_164n46, acadia15_371f16, 638e, 24c4, 6145, 8209, c9c6, 7372, 8605, baf0, sigradi2013_401n, 3b42, 258b, 7830, b004, caf7, caadria2015_072o9, c14d, 2b08, 817b, b4d5, 41d5, sigradi2015_sp_2.112l29, 3e04, 4586, cd1e, sigradi2016_408cc, acadia14_409m, 52f4, 909b, ecaade2017_009w, 83ae, b179, 0561, 89eb, 7150, 4c48, 5aeb, 504b, 6bd5, 6f66, ecaade2014_138x30, 07bc, ec16, aded, ecaade2014_072u17, ef40, caadria2015_119x18, ecaade2016_077u22, ijac201614104i4, f214, ed7a, ecaade2017_013kk, 21ae, ecaade2014_159o39, 3401, ijac201614405d4, ascaad2016_038t14, 229d, 2cea, a53c, 473b, e6ee, 39b1, ec51, ascaad2014_008n4, d349, ecaade2013r_007e5, 52f3, 76be, 750c, sigradi2015_9.152l16, ecaade2015_246w55, ad27, 3d42, 33d4, ecaade2014_023u6, 27f4, 94b4, 1c12, c10f, e840, 22fe, 1d63, a557, 9331, bdc4, 3fe5, f6b7, 68c2, c551, ecaade2016_213n54, sigradi2016_399b, 46aa, 46ea, d609, 162e, 0649, ecaade2017_003m, 6e0b, fefe, 68bc, 5277, 8009, 93aa, 51c7, a1b3, 5bc7, sigradi2014_276u2, ecaade2016_154g42, 4810, 2011, 89a3, ecaade2014_168y40, 6955, 5d5c, 0cf9, caadria2015_208v31, 7ae5, d078, 38a7, 6d9a, 106b, f16d, b84b, 4e75, ecaade2014_066v15, 2888, 9d58, 1efa, dc73, c92d, 6b6d, 8a4e, 6aff, d4bb, 5d03, acadia16_344z20, ace8, b92f, adc7, 7d0f, fa1b, 657d, 37d5, a3ed, bfbb, ecaade2016_228l61, ecaade2016_047e13, sigradi2016_710mm, e5f8, 28e3, b162, 90ae, acadia14projects_63ag, d0eb, c3c6, c138, 72f3, e4f3, sigradi2013_359e, e036, c35f, b911, c40a, 907c, e59a, ecaade2014_019h5, 6513, e9a1, ecaade2016_mrty65, 2aef, sigradi2013_195, 4eac, 5f2e, 342d, acadia15_395w16, 0cc7, 0174, 98e6, ascaad2016_046m19, ce3f, f7c5, f5c9, ecaade2016_126m34, 9cad, e762, 6f58, 24f7, 3827, 1a05, acadia16_298n18, 72ff, e24a, 5d28, fa80, ecaade2017_253t, 9d63, ijac201614208k13, 654f, b957, 4d1a, sigradi2016_814xx, 8f3a, b2f5, caadria2015_114b18, 04c9, 0d47, 8625, 0cd6, 08fd, ecaade2015_196l42, 701c, cd5e, 2cc8, 1dbd, ecaade2016_108r29, a256, 1e4c, 25a1, 3667, 08be, ecaade2015_229a52, ijac201513101e1, 3449, a46c, 0443, 1dd3, d4bf, 4b3f, ecaade2016_025w6, 8ac1, 6263, 3536, 5843, ba5a, ec57, b61d, 2f32, 84e8, 5614, d50b, aa30, de52, 7f48, 3ea3, 1585, adec, 1d4e, a7f2, 9975, cbd5, b192, 91f7, bf7c, 346c, f9a0, 6b20, ijac201412407f1, e464, 3000, caadria2015_069p8, 622f, 21fa, sigradi2014_037y2, b055, ecaade2017_056a, ecaade2017_215yr, 087a, acadia14projects_699g, 8ed7, e813, 6cbe, ascaad2014_020r3, ef21, 07f0, bb39, b5a8, ecaade2014_230o59, 4c5c, 76c9, ec2a, 3498, 2e63, ecaade2015_253y57, 1a01, bda4, 8534, 4a48, c655, 35fd, 15c5, 9720, 5b77, fcab, ecaade2016_144i40, f62c, 3af1, 41f6, f996, 