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

authors Bentley, Jon L.
year 1975
title Multidimensional Binary Search Trees Used for Associative Searching
source communications of the ACM September, 1975. vol. 18: pp. 509-517 : ill. includes bibliography.
summary This paper develops the multidimensional binary search tree (or k-d tree, where k is the dimensionality of the search space) as a data structure for storage of information to be retrieved by associative searches. The k-d tree is defined and examples are given. It is shown to be quite efficient in its storage requirements. A significant advantage of this structure is that a single data structure can handle many types of queries very efficiently. Various utility algorithms are developed; their proven average running times in an n record file are: insertion, O(log(n)); deletion of the root, O(n(k-1)/k); deletion of a random node, O(n); and optimization (guarantees logarithmic performance of searches), O(n(log(n))). Search algorithms are given for partial match queries with t keys specified [proven maximum running time of O(n(k-t)/k)] and for nearest neighbor queries [empirically observed average running time of O(log n).] These performances far surpass the best currently known algorithms for these tasks. An algorithm is presented to handle any general intersection query. The main focus of this paper is theoretical. It is felt, however, that k-d trees could be quite useful in many applications, and examples of potential uses are given
keywords search, attributes, information, systems, queries, database, intersection, algorithms
series CADline
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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3dfa, sigradi2014_049j5, 226c, d5c6, 448e, caadria2017_118c31, 271c, ecaade2016_118d32, ecaade2017_208m, f449, 530d, 988f, 4d7d, 05dc, 0eb2, c743, c933, e4c3, ecaade2015_180m38, 7ece, 4a36, sigradi2013_222j, 0d79, a7fb, 4227, df5b, f590, sigradi2014_045a4, 8b00, f8e4, f89c, b89f, c451, caadria2016_291z12, caadria2016_703p30, e0b2, 62ab, 48c9, d1be, c0ab, b2c7, 7b60, 1ceb, c5b2, 623c, 252a, 0609, acadia14_601ah, f8cb, 82a3, a01d, 90ac, 25b4, 8016, ecaade2017_023jj, 2b35, ecaade2015_325w70, 97d4, ijac201412403x5, 9b0f, ecaade2016_040n10, c81d, 9eb0, be63, acadia17_620pp, 3200, 0591, 5674, 5290, caed, 793c, 82e2, 415e, f97e, acadia16_214f14, cf98, 623d, f60c, sigradi2013_304c, 30cb, addf, b861, 3bcf, ecaade2017_grie, 0f12, 4b71, d577, 7697, 856b, 5ae2, 