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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ecaade2014_138d30, 69c2, ijac201513306h13, 6783, 7eb9, 11ee, 5ac6, cba8, sigradi2015_9.347m17, ceac, acadia14_473af, caadria2016_415a18, acadia14_281t, 3129, 5452, 93ac, 7899, 4054, 24fa, 124f, ijac201412303m8, d80a, 7fe1, fe79, aba6, d605, d415, da10, f5ad, c740, ecaade2015_229s51, 2181, 0e2e, 6a2d, 91b1, 3751, fdfa, sigradi2016_817j, 5dfd, 6df5, 31aa, acadia16_174e12, sigradi2015_1.305d1, 9d08, 4830, 67ba, 87b6, 6bfd, 0f64, 8324, 998f, caadria2016_333r14, f5dc, 5fac, caadria2017_043d14, sigradi2013_389n, sigradi2015_11.196i26, f2a6, ascaad2016_023o9, f033, b92c, fc51, fa2b, 98f1, sigradi2014_155w3, c8bc, 4589, 867c, 6297, 3909, 3a7a, dde7, b40c, ecaade2016_094r25, f3df, 8610, sigradi2016_817s, 9ec6, 3398, 8662, caadria2017_056w18, ebef, ecaade2016_062i15, 1060, 1c88, 86b9, 1838, fdb3, 6d98, bb6c, f3e3, 96c2, f9d4, sigradi2013_275d, d7c1, f46b, 3cdb, 6286, acadia16_460v26, 810a, 1e4d, 7dc7, acadia14projects_565aj, e729, 0d93, sigradi2016_522x, ccfc, ijac201412402j4, caadria2017_122t31, acadia14projects_627f, 2737, c00e, 7dfb, f181, 52d8, fe55, 2b8a, eca8, caadria2015_072m9, caadria2017_051y16, 903a, 9846, acadia14projects_565i, af78, caadria2016_735o31, ascaad2016_048i20, 16d7, 417c, 4135, 09be, 5389, 3763, a4e5, 9f73, b47a, ae8a, 2ec1, b711, df4a, sigradi2014_032g2, c865, acadia15_110w3, bd6b, 162e, 909d, 1bef, 30d2, 3e69, acadia15_47e1, 4a80, 4332, ecaade2014_224s56, sigradi2014_052o5, 2f36, a73c, caadria2015_014z2, ee42, d2f6, ecaade2015_217n48, a788, d896, e2e5, da79, b03b, 88dc, c4cc, 35f6, 3da8, 8d26, 328a, 376c, 1ec2, bdfa, c912, 07f4, 1e08, 70b7, 66a1, 3b7f, 900e, caadria2017_028d10, 30da, ac1d, cde3, 33ad, 2ea6, caadria2015_010z1, bc69, f5c1, 73c1, f245, 3d1a, b4b4, dd54, 6a95, 320a, caadria2016_105w4, 198b, 6f0e, 13c9, ecaade2014_173i43, f23c, 8ff6, sigradi2015_10.309a22, f0a2, 378e, f318, 192f, 6c71, 733d, ecaade2016_099g27, dca0, f2aa, ebc0, 970d, fb3d, a8ef, 28b0, 78eb, 9a65, acadia14_609ah, ac8c, ba63, 577d, fe0d, 9d7f, a2f3, caadria2015_119e19, cea3, ac11, 2ded, sigradi2013_386p1, 8502, ac8e, ecaade2014_072y17, 947b, 3b99, 7ced, 3ceb, a872, 9733, fa5f, a85a, 09e7, 31e3, sigradi2016_448x, 2166, sigradi2016_550o, ijac201412301m6, dde0, caadria2017_149l39, 9420, ecaade2014_121p27, 5a14, abb1, 208f, c03c, ecaade2015_194w40, ed19, 4280, 83cb, e204, 2d60, 8207, ecaade2014_127n28, 40e4, 9f56, 68c2, ecaade2016_225t60, 7bcc, 08e3, 7d2b, 07ce, cfd9, 22a4, c22a, ecaade2015_334s72, b719, d83f, a6b4, 9bea, 36a3, 537d, b276, 3d2e, 2a07, b36c, cdf8, a936, f693, sigradi2014_347l10, e27b, a077, a58f, 833c, 1a81, 7f1c, cc44, d094, 8437, 04a0, 8783, f454, 7095, 0fd4, 4b66, 5965, acadia16_280w17, 7a99, 87ae, 0b7b, e7d6, b5d4, 1780, acadia15_483l21, bb33, 3415, 793e, ca4e, 200a, 3c51, 65ab, acadia14_427ar, ecaade2015_325y70, 3046, 9c8b, f42a, 61b7, sigradi2014_345v9, 24f2, 2a94, dc95, 8e96, fec9, 4a66, caadria2017_134z35, c492, 7c32, d857, ecaade2014_024m7, 63a5, e6e2, 30a1, 9f6e, acadia14_609au, d2bc, ecaade2016_120b33, 75b1, 6044, d4f1, f4e9, 3b31, ascaad2014_007w3, c5ad, 8c08, 0252, 47cf, 6a1a, ecaade2016_222i57, c88f, 35ec, ecaade2015_17t2, 7f94, ijac201412304k1, 0a3b, 2d3e, 5b6a, 15ab, 3ec4, be8d, 44a3, e330, 7c44, 44ba, sigradi2015_8.328p15, ecaade2016_171f49, ac6c, 5c27, ecaade2015_278r60, caadria2017_118x30, 0c3e, ecaade2014_225s58, c02d, 722a, acadia15_323u12, ecaade2015_55l10, ecaade2014_176k44, acadia14projects_145aj, 53e9, caadria2016_197g9, 184d, ecaade2014_044g11, ecaade2016_166k47, c2ce, cd20, 81b4, 3138, 4ab5, 4548, 864b, ascaad2016_042a17, b321, acadia15_211s8, caadria2017_003e2, 9ed9, 5f7a, 5253, 4b5f, 3618, 31a1, c586, ecaade2014_052n12, dbd6, 4d54, 