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 Scott, Sam
year 1998
title Feature Engineering for a Symbolic Approach to Text Classification
source University of Ottawa Computer Science
summary Most text classification research to date has used the standard 'bag of words' model for text representation inherited from the word-based indexing techniques used in information retrieval research. There have been a number of past attempts to find better representations, but very few positive results have been found. Most of this previous work, however, has concentrated on retrieval rather than classification tasks, and none has involved symbolic learning algorithms. This thesis investigates a number of feature engineering methods for text classification in the context of a symbolic rule-based learning algorithm. The focus is on changing the standard 'bag of words' representation of text by incorporating some shallow linguistic processing techniques. Several new representations of text are explored in the hopes that they will allow the learner to find points of high information gain that were not present in the original set of words. Representations based on both semantic and syntactic linguistic knowledge are defined and evaluated using the RIPPER rule-learning system. Two major corpora are used for evaluation: a standard, widely-used corpus of news stories, and a new corpus of folk song lyrics. The results of the experiments are mostly negative. Although in some cases the new representations are at least as good as the bag of words, the improvements in quantitative performance that were hoped for do not materialize. However, the results are not entirely discouraging. The syntactically defined representations may enable the learner to produce simpler and more comprehensible hypotheses, and the semantically defined representations do produce some real performance gains on smaller classification tasks that for various reasons fail to scale up to larger tasks. Some ideas are offered as to why the new representations fail to produce better results, and some suggestions are made for continuing the research in future.
series thesis:MSc
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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sigradi2016_673ff, 4098, 5536, 32b3, 520c, b2a0, ecaade2015_155o32, 6704, 9c8c, 9b1f, sigradi2015_8.289w14, 85cf, 0a1f, 77e5, f0ea, 3ecb, acadia14projects_63as, acadia16_72a5, ecaade2014_232t59, 61c8, a02f, acadia16_382f24, ca55, acadia16_382t23, 7be0, 45a4, e5be, 7261, b6f1, fd10, 13fe, b057, 7c54, c509, 4ea7, dc4b, ad75, ascaad2014_034l1, 046d, 618b, 99dd, ecaade2016_040r10, 8ebe, dfa0, sigradi2013_280, 8727, f870, d631, bdf3, bf1b, b87c, 430d, 5d28, ecaade2015_193d40, 4a89, c6af, 88cf, b6c8, 0f5c, ijac201412207h5, 0f80, 09fc, a4e8, cc81, 2252, sigradi2013_407a, 55c7, acadia14projects_719e, c497, 94d6, f80b, 0f09, acadia16_54z3, 0f26, f1c3, e06c, sigradi2016_546g, 53fa, 755d, sigradi2013_226z, e6d9, a5d1, a433, acadia15_483j21, 4479, 03f7, 9e83, sigradi2014_265n1, 287c, 5cc7, b631, e6a6, 9c06, 1603, 83a2, acadia16_308s18, 4035, a26a, ijac201412201m1, 64aa, 53a4, 2227, ecaade2015_284n61, b7e0, 26c4, 80c4, ecaade2015_178d38, 4dda, caadria2017_074s23, aa38, 7c8e, caadria2016_281c12, 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ijac201614407o4, 7e8b, 8016, caadria2016_787i33, ijac201614309r6, 7250, 4abd, 762a, ijac201412403a6, 284c, 2ffc, 6064, 6791, sigradi2015_6.329v8, 61ee, sigradi2014_227l8, 72de, 1f41, ce5a, ecaade2015_138u27, 4c70, 484e, 60ec, fdf0, df0e, ecb1, d5fa, ijac201614208z12, 04e7, 4e47, 0644, caadria2017_190m45, 9cb8, sigradi2015_3.111g3, ecaade2015_196u41, 3771, 9e88, b975, 6a2a, 5d15, 57e0, e53b, 8fe6, 9104, e7e0, 4a41, ecaade2015_158a34, 9ff1, bd9b, 15f4, ecaade2016_028h8, ae2c, 8110, e370, 5272, cf30, ascaad2014_008a5, 3eb9, 6455, be44, 8a25, 0bbd, a464, dbd2, 3762, 9c0a, a6d4, c67e, a469, 82eb, 7101, 52d8, 571b, sigradi2013_311j, acadia15_343d15, e46a, caadria2017_015d5, a1da, 6ed5, 855d, e98a, 60e6, ce7e, b110, 22ba, 7fb6, 5f20, ecaade2016_047k13, 6942, 2f97, e0d6, fa0e, bb9e, 7329, caadria2015_130d22, 816f, 4ece, 7449, ijac201412407b1, 7010, 98ba, 59a4, e58c, 291f, de71, bab5, 7607, 2942, 1911, be5f, 9136, acadia16_184k12, bfad, 54ee, 5911, b57b, 9110, d422, 2b69, ab03, 1a3a, 2c2f, 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acadia16_478a28, bea1, 4221, 0cb8, df7b, ecaade2016_016e4, d72a, 7f67, 7490, b0d8, 5243, 685d, a16b, 8285, 8260, 4977, f9a1, cdb4, 6702, e85c, acadia14_237av, 01ca, b62b, 647c, dd83, acadia16_244m15, 4e90, 9ad0, 95d7, cc66, f01d, b211, f0cf, 6116, f0a8, 06af, b75d, 9c16, 86c3, 6143, ecaade2015_38s7, 7c1e, 8ef2, ac52, fee2, ce9c, 01ed, 3781, 5b8d, acadia16_352y21, 3a2c, 767c, e57e, 905f, ecaade2015_303z66, 7693, 8c45, f239, fce8, b8d0, ijac201513304d12, 5102, 1e26, 9970, 9bff, 69ce, 067c, 6f37, ecaade2015_302f66, 26f0, c592, e390, ecaade2014_225l58, 