5a60, ecaade2017_192b, ecaade2015_158j33, ecaade2016_230w61, faa9, ecaade2017_152gg, acadia14projects_339ao, acadia17_274ii, 19d2, 3c80, c47c, 35d6, e5c7, aec6, e60f, 1af8, efca, ccb7, a5e4, 97fb, acadia17_512n, 10b9, 383f, 2a3e, ijac201513205d8, ab1a, 1af9, a7a0, acadia17_608v, ecaade2014_085i20, fc40, f6ac, 8b89, f01f, 6dfc, ba83, 89db, d793, a4d5, 130b, 03f2, 2a04, sigradi2016_534rr, 5d51, 339e, ceb9, 37cd, 89d6, 4059, caadria2015_213m33, a04f, 07d8, 4926, 7bd1, 4ae9, 88dc, 8732, f19d, 07bc, 65e0, b143, 257c, a21e, ecaade2016_213t54, 1456, ecaade2013r_005m4, 121a, ecaade2016_045e12, 61c5, 1794, acadia14projects_177u, 4052, acadia16_98i7, afea, acadia14_33al, acadia14_365ag, ecaade2016_078l23, d661, ecaade2017_116m, 445a, e053, 4cab, 1899, 3660, 6059, ecaade2015_171x36, 69ee, c00f, ecaade2013r_001d1, af9d, c5ca, ecaade2015_130l26, e49d, 70b6, b258, 0fcb, 6121, dfb3, 149f, aeb0, acadia14_301ax, 17aa, 4064, acadia14_601ac, acadia15_149y5, sigradi2016_484oo, 4dd6, e06c, 8137, ecaade2015_171e36, e45e, sigradi2013_41f, 1301, 1627, 05d1, 66a8, a3b0, feca, 7e7e, 4561, d8a7, d58c, 100b, 534f, 5ba5, ecaade2016_198l52, aaf9, 5962, acadia15_333o13, 48ff, 105a, d96e, f243, 1c9b, sigradi2016_814n, 77a3, f9c9, 402a, c2bb, sigradi2013_268, 3a2d, b04f, f769, 1b79, 3a18, sigradi2013_400, 5158, 0b00, ecaade2016_075h22, 0c59, 1075, 5149, c5c8, 115f, 38e2, sigradi2016_387yy, fbec, caadria2015_086o13, 7b24, 3655, 7116, d48c, 29fe, d4b8, dcb5, 45ec, 01bd, 0416, ijac201614303t2, 2ad9, 5ff4, 5c63, 58b8, sigradi2016_467r, bf1a, 4519, ascaad2016_004m2, acadia17_552o, cfb7, 5ec2, ascaad2016_017c7, 5005, 9599, sigradi2016_546h, f172, 3275, 43a2, 1ec9, 5cf6, sigradi2013_243d, ef57, 9baa, 8b4d, ecaade2014_157b39, acadia17_298ee, cac3, 279c, c234, 7ab2, c664, 23e9, sigradi2015_10.138x18, 3a04, sigradi2015_11.222t26, a280, ccd7, 1ca0, 0575, 06cd, 7d05, 54fb, 47da, e925, 1825, sigradi2015_8.81y11, 4281, f7e0, f368, ascaad2016_054u21, e5d3, ijac201412302l7, 4845, 7a62, 366c, caadria2016_787h33, ecaade2017_099b, b477, ecaade2015_22r4, 6fb3, 3272, 6b1a, 6abc, ecaade2016_127e35, 0c30, de42, 7c30, c689, f6a8, 7ae8, d254, aa60, 7e88, d526, f499, caadria2016_167s7, e1c9, sigradi2016_515k, 94f1, 1de9, 8ee0, sigradi2016_817n, ecaade2015_144b31, 091b, cfbe, da4e, 4c55, cba8, f95e, sigradi2013_111o, ecdc, e794, ecaade2017_265s, df75, cc11, e054, acadia16_34i3, b2fd, 89c2, 747d, bd87, caadria2015_064o7, ecaade2014_057k14, 30c3, 6060, a003, d0ec, 5484, 0a0f, acadia15_513v22, 222c, ascaad2016_035r13, 1971, a2d1, 8ceb, 2e13, 5748, 755a, 79a3, 8149, 96cb, 7fdc, efc3, d0e6, 1d0a, ijac201412201h1, 91a1, 9d95, 9359, 