581a, 5b28, f440, ecaade2015_103o20, sigradi2015_7.146w9, abe9, 714b, c096, bbe9, caadria2017_041x12, sigradi2015_8.189r13, 2eb5, 2c60, 404d, 2431, 14c7, c5f7, 6911, fbbe, 12b3, acadia14projects_409l, a6b7, sigradi2015_sp_10.179j31, c879, 1942, acadia14_555j, 8d2e, dda1, ascaad2016_040y15, 0603, ecaade2014_052t12, e8ac, caadria2016_851f36, 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ecaade2014_071w16, 442b, 4d47, c9ec, bc6d, 6538, ascaad2014_011y5, ff40, fb9b, ascaad2014_014i7, acadia14_681ap, cc43, 77f9, caadria2015_124b20, 8e5f, ecaade2015_206l45, ecaade2014_182a46, sigradi2015_3.268k5, acadia14_579h, f788, 9bdb, 27ad, 143d, a8d1, 5fbb, 384b, acadia14_311u, 0179, sigradi2013_275f, ijac201614303s2, 2bc9, a002, 41dc, 2626, f449, caadria2015_078g11, b9e0, 0533, 8edf, 7ffe, 8bc8, fbb4, fe36, 260d, bb5d, caadria2017_040p12, b52a, ef48, 7406, 4647, 2762, 4f40, 64e6, caadria2015_014m2, ae93, 3d41, cdc1, c16e, dce5, 7787, a2b6, 0390, d439, 646e, d39a, ijac201513306a13, 9de3, 963b, ef6b, 4843, ecaade2015_206o45, e6df, fc32, 36e3, 40c7, 0914, ccc9, 5636, acadia16_34a3, a6ba, d17b, 4ad0, 1bcd, 02b1, 33f4, caadria2015_048r5, ecaade2014_022b6, 3f21, a32c, e997, ascaad2014_001k1, sigradi2016_441pp, 4615, 1f2e, 713f, 992e, e857, c0c1, a8e7, 3275, 5c34, b176, 930e, a352, 7f46, caadria2017_123h32, b954, f359, 283e, caadria2017_118c31, 4f8c, 16f1, 7572, 0d10, ecaade2014_224d58, 70f2, 4265, 7370, 7fc4, 89b7, 3168, 691b, 1551, ae78, 7213, sigradi2013_381, 60df, 4187, 56ca, acadia14_609av, acadia16_244n15, ecaade2016_068c18, 5ad7, dc09, c9e7, ad36, ec32, f86c, faaf, ijac201614403k2, 4523, 4689, ijac201412302f7, d47d, 42f8, 23c2, bb13, 90be, 21c0, sigradi2013_343d, db98, ceb0, 1eb7, e560, 6b33, caadria2016_579i24, 3ec3, e559, 2569, d772, 9dfa, 70d5, ijac201614208h14, c416, 5b8d, acadia15_431i18, 5f7c, acadia14projects_589i, 1a74, db72, 631d, acadia15_357m15, 7948, 21bf, 39ef, 6418, c963, caadria2017_174x42, sigradi2016_590a, caadria2017_124p33, 91b3, c4a8, 9088, 7ce8, c2cb, 0439, cfcb, b02b, 32ef, 51e4, e8a8, ecaade2015_74o14, e585, 33ca, d0cf, ascaad2016_028s11, 727d, b114, 641d, sigradi2014_074b6, sigradi2015_13.316b29, 9e82, ascaad2014_017s1, caadria2015_077v10, 9934, 907c, acadia14_101w, 3a3e, 8130, ef20, c736, 0e0c, ecaade2016_106j29, 7e3b, a2fe, ab72, ff5c, b561, 23fc, aa76, 07ad, 808e, 6487, 9bcc, ijac201614201k7, ecaade2013r_007g5, 7049, 8001, 9bf2, 3aa7, 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832b, 0da1, c3e3, 2159, 53a0, 3975, a8f5, ecaade2016_027f8, a84e, 1992, 23fd, 2102, caadria2015_209e32, d00a, 23e7, acadia14projects_555h, ecaade2016_006z1, 64d2, b7cc, df6d, fc44, ed9f, 4bd4, ijac201412307i3, f556, fcc2, 13ab, 63f8, 1173, daaa, 2981, 0822, 48fc, sigradi2016_724uu, caadria2017_132r35, 4dc2, cfa5, f124, caadria2016_291c13, 9f2d, c223, bd27, cef4, 7150, caadria2016_651w27, caadria2017_094y25, d074, caadria2016_725l31, caadria2015_090r14, fe75, ecaade2016_096r26, ecaade2014_186a47, 4408, ecaade2016_167x47, caadria2015_049w5, 7029, c584, eb03, a7e8, b86b, 990d, ecaade2016_230t61, ad9f, e475, ecaade2016_045e12, c311, 4377, 766c, c28d, 1ed0, 53a5, 3705, b890, f850, 3571, 5f1b, d8ef, 23a2, 735e, d897, 6471, 2cdb, c7f9, 5ecf, d132, sigradi2014_281h3, c33f, bb41, 6507, c541, 163e, 4f1d, acadia16_206k13, 2007, f5d3, 459e, 50ba, 42fb, ecaade2016_068x17, 73b7, a4d0, dd9b, cc00, be82, ecaade2013r_012s7, 0cc2, dab5, ecaade2015_180x38, e450, b3b8, b57c, 84dc, caadria2015_218v33, a34d, a17c, 6951, 63f9, c754, 2791, d052, b8b8, dd7c, 6ed0, 6801, 999e, sigradi2013_289l, 0e96, 1151, 24d8, acadia14projects_101s, 52d4, ce29, ecaade2015_221s48, 2c7f, 4fd6, 9aa2, f4d4, 25ef, d5ad, 7040, caadria2017_124k33, b992, bcf9, 4486, cd92, f55a, ecaade2016_074u21, 60e6, 