6177, b2a2, ade6, fbe1, cc2e, 0f00, bed7, caadria2017_134x35, ecaade2016_021d6, ecaade2015_284u61, e490, f8e4, a436, 636a, 7db4, 7067, 9c1e, 3d21, 63e2, 4fb9, 8a45, ee31, d4bd, 7ecf, ad76, sigradi2013_407b, 5a0a, ascaad2016_033w12, 7cdf, 8047, 1c9c, cc45, 1944, d5e3, f990, sigradi2015_11.165t25, acadia16_318k19, ba00, ed98, bcb3, c6dd, 6bbb, acf0, 90af, 3f4d, caadria2016_601f25, 2ffe, acadia14_661c, 7b95, ecaade2015_333m72, a0f2, 1f71, 1f95, ecaade2014_173h43, sigradi2015_sp_8.326u30, sigradi2016_815y, caadria2017_023y8, sigradi2013_173, sigradi2016_558s, acadia14_479b, ecaade2015_138j27, eac0, a963, a79a, ascaad2014_017m9, d278, 9180, 1263, b0b9, afcc, 4e39, sigradi2015_7.203i10, e0f5, ecaade2014_080d19, 8a04, ecaade2014_138e30, 5d27, db19, 3cd1, b886, 9311, 6761, 799b, 5405, c7c9, a608, a776, b78f, 24c9, ea14, 3fcc, 4681, 7c04, fac4, dce7, 1b6a, f5d1, 3d14, 1566, 5797, sigradi2014_345y8, 9671, ascaad2014_007h4, a702, 5f43, ijac201614201c6, 2ad4, 6a5e, ecaade2016_223j59, c640, c0c8, fc96, ijac201513105c4, 0b9b, 1a81, 10ca, 68e9, sigradi2015_3.268b5, 746a, aa30, f103, 38d0, d28f, 0d5c, 7894, 0319, 8d82, 60d9, edbc, 2b67, a06d, 4666, caadria2017_145e38, 91e7, 28d2, 7216, acadia14_101at, aaa1, a542, e863, 92fb, 3247, sigradi2015_10.138x18, acec, 7609, f4de, 7ac1, 81ea, 118d, 36ca, ecaade2016_223i59, 2258, 8859, ecb9, 9702, 0271, 6b12, 044f, acadia14projects_311v, 72a7, 3052, c000, 0516, 97aa, 7d05, 8675, 8e36, b81d, sigradi2014_345t9, 2fdf, 342b, 6097, caadria2016_405c17, sigradi2014_313u5, 9ff5, cc91, caadria2017_105g28, 2697, 9123, dc5b, ce14, c227, ascaad2014_005l3, 353b, 3118, 2f64, eec6, f7f1, df16, 4792, 3f26, 13e9, 355b, c516, c965, ff9a, ba13, caadria2017_094s25, 236f, acadia14projects_479ay, e9b1, 9a25, d18f, d7aa, aa88, 8833, e58a, a4f2, 23d8, 0139, 2d24, 1e29, 7e05, ecaade2014_153a37, ijac201513102j2, 6917, e604, 6b3a, da0f, 625e, acadia14_609ao, 860a, f8e9, af3b, acadia14projects_339ae, a01d, sigradi2015_6.366d9, b256, b3f0, caadria2017_040i12, 8e86, 7653, 9f95, 42ef, 760b, ecaade2015_92l18, e62c, d2a0, 78fb, 05fb, acadia16_98b7, 9d74, 2999, ecaade2016_062d15, e47d, 8c12, 98f4, 318b, 5345, acadia14_219d, ecaade2014_187e48, 7520, 0631, ascaad2016_005z2, bf52, d190, 4b07, 947d, 6577, 0661, ecaade2016_228h61, a9f7, acadia15_95n3, 292c, 5e25, ijac201614105d5, d360, 90ac, f925, 91fb, 45b3, c321, e160, 3cb2, b0c6, 1ed6, 60cf, ca96, 54b0, d7dc, acadia14projects_135r, 1d30, 5fc4, 803d, sigradi2015_8.289e15, 6911, a8c1, 8839, 5f1a, acadia14projects_291d, 886a, ecaade2015_59x10, ijac201513102w1, 7e46, f843, 2b0e, be9b, d948, caadria2017_048j16, 82d5, e658, b39b, 6be2, fd3b, 68d2, 3844, 1d2e, sigradi2013_390f, 7367, 7a60, 2d37, 588a, acadia14_463aw, 5e8e, 2f84, ecaade2015_200j43, b8d9, c266, 05bc, sigradi2016_568oo, abd2, 6e7a, caadria2016_373j16, ecaade2016_067m16, 7d4a, d17d, 327a, e233, 5d61, 89c1, 6058, ijac201614204x9, b047, ecaade2016_048d14, sigradi2013_41t, 580a, caadria2015_130r21, 4b57, e4bd, ee83, ee03, 66e4, c54b, f1a2, 7247, b5d0, 7533, 9179, c015, 35a2, af65, 062e, ae23, 0b7a, 28eb, 43a2, 4522, ac9f, d250, 85e8, 4bdb, 6596, 19a4, ecaade2016_046o12, 8805, 5dcc, a25f, ccaa, 96db, 3fea, d6db, 12a7, 0c8b, b936, 4929, 2b36, 7b39, dc61, a44e, 9d22, f54e, ijac201412302t7, ecaade2016_006t1, 522f, 8915, cc38, ijac201614207m12, c6ab, b6fc, 7f3f, 85fa, 4568, ceaf, ecaade2016_136m38, 0e32, 00e8, 1b8e, dbfe, 2855, b48e, 41f4, e6bc, ecaade2015_296o64, c06b, 3ad5, a05b, 0aa1, e7a8, 8063, 189a, e5e3, 09b7, ecaade2014_175t43, fabd, 6929, 75ff, 4228, d85e, a759, 9e23, 0818, 18ea, 1155, caadria2016_135y5, e9fe, 5414, 8ae6, c5e6, d09d, 9028, 4445, ecaade2014_163a40, caadria2015_081s11, ecaade2014_121x27, ecaade2016_217d56, bf4b, f980, 1822, 91e9, 2979, b814, e0e1, caadria2016_477w19, 75f1, 923e, acadia16_344z20, c863, 9e44, 1e48, acadia14projects_435at, 44c0, b9fd, ecaade2016_013j3, d1dc, caadria2016_425f18, caadria2016_631c27, 78d1, d0c0, 3f3c, 1a5d, sigradi2013_43s, 0d51, ecaade2016_071s19, 6fee, cd02, 69bd, 6d1b, a041, ecaade2016_175j49, 3675, 6335, edc8, acc4, f99e, 4f0a, 1c3b, 3857, c993, caadria2015_202y28, 18f3, d580, 49e9, 6c46, 8abd, 6e35, f61e, 2624, 8131, sigradi2016_741ii, d498, ecaade2015_194z40, f77b, ef5b, 3702, ecaade2015_17j2, fd81, 16be, ea36, ea1a, e299, fc46, 7e44, e51c, 0ebd, 4704, 7632, 7c5e, 3f66, 094c, 4af3, 3ea2, d70b, ecaade2015_127u24, ecaade2015_206u45, d551, da8a, 396a, ae45, 2183, e891, fb46, 21cf, 0464, sigradi2016_507ss, 1011, fe2e, c37b, acadia14_153am, aa70, fb2a, f085, 9d44, 9b7c, eb51, 82c5, ecaade2015_280g61, a4c3, d0be, 14ba, ecaade2014_144z32, 1607, 5514, ascaad2016_041o16, ecaade2016_058x14, ecaade2015_221z48, d0cb, e0c2, d16d, ijac201513102k2, e4ee, 86e8, 8671, db05, e43f, 94f0, db31, ead1, ffca, 7a86, 7fa7, a926, d017, sigradi2015_3.65x2, 7bbe, 10e4, 5b9e, ijac201513201d5, 4f66, c73e, d06b, bfc9, 2237, b3f8, 9f08, c59a, 4419, 16aa, 6915, 951b, 3528, f59a, 856e, ijac201412403r6, dd72, b78e, 7c50, 6e84, sigradi2016_420uu, db95, b734, 