945d, 6316, a335, 269a, ce22, 3a16, 62cc, 6e05, 8dcb, 9e1f, ecaade2017_157cc, 2a5f, f4e5, 25af, 8505, 4bcf, eced, cb87, caadria2017_079u23, acadia14_609ae, 1efd, acadia14projects_247i, 9a9b, ef41, 0e50, 2ccf, 3a34, ecaade2017_194w, 0c05, 00ab, 2c28, 6b49, fad0, fa63, 1936, a403, 89c3, 3311, 8747, b402, 453e, d898, ecaade2015_94f19, caadria2017_004u2, 195e, da7c, 79c9, 2697, 181e, 3738, dab0, 17df, b376, 206e, 18f5, 584d, acadia17_298kk, sigradi2014_085i8, 1e0a, 33c4, ecaade2017_051u, 1b41, 3624, e505, caadria2016_085k4, 3cca, 6f1a, 853e, sigradi2013_375, d2e2, e281, ecaade2017_244nn, acadia14_473ar, 4743, ef01, 5050, 76bb, ecaade2014_122a28, fd4a, acadia16_432n25, 559d, 487c, b884, 3e29, dba8, acadia16_412z24, 124c, cde5, 459a, 8c50, c93a, f3c6, 10cb, ba3a, be22, ecaade2017_273o, f695, ijac201715204mm, e572, 673c, c1ea, 9078, 56bd, 7f16, 5179, ecaade2014_198l51, ecaade2017_280a, 73dd, acadia17_211m, ecaade2015_119d24, 09c9, 30ec, acadia14_237aw, e477, ascaad2016_054a22, acadia16_184o12, ijac201412303v7, caadria2016_589w24, b3f3, ecfb, ccb8, b8a2, 1066, 8ed5, c75f, 3e09, b607, 8f6a, 2598, d64c, c9cc, caadria2016_291a13, 7a2c, acadia16_206o13, c8d1, 6954, 9845, caadria2017_048r15, 8a5f, 683c, caadria2017_052v17, 024c, fd56, 99ef, ecaade2015_294k64, 4465, c252, 616b, 4f84, caa1, caadria2015_081c12, acadia14_609ad, 59cd, 1b10, 7e3b, caadria2015_048v5, ecaade2016_018l5, b657, 9628, 9a7a, fd06, 413b, caadria2016_229u10, 135f, 0870, 7ba0, ecaade2017_155p, acadia17_520i, 6535, d344, 9a0c, 9a4c, 8478, 64ef, d27f, 49b6, 2c94, ecaade2015_171h36, 813a, 3b3c, 67ab, ijac201614307x4, 9a61, 8b88, da32, 3235, 6cd3, 3c86, a3c4, d056, f089, 97a7, 7252, 2e39, c578, dd64, f34e, 7843, 0ca3, f0ca, a5f5, sigradi2016_590n, ecaade2016_071x19, 672f, ab59, 465f, 3b47, dfff, da02, acadia16_344j21, 5af0, 9068, c076, 1885, 5d9c, 74f6, 1c13, 473a, b097, b643, fe38, 149e, 072f, 981e, 17a8, 07f8, ecaade2013r_003m2, bd12, de9e, d4cc, ba6c, 2d29, 2d50, caadria2015_130y21, 75e1, 91ea, ecaade2017_037hh, f4ce, 6613, 9d58, 61e5, 48f4, 072b, 342e, 585b, ea9d, ca86, 1c88, 4fff, 4609, ecaade2015_284s61, c349, 7376, aaa9, 02bd, 58fe, 17c6, c77f, ecaade2016_224y59, sigradi2015_3.111e3, 7e0c, 9f89, 56e9, fff8, ijac201412405z8, 3337, 51b8, aeaf, d906, sigradi2014_155x3, 97a9, ecaade2014_225p58, ecaade2016_046b13, 7626, 56a3, fb4c, a305, f772, c938, 300f, f0cb, sigradi2014_103y8, 5c30, 68d0, 57d2, acadia14projects_327b, 908c, 28d3, 0ea3, 4046, 6ec3, 142a, 6aab, 158a, 05f6, 5e9a, e442, eca8, 44ae, eae8, a791, ecaade2016_023r6, 487a, 8042, 42f3, ceb3, f025, 