31b6, sigradi2016_637u, 74ee, acadia15_357r15, ecaade2016_191b51, acadia15_195d8, ascaad2016_003z1, 8eb3, 9f0b, sigradi2015_10.7i18, 171e, a799, caadria2016_167s7, a390, ba2f, f468, acadia15_323r12, 611c, 01ea, 2c96, d7c2, acadia14projects_719r, bdc6, f6b4, 2765, b844, 205f, e23d, 8116, caadria2016_683h29, 6059, ce03, e792, 9c5d, 83a4, 5ae2, 511c, 40a8, fc97, 3310, 6acd, 8ff5, 0d6e, 6cee, f574, 464d, acadia15_263c11, 12eb, sigradi2015_4.219d7, 4809, 3f86, caadria2017_029n10, 3441, afd6, ijac201412408s2, 4a47, b371, sigradi2013_393t, 1464, 186c, c911, ecaade2015_61b12, 4b6d, e9f8, d830, 97f3, 0929, 1259, 9e5a, sigradi2016_805hh, 42cb, ecaade2015_114c22, ecaade2014_138p30, ae50, 67a5, acadia14_219ay, 0910, 76e3, 4457, ecaade2016_075e22, 038b, e390, 842a, c1f0, 6479, 75e2, caadria2015_087m14, 363a, f7d2, 7f30, 1167, ascaad2014_033y9, 1a96, 9202, 91cb, e86e, 22d1, ab46, sigradi2015_10.140h19, acadia14_627ap, bb47, acadia14projects_601ah, 96d2, 9cb4, af1b, 0e2b, ffd0, 072a, 2c75, dd7f, ecaade2015_64w12, afbf, f30a, 8ccd, sigradi2016_467o, caadria2017_056e19, e4a2, f9e2, 0f01, d927, 661c, f198, acadia15_173z6, ecaade2014_112h26, e61e, 0343, d628, cd1c, 5546, 10d8, b7a4, caadria2017_190x45, b9e9, 8998, 353b, e337, 0ede, 07b5, acadia14_339ao, feee, acadia14_257ad, ijac201513305r12, f56a, 523e, 2b41, caadria2016_477y19, b9bd, sigradi2016_360x, 4983, 9558, ac6d, 7b16, 9c5c, 6415, be94, 1a03, d032, 34e0, 93ba, 0bc8, f973, ecaade2016_167t47, 6973, 2d35, caadria2016_291b13, c301, 265d, ecaade2016_071v19, 9931, 0a6d, 0b44, fe24, 6fe0, 63d0, 3f52, 8454, 6b23, 8f02, 2530, 269f, ascaad2014_005t3, d009, ab43, 3d81, sigradi2014_313i6, d571, ecaade2016_040n10, 025b, bb11, caadria2016_239e11, 9cef, 21fd, b123, ae07, 1353, 5416, 1564, 9282, 7daa, db93, 0a84, 710c, 2b9f, 554f, 5dfa, 7446, ecaade2016_140w39, 4ec9, 224b, 0da3, acadia14projects_627aw, a85f, 07f6, 4790, fbec, af89, 8d4c, sigradi2014_282s3, 81a2, 82e0, dc4b, 214d, dd18, 24d2, acadia14projects_235r, a9a4, 517b, 212c, 03d5, 9dde, d583, 5365, 2f6d, 54f3, dd57, b2bd, a069, 148d, ijac201614208u12, ascaad2014_008t4, 3561, ccd3, 9d1d, c812, ecaade2015_285d62, sigradi2013_215e, fe90, 61c9, d12f, sigradi2016_490hh, 51a7, d131, aa69, ijac201614105o5, ac81, ecaade2015_333j72, ascaad2014_012h6, 5081, ce67, 51e9, 0eb5, sigradi2016_710gg, aff9, 6bc9, 983e, f7b2, adab, 82ec, ecaade2016_140p39, 3cb8, ecaade2015_138g27, acadia14projects_167u, 8b0e, 03a7, a4cd, acadia16_116p8, e158, e901, 1cdf, dc91, 336a, 98be, f8f2, 0583, d24c, 8fbd, 8a5c, 2bb9, c5e2, 4af0, 5337, 57ff, 78ac, ascaad2014_036f2, 55bd, d4bb, ecaade2014_079z18, ecaade2015_217d48, bd0c, 1def, acadia15_443b19, c870, a2c4, sigradi2015_3.65u2, 86f6, d019, e59e, 077d, 690e, 843f, 90ed, 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312c, 3197, 8aa0, sigradi2013_167l, caadria2017_051r16, c2d5, 6430, 2a63, 1670, 3804, b503, ecaade2015_21b4, 2ab6, sigradi2013_285b, b990, 5b78, 17a2, sigradi2014_036p2, de35, faa3, e309, ijac201614202m8, ascaad2014_009c5, 4644, acadia14_135aa, f9c4, b560, 65cd, ijac201614303n2, 5be8, 72e1, ecaade2016_164s46, f3d9, 5d48, cc1d, 019c, 1854, ascaad2016_045g19, ff34, 6ff2, 66b4, f8cf, 8a00, acadia14projects_111g, fbea, 7740, f6ca, e2ae, c4dc, 3e88, sigradi2013_280n, c3b9, b59b, sigradi2016_814k, 39ee, ebbb, 1ef5, 1635, acadia16_24x2, 11d4, 3921, acf3, 77cf, d305, ca7d, 2568, acadia14_219ax, 804b, acadia16_98m7, 6d42, 10fd, sigradi2016_381r, de7d, 9004, ecaade2016_033i9, 440b, 1dcc, f8f7, afc1, d495, aeae, ecaade2016_067k16, acadia15_185d7, 5087, 1f43, 8f4f, d05a, ac78, b027, 698c, d3b3, ecaade2016_238p63, 7096, sigradi2016_659u, dfb4, 73cb, 6148, ecaade2015_21a4, a8c0, caadria2017_047a15, fbd3, 055b, 4f6e, 67b9, caadria2015_126v20, ecaade2014_070s16, 