7018, f660, cdb6, ecaade2016_108y29, b078, 83cd, 06b0, ddf1, acadia14projects_609ar, 8bcd, 2d73, caadria2017_040o12, 13e5, 3ac5, 06fd, 83c2, acadia14_479k, 9b64, c02a, acadia14projects_63ay, caadria2015_033c5, e70c, 80e6, ecaade2016_095g26, ecaade2013r_004r3, be7d, 0da1, sigradi2013_117s, a688, ecaade2016_162h44, sigradi2013_359l, 8d90, 4adf, a089, 4a05, 1d51, 9bc5, 5482, fd5c, 6dd9, 3542, dd5e, 0547, 879a, 8ec7, 2f71, 7327, caadria2016_259n11, b23e, ijac201513203j7, 4d8b, 5479, f593, 3acc, 886a, a293, a797, 2263, f2ee, c09f, 1c61, d1f5, 3bbd, 1ebd, 8db3, d19f, 95df, 978f, 5710, f8d0, sigradi2015_9.141c16, 0f34, cbd2, 284b, 05f1, 63e2, 59a1, ecaade2015_202l44, ijac201412406n9, 72a0, f802, 5e7a, 1f69, bb79, caadria2016_819j34, ascaad2014_005t2, 9ed3, ccba, 9e0b, 0467, 38a0, caadria2016_611k26, ecaade2015_33w5, 6bb4, acadia14_333av, aca2, ecaade2015_138b27, e0ba, 6fef, c2ff, 4690, dc2d, ecaade2014_089r21, 6637, fdda, ijac201614205r10, 01c7, 6e7a, 61f1, ba92, f578, cd3e, 80e9, f76a, 1367, 3400, 3c65, 7229, 24bd, c920, acadia14_699d, 8dc8, ecaade2015_17e2, 6e88, c8e8, e955, 8c4e, bdc0, 09c2, 83ea, acadia14_365an, f1d1, acadia14projects_479t, 01bf, 868d, 59c2, 9233, 8c35, f726, c679, sigradi2016_443uu, 7d4b, 20ea, 5252, caadria2017_174l42, c852, 622c, 90dd, 3186, acadia14_23af, e4e6, ecaade2016_102j28, f021, d9df, 3210, e293, 86d8, a6ff, 54ef, 9234, 19a5, 0df4, ae95, 6ecf, caadria2015_073c10, ascaad2016_023p9, ascaad2016_028j11, ce2e, e912, 984f, ecaade2016_068j17, e4e2, sigradi2016_752xx, ijac201412406f9, ca9a, c34d, 87ac, 3770, 4bd0, ecaade2015_53x9, 5c0d, 9521, ae8f, b23c, 4c80, 5462, a7e7, 189f, 7118, f9e2, bd0a, c298, d9ad, 7f1a, sigradi2014_151d3, 7a08, ecaade2016_163f46, 65fc, 683b, 1d76, ecaade2015_306h67, ecaade2014_052j13, bc7b, 4e47, 9fa4, fc61, c2dc, caadria2016_683u29, 5b74, sigradi2016_448hh, 7da7, sigradi2013_393, c70c, a957, 2fc4, c088, ebfb, ecaade2017_079g, 4748, caadria2016_809b34, efd6, 7302, ascaad2016_045x18, fb19, 056d, 229a, caadria2016_881v37, 1b1d, ecaade2015_61x12, 7b16, 4518, e768, f900, 17a3, acadia14projects_357ax, 8647, ecaade2017_256v, ijac201513105k4, 4ad1, 2865, ecaade2014_029d8, b518, 834b, 6122, ascaad2014_026y6, 1d50, 68cf, ecaade2016_042l11, f2c7, cc42, a7eb, 35b9, acadia14_81n, ecaade2017_199ff, 7b29, ecaade2014_239u61, 09ea, acadia15_203m8, db0f, fa26, 6056, 52a3, acadia14_719c, ef11, ecaade2014_121u27, 5d47, 502e, ecaade2017_148tt, 9cd2, 4bd1, 78d5, ijac201412204w2, 22ba, ecaade2015_114s22, 955f, 0700, d651, 4159, 87a3, 9bbb, 16bf, 6424, 3014, c119, 4eaa, d898, ecaade2014_202s52, ecaade2017_170ww, 168b, 9d9a, 709c, d7f5, 