64f3, 55f1, ecaade2014_240j62, 32b7, 2b32, acadia17_201ww, ca46, 6e3e, 74bc, caadria2017_003t1, ecaade2013r_001n1, 3c19, 4639, a8d1, 850c, ecaade2016_144k40, acadia17_502zz, ijac201412301s5, 75cb, b797, 9bdb, ecaade2015_237e54, 977d, sigradi2014_291n4, d258, 336a, 5e1a, ecaade2017_305xx, a396, e3a6, b794, 6748, fcb6, d796, f859, 0057, acadia14_63ad, a06e, 4236, ascaad2014_018z1, ecaade2017_215gg, 674d, 4408, 6bde, 790b, 378c, c286, ascaad2014_005k3, 75e7, ecaade2017_124y, ecaade2017_215nn, acadia17_600bb, sigradi2014_313j6, bcbd, 083d, 6fcb, bdfe, bcf4, acadia16_140b11, c185, 9fcf, ecaade2015_317a69, ecaade2017_306m, 8454, 0bb6, 1b56, 3e54, 3ea1, 00d8, efcc, 27c6, ecaade2017_265j, 87c7, e089, eafe, ecaade2016_080y23, 833a, 9c62, da6d, 85d1, fa07, a8ae, caadria2017_046p14, 377f, ecaade2016_021e6, e3d6, 3970, 62a3, ecaade2017_091vv, ecaade2017_059uu, acadia16_414a25, 83bf, 753c, ecaade2017_089ff, 97d2, ijac201715203mm, ecaade2015_285f62, 95c4, acadia14_291ay, b792, ascaad2016_047a20, 72d9, 7c1c, 590a, e6f3, caadria2016_851n36, 32ce, sigradi2013_194h, caadria2016_777d33, 55ed, 7906, 147c, caadria2016_045e3, 6aa1, 03b7, 26ee, 87e1, bc97, ijac201513304w11, 2834, 1696, ecaade2017_198p, ijac201412205d4, 8390, 3f44, acadia17_292u, 0cc7, 5743, 57aa, ijac201715202ee, 4d5c, ecaade2015_64w12, acadia15_95i3, 74ef, ecaade2014_141g32, 5d7c, ecaade2017_172r, acadia17_145a, ecaade2014_100i23, dc87, ascaad2016_052j21, sigradi2015_11.8i23, ecaade2015_229l51, ecaade2013r_018i9, ascaad2014_017o9, 3b22, ecaade2014_046v11, 3dc7, 4f6b, caadria2016_829a35, 8247, 032a, 071f, 88b7, 3e61, caadria2017_107s28, caadria2015_072s9, acadia17_330mm, ijac201614303s2, 03b6, c834, f1bc, acadia15_173t6, 2309, caadria2015_004p1, ecaade2016_130y36, fc95, bcdb, 70c9, 978e, caadria2016_539y22, 9fe5, ff39, 5100, f225, 85ad, ecaade2015_248w56, d441, 6ade, bcb0, 4ce0, 992c, 9f17, 4993, acadia14projects_135l, acadia14projects_43ap, 11da, ecaade2017_056xx, fb34, acadia14_479k, sigradi2014_074u6, 4405, 8bb5, acadia17_52k, 10cf, 3c3c, d0e1, 00dc, acadia14projects_463f, 405e, 5fd3, f04e, daa5, e10e, caadria2017_004s2, 45ca, 70a7, 55b8, e035, 93f0, da17, 2c26, df6c, f1a5, f2cc, ecaade2014_100h23, caadria2016_851l36, fcb2, ecaade2017_039ww, dd31, 3cb3, 2a05, ijac201614301b1, sigradi2014_345e9, 68b4, e411, ijac201513203t6, 9aa9, c79b, cba6, caadria2017_185x44, 0232, 9889, 2caf, 164e, f45f, 05e5, ecaade2017_215mm, sigradi2015_11.165r25, 490d, 097b, e937, b624, 5251, 57d1, ead4, 56ea, 0b91, caadria2015_102e16, 38d9, 658f, a787, 7230, ecf2, 54d3, 042d, ecaade2015_61d12, 