0ab8, caadria2017_129z34, 77f6, 163c, 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6434, 49e6, 61d3, 72f2, 6c0d, b96b, 9269, 2df4, 70a6, 1985, 7809, 2309, cf74, e207, 7e18, 2996, f455, caadria2016_673z28, 5e80, ascaad2014_012b6, b058, 3143, 365d, f155, 1f94, sigradi2015_13.316w28, d661, acadia14_53p, f6fd, 5d33, 9167, 9189, sigradi2013_429p, 8fe6, 661b, 02d6, acadia15_323l13, 0612, da42, 229f, acadia14projects_63ag, 6edf, 6671, sigradi2014_164j4, 0b41, f173, 1705, dd74, ecaade2015_118y23, 6a79, caadria2016_167d7, f422, 024a, 684d, 03e8, 1c63, 8410, c895, 8af8, d72c, b574, 89eb, 9499, c389, caadria2015_114a18, sigradi2014_045f4, sigradi2015_1.320g1, 82fe, 1a70, caadria2015_109w16, 8cda, e018, 7c6d, ca40, 8519, acadia14_627ao, 58c1, 8e3b, 3852, 416b, e642, dc99, 654f, 6852, 5302, 0db3, 97f9, 290e, ecaade2014_240l62, ae43, 701a, cebf, b049, 6ad8, f3ef, ecaade2015_73c14, e137, 49b2, sigradi2013_158f, 43ff, 038f, fb83, 40d7, e456, f8c7, 3a7b, 28b2, a2d8, ecaade2014_195w50, 9833, 5e6a, d01a, 357e, 7e61, 2232, 98c2, 1373, dc52, 1f4f, f170, aabf, 35ab, 161f, 580a, e2d3, 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8694, b957, 84c5, e87b, 4ca0, a9ba, e355, caadria2015_185m27, caadria2015_237n35, 0f83, 2dfa, 0d2c, 79eb, ijac201614301a1, de27, ecaade2016_221a57, 835c, acadia15_343a15, 6d83, acadia15_232p9, sigradi2016_815dd, d73e, 8f27, caadria2016_321l14, 0512, 55b6, sigradi2014_330l7, fa66, dab2, 5f63, 2118, ba57, e853, b3ae, d68d, ijac201412201o1, 4070, 1917, f609, 5dd3, 7cde, 7a2d, f731, 3fec, b16c, acadia14_445ae, dafc, 78cf, 1fac, ecaade2014_044w10, 6b65, dfb1, ascaad2014_033f1, 03b0, 97a5, 15ec, 6043, 1e2a, 926c, cbd6, ecaade2014_218t55, 2a0a, 740d, 2e3e, ba0e, 647b, 2303, 0e97, ce1d, 7c62, 507a, 448d, 21b7, ecaade2015_175o37, ee13, bd41, acadia15_110x3, 0e01, d573, d19a, sigradi2013_183s, ijac201614207l12, 3fbe, d416, dc47, 4da9, caadria2016_651h28, sigradi2013_295e, 4c0b, ecaade2014_024d7, 0d25, ecaade2014_020n5, 2f71, 1b9b, ce2f, a644, 147f, ijac201412408n1, a003, efde, ijac201614104m4, 1085, 2e82, 7eed, 9b2e, e93d, acadia16_72c5, c0f9, 507e, 8dfb, 4026, 5bc4, 3258, 86c6, 5570, 9dd3, bcbb, ca6b, a5c1, sigradi2016_382w, ecaade2014_224p57, f368, 183c, caadria2015_072u9, d220, a92d, 52fe, b45e, sigradi2015_6.387n9, e55b, ecaade2016_152z41, a0e2, 0d22, 56a9, 76bc, c30e, ecaade2015_287k63, a696, ecaade2016_068y17, 864a, da0c, b5f4, 6b26, 1aa0, 9b5e, caadria2015_145z23, bd10, 5e07, 6a3a, caadria2017_047y14, d159, a0d4, ecaade2015_18h3, 5bd9, 3d88, 527f, e2b3, e1b8, 447d, caadria2015_170o25, 4127, 044c, d03f, abe3, 1f7f, a6fd, 5f25, f28a, 11bd, 1c0f, ee7e, 3359, 9fc3, 93d0, caadria2017_163y40, 89bb, caadria2015_086i13, ascaad2016_004r2, a391, 7689, 2fd6, be57, 23b3, 304e, f202, 76ad, 355a, ijac201513203m7, 3609, 7e46, a167, caadria2015_070j9, 0dc6, 4f72, ecaade2016_123z33, 0b64, 96b4, a3f5, 5f12, ecaade2015_206n45, 9f09, eac5, cf96, b672, 0b22, 97d9, e07a, acadia14_153ao, 7f6a, 2722, 541c, acadia14projects_81l, c497, 127d, ce55, 9135, acadia16_382p23, e9cd, f347, 5cde, 55f9, 3684, 16fe, f78c, ecaade2016_028h8, db6f, c95d, 1417, e1d8, 1fc1, 134c, ijac201614402t1, f8a5, 343f, 8536, acadia16_98e7, sigradi2014_099s8, 0d45, ascaad2014_004f2, 342b, 1d4c, 0f30, 7ee3, 03d8, ddf7, f2f1, b7ec, 2cd5, ecaade2014_023h6, e739, caadria2017_101l27, c424, 9976, 8fe3, c846, sigradi2016_647pp, 1550, 5936, 4aae, ecaade2016_098w26, 5fbd, caadria2017_129r34, 317b, 6edc, 42a5, 2cfc, c975, acadia16_270u16, 2b70, 1168, 644c, 5cff, ecaade2015_101g20, 52c8, 2199, 043e, 81cb, 62ba, 5f42, 40ec, e9ed, 8351, 5e51, afac, 2bbd, cff8, bf79, a945, caadria2016_517a22, b821, 3ea1, 4193, 54cb, afef, 4d5c, ecaade2016_188l50, b190, f22f, caadria2015_203c29, 0186, 68de, aa4f, acadia14projects_479r, 4c71, 7a67, 