83fe, f8f3, 85be, 54a1, b346, 8721, 69f0, dd24, 9434, 0b48, c677, a273, cff8, 35f5, 58ee, 38fd, 4f9c, c670, 05dc, sigradi2014_030w1, 7a01, caadria2017_067h21, ac64, a89c, 23d2, sigradi2016_792g, 45ea, acadia14projects_317u, debd, d7b9, acadia14projects_291ay, 864f, 4926, 5bbf, ecaade2016_129d36, ijac201513303d11, sigradi2014_074k6, 7e68, e58e, f89d, 6c4f, 8d2a, 4443, 8ff5, ecaade2016_113y30, 7f22, ijac201412302h7, 9e32, sigradi2014_041d3, 999d, caadria2017_147y38, 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6ce2, 9608, a6b7, 7218, b45d, 8642, df2c, 8cea, 2c26, d40b, 8086, 919d, ijac201513103t2, 1388, 0d6f, 502f, 2777, 704b, 84ce, 4378, 2b92, fcd9, ecaade2015_139w29, 80d7, cd61, a27f, acadia14projects_339y, 58e6, 3227, b8ef, a22c, 4a8a, e30f, 546c, bbe2, ddb9, ecaade2016_075c22, fc08, ea88, 5476, ba5f, 7592, d39a, e654, 1bb8, f0e0, 5507, c833, 5ec9, 4e71, caadria2016_157p6, ecaade2015_53p9, 073c, d55c, sigradi2015_10.309p21, 7bad, 2812, a982, 817e, 7b97, ecaade2015_247d56, 0df9, 7690, 7293, ecaade2015_22u4, ecaade2015_83d16, ce90, 85e7, 537a, acadia14projects_135p, 443b, ijac201412402x4, eee7, 2b62, 857c, d415, 8355, 124e, 1299, acadia15_357m15, 973b, 623a, 7f96, ascaad2016_045a19, f5ff, e3dc, 766e, e36f, 6a1f, 8103, 42cf, ascaad2016_023p9, e81d, acadia15_443w18, 2658, aae4, 7824, 159b, 1673, 25d2, ecaade2016_225l60, c635, 4cb0, 319f, 617d, ed99, f0d7, 6e37, 0ae9, ac00, acadia14projects_719n, ecaade2016_234x62, caadria2015_208s31, ca1f, 040d, ecaade2016_223d59, cdab, b48d, 6bea, 49c5, 2d9f, 67ab, c2d4, c706, 0b94, 77fa, 5053, caadria2016_611t25, 7020, ascaad2016_057m22, a5fe, acadia14_101o, d3e4, 35f8, eaa5, b4c3, a18a, 1142, 89ed, ijac201614407c5, c4c6, 21df, 9030, a499, 6360, acadia14projects_111j, e9c0, f353, 0cf8, 5fdf, ecaade2016_108z29, 3a06, b1ba, 4f93, 7505, ascaad2016_022n8, acadia16_372k23, ecaade2015_287u63, 37f1, 0ac6, 0014, a35d, 4ef9, 15eb, 6f6c, cdcb, e065, 89be, 5dbe, e120, 0536, 2ab9, 3dcb, ac7f, 7e67, b097, 594b, bcf8, acb0, a264, 6fa5, 944f, bbda, 8e2b, 649b, 54fd, 096b, sigradi2015_11.165r25, c806, 23ae, 33bd, cb05, a1ae, 3fc4, 0367, ecaade2014_237c61, 0d5e, 15b0, 9bab, acadia14projects_247z, 553c, 5cdc, sigradi2016_635k, 33ab, acadia14_691ay, 8f62, f9ff, a4bb, 28fd, bf8d, 3aef, ijac201412302n7, caadria2015_208x30, 4d3d, ea17, acadia14projects_479av, 0e2d, c6a5, c337, ecaade2016_230k62, df5e, f725, ba7a, 803e, f6e2, d8ce, e5e2, 268b, 0f45, 93ee, acadia14projects_301c, 2473, d344, 3500, 2a3d, 6e4f, 08e8, 0baa, 18b0, fba2, 6400, acadia14_63av, a51b, 8e47, 43cd, a783, caadria2015_237u35, cfb7, 06c2, 7046, caadria2016_333c15, c536, 836b, 1be6, 5058, ecaade2016_011x2, c7fc, ecaade2013r_020u10, afe1, 2b1d, fabc, 90be, cbe1, ecaade2015_261h58, ijac201614203r8, 73ef, 12d9, 365b, ecaade2016_025c7, 4442, a4f1, 91ab, be35, 0e68, 7b5d, fc7c, caadria2017_107t28, 1771, ab09, 2e35, 6b6e, acadia16_106n8, 9353, acadia14projects_555h, 9cc8, c088, 7394, ascaad2016_041i16, caeb, 16e4, ec12, 615f, cc7f, b85f, 0de2, 197e, f203, acadia14projects_445ah, aac4, 28ce, 3302, 17e2, 7ff6, e532, sigradi2013_414, 6cb7, b4c2, 7376, ecaade2014_237d61, bf62, 6543, bac4, 2436, 2def, b0bf, cbf9, 2732, 11a8, ecaade2016_023z6, d225, c9e5, c181, 3952, 607e, 89d4, acadia14_153i, ceb7, ascaad2016_054b22, c1d1, sigradi2015_8.47j11, 404d, 67b9, 023c, c6c3, d6e1, caadria2016_767s32, sigradi2014_345v8, 7e96, ab61, 768b, 96e2, sigradi2013_366, 4b9b, fb09, cd6b, 9daf, a4c8, d8db, 6d43, c364, 9e07, 0d78, f3e6, ecaade2016_102u27, 72f1, 481a, sigradi2015_sp_3.85r29, caadria2017_118m31, 0a38, caadria2016_819m34, 932b, acadia16_326r19, ecaade2016_144d40, c0f2, acadia14projects_655ae, 3ad9, 1952, ee8a, 9c56, 8aff, 0508, f407, sigradi2016_448o, caadria2016_487o20, caadria2017_041e13, 917f, 4830, sigradi2014_157b4, 4692, e0db, 0ecb, f070, d090, cf54, a0fb, caadria2017_003y1, caadria2015_032w4, 826b, 1afb, acadia14_177aa, caadria2017_104t27, b400, c64c, 60e1, ecaade2016_166d47, c22d, 3e75, 9c84, 653d, d4b9, c1ec, 75ab, cdb7, 5c93, 9080, ascaad2016_044y17, 00ad, 90a5, 019c, 4e64, 9eb6, 211c, 3e73, 433c, 4bdd, 825a, a308, e9df, 9c4f, acadia14_523ar, f832, 52ed, 8b1a, ba4e, 61ad, a8bc, ecaade2015_176u37, defc, 76db, acadia14projects_435ad, acadia14_719c, 4497, ecaade2016_188m50, 5844, 00c2, b960, 0cd4, 45fd, 483e, 4ca5, 2c36, f6fc, 8eb2, ca2d, c72e, a393, c854, 4e87, afb6, 3d22, ecaade2016_163k45, 8c7c, 9070, 9f26, d994, 06a4, b30f, 3229, 90ca, 1813, f037, 9a63, 6a41, caadria2015_016j3, a663, 256a, 131f, ijac201614305j3, ad78, 5382, 5a19, 5f26, ecaade2015_181i39, ae57, 04f6, da79, 8a4a, dc57, 378c, edf2, 23c7, bbff, f102, ijac201614105o4, acadia15_431o18, 5c5f, 335d, 2d47, 82fb, d909, acadia14_167ac, 28a0, 22fa, f884, sigradi2016_752ss, e792, b803, 28c1, 3a8c, 4a88, fb8d, 48f2, 7c06, 5791, bff7, bd66, 3727, 3cfe, a0fd, d3c0, a76e, c959, 069b, aad1, sigradi2016_441nn, acadia16_116u8, 5935, f59f, e86b, 9ff8, ffe1, ecaade2016_154p42, 1201, 910f, fabe, d4ac, 8b27, ca22, 87ed, 