6eb2, 30f9, 6a00, be21, acadia14projects_267p, ecaade2015_138v28, b8ca, e42b, 1e89, e3b9, 873b, 50d3, sigradi2016_695y, 1565, sigradi2014_036p2, 02d8, 20a1, a124, sigradi2014_157e4, 7b88, d5ff, 00ef, sigradi2016_448r, b311, 07fe, ecaade2017_291dd, 7bcc, 2f71, 4be3, 268a, daa2, 0694, ebb1, ecaade2017_071ww, 1d7c, 050f, 155e, eae4, 9b59, a1fc, b18c, 5eac, bc6c, 452e, 3abf, ecaade2015_144k31, acadia14_317w, eb3c, caadria2017_134z35, 691d, afcb, 620f, 2018, dde2, ijac201412403s5, ijac201412204p2, 4985, a370, 0991, 451c, 2167, sigradi2014_229m8, 9ecd, 8305, c83b, d976, bd37, 628e, 8a7e, aac5, ecaade2014_121o27, 18a4, ecaade2015_35s6, 8681, 835c, 0078, e7a4, 78d4, 93fd, 0bd8, f378, 46a9, c406, 93d4, 49ad, acadia14projects_435d, 27b4, 839a, fc29, 392e, 5a41, 1495, dd18, a300, 6aba, 9260, cfa0, ea4b, b732, d9fb, 5c71, d909, 65af, ascaad2014_013z6, b276, 6416, 0f43, d615, f00f, 68f4, ecaade2017_215qr, caadria2017_189j45, fb6c, ee5d, 31b7, 05f7, 61e0, c966, ijac201614104v3, c75d, f7a7, ecaade2015_53v8, 1681, ecaade2016_121o33, acadia17_177u, 9c6e, 671c, ed6f, c189, c4a5, fc43, b7f5, caadria2015_139u22, 6c07, ascaad2014_032r9, 4ef0, 6ffd, 0251, 51c0, sigradi2016_602xx, c773, ecaade2015_215u47, 2157, 28a5, 8a7a, 37a2, e460, eeaa, e25d, 75db, ecaade2016_113u30, caadria2015_073i10, ecaade2016_036j9, 58ee, 2753, sigradi2014_305m5, e17b, 9782, c183, fd6d, 636c, 7009, afae, 32f3, ascaad2014_004k2, 6116, 6502, d41a, fce6, 8754, ecaade2016_021u5, 8189, 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347f, caadria2017_122s31, a26a, 34e5, 76c3, 64cc, 8fbe, ecaade2015_127y24, a2d7, cc3a, ijac201614201l6, 6e0a, 64dc, d886, 5b35, ecaade2016_tkos66, 3585, be99, ce3d, 9759, c742, acadia17_257f, ecaade2016_046r12, ada3, f873, ecaade2015_302h66, e698, 3c33, eb8e, 0b10, 70cb, aed2, 7ef2, c054, efe2, dc44, 0e4b, ecaade2016_121s33, 39f7, ijac201513105t4, e3bc, c6ed, 408a, 54d6, be9e, ascaad2014_005j3, ecaade2017_089v, a001, 791a, ascaad2016_022g9, ecaade2016_048u13, 555b, ecaade2016_164o46, 81d0, 2acd, 5144, 914a, a0d2, 6078, 3d9f, sigradi2013_391j, ac9a, 40f0, da0f, 17ec, sigradi2015_8.239b14, c293, 7301, 4bf1, c986, d5b7, caadria2015_016h3, 2bcb, 26e3, 0813, acadia17_144uu, cc64, 31b0, acadia15_185h7, ecaade2016_193s51, bfe1, e330, 38ed, 00da, 1879, c538, f00e, 3d6b, e663, ijac201412203f2, d0a3, 2612, a114, cb5f, ecaade2015_22u4, ebdf, 724e, ecaade2015_318m69, caadria2015_150a24, f52a, acadia17_669l, 2f32, 077b, 33b3, fcfe, 0360, acadia17_542vv, 6dd7, 2038, 9795, f5cb, 4aff, ecaade2016_055f14, 