5b48, 0269, sigradi2013_200d, 8d8c, eff8, 1d2e, f601, 6f9c, b0ce, 355c, 5061, c101, 6eec, ijac201513302b10, 3309, 0454, e661, b6e7, 8716, 3d5e, f547, b7be, 8c7f, 0afc, 7d3d, 2282, a8d3, fd24, ecaade2016_075l22, ac7d, 8487, 974a, 4bd2, ecaade2014_023f6, 73eb, 09c0, b053, e650, 34d6, 915d, acadia14projects_463p, a494, 7872, b7fc, fccf, 20b4, 79bb, 48fa, 8534, ecaade2016_120e33, 74f9, 95bc, 39d5, 9f31, 9042, 804e, 6b72, 54b2, 1411, c180, acadia14_75d, ecaade2015_217z47, a0c7, sigradi2016_512d, acadia16_332v19, 2041, 873d, 4840, e296, sigradi2016_479aa, 1ca6, 9c47, ce49, b28c, 00d7, 882b, caadria2017_041c13, ijac201412303z8, 6ddf, c91f, caadria2017_057t19, a628, b3a0, e3d2, 5c47, 2622, 7b37, ecaade2014_226w58, 6ead, e6db, ecaade2016_007d2, 3b4b, d50c, adcf, f5a0, f134, fb03, d29c, 0a77, acadia14_375c, 2f79, a3bc, 7e45, 3130, sigradi2015_11.142a25, acadia15_284v11, 80cb, c791, 795f, caadria2017_048l15, 4943, 2863, 0ed8, 72be, eddd, 71f8, 1038, 937e, d97a, 7195, ff73, b56a, a4f3, 81b1, 5aa9, 5f74, 893d, 3a94, ijac201513206s9, 5fda, 0114, a419, f715, 1e2e, eca9, f2c1, ecaade2016_018b5, ecaade2015_155g32, afa1, ijac201513101b1, d89e, 458d, sigradi2015_10.307j21, 859d, e257, 61c8, 1524, 5e01, eb1f, acadia16_402t24, bdf2, ecaade2014_066k15, cd7f, ijac201412206w4, 170c, ecaade2015_33a6, db90, 77c9, 855b, 677b, 9d47, 234f, 1604, 8ba5, be54, 6fcc, caadria2016_291p12, caadria2016_167b7, b495, caadria2016_703i30, 1002, 8ec7, 7635, 01f3, sigradi2013_91m, ff37, 7be7, bea6, 99d5, fce8, 8b1c, 3c95, 1d41, f323, 014b, 81d3, f333, sigradi2014_042n3, acadia14projects_247m, 9b26, sigradi2015_10.7e18, ecaade2014_108c24, d369, be24, ecaade2016_111n30, 6173, 1f65, 0926, 9e59, 663a, ascaad2014_029j8, ecaade2015_138f29, ascaad2014_007g4, b31e, ce3c, 3073, 4c9e, 0f4f, ijac201412302j7, bdb9, a8a1, 8e3d, c8d2, a212, ascaad2016_035v13, e15d, f21d, acadia16_72f5, 7a95, caadria2015_130i22, 0279, 0fcb, 6e84, b6c5, 04a7, 7da8, c051, fe70, d84f, 1634, 0ccc, 3628, 57f2, 18ce, ecaade2016_111p30, 2372, f4d8, 4be5, f037, 8b13, 0f73, 993d, 3384, ecaade2015_286a63, e591, 065f, ecaade2016_046v12, 6807, dd3b, e499, 234b, 0732, f4f5, 9d8b, b3ad, d062, b967, d6ba, 07bb, e6cd, 1265, 03ea, c39a, caadria2017_070j22, f036, sigradi2013_387b, 7a19, 2615, sigradi2014_330m7, caadria2017_107m28, sigradi2013_285d, ef0d, 663f, 1932, 37dc, ca32, ecaade2014_147z33, 0a44, b696, 6953, sigradi2013_238o, 3079, 5450, 1161, f7d5, e468, 86cd, e0d4, 397c, 8e8f, 696b, ace3, 8200, ecaade2013r_018r9, b882, ecaade2014_176m44, b063, accd, 86d6, 00f6, ecaade2014_168f42, 2e62, bd59, sigradi2016_710bb, 1491, acadia16_174w11, c7b1, c1de, caef, e562, acadia15_47a1, ecaade2014_162v39, sigradi2014_063x5, 7346, 5fa5, e7b7, c252, d670, caadria2015_049a6, c267, f162, f1a0, 12d5, sigradi2013_194i, sigradi2014_335t7, 8f84, 43ab, sigradi2016_635i, ecaade2014_127o28, 034d, b95f, 4434, 6719, 8dc1, cab4, 5b8a, 1ad6, a42e, e76b, acadia16_488c29, 0a83, 7952, a734, fc89, 30ab, aaa9, 9ef8, ccf0, ecaade2014_149u34, 8fb6, b659, a5ac, ascaad2016_054a22, 681a, 8dcb, b490, 079a, 7baf, 522c, 0e4b, 8df7, 1345, d243, 8eb4, acadia14_647au, a663, a05d, ascaad2016_045a18, acadia14_223a, 7393, e7f8, 6539, 39c1, 74fe, b243, 0a52, 3044, 8b10, 327d, 53d6, 9da2, 629a, ijac201412303o8, a975, bb5f, 5016, a302, acadia14projects_357aw, 1685, 9a57, 0fa2, cfec, 0f61, a3c5, ecaade2014_156h38, 3231, sigradi2014_151h3, 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ddb3, caadria2016_713v30, 6dcd, 819e, sigradi2013_111s, ecaade2014_240c62, 44e8, a18d, ee65, fa47, acadia15_497m22, bc3f, acadia14projects_33af, 0659, acc9, acadia14_565s, fe2f, 4831, 3ddc, 45a6, 9792, 1c9e, dfa9, 543e, b9c5, e610, ef9c, ecaade2015_48m8, 29e5, 443c, ddd0, 00b1, ecaade2015_336x72, bed5, 