5d60, ecaade2014_092f22, 97cd, ascaad2014_029b8, f4eb, ijac201614203y8, acadia16_344x20, 55aa, 58ac, acadia14projects_53n, 117a, sigradi2015_8.81b12, 3379, db9c, d5da, 1613, d6e7, d96e, ecaade2015_127v24, c786, 3fbc, d5a5, b128, ascaad2014_017p1, e335, 3b7f, ef43, caadria2015_084c13, d6fa, caadria2017_113c30, 6647, 2941, c5ff, f661, ijac201614309g6, caadria2017_118u30, caadria2015_102v15, 5403, ijac201614303u2, f022, 6bad, ecaade2016_210j54, 9247, acadia15_243f10, 4b81, aa6b, acadia16_470c27, e07d, a3da, eef4, 57e8, 8920, sigradi2013_30z, acadia15_323a13, 7642, 980f, 78fd, bd4f, 119e, bacb, ecaade2015_101c20, baaa, b1e4, 87d7, 842b, sigradi2016_732i, caadria2017_030v10, fc21, b2d5, 42d8, sigradi2013_28n, 8e96, ffe5, 3f4e, caadria2016_187u8, b1e2, 8157, ca8e, 063f, 6e89, 31bb, 80bf, 151c, 48b8, db84, 0e1e, e15b, 55fc, d86a, c7bf, 4499, ecaade2014_149n35, da0d, ab20, 3260, 9fad, 8ec0, b8a5, 47e7, 5109, ijac201412206v4, d9c9, b96b, c8d4, dec1, f18a, 36d1, ffd0, e79b, 2693, 6282, 39d6, bff2, 1f62, fce9, 731c, ecaade2016_068s17, 5204, 9d21, 3018, cbc6, bccf, b41c, 5f73, ecaade2013r_004r3, 57a8, 2d01, 0229, f7d4, caadria2017_096n26, ecaade2014_046r11, 1092, d29a, sigradi2013_91, ecaade2015_129r25, af69, bdb9, caadria2016_549t23, a456, ecaade2014_206j53, acadia14projects_199ao, db28, f5d9, ijac201513302w9, ecaade2016_067k16, ad4f, dbc1, e702, f7d3, caadria2017_041o13, ddbd, aa1e, 2270, 7621, ecaade2016_162c45, 1872, c5c7, 347d, c4be, aa25, 9c21, 2811, ebcb, 453d, f48a, 2da2, sigradi2013_391h, fdcd, 753e, fe49, ebd5, 7c4a, d501, 1393, 6eda, ec40, d0e3, d235, 7f53, 7636, ijac201412305h2, 414e, d745, 95fa, df20, 1c4b, c871, fff6, a143, 0443, 7f7c, 6a6b, fbc8, fd55, ijac201614102u1, 61c3, 830f, sigradi2014_266d2, 0d64, 4f9a, 5876, 57e9, ascaad2016_035r13, 9192, e0c6, 5fd7, 43a5, caadria2017_002l1, 9426, 45c9, acadia14_177z, fa1d, 97c2, f000, c968, 098f, 2913, db46, d834, 01aa, 1032, 693f, 546e, ecaade2015_115u22, ijac201614207i12, 4dc5, ecaade2016_237g63, 5e1b, ascaad2016_033d13, 83f0, caad, f1d4, 7c3a, 8b8c, 27b1, 05e1, 3933, dcf0, 99df, ecaade2015_199w42, 8319, 4d06, 10db, 4afa, cb83, b3b6, 71de, a1af, 2378, 2c34, e035, sigradi2016_450yy, c25e, ecaade2016_154e42, 71db, cef0, sigradi2016_430n, ae3c, caadria2016_013k2, 7949, caadria2017_052s17, 964a, 1601, 3c75, 1902, 8c4d, aeaf, b1fe, deef, 0678, cfa5, ecaade2016_147x40, sigradi2016_805gg, 4d3f, bbc6, ef10, 368f, 18d3, 3958, f7bb, d93b, 4f2e, b691, sigradi2014_197u6, 6507, acadia16_432r25, 6aca, ecaade2015_81n15, 4d63, baa4, f957, ecaade2015_83p16, 097a, 8871, d594, 35b1, bfe7, 2368, 6e5a, c6ba, 6c1a, 66ee, dafa, 55d8, ascaad2016_050a21, d1a3, 1182, b67d, ba43, 9094, 5960, 16a9, 9ee2, 35ec, caadria2015_015c3, c696, b061, 302b, ecaade2015_53c9, 4b7a, a996, c992, a626, ca69, acadia15_483a21, 9a81, 70ff, 9316, caadria2017_003a2, caadria2017_003f2, 13ca, 42c5, 0f8b, 61d0, f101, 2df0, 53e8, 7aad, 70b1, 1156, 31cb, 2df6, e464, 32a7, d674, c0e0, 210e, 4093, b8a1, e425, ca99, 59b1, 42a7, 9a30, ijac201412406h9, 0723, ad5a, 8d27, 6a19, 255e, 7fcd, 3205, 74e9, 05a3, 912a, c7ff, 8938, a346, 458f, f64f, 76aa, 2c40, 7950, a059, 996f, sigradi2014_181u5, sigradi2013_304, f956, 0c14, 9d6b, 6f9c, 2739, ecaade2014_067e16, 76a3, 2c84, acadia14_435ai, 77cd, acadia14_153ax, 4723, ascaad2014_020r3, e271, c610, 2483, c234, ec76, 7718, 4a86, 9227, 56e3, 3019, 50ee, ecaade2016_032o8, fa4b, 8dec, 81de, c187, 6592, 88ae, 2583, 9ad6, ecaade2015_22t4, c030, 6abe, b6d9, 825c, ecaade2013r_018d9, 7bbc, ecaade2015_229g51, 5549, 7c35, 002f, 8312, c623, 61dd, 9e55, ecaade2015_286c63, b59c, c7f3, af4f, ecaade2015_103l20, ecaade2015_61r12, 4143, e5f4, acadia15_323z12, caadria2016_219e10, 660f, 4f99, 8033, 1353, 1fe9, b7ec, 47a7, 2ecc, 2025, 87df, 8c09, cd17, d5db, c15a, sigradi2016_381p, 09b4, d0c7, 8524, 80f0, acadia15_274n11, f0ac, caadria2017_183m44, 6599, 0d1e, a490, caadria2016_013r1, 6d0a, 0b8e, 420d, 4c20, a9e6, ff77, d97a, 956f, f8f7, ad65, edfb, 3909, fec4, 3b73, 8c30, ijac201412306v2, db79, 6658, db8d, 9032, 3f69, 8c60, caadria2016_851i36, 0046, ascaad2014_026g7, ac9a, caf2, d0e2, 1eb5, sigradi2013_43u, 3413, 08d7, 79fc, ascaad2014_018v1, ecaade2013r_002y1, sigradi2015_11.34c24, a684, ecaade2015_217o48, acadia16_106h8, 836d, 806e, 63cd, f790, 3f5f, 63e7, 0619, 6773, acadia15_185f7, f035, 8d77, dcbb, 7352, a06b, bd26, b8b3, a867, d9c0, 45cb, ce92, df1e, acadia14projects_435b, 6bf7, 7be2, sigradi2014_314m6, 3637, e132, 657d, 682f, 8c5a, 1fce, ecaade2014_139g31, ascaad2016_045j18, 9572, 5192, 0a0e, 8bd4, ecaade2014_030h8, 3c37, 1726, ecaade2016_163x45, d6f3, 323b, c11d, 52e0, sigradi2015_2.162s1, b5b7, acadia14_609ap, b5e0, d6c1, 0dee, aff4, sigradi2014_015d1, 4ccd, edb8, 0658, acadia15_274h11, 107d, 6828, 4790, 13e7, bf12, ijac201513305r12, 18c5, 2dca, 81b6, dc4a, c1c1, 562b, f158, 1c57, 937f, sigradi2015_8.163d12, 1e18, 15f7, a9f4, d42e, ff5e, cc7e, 2363, 55fb, cad1, 5061, c3ad, 15a3, 216d, e2ad, sigradi2016_534nn, a4be, c241, caadria2017_009j4, 