3193, sigradi2013_74g, 0711, 6c34, 17a9, ecaade2014_233k60, c170, ecaade2017_253r, ecaade2015_64h13, bf1c, fab9, 68cb, cf3f, 56df, 5925, ecaade2016_147z40, 045e, 1b75, 9b58, ecaade2017_148zz, 45c2, 3f8c, 7f55, e0fa, 361e, 2d5b, 84df, 769a, 4a3c, 0f1a, ecaade2017_095y, 8cf7, fbbb, f29c, 9d72, 5f19, 0c3b, 3964, 7935, 0b6d, ac01, acadia16_352z21, bd19, acadia15_243y9, 08b1, sigradi2013_155h, 8dd5, ecaade2017_100h, daf8, 8f6b, fa10, 185c, acadia16_88r6, fd40, 6c62, 2fdb, ascaad2016_034j13, 666e, acadia16_224s14, ecaade2016_094v25, ecaade2015_161k34, sigradi2013_64a, caadria2015_246x35, sigradi2015_4.219y6, 144c, ecaade2015_229i51, d204, ecaade2014_130w28, sigradi2015_2.213v1, sigradi2013_275, 2a55, c7a2, 23da, 2492, 534c, 5675, 55ba, 154a, 3b62, 964f, 1751, ijac201614101b1, 5b1c, 654e, bfd7, 27b8, 73cb, 5941, b671, 9979, 8e98, 4508, 5abf, d4ed, caadria2016_631i27, a07b, 127a, 58b0, 48aa, 5473, c4bd, cdfd, e6a0, c1fe, acadia16_372h23, a41a, 1839, 355c, ee5a, 853c, e977, ecaade2017_116g, 469e, 1d2e, e6a8, 0c69, bfd5, c4b1, b408, 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ecaade2014_046u11, cb84, af5b, 9a12, e8bb, acadia14_555l, a562, 8a3b, aa74, c1c5, 0a79, b2ec, c239, 61ef, 4b85, 601e, f8c0, b0c5, ijac201513203v6, dc3f, 9b91, 8ea2, ec33, a47f, 6baf, acadia14projects_145o, 6755, 006b, ecaade2017_144r, 19d2, ascaad2016_024j10, a984, sigradi2016_778ss, 02c7, 7de7, b4e0, 2e79, 0fcf, 62b8, 3622, 5538, a5a6, afc7, c4fc, ecaade2016_ws-foldingt68, 69b9, sigradi2015_9.141e16, cb53, c985, 90ec, f650, 24a7, 6194, c6b8, 5e63, 4b78, d272, 3ba2, ecaade2017_265t, 76d1, ecaade2016_203k53, ecaade2016_070n18, bc40, 97e8, 9f5a, ijac201412408y2, e05b, e32e, 7eb3, ecaade2014_021t5, c408, 1261, c537, 5c16, 508e, 3603, 0c9e, acadia15_110u3, 4e91, ecaade2014_109s24, f8e4, b9cb, acadia14_479w, sigradi2014_266j2, 90ca, d5a4, ac10, fbb6, 2ec1, 685b, bcf1, sigradi2016_732i, sigradi2013_43b, ecaade2015_229e51, d6da, ascaad2016_029y11, 5d97, 5fe1, ecaade2014_226a59, 7690, acadia14_497y, aeb2, sigradi2013_407b, 7d4d, ecaade2015_318v69, 4a91, 1bd3, ec1e, ecaade2014_173m43, b8ef, 7a82, dbac, 762a, 15dd, d20a, 7c31, ef20, ijac201614306b4, 6af8, 8ff6, acadia16_450r26, acadia14projects_347ai, ffd1, 5737, 01fc, a122, ecaade2014_010f1, ecaade2015_25l5, ecaade2016_072s20, 8903, ecaade2017_146dd, 2770, 75cd, 779e, ijac201614104l4, 5f48, acadia16_344a21, 435c, edb0, 5fad, caadria2016_301u13, ad1c, 7823, 927f, ecaade2017_049tt, 06f8, 986f, ecaade2017_116qq, 0617, 75ae, 893e, 8fc4, 5c5a, ecaade2017_029ii, ddcf, baa7, 6cc8, 6567, 8d78, ed1f, ecaade2017_252j, c90a, 6074, 