91d6, sigradi2013_405, dbd8, ijac201412408p2, 74c9, ascaad2016_049s20, caadria2015_015c3, 61e0, d903, sigradi2015_11.8p23, cd11, b5bd, 1728, 1349, 7c6c, e72f, f9fc, 9f10, e54d, d7e2, d068, 4af3, cdaf, 270d, acadia15_185o7, 7148, 8030, 5f0e, acadia14projects_199ai, 7b35, 9c35, acadia16_164v11, 34e2, caadria2017_074e23, 60c8, c90a, caadria2016_529o22, 7a8d, 57d9, a337, 6856, b4fd, 56d6, 9287, caadria2015_117z18, 6680, 1f6d, sigradi2016_752yy, 441f, 579a, da78, f300, be8b, 144a, ecaade2016_013m3, ecaade2016_217o55, 4b0a, acadia14_145l, 2448, acadia14_199ai, 32b8, 16d2, sigradi2014_144y2, sigradi2015_2.137l1, 4bef, ijac201412402f5, 1a40, 395f, 6f7b, e6cb, 8f06, b7d6, 0956, 4da8, eedf, f2f8, ecaade2016_136r38, 06ac, d32c, 3249, 36dc, 81ef, 140a, e820, 15a1, ac34, 5c71, 98bb, 4fd0, ecaade2015_170t35, c525, ecaade2016_063r15, sigradi2013_74f, ascaad2016_014k6, bd53, 8add, sigradi2015_8.186f12, 9510, 5eb2, 65e3, caadria2015_126w20, ecaade2015_55e10, dca7, cee6, acadia14_237at, 12ac, 512c, 3744, ad78, b2a4, 958b, 6dc0, 9714, caadria2016_415u17, 2861, f8e7, 535e, ascaad2014_032p9, ecaade2015_319i70, 6564, acadia14_145x, 2763, caadria2017_142w36, 42e4, 1b13, a57a, ijac201412402l4, 9662, a232, caadria2015_004i1, e524, 6337, caadria2017_030c11, d88f, ecaade2016_130o36, b718, b08d, be5c, 6693, bab6, sigradi2014_042v3, e488, 2c57, ece2, ecaade2015_229p51, 6928, df3d, c9f5, ijac201513206v8, 1c55, dca9, acadia15_137g5, 1814, be66, de71, 5610, caadria2015_164g25, ascaad2014_020r3, 1312, 4697, sigradi2013_313o, a611, 9fd4, bc91, 5d93, 3c15, ecaade2014_224w57, 4be2, caadria2017_041y12, 1d3e, be00, 94ba, 90ec, 776b, 1f09, ascaad2016_057p22, 6347, 18be, 1518, fb69, cd6b, ecaade2016_224t59, 749b, ecaade2016_140i39, 8efd, 5ad4, 5933, 6255, acadia16_88y6, a5d9, 7886, f8ee, sigradi2013_386t, ecaade2015_155y32, caadria2016_135a6, bd38, sigradi2015_sp_8.6g30, 06fc, b4c4, 89f7, ecaade2015_207n46, 519b, sigradi2015_8.41r10, bfaf, 2338, e982, 3029, ecaade2015_251n57, b7b3, 7d00, 9b98, ecaade2014_156i38, a7fd, 2f88, 047e, da53, 3189, 26a1, b9db, a379, 4979, 22ee, 292c, ijac201412307k3, ebc5, ab6a, f2c8, 6aec, 2f6f, caadria2015_084y12, 97c1, sigradi2015_3.221n4, 83cf, 8da2, 0d1b, 4e5e, b6ce, 1127, ca80, caadria2015_070k9, 0325, caea, caadria2016_871r37, f30f, 837b, ecaade2016_065b16, caadria2016_209z9, caadria2015_139y22, 519d, f0b4, e6e7, ecaade2014_121z27, b97f, ff97, 96f9, 3e5d, 239a, cc0f, 6b68, acadia15_243d10, 2555, f2ee, ef44, c6c1, 7097, a70e, ecaade2015_205b45, acadia14_619y, 1bed, 4bd8, sigradi2016_686uu, ec35, 4772, 26ef, e839, 22b9, 0f7d, df53, ecaade2016_126v34, 3604, 829f, 0d9b, e279, ijac201614402s1, f8a1, 7df2, sigradi2014_293b5, 47bd, 1eca, 27aa, 5def, 1e19, 2ee0, 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bcc2, caadria2015_060w6, 014a, dd81, b607, 6101, 79bc, b639, 9cc3, 7f10, 2b20, ecaade2014_230r59, db5c, caadria2017_029o10, ecaade2015_178e38, b528, 17e1, acadia15_395w16, eda4, 5265, 4e29, acadia14projects_43ap, ecaade2016_ws-dleadi68, e76d, f0ce, ab1e, 8371, 62a8, acadia14projects_101af, 75a8, 7aeb, 43eb, ca65, 3382, 64f6, 7664, caadria2016_829h35, ea9a, 3ecf, ijac201614203z8, 98c6, 21ac, acadia14_347ak, ecaade2016_158t43, afb7, ae77, a0e8, a521, 0f50, 0ca8, acadia14projects_479j, 830d, b106, d3cf, 2bd7, e538, 32e0, 8210, ce99, d0b7, 717b, ecaade2015_138e29, e0fe, sigradi2014_114m9, e14e, 467e, e613, e7f1, acadia14projects_281t, 6ceb, d531, 2f2b, 8d2f, 54b3, bde5, 8507, 8e4e, cc5a, 0290, 5d49, 8224, ffbc, acadia14_601ad, acadia14_43aj, ascaad2014_034k1, 230a, f12c, 943a, sigradi2014_282o3, ecaade2015_169e35, a71c, 4097, b331, f15e, cb0f, f076, 34f8, fff0, 7843, 7de0, cc72, 47e2, c2ef, ijac201412307g3, f9b4, 0a72, 563f, 82b3, f055, 32d0, becd, f6c5, ecaade2014_168b41, fe21, 