12b4, 8b07, 8164, 0b03, acadia14_565ad, 4827, sigradi2016_490gg, 2cf7, dc9d, 2081, 570c, a988, 8aa4, 59d4, eb85, 57f9, e79d, aefd, a244, bee3, 4090, af76, ae3a, 0282, 133b, c0cd, 4caa, 614d, 49ef, 8908, 87f0, 9a80, acc8, 826a, acadia14projects_153an, 295e, eb6f, 7225, 99bd, 5064, 5847, c3e8, caadria2016_209b10, 2646, 0e52, e845, c7af, caadria2017_107z28, b0e1, 8911, 677e, f4c5, acadia14projects_177ai, 7cf3, c5b4, sigradi2015_11.34a24, 92f3, a38c, 3353, 3e64, 25cc, e4f4, 0719, a79d, d479, 9b73, bc5f, a746, e610, c52c, 4e6c, ca16, acadia14projects_671v, 0960, 036d, f942, 9d13, 52de, 2956, 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acadia14projects_579k, 4542, 9a09, 26fd, a985, b176, sigradi2014_074j6, 2a92, d655, 53da, 3203, 7071, 09e8, 572d, 147f, 8350, 0601, 2c2a, 5425, b1ad, caadria2015_213n33, a28c, acadia14_619at, beba, d4f9, 6622, a758, sigradi2014_032n2, d480, 89f5, sigradi2016_484yy, 17b7, cc60, 80d1, 0b99, 728f, fefc, afc5, c726, ce8e, 4697, 1333, 790b, ecec, 767e, acadia16_152c11, 7424, 264b, ed73, 31e0, d317, f9a3, 164f, 51be, 01c9, 4170, 0fa3, 018f, acadia14projects_681as, ascaad2016_022z8, 035b, d1ed, 8a11, 8ee3, f0e7, caadria2017_131g35, 1eeb, ffb3, 5cdd, 8c89, 0336, 7b72, ae29, 3d28, caadria2015_070f9, af0c, 33ea, ef9d, 2f07, 0132, eb7c, ecaade2016_074l21, 388f, sigradi2013_77, 037f, 493a, 10c1, a6a7, acadia16_214u13, 6443, 8280, 1bfe, ijac201513302h10, c23d, 87e4, 0c3d, 4dd8, 2a35, ecaade2016_098z26, b0d3, b0a0, 3a38, 1f20, f6ed, acadia16_140x9, a440, 6b69, 38e3, sigradi2016_615aa, 0b16, b849, 1175, ecaade2015_217c48, b8c9, 1579, d430, c327, b544, 5ad8, 38f1, ascaad2014_031h9, caadria2017_127h34, ecaade2015_301p65, 9e63, 17c7, ecaade2014_050f12, fafe, 2d49, c251, ijac201614307e4, 16c1, ecaade2016_067t16, e434, f340, a50e, 392f, acadia15_451y19, a9e5, 405b, 3e4e, dac0, sigradi2016_817l, 377c, da17, e09f, 9bf4, ffe3, sigradi2013_304z, 49a4, 19f4, sigradi2014_172z4, d5c8, ijac201412403o6, caadria2015_150a24, 5e24, 438d, 5198, 6b66, ecaade2015_61x12, 6053, 6e5d, b87b, a6c3, ecaade2015_138e28, 7d1a, acadia14_145v, 8360, 5904, 9c88, abd6, 2b26, c263, f2e3, ecaade2014_132c29, af71, 3fe4, ecaade2016_130t36, 026b, b3d7, ecaade2016_025f7, 4ef7, ecaade2016_077o22, ecaade2015_225l49, 60e3, 2f53, d6ce, caadria2016_197s9, d08c, 4023, b24f, 0292, 4048, 28ae, 8a75, d6e9, c2f7, 9c98, 3e29, acadia14projects_291as, 0f9b, ijac201513105c5, 124b, 10df, 1361, 4a7e, ecaade2013r_005n4, 9c75, 21a4, ijac201614207e12, 3996, 7b2d, f5a7, c0db, c031, caadria2016_249m11, a61b, bf23, acadia14projects_153aw, aab4, sigradi2016_815ll, caadria2015_087v13, 76d0, sigradi2014_313c6, fa57, cf5c, 523a, 711e, 8cec, 9fa5, 501b, caadria2016_353z15, 635d, 602b, df76, 9224, 20e1, a891, acadia15_123p4, 96eb, acadia14_435ap, 234d, cd03, 67b0, 8054, aaf3, 1173, de3e, f715, 189b, c213, ebc3, d5a3, 8626, 0991, 7e41, 9f44, 3a78, acadia16_224x14, f92a, 6937, sigradi2014_189j6, 8545, 7ae7, 7a33, a711, acadia14projects_177u, 9d8b, f095, 08f6, acadia15_343l14, c0bb, 232e, sigradi2013_243c, 03f5, 091f, c10f, 8eac, 38e4, caadria2017_048a16, ecaade2016_042g11, 9519, 7b1e, 907c, f1eb, 9fc4, ecaade2015_109w20, 30c4, 5d98, 5b5c, 1eea, 4470, 4bb9, 98f1, 61e8, 51ac, 381b, 972f, 73f7, f70d, 3e98, 9c1d, 3231, ecaade2015_21y3, 24f6, ecaade2015_109t20, cbf0, 63a3, caadria2016_405n17, ecaade2016_132x37, f7a8, acadia16_12e2, sigradi2013_194f, 2db7, 84a2, e6c0, caadria2017_094v25, 5dcb, caadria2016_135z5, ba11, ijac201412408t1, 032b, 64a8, 3874, 4a40, 056e, caadria2017_149f39, 36e5, 5b18, ecaade2016_144m40, 3a0f, 90eb, 97fe, ecaade2014_214u54, 5846, 543c, ecaade2014_143p32, 5f2f, f8cf, 4f4f, 80a0, ecaade2014_195k50, 180a, ecaade2015_215k47, e329, 00e6, 3ae3, ecaade2015_248x56, caadria2015_111i17, e995, ecaade2016_119m32, e4c7, 6fca, e244, fffc, 950f, e177, 2552, ascaad2016_038z14, 1d66, ijac201513202k6, 503d, 4fda, 374b, 418e, a3c2, 1db7, 856d, 31b8, acadia14_91s, 573e, a3d6, d1a8, 4d75, 0483, 00a5, 61f7, 71af, 2d60, 7cec, c128, caadria2016_343m15, 911c, 9f3a, f39b, sigradi2016_673hh, e08e, 1846, caadria2015_213w32, 44d6, e078, sigradi2016_450ww, sigradi2014_080l7, f74d, c259, sigradi2016_737x, 528b, acadia14_33an, 2e7a, sigradi2013_414d, e184, 338b, 5083, 1682, 5a9c, 218d, d1d7, 2513, 5cbd, ascaad2014_033x9, caadria2017_175e43, ecaade2013r_003y2, bdef, ecaade2014_084b20, 8208, 5075, e080, sigradi2016_674kk, e495, ca80, 34ed, 1045, e9f4, b8cb, acadia14projects_291ao, ijac201412303i9, 7d84, f52b, 1d38, 597d, d556, ijac201412301z5, ab3c, 5f0f, ab00, 7f61, 775b, 7c9f, 0329, 2aab, 7871, 1027, sigradi2013_41a, c467, 1449, cdb1, acadia14_63ai, sigradi2015_3.268a5, caadria2017_132m35, b21f, d0fc, ascaad2014_017f1, b4d6, 788b, c8e6, 8483, a0ff, 3225, f248, 6167, 3c05, ecaade2014_010x1, 8bed, 0a2b, 344f, ijac201412401z3, fb98, ecaade2015_114v21, 9ea9, 8dd9, f526, 6f5e, eff1, b98f, ecaade2015_122p24, f3c1, 426b, 16b9, 67ce, a989, cbd1, caadria2017_105l28, 26e9, ecaade2015_229b51, 