6181, ijac201513201m5, sigradi2015_6.42a8, sigradi2014_132o1, a481, f778, ecaade2017_301i, sigradi2013_41g, 8e5a, bd41, d3a2, 548f, ecaade2017_254vv, ecaade2016_188m50, caadria2016_457e19, aca4, ea2b, a4ee, ecaade2013r_018j9, 4c02, ecaade2015_336d73, d578, ijac201614206z10, 294f, 1d00, ecaade2015_170k35, c466, 9077, 1d24, aba0, 59fb, sigradi2016_737ee, e443, 7f68, 41c9, fff4, ecaade2017_023w, 2e07, 3de4, 4776, a22d, ijac201614303l2, 8732, 26ed, 6a92, 9634, fcd3, 57b0, ecaade2015_200h43, a9e1, 4c7b, 4c22, e18f, caadria2017_113v29, 4c71, 526b, 9ae8, 1ab4, a43a, a529, caadria2017_047d15, cc9f, acadia14_247j, c42a, bea9, c8aa, 856c, 65d7, dc77, 04a6, ecaade2014_153r36, b531, 3f77, 5877, a7e4, f8de, 16ee, 9d64, 97d6, fc34, 57a7, e395, 2424, fa0a, 0c43, ijac201513201l5, 1a6f, ecaade2015_294k64, acadia16_308w18, ecaade2014_176n44, dc9c, 0d14, db02, 8ef8, b558, b206, 994e, 410c, f64c, 9529, 4903, 6e5f, 1f23, 07f2, 8551, 402a, caadria2016_683j29, caadria2017_086l25, fc39, 31d3, caadria2017_005x2, sigradi2014_178l5, 88e9, d367, 66b7, 8071, f735, fcef, c78a, f00b, 7f83, 084b, 08db, a138, 0c84, a32e, 41d3, 63d6, ecaade2014_070s16, 3b09, ecaade2016_167t47, 9343, d6e1, 8d5c, 8855, 32e5, d372, 1c1f, fe7f, 0a8c, 463e, ascaad2016_057a23, 21bf, ijac201513306x12, 14bd, ecaade2017_173tt, 2c92, ecaade2016_032u8, b84a, d801, 2fb1, 16f8, 1bb5, 5e02, 4be4, 7620, c751, 4634, 32e4, dd6a, 2cfb, a283, 5305, 833f, sigradi2014_335t7, ecaade2014_230n59, 8558, aaf1, 168a, aa7f, ecaade2014_240c62, 9b95, bd0f, 7b98, 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sigradi2015_11.165x25, sigradi2015_8.189r13, 5b9c, b326, ecaade2016_094u25, aa6c, 2f16, ff21, acadia15_323u12, 5d39, 70f5, 0bd8, c9b6, 2248, 8d59, ijac201513302k10, e3b4, 07c1, 02ca, 6df1, 2808, 321b, 1197, e946, f2e8, 8b98, ecaade2014_168r40, ecaade2014_044k11, caadria2015_069t8, 22f2, 6c2c, ceeb, b7e1, c025, 3472, fe78, eb42, ecaade2016_ws-foldingv68, 1c40, 10f4, ascaad2016_051e21, a965, f070, fbfe, ba26, ecaade2017_050d, 5f04, acadia14_281s, e487, 4c0e, 5f9f, 1fc7, ascaad2014_027l7, da37, 7bd7, de69, ecaade2014_168h41, 8fca, 7836, caadria2017_008a4, ecaade2017_220ii, sigradi2014_213w7, bbc7, 14fd, 1638, 076e, 438e, ecaade2016_217h55, 4fc7, 8ad3, f7ed, 593b, 9154, cece, 7e6a, 6062, 3b5f, 4f4f, c3b2, 7d02, 8924, 7e21, ae60, 83da, 4800, 49d4, bd27, 18d3, 960b, 71e9, ascaad2016_032t12, fb5f, 5782, 5e16, 3515, ecaade2017_277yy, bd1a, d800, f716, 8872, a59e, ecaade2015_138v26, caadria2016_601i25, ecaade2014_086m20, e756, 66ce, d58f, 194c, sigradi2013_152, caadria2016_641o27, b3ed, 0cf7, 297c, bc7d, 4258, 5e5a, a818, ecaade2016_074o21, 