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0877, 483b, 879a, 87d6, caadria2015_114e18, acadia14_661m, d16a, sigradi2016_803cc, 4e5b, sigradi2016_792o, 2482, 4d42, a949, 8f46, ecaade2016_198h52, 023f, c234, 5506, 23b5, e2ab, caadria2016_135x5, 0be7, a2bc, 177e, 2a90, 21fa, sigradi2014_305n5, 78a4, 89c8, ijac201513305l12, ecaade2015_180h39, ff85, 812b, ecaade2014_111s25, a8e1, 545c, f9b0, cf78, d8a5, acadia14projects_681al, 5a0d, b96e, f80e, a47b, caadria2016_641o27, 2057, acadia16_402l24, 1027, 1dc3, 68d9, fb48, 3f8c, da66, 5083, 347f, 64b9, 08c9, d01c, 2d09, e49d, 8dfa, ecaade2014_163h40, ca48, a4f5, 24a2, 18d2, 6ac4, c80f, 9fca, 40bc, ecaade2015_100o19, dec2, f6d3, 5e09, 43ec, 554d, f780, b6e9, f029, caadria2015_122m19, daab, 6482, 5848, 1c29, 71db, c775, a2b8, 94e9, 5803, 0674, 4057, e1f6, 55c3, 64ac, 510f, bf44, 2ac4, cab7, def1, deeb, 9140, 3876, ecaade2015_101e20, 1218, acadia16_478h28, 386a, b4d2, ijac201412406n9, ecaade2014_226h59, b433, 8fa1, ba20, 5c76, fe11, df93, 66d0, 15bf, fd01, eb7d, 3d20, 0842, sigradi2015_2.213z1, a341, caadria2017_145o38, 6be2, 855c, sigradi2016_695r, d6dd, 4d73, caadria2016_829d35, df6e, 8ec0, f03f, bd99, acadia16_124i9, 62d0, cfe4, 7d88, caadria2015_190h28, 2e43, a348, acadia15_69o2, 1aa5, ecaade2015_221v48, acadia14projects_389e, ijac201614201g6, 54d6, 0a4e, 76a4, e56e, 1c3a, 6dc8, 6cac, a897, b2fa, 0ced, 874b, 74fc, 4505, acadia15_451x19, sigradi2015_6.327t8, ijac201412303i8, d7b9, 954f, 76d1, 5a2e, ascaad2016_029b12, sigradi2016_732s, 77f1, e674, f89c, ec26, ijac201614204r9, 0a0a, 8f28, sigradi2014_181t5, 44b1, cb67, 99a9, 7031, ceec, 84ae, 3d38, 72f4, 3752, ascaad2014_019j3, 7b1f, f5e4, 9c13, ecaade2015_301u65, caadria2016_819y34, 7ee6, 557a, caadria2016_611m26, 81be, 8227, 9e33, 1f79, 669b, caadria2017_055m18, 0974, 16f5, ba8a, 6999, e0f9, e707, 2614, 7690, 3bfc, 5f29, 99a6, sigradi2014_021s1, 68c8, e426, 7c69, bc21, 237b, 5267, 1d50, sigradi2014_345o9, 0f47, 561d, acadia16_344j20, sigradi2016_408q, 0a45, a94a, da38, 10df, 6ae5, 3ef2, db8e, f988, caadria2017_086i25, c93d, 2c56, beff, 8d61, 22c5, 3c85, 7c4a, 0858, caadria2015_077z10, 2a97, e0f2, 07e6, 9bcf, ecaade2014_206p53, ascaad2016_051c21, sigradi2016_558s, 2d1d, f987, 86a4, c677, 0745, f5f8, 6754, 323b, d918, 2358, b7fb, e2d7, d524, c7e5, f249, d91c, b934, sigradi2013_189m, 69fa, 6a13, 2d6a, 6c6e, ff10, ecaade2015_253z57, 86ec, 679e, 376e, acadia14_655ad, f0fa, c7de, 6d02, 419f, 6a03, caadria2016_517c22, 1b46, ae32, 465f, ecaade2016_224d60, ecaade2016_071l19, 8074, 5e79, caadria2015_087v13, 7d3b, 703c, 84ba, de1e, 23a6, 27c7, 1a7a, ijac201614309l6, cb95, 65dd, 0101, 8b03, b998, 7d14, sigradi2015_11.136o24, c54f, 98cb, 01df, 5f23, ee2b, ef4b, acadia14projects_339ai, ca8d, ascaad2014_036g2, 1133, ad5a, de77, 5501, ecee, 7b2a, 013b, acadia14_189at, ecaade2014_044e11, 61ec, sigradi2014_263v9, 233d, ccb5, 3a33, c9b5, ijac201513302p10, f4fc, 37ef, cdc5, 7312, 6933, f899, 6f45, be69, 575b, ef47, d05f, ecaade2016_198i52, 7ea6, 88d7, 35c4, 47e3, 1a46, b689, 0682, 1059, 0004, 8478, 1760, sigradi2014_186y5, 762b, acadia16_344n20, 5ce0, fab3, 1b79, 09ff, fc16, 5e0b, 9588, db7d, fb9f, 8e70, 0661, ecaade2014_145h33, 6632, e57d, a601, c782, 0aa8, 3292, e8aa, 67ed, c621, 7e6f, f7bd, a032, e2fd, c9aa, ecaade2014_194v49, f9a4, 607e, 6bb0, ecaade2014_237e61, 709f, 1931, ecaade2015_170v35, acadia14_153b, 85f5, ecaade2015_144x30, 399a, ijac201412408y2, d908, fb00, c1a9, c65c, 704b, 3469, a717, 6260, 2e6d, eb3e, d855, 64c3, ecaade2013r_017z8, e09d, de49, 3973, 4f11, c8ee, 9c3c, 4eec, a643, e7b9, ecaade2015_130h26, 3dda, caee, 50bd, 564f, a730, b979, 44b6, ccc6, 8a91, fc29, d94a, ecaade2015_170z35, 93a6, 09b5, 2b2e, 8c33, fbb1, a99c, 4cae, 95f0, 