3240, ascaad2016_004s2, ecaade2015_221w48, eadc, caadria2017_094w25, 6b50, 6f1f, e5f6, 1b97, 9ac1, ascaad2014_019x2, sigradi2014_178k5, b1e8, 258d, 4420, 1010, c049, sigradi2014_263y9, 7070, caadria2016_713c31, cc93, ascaad2014_013y6, 119b, d82f, 93f9, a1a0, ecaade2015_138e29, 5ba8, 4e16, fcad, c31b, 5737, d6ab, acadia14_699f, 0125, ebc0, 304d, 5778, 600c, d838, 590b, ecaade2015_319d70, b46e, e728, ecaade2015_233z52, a947, ecaade2016_057l14, 82ff, caadria2015_226x34, 7abb, 8b62, e730, c893, 3581, c2b7, bd78, 467b, caadria2016_333y14, 2f44, 99c1, 4db5, 8d6a, a333, sigradi2016_449mm, b4e6, ecaade2014_018p4, 6ae9, ijac201412301p5, 5540, 55dd, 0843, 29d4, 9a66, 40eb, 31d9, 1806, bf7e, a233, f2df, 5e04, 565c, 80c7, acaf, acadia16_224s14, 248e, ecaade2014_104t23, cda9, 0152, 0846, a8f8, 231a, 8bec, caadria2017_183c44, b6b2, 2594, 4bae, sigradi2014_345x8, 8a5c, 27d5, e7e2, caadria2015_049b6, f187, 504d, 1c3f, cd5f, c14d, bd6c, a699, 2e19, d949, 476f, 4019, 9d1c, fd0e, 33f4, 2f45, 65e5, ecaade2016_095x25, caadria2016_745b32, 871e, 5b32, 51af, caadria2016_405f17, ijac201513203w6, 46e9, f2b7, 02fd, ecaade2014_163z39, sigradi2014_103w8, 95bc, f20d, a1b0, acadia14_609at, 6dbf, 3047, 1859, ecaade2016_007l2, 7689, 0c93, 9be4, 8504, acadia14_699s, cb6f, b008, 64fe, 9403, 8f45, 3b2a, 4850, 3feb, c4c9, f0fc, ce66, 659c, 9935, 64a1, 7c38, 0a6e, 99d5, 7f97, 73c9, c3bb, 98be, 4fe8, ee82, 71ca, 59a3, 0147, 3b75, sigradi2016_639gg, 7dec, 4772, f36c, a6e1, 7e6a, 8992, e8c1, 52d0, 2a70, caadria2015_208t31, 2a00, cb33, 5986, cd2b, f3a5, 243d, 7ba9, 8f91, 6fbf, ae69, 5295, a303, 9b7d, 8ac3, 9b25, 21ef, e47b, 2e51, c3dc, ea44, 794f, f47f, 5c76, 7bc3, 3ae7, 2669, 0a4a, 98ff, edb4, c9bd, edf9, f7d5, acadia14_531k, ijac201513302l10, 0c9c, 0b15, efa5, 5b75, 839b, 682a, 7317, da37, 83d4, bcf6, 91eb, 9186, 93d1, 997e, 95d3, 12f9, 87e5, sigradi2016_764d, 97e5, 7dfe, e139, 1b3a, b031, 6a35, 4066, 9ef7, 6b82, e5de, 6fb0, caadria2017_070i22, 7e76, ecaade2014_127m28, 728e, 62a1, acadia16_342b20, sigradi2015_10.381g23, 1a57, 11cf, a9ae, c13d, 344d, 7224, 3503, 9189, 1644, 61e6, 99c7, caadria2016_621y26, f976, ascaad2016_018n7, sigradi2013_304d, 76a5, 1e1a, ced7, 06fd, ed70, 81e4, 11a4, 297f, e591, 0f37, ecaade2016_095h26, ecaade2014_224y56, 3462, ecaade2015_294k64, caadria2015_073r10, c8b9, 6442, 35ac, 6b6c, ecaade2016_042z11, ac87, 5711, ijac201614402s1, 5546, 39ea, bb55, c17f, 1049, 0bdb, b61d, 32e8, c3e7, ecaade2015_333c72, 2d26, 30cf, 54b6, a713, sigradi2016_732g, 2e13, 0b9a, a22e, 7608, 7db8, 1dd6, ecaade2014_010f1, 4435, 6a83, 9f7b, acadia14_609as, 2470, fc17, sigradi2015_10.7l18, b170, 5a65, 0f61, 23f3, caadria2016_477g20, cc63, 95f6, cda2, 8778, 8ad2, 268a, dbef, caadria2017_003o1, 1f55, ecaade2014_186c47, 1827, 27ac, 4570, df73, caadria2015_220f34, e563, 087f, ecaade2015_227v50, d7df, 1b3c, 35b8, f3e0, acadia15_311h12, 141d, fa47, caadria2016_435n18, caadria2015_168l25, caadria2017_124u32, ecaade2015_152a32, 65bf, 412f, 8985, 4705, a9ab, 7b44, 4314, 7478, 05db, 4dc4, ef67, ea87, 2a89, 8cd4, d845, a019, 6e2d, 2bb6, 7673, b38b, 1edc, 7f55, ascaad2016_002l1, d650, 1973, 79bb, 24b9, 66c5, 28b2, ecaade2014_153d37, 359d, 7861, 27da, caadria2017_048y15, 59a6, 6a71, fb93, 6354, 88fb, 13f7, 093c, ijac201513302a10, 3938, b4dd, ecaade2015_100u19, d3cd, ac85, ea73, sigradi2013_74d, caadria2016_353w15, caadria2017_016l6, 011f, cb12, 98bc, ijac201513202j6, 9810, 0383, a618, f7db, ecaade2014_080k19, b509, 8843, 3ac9, a90f, ecaade2014_072o17, ascaad2016_022w8, 4f68, 26d9, 1990, 9e12, d468, 791b, 2641, 57ae, 5562, 38ab, 1eef, bae7, ecaade2014_140v31, 650a, c7c8, 0a26, caadria2017_145l38, a057, 249b, ecaade2014_024u7, e2b5, bd62, 4987, f575, 028e, 2c49, 19d8, 7d5b, 749f, 6ad0, ecaade2014_194s49, d7ad, ecaade2015_77d15, 9f52, b242, 7562, 379e, f8ec, 90d2, edbe, 466f, acadia14projects_301ax, f4f5, 927a, 2008, a20b, 4a22, 6d6a, f0d6, aa45, f4cb, 15d0, d75f, acaa, c2d5, 58dd, af15, 96a9, 8b32, 1e19, ecaade2015_265t58, 83af, e9e0, d512, 4f6e, 0fe8, 0cd7, acadia14projects_691aw, d078, sigradi2016_659x, ijac201614103e3, 01a7, a798, 0e47, 7723, f767, ecaade2016_162e45, 9cef, ecaade2014_168l41, 8a7d, 5a2d, 297c, 2a4c, a175, 732c, acadia14_549v, 63d7, 1127, b3d9, 8472, 3a28, sigradi2013_62t, 33a5, f803, 37b9, a6e0, ijac201614405o3, be1b, 2f3b, 1119, acadia16_382y23, d886, 1b2e, 8423, f971, 139e, 9d03, ecaade2014_023k6, 3dd6, ascaad2016_047a20, 63b3, ecaade2015_22a5, caadria2017_149j39, d063, 4c51, 924b, ascaad2014_018z1, 2c11, 6eae, 0568, a7e1, 2090, acadia14projects_145aa, 7b35, ascaad2016_003v1, 9857, c609, 1825, 3281, b50c, 67f3, ecaade2016_108v29, acadia16_372l23, a898, 96fd, a61d, acadia15_195c8, ascaad2014_012e6, acadia16_280o17, 3384, sigradi2013_393l, 5d32, sigradi2014_136f2, ecaade2016_071b19, acadia14projects_497y, sigradi2014_345k8, ecaade2016_043d12, 95cc, 3ff8, 93bd, 1233, 8cd1, acadia14projects_709ar, 1461, 7ce6, b29d, 10e3, ascaad2016_038f15, d0ba, 9bc6, ff46, e761, 4c67, e5b3, db3f, d39f, 59ac, ascaad2016_012r5, b94e, 