225a, sigradi2014_213b8, 48bc, 9207, 1fa3, 9ace, 4843, 8ec1, 20bf, bd08, 0b5c, e0c7, ecaade2014_141e32, 4c31, 9b8f, 9b0a, d962, ijac201614403h2, 9c9b, acadia14_671z, dcbf, 3811, ecc2, 3c3a, 2230, 0050, d330, ca0c, 8fef, 0e8e, 7979, adce, sigradi2013_429o, 9de1, 7fda, f601, ecaade2016_182m49, ecaade2015_53t9, sigradi2015_3.394g6, 60ec, 595c, 5107, ecaade2014_162s39, ecaade2017_117y, 8a2f, c778, 4ca0, 5310, 4a93, fe9a, 1d99, d4ba, sigradi2016_752qq, 6fad, 4c8d, 239c, ecaade2017_008h, 5a3a, acadia14projects_389az, 208f, b57f, 76d5, 1a84, 3746, acadia14_565af, 96be, 9996, c080, 6a54, 689d, ecaade2015_199y42, 54f7, ecaade2016_038g10, abf4, caadria2017_107r28, 9ba6, ec69, 3e08, 546d, 7c84, ff8d, ascaad2016_045c18, 15be, 28ce, bac9, 53f1, 8b7c, ba2b, 9113, 03d0, ecaade2015_94h19, ecaade2015_221w48, 19df, a25c, e4c2, efe5, 6787, caadria2017_149d39, 9967, a0aa, 0a36, sigradi2014_232o8, 0251, d9d3, ecaade2017_208m, acadia14projects_235r, 4bad, 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sigradi2015_1.288c1, 566b, dfb4, dcfd, fd3f, ea1d, bf7b, 5460, 3f9d, ecaade2017_151aa, a98e, sigradi2015_6.42s7, 57e9, 649b, ecaade2015_229v51, ecaade2015_287h63, bc65, c487, ecaade2014_041g10, 4ea8, 6e3c, 5ecd, caadria2017_003x1, 2bbb, 9bea, 254c, e297, 0925, ff58, 3927, 0607, 1cf3, 5e72, caadria2017_004r2, 9691, e891, ecaade2014_168x40, 3b28, 7e1a, ecaade2015_122g24, ecaade2017_140ff, bc91, f816, bf2d, acadia14projects_43aj, acadia14projects_637ah, ijac201513203s6, 987d, 725c, sigradi2015_8.239w13, ff56, 7117, bec7, fc00, c6c6, ecaade2016_083e24, fdf7, 4c5d, 8b26, 1c08, 4411, ecaade2017_290pp, 59c8, acadia14_347am, ecaade2017_059uu, 5bd4, 691a, caadria2017_145l38, 3f79, a32a, ecaade2014_221k56, ecaade2017_038tt, dffc, sigradi2013_271p, c76a, b1be, 3d07, ijac201412204i3, 9d3b, acadia14projects_365ao, 2e8f, 1ac2, c670, 72e9, 222c, 5e6e, ecaade2015_205v44, acadia14projects_531t, acadia14projects_609al, 7e3b, 49bc, bfcc, 46ad, 293e, ijac201614206c11, d2e5, acadia16_106j8, 9cf4, 62cc, 83ed, f548, 7e2c, ecaade2015_138o28, 9b20, fa8b, 0d03, 80e2, fc11, ed0b, ecaade2017_089z, 1cd1, 23d4, sigradi2016_690i, 97e0, a4b1, bcc5, cf96, ascaad2014_010t5, e0c1, e1d5, 8f51, e22d, b661, 3306, 058a, ecaade2017_023ii, dc14, fa33, 8345, acadia14_365ao, caadria2016_157z6, c45b, acadia16_470h27, b126, 2d4d, sigradi2014_266k2, e622, 978d, f24e, ecaade2015_269s59, c4fb, b469, 3d05, caadria2016_517a22, 6606, ecaade2017_029y, sigradi2014_032i2, f86f, f393, ecaade2017_255qq, 1c90, ecaade2016_110j30, 6052, dabd, a113, ecaade2016_040o10, 033b, 8000, dab8, b60e, 590c, ddde, 