3319, fa49, caadria2016_487i20, c1e2, fb48, c6c7, f768, ecaade2015_170w35, acadia17_90w, 51b5, 2218, 74fd, c848, e7d1, ea79, ecaade2016_182m49, 16f9, 578c, 0153, caadria2017_135h36, 22f1, 7b67, acadia16_196e13, ecaade2015_118w23, 49eb, bff2, b8d5, a889, fe95, caadria2016_497w20, ecaade2016_217o55, 5bc7, 8a45, acadia14projects_145z, 013e, 82b1, acadia16_440d26, 14d5, ijac201412305c2, 8f57, caadria2016_767s32, 3f0e, 4503, ecaade2016_185x49, 5c4f, e033, 3c9a, 5dd0, 39c1, a7d0, acadia14_453i, b682, 7773, 45df, 225e, caadria2015_206s29, 3f57, e146, b2df, ecaade2015_180c39, sigradi2013_387d, ecaade2016_062c15, 5048, 58b6, 1d28, caadria2015_122g19, 0f8f, 9c48, 2a8d, 3034, 2932, fd15, 5db7, 8f56, 4507, ascaad2016_012z5, acadia17_189nn, 5f71, sigradi2014_239b9, 7bb8, e68b, 8014, 6873, 79f0, 4e7b, 8c7b, e1c7, ecaade2015_138k29, 9181, 93e7, 5183, 6a15, ecaade2017_090oo, 332e, b48f, 3a37, 412a, 3785, a109, e641, b2f4, c0a2, 5b5f, a851, 2a03, e551, 11e9, 1609, 84a8, 06f0, aee0, 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ijac201513303f11, 1f1a, 5678, 3420, 8fd2, ab47, ecaade2014_173b43, d0c8, 2531, 0992, ad5e, e60e, 6047, 3607, 851e, ecaade2017_027b, caadria2016_517u21, ceba, 22a3, 58ce, acadia14_177ag, 779b, ijac201614206b11, 53a2, c515, a61c, acadia17_648kk, 5fe2, 006a, 7425, 38e5, acadia14projects_167ac, 9bf6, 694e, ecaade2016_ws-foldingu68, f399, e3f7, aaa8, 33a8, 2922, dca7, f3d6, sigradi2014_314r6, 82ea, 8ab7, ecaade2016_033h9, acadia14_473al, 070b, c84b, 1299, fec4, 83f0, 840d, acadia17_464nn, ecaade2016_123x33, caadria2016_477y19, 3aae, a510, b371, 2a01, 06ac, 400a, 313d, 0aff, def4, 0e72, b4b3, sigradi2014_247k9, a5ec, f5b8, 8cc0, f6d5, 143d, 4ec9, 7f17, acadia16_140l10, 768b, 0a63, 795d, b5a9, ce14, ecaade2014_226y58, d0d5, b81e, 784f, 1594, ec9b, 72d7, e6d1, sigradi2015_9.141g16, ecaade2016_ws-afuturek67, 0206, 1c40, 6651, 435f, 18a1, 2aa4, 7d34, sigradi2016_550i, ecaade2014_145g33, eb50, 420e, ac20, d4e6, 82d1, 3ec0, f160, 3e83, 0507, 4274, 5e30, ea0f, c2ce, ecaade2017_047r, ascaad2014_028p7, 7d11, a85e, acadia17_221hh, 62c3, 6b7b, 29ee, ba3c, cfc7, acadia14projects_375ay, 7c29, 002b, b924, f685, 525f, 8286, 261d, 75ac, a67e, acadia15_431i18, caadria2016_745w31, ecaade2016_067e17, acadia14_247l, d2b4, bf14, f0cd, ecaade2015_72x13, ecaade2014_175o43, ascaad2014_005e3, 00d4, c3b9, 6ee0, 7ecb, c927, bfeb, f74f, bb3c, 64d3, 8012, af74, ec61, caadria2016_395w16, 0550, ascaad2016_047z19, ecaade2014_186m47, bb64, acadia14projects_691av, 4e2b, 8e22, ecaade2014_112d26, 78df, d939, acadia14_719g, 6a30, 15a3, a047, c786, ecaade2015_22z4, ecaade2014_065e15, 