4915, sigradi2016_484pp, 04df, c8a5, ecaade2016_099l27, acadia14projects_247u, 45bd, d6c9, 101f, ecaade2014_159p39, 9534, 76b8, bcc4, 9878, a33f, dc9f, 35a1, 0320, f864, 9b0d, ecaade2015_241l55, 3ae9, ijac201513206x8, 9bd8, e5a9, sigradi2014_084a8, ed57, 5f96, 8982, ecaade2015_172d37, 7f25, acadia16_224a15, 0b5a, 02f2, 1ac8, acadia16_78u5, sigradi2014_313x5, e57d, acadia14_43ab, 2e85, 71ea, 27ea, c0f7, a16f, 2bbe, cd7b, sigradi2013_41, 2969, 8956, a258, 4e9e, 734d, 0ec9, f5f0, 8d63, 0cfa, b331, de37, sigradi2013_234i, bc90, 389d, 7971, ijac201412204o3, defa, 089d, 341b, 2903, 6898, 39ce, f398, a71d, sigradi2013_117k, ecaade2014_159n39, d78e, ascaad2014_033z9, ascaad2014_026b7, f988, f0d9, fdf6, 5ffb, 4eeb, b9de, sigradi2014_282s3, b9dc, 11b0, cd20, 7189, 6c56, 07b0, a229, 4e3a, 5a7c, 3cff, 51f9, 89ff, a50b, 16fa, 3798, db3b, 4519, ecaade2014_029y7, 5494, aafa, 0d4b, 2d8e, a649, 0d74, 6ecb, aefa, ecaade2015_118z23, d4b6, ecaade2014_018m4, sigradi2015_13.316z28, 86ab, 8c41, ijac201614102a3, 07c4, ijac201614403f2, 7bc5, 86ba, fefa, 9efe, 15f2, 4728, ijac201412408w1, 8fc5, 9b16, ecaade2015_268f59, 7ad3, 782f, 1d32, dc01, ebf9, 02d8, 676a, 2c4a, sigradi2016_571ss, bc23, 9c38, 2bff, 1257, e8ee, 48cd, a0e0, c69e, d543, acadia15_483y21, caadria2016_693a30, 2a86, 24b0, 41aa, 4838, acadia14_311r, e6e8, bd7f, 6b72, 8eeb, a9ee, 1845, aeb1, 834a, acadia14_647au, caadria2017_081m24, 9972, acadia14projects_479au, 4bb0, c4f2, eb1c, 9e66, 995d, ecaade2016_094s25, ba83, 7fe6, ecaade2015_77x14, eaec, e0c3, a33e, 1f3f, d0b6, eb73, acadia14_463a, 6546, 300b, e05b, d5e1, acadia14_555k, 6fd0, 6066, ba3b, 82ce, ecaade2015_11i1, ecaade2014_138s30, 4326, 161e, caadria2015_181w26, e05a, acadia14projects_43ac, sigradi2013_158b, c36f, c43e, 97a6, ecaade2014_024f7, b3ef, ecaade2015_177w37, 294f, 8ace, 911b, bf49, 0904, ijac201614102f2, 2520, df9e, 75cd, 0e72, cb8a, 3d0b, ecaade2015_287o63, 0bbc, acadia14_671r, acadia14_153au, 187e, dc52, 3073, ecaade2016_046a13, e073, 55c5, ecaade2016_171c49, 5421, sigradi2013_158, d669, e010, a4da, 134b, 83db, 8464, 238e, 0082, caadria2017_094u25, 0d8e, f006, 670d, ef96, 154c, 334c, e696, 34c2, 6659, d2d7, d4f6, ijac201412302o7, 99e4, 7a04, sigradi2013_304e, d27f, ijac201513105r4, bbe6, acadia15_497m22, ecaade2015_144b31, 5cc5, 96b6, 4573, ecaade2015_196o42, 0045, 6e80, 539c, acadia14_655af, caadria2017_072z22, c06e, 2e08, 75a1, 55e7, sigradi2014_347n10, 21aa, 0cf5, 73fe, c79c, b09a, dbec, fd05, 1e3a, 2741, caadria2017_018z7, 93d2, 00dd, 7c0c, a827, af87, 80a4, 2286, 8519, bda2, fa94, 9bfd, 2722, caadria2017_107x28, 8437, b5dc, f695, 87ee, ee8d, sigradi2015_10.7e18, caadria2017_190w45, a150, fba0, 6121, 65ea, be76, c116, c952, ijac201614208b13, c3fd, ascaad2014_024b6, caadria2015_172i26, sigradi2016_781b, 4f77, df8d, c9b1, acadia16_224z14, 13d1, 9ae7, b4b4, 4452, 8538, 8eb8, e9e8, acadia16_72g5, 4e35, 3860, 0526, 888c, 09a6, ebd6, ee7e, f3f4, ecaade2015_176x37, 6cac, 1f9f, sigradi2013_414v, caadria2017_023x8, 7000, c787, 147d, 8b8f, ecaade2014_138u30, 340d, 54a2, 8acc, bfd0, 5555, fc63, 7a69, ee05, b1a2, c1dc, 76b7, ecc0, d682, 6b19, ecaade2014_208y53, 3a43, d4cd, a650, 548d, e225, e5e0, d98c, sigradi2016_655j, 3f86, acadia14_347ai, 00c9, 774e, ijac201614405c3, 6095, d9f9, 2568, acb5, c9e7, ac2a, 9f7a, caadria2015_188c28, 4182, 3197, 275e, 2711, 076f, efec, 0741, 6cbf, 3788, caadria2016_383r16, 3f3a, sigradi2015_10.309b22, f0b5, 1360, 8015, ea12, 154e, acadia14projects_619z, f5e4, e816, c38a, sigradi2015_12.19y26, df70, 39cf, 7a49, e55f, 977c, 1a1c, sigradi2016_655k, ad4c, 60ce, ecaade2014_057p14, e948, 05fc, ijac201412303h8, ecaade2016_217f56, a93b, acadia14_479s, 7041, acadia14_699r, b797, 83bd, 102a, caadria2017_158c40, 94e8, acadia15_407t17, ecaade2014_022z5, 4290, 4baa, 20c3, ascaad2014_015y8, 7f83, acadia14_33al, sigradi2016_550n, 6781, a878, 0af7, 9db1, 11b9, be34, 03a0, 6ddc, e952, e558, caadria2015_070y8, 2655, sigradi2013_194k, 3fd3, cfd7, d043, 3015, 9eba, 7d42, d1a0, 8146, caadria2015_015e3, 4c50, f964, 538c, c30e, c6c0, dd5c, c12b, 0206, ec58, ecdb, 3dab, e16e, c152, e21f, fd85, 29b5, bf3c, 4bbd, 37cd, caadria2015_049g6, 9931, a434, b731, 4ec3, 04a1, c09c, b577, 1312, 1ff2, 6df0, e942, 4272, b7ed, 1a70, ecaade2014_188p48, 8b4a, ba75, d4b2, dbaf, f43d, ecaade2015_279z60, 0517, ab5a, ecaade2013r_004b4, 32e7, 810b, ecaade2015_317u68, de9a, d78f, d0e6, 4020, afea, 5f4d, cbb1, ijac201412403m5, 8100, 9f8f, 0565, acadia16_280w17, 468f, d2c3, aca3, 325f, b2e9, 9dec, 86d0, 5951, ascaad2014_020t3, 1cfa, e57b, 0100, ff4c, sigradi2013_295c, 918c, acadia16_260h16, b055, 4c5d, e17d, ecaade2016_032s8, b7ef, a2c1, d6ef, caadria2017_163d41, 1268, 9075, 88b6, ccc3, ecaade2015_243v55, bd98, 383c, 7013, 8f9f, 9545, 9310, f7a4, 8440, 64ba, caadria2016_249i11, ece5, acadia14_479au, 3921, f367, aad4, 7b5c, 213f, 17b5, caadria2017_051l16, 4428, 7cb1, a643, 09d8, c919, 4cac, 6d06, 6fc3, 4927, ea52, ecaade2016_113z30, 9f13, 94a3, d039, b26a, 425f, 