6e6a, dff2, b57a, a42c, ea41, caadria2015_188d28, ecaade2015_27t5, 6f9b, ascaad2016_022i9, ec91, ecaade2016_077x22, 9492, 986c, f947, c5ca, 9538, ijac201412408y1, 2ed8, ecaade2013r_002z1, ecaade2014_195w50, 645e, 71b5, f9e0, 0678, 6d09, ecaade2014_138y30, 5207, fb85, be18, 3cb5, 3bc6, 4593, 2513, 5526, ecaade2017_021o, 680a, 4b86, ffc0, 0352, ecaade2015_269n59, 1cf7, 3070, 1f6f, 7aed, d1b0, 6c4d, be44, ecaade2017_101u, 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df47, dee7, ecaade2016_230p62, 82d0, 78c5, caadria2015_060t6, b349, e721, acadia14projects_375aw, 67e5, ecaade2016_073d21, sigradi2016_817l, 03da, d2ed, 9f22, 8edd, acadia15_311j12, f5ad, 96c3, acadia14_473aj, 1478, 620e, cf07, 4e92, 1461, 21da, fc24, sigradi2015_9.347x17, 7ec9, b6f4, a969, 19bb, ceb5, caadria2017_056t18, c0d2, c4c8, 195c, 0914, 7d37, 4176, ecaade2017_254nn, fde5, caadria2016_683k29, 8731, acadia14projects_681ao, sigradi2016_381o, sigradi2014_047i4, caadria2016_487i20, 2f58, 2db7, 118c, sigradi2014_132p1, f359, 0b21, e85a, ijac201412408n1, 023f, ijac201614201y5, dc7b, 98de, 46d4, a951, 0d74, 56d8, 4c04, 78bd, 8943, d2b7, 7832, ecaade2016_028m8, 36c6, ddec, f27b, a5c7, fc79, ijac201412202s1, 2444, 183f, fa68, 67ee, 3f6f, ecaade2016_183t49, 9ce4, 2256, 9b03, 9100, 1f22, 66d8, 8ee2, ijac201614305n3, 3d24, 7cad, b9c6, 37d8, 173b, e7d1, 36ac, sigradi2013_391, ijac201513203z6, ecaade2015_155x32, afd4, c636, ecaade2015_171g36, 6c70, ascaad2014_017r9, 6ff3, ecaade2017_042w, 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sigradi2016_777ll, 35ac, acadia14_311z, ead4, ijac201614308f5, caadria2015_102a16, ecaade2015_21g4, e860, 97f3, 6f1d, e493, 9088, 132d, ecaade2016_095c26, caadria2016_301r13, df75, da44, 256e, ecaade2017_017p, 8bc8, ef15, sigradi2013_160, caadria2016_135w5, f498, f8ae, 2d21, 89ae, 201e, bb94, ecaade2016_167v47, 4726, 09f8, ecaade2017_051y, a366, caadria2016_497c21, e468, b81f, b4aa, ecb5, d7d1, e602, f4cb, d77f, 7647, ecaade2017_152rr, 8d64, 7d33, c724, 1df6, ecaade2013r_018h9, 8f07, cc90, 2ac0, af64, ecaade2017_214u, ascaad2016_042d17, 15fe, 915e, a513, 9615, 9413, 9ae2, 337a, 6217, dd4d, ecaade2014_233j60, ecaade2015_115u22, 5827, sigradi2016_592t, 4e0b, d049, ecaade2015_53r9, 7a24, e4db, 0ab1, 9a14, 6b8a, ecaade2017_032p, 89ba, eee3, 65fa, ascaad2014_019g3, 400d, 07b1, ecaade2015_241i55, caadria2017_142j37, d160, d5e5, a769, 7b4d, ecaade2017_208i, 158a, 068f, 83be, c4a9, ecaade2017_170yy, 25ad, ecaade2017_006ee, 0dae, ecaade2014_206u53, d211, 6a11, 6d34, 21a5, 3355, 0fde, b08a, a470, 2b55, 776f, 9196, 3204, caadria2017_005r3, 9235, aed8, fea5,