5040, 116c, ecaade2017_175m, 3088, d5c8, 013f, 19fd, 555d, 8589, 8377, d16a, d659, de33, 56c9, 4d26, 01fd, eb1c, 8cd0, e941, sigradi2013_189l, a6bf, d9f1, caadria2016_321l14, 61a9, 918c, dabf, 723d, ijac201412403j6, 7746, ecaade2015_307n67, cbe5, 7dc7, ijac201614202n8, af2d, 610f, a99b, ecaade2016_018k5, ba54, a641, 65c5, 17fc, ijac201715203r, fd37, a4ef, d312, 8d77, acadia15_223k9, 4406, acadia17_650ww, a8d4, 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acadia17_330vv, acadia16_124h9, ced1, ijac201412408y1, ecaade2015_241p55, f1fc, acadia17_137kk, 6add, 6016, bb81, bfc5, 29bf, 0261, d006, sigradi2015_8.47e11, f4d2, ecaade2015_118z23, 1c21, ed1f, ecaade2013r_003k2, 1e05, 66e7, ecaade2016_150a41, 09ea, 2a2f, ecaade2016_161b44, b50e, acadia14projects_539aw, 06c8, ascaad2016_007t3, acadia17_170g, 40a1, 3f85, ijac201715202oo, 52ad, b710, b0e5, e191, acadia14_549u, db23, e159, acadia17_221aa, e74a, 3017, 5cb9, 6257, abd0, acadia17_189rr, f452, 38ef, 102a, 536e, a0cb, bd54, sigradi2016_712nn, 550f, b84e, acadia16_244x15, 9945, 8f80, 357f, 10c1, e871, 6a7d, caadria2015_010t1, 67ef, ef19, caadria2016_611m26, caadria2017_086m25, caadria2015_111f17, 8367, ecaade2015_303z66, f4e1, 8f07, f24d, ijac201412305r2, acadia17_648r, 0d6a, 493e, b281, sigradi2014_097o8, acadia16_344n21, 4bdb, 084f, 3907, 1918, 7b8a, 2658, 9f35, 4972, sigradi2014_263g1, caadria2017_015l5, 644c, a722, c0de, 9a46, bec2, caadria2016_517i22, ecaade2014_186c48, sigradi2016_426d, ecaade2015_138o27, ad08, 8a1b, 62bf, caadria2016_291s12, 2292, 48af, 9454, ecaade2016_210w53, 469a, 07bf, sigradi2015_sp_8.284r30, c693, b350, ijac201412402t4, a496, 6536, 947c, d998, ecaade2014_139b31, 1d42, sigradi2013_234g, a740, c32c, ecaade2017_140gg, 0cdb, 5cf3, 08a9, ijac201614305d3, a9fb, 282c, 9b51, dda8, caadria2016_663j28, ecaade2013r_008k5, 6875, e5b7, 3a51, a577, 30a0, 93c5, caadria2015_210j32, acadia15_195d8, 5b15, 34c6, 97ff, d1bb, acadia15_47l1, ijac201513206x8, c5bf, f87f, ecaade2016_042d11, 342a, acadia14_23af, c496, 215e, db81, 3c31, 688f, 04b6, d1bd, 8067, 32cc, sigradi2016_639ff, 6969, 3225, 7da1, 90da, 8a82, cee3, 51f7, c057, 7908, acadia17_273bb, acadia17_392h, 5503, b0ba, 567b, 00d9, ba99, eba7, ecaade2016_075d22, 082e, ebef, caadria2015_170u25, 34a4, 2c68, e1e8, 5539, 6881, 14fc, caadria2016_851a36, acadia17_60w, d918, e72b, 13b0, e3fe, 8a3a, 8049, f3a9, 54d5, ecaade2016_077z22, 0762, 729f, ee7a, 9273, caadria2017_190t45, sigradi2013_263r, d3f4, 9c82, e705, 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6870, f400, caadria2017_037a12,