9c34, cf39, 8979, 605a, 77b3, 42b5, 2313, 7b67, 0c91, caadria2017_048z15, ijac201412307k3, caadria2016_013o1, d78b, 3eed, a4b8, 9729, 731d, 7c62, 9760, a269, b5ed, a7c0, 6775, 9c30, 0fd9, 8801, e805, b3e6, b18b, 222f, 7bac, f5de, deb0, adb8, ebf4, fc3d, acadia14projects_479v, dece, sigradi2013_313s, caadria2016_663s28, d1d9, 190f, 52a7, 4d3e, bd46, ecaade2016_011p2, ecaade2016_191l51, ecaade2015_114p22, f3f9, acadia15_123o4, 478d, sigradi2016_449kk, acadia14_135w, 9002, sigradi2014_314s6, ecaade2014_088c21, 100c, acadia15_357x15, 6e97, 738a, caadria2016_045h3, 9bca, c21d, 465c, 7d0c, 90ff, 1c31, 8f6a, ecaade2015_13j1, 5b1c, e8e1, 9dc8, 5f64, fad3, e8d6, c067, 91b9, 4f05, ad18, ca90, 303e, ab64, 5e73, 93e2, ascaad2014_022k4, d5d8, eb35, 29ae, 866e, 4f5c, 8a18, b288, caadria2016_839i35, 78a6, 3b16, ed4f, f7a6, 0e7f, b0c2, 4081, 3861, 7546, 52f0, 44a1, f66d, ecaade2015_122k24, ff75, 4e5e, c2a2, 9adc, sigradi2014_155z3, bbc7, sigradi2016_490oo, fdd0, 1424, sigradi2013_268j, ae25, 8661, 5de3, acadia15_451d19, 5247, acadia14_497z, c1ab, b8f5, d45f, d1e0, 301d, 8587, 92f4, 349f, acadia14projects_609ag, ecaade2014_127k28, 8a53, 0dc2, 6ba6, 14b5, ijac201614305l3, 4a45, 7a79, 03d7, b35a, 08fc, 2920, ascaad2014_008p4, 1b09, 8bf5, 1921, 30d6, 1667, 8f6e, 12b5, 9677, d37e, ecaade2015_113u21, e766, 8450, sigradi2014_303g5, a01a, a1c2, 7f84, 6e8a, 1c5d, b2a3, 18b1, 2560, f589, sigradi2016_564jj, 3c29, ijac201614403j2, d732, 096e, 0e40, 2c56, a6c1, d3b4, f492, ecaade2015_74n14, 36b1, 26ba, 43e9, 592c, b3ca, caadria2015_210f32, d363, d4c2, 4d02, fa56, 7876, a0ee, abe8, f834, 528e, sigradi2015_3.345v5, 079e, 293f, 588e, 4063, 11e2, ascaad2016_053l21, 9682, f9f1, bab1, 2322, 0d8d, a565, 9b63, c73f, 019e, caadria2016_777z32, 754f, cc70, ecaade2015_227o50, 6958, c7e7, ecaade2015_118w23, ecaade2014_084x19, ijac201614201a7, 1c81, e8f0, 34e3, a6dd, 14f6, ijac201614208s13, 8b6f, 7506, 9634, ecaade2016_166g47, ced9, acadia16_106d8, fa9e, bdb8, ecaade2016_068c18, 8383, 95be, d304, caadria2015_139v22, e514, 35f7, 42e5, e725, 32c8, 6c34, caadria2016_343j15, 9be8, 729e, 3c54, 1f5a, 2fa7, 9351, ecaade2015_227p50, 5113, 36d5, ecaade2016_118a32, 686b, 6602, 7a9c, 4f11, 1c78, 4e95, 1138, ecaade2016_119v32, 1fd0, 5a59, 1053, a180, caadria2016_301v13, a039, 5cea, 6fb8, caadria2016_023o2, caadria2015_126e21, afe5, 31e7, 99bf, 3042, a6f9, 0d81, d9dd, c6f6, 6a7d, 6caa, 3455, acadia14_619al, acadia15_407k17, c0a2, 96ca, eb4b, f489, a6c5, 7fbe, 6670, 45ee, d0f7, 8083, 0b0c, ecaade2016_224s59, 76bf, ascaad2014_027l7, ascaad2014_023v4, ae0a, b08b, 95b9, cf47, caadria2017_005d3, f244, 62c5, ecaade2014_226f59, 0360, 5afe, f396, d2e6, 5891, 5674, b34f, 2ec4, af84, d176, caadria2017_142c37, ffa6, 8b59, 23a9, b2ad, d21a, 48c3, d15f, acadia14_219ax, caadria2017_030z10, b3c9, acadia14_719e, 8dfe, caadria2016_343g15, 4caf, 1cee, d97c, 3054, 1821, ecaade2015_92m18, 0624, db6c, 14a3, ecaade2015_86k17, ijac201412201e1, 1701, c764, ed62, 1803, d4ab, caadria2016_767t32, 63e5, 6225, 7fc0, dc56, 00e2, sigradi2013_41l, 4157, 52e2, e131, 7492, 2086, 1034, 0684, cc77, 2aaa, 18de, 83e9, ascaad2016_028d11, 2fd4, 0595, 0d9c, sigradi2013_397, 4ccf, 8399, 85b7, f001, b487, sigradi2015_12.19x26, e094, sigradi2015_8.27o10, acadia14_135v, caadria2017_040r12, acadia16_12g2, 29fe, b73e, caadria2016_013f2, afe9, 4683, b750, a845, be59, sigradi2013_401e, caadria2017_029r10, 121d, ed3e, 45e9, ijac201513105u4, 08c9, caadria2015_126x20, afe0, c4b7, sigradi2016_659m, 4a98, db59, 360a, 9e6b, acadia16_478x27, sigradi2016_621ee, sigradi2014_048d5, 1546, ascaad2014_016c9, 2d2f, 0edd, d40f, 3883, 6192, 1090, d5c3, ecaade2015_307o67, f2fa, f8b8, d700, 03c4, 5ef8, ecaade2015_246b56, 1674, c284, 6c95, 2672, f74c, fdbd, 20e3, 709b, e3c6, sigradi2016_778pp, 30a8, 202b, ijac201614307s4, ecaade2014_024e7, 1ce2, 58d3, f1ba, dc51, 89d0, ascaad2016_001d1, d34e, 2195, 970a, 4840, 523f, 2c3d, ijac201412303b8, ijac201614208c13, 49ad, f530, fdcb, ed0b, 0551, a932, 02e4, 8d7c, 7245, 9854, 0ebb, 8eaa, fe32, 1cef, 9084, ascaad2016_028f11, acadia16_260j16, caadria2017_118l31, 9a4f, acadia14_199ao, sigradi2015_8.264n14, a973, caadria2015_126t20, ecaade2016_067r16, ca70, 3f19, 32a4, 231d, 3577, 0a1d, 65e1, ecaade2015_293c64, 33f3, f4fe, caadria2016_187m8, caadria2016_683m29, 843b, e7c0, sigradi2015_8.328r15, 6340, ecaade2015_318v69, 04be, 9c5e, d5e8, 83a5, 1316, 9707, dc6f, dde2, ijac201412408d3, 4440, cebc, ijac201614205i10, e6ff, caadria2015_014v2, 941d, 024b, sigradi2016_369b, ijac201614203x8, 1604, ecaade2015_194u40, 2905, 8fc9, d5dc, 77a8, 8486, acadia14projects_291b, 31ef, e6b7, 160c, 1b90, 9832, 4229, bfeb, 279a, 75a8, 9536, c76f, bc0c, 22d3, 5ebe, b01b, 4cd3, sigradi2014_345f9, 8035, 9199, bb50, ddec, 7123, df29, caadria2015_048t5, ab8e, a5ac, ijac201412404o7, 446a, bf59, ecaade2014_050g12, 5c3a, sigradi2013_243, 7e63, ecaade2015_138x26, c0ba, 12e0, 5cc2, 9456, c94e, 213a, ascaad2016_043f17, 4518, acadia16_394j24, ecaade2016_104u28, 3b95,