6049, acadia14_579ay, acadia14projects_637ae, acadia15_357l15, ecaade2016_129o35, ecaade2014_016j4, ce78, 8809, 6577, ecaade2015_206k45, 0cdf, 2e93, 6794, 8679, c5f6, ba55, ecaade2016_033d9, 37ac, a5c6, 2893, 28b5, 0499, caadria2015_206h30, cb14, b31d, ecaade2014_141g32, 6b2c, 5260, fd6d, d9c3, 42bf, db78, 1de9, 2121, 479b, 7017, sigradi2015_8.81a12, caadria2017_145g38, aa65, 98fa, a910, ba2a, caadria2015_114x17, c25f, 9d24, c025, cf38, 8e92, 517a, 8aa5, dcdb, 5aad, 3d16, 2abd, e92d, c264, b375, ecaade2016_102a28, 6d93, 3a7f, bdf3, 7a9a, f819, acadia14_487e, aee7, 5a73, 92f6, 8d47, 7964, a068, caadria2016_167n7, 17cc, 3a0f, 1981, 4fcc, e755, a2c3, 02b5, sigradi2013_275, caadria2017_129x34, 68a8, f6d9, ecaade2016_037b10, 4367, d3d7, 987b, 444a, df25, caadria2017_052t17, 433e, 12e2, ecaade2015_202e44, 7687, 5188, 9b82, acadia15_311j12, acadia14_339ad, 3467, 8bf6, sigradi2015_9.152r16, bf19, 0a31, 4283, ecaade2015_181i39, e7e6, sigradi2014_266f2, 59ad, a7b7, 4805, 7326, c886, ece7, 8f59, ac28, 0c0d, b44c, 55ac, 51ab, 5bea, 7cc9, b3d1, 006e, caadria2017_072y22, ecaade2014_015o3, bd0d, d290, 50d2, ijac201614206u10, 525b, 29b5, sigradi2016_399c, ee1e, d639, 0e63, sigradi2013_117l, 5cf0, d7e8, acadia16_260o16, 3d91, 6e74, 6bce, 7432, d0d4, 5c9d, db39, f770, 4ef1, c59a, acadia16_308c19, d053, 3b40, bb30, f612, 922b, f9a0, 8067, adf8, e7be, a7f4, 619e, sigradi2015_6.42b8, 3cea, 58be, a4ec, 424d, ad89, 62b0, 9566, 793d, 2564, f56d, acadia14_531u, fed0, 5e2b, f792, 3302, eccf, ecaade2016_126u34, 5ff6, 276d, ce89, 57c3, 9923, 30f8, 3229, ef55, e085, 0786, 6b7a, bec5, e0d2, ascaad2016_049p20, bb57, bd6e, dc59, ijac201412404y7, acadia16_88i6, 4775, d3d6, 2cb9, 5ec7, 24c3, 2689, f50b, 5537, acadia14projects_375n, 59b2, 8c2a, 685a, 50f9, 3b65, 322c, ijac201412406j9, 933f, efad, e9e6, f05b, acadia15_161c6, c3af, 6cad, 4146, 9645, 1f88, ae97, 6bf7, caadria2017_095g26, e3de, 9a20, 66ec, 389b, 4fbb, cac7, 9158, 7988, ecaade2015_194a41, 4f24, 0c6a, 3d9a, 2559, 3026, 4e78, f923, 7600, 9ab1, 770c, 36e5, c003, 2fb2, dbac, 4cba, d1a1, 87c9, e327, 1b15, 0890, 4995, 9b7e, 5cac, acadia14projects_619as, 9b13, c596, eacc, ascaad2014_036d2, 65cb, 2c17, 751a, sigradi2015_8.264t14, 55a4, ijac201513102z1, 86aa, f3b5, acadia16_450k26, 3019, d0fb, ecaade2014_012n2, acadia14projects_453i, 1213, 01b8, ijac201513206x8, 3294, 9127, 578f, d7f5, 85db, 7a96, acadia14projects_101ap, acadia16_382d24, e9e2, ecaade2014_218y55, 546c, ijac201614204e10, 7eab, fdd6, 0044, 955e, 88da, dfcc, 7612, ecaade2014_220f56, 3891, 693a, 72ed, 0c5b, 5d52, 4bc9, 1145, sigradi2016_470y, ijac201412404n7, 62c1, c7b8, c6fa, aedf, 0cb7, ef79, 1a3b, 1235, 9d30, fc0e, ecaade2014_230p59, 8473, acadia16_478i28, 1295, sigradi2013_364u, caadria2016_745f32, 4fa9, 2558, ecaade2013r_014c8, 2504, 704d, 93bf, 1410, bd79, acadia15_323f13, a1e5, 85c7, 83aa, caadria2017_107z28, 54bc, 9882, f3d1, 8a84, 662b, 6495, 6d81, ecaade2016_120d33, cb09, 3a89, 45a8, sigradi2016_695n, ecaade2015_202g44, 2c5e, d451, ecaade2016_025m7, acadia14_671v, 0deb, 4e99, 30be, 5abc, ascaad2014_005y2, 24fe, a0cc, bd3c, 3b18, ijac201513104y3, 9801, fafb, ecaade2014_012l2, 840a, bc6c, abf6, 3b98, caadria2017_003w1, 9731, 2e96, b4bf, e7f3, 9019, 2837, 5ce2, caadria2015_102c16, f55b, ecaade2016_208p53, 521f, a7e3, acadia14_125ae, 2c87, 0a23, f406, 85cf, 240f, 9397, caadria2016_187u8, caadria2017_028x9, a11b, ecaade2014_015u3, 5fb4, d5e1, 892b, caadria2017_070t22, 555b, d594, 0b63, 9d34, ecaade2016_045f12, 777b, 74bf, cdc6, 0258, fb90, 6103, ascaad2016_020z7, 98ab, acadia14projects_719g, d9ff, cbbe, acadia14projects_247o, sigradi2014_074v6, 9147, acadia14projects_619z, ca79, 30cf, d744, e3c6, fa1f, fc00, f4c7, 297d, d90d, c993, 4953, e113, 708f, ada7, edeb, 32c9, bd20, 21bc, 0b4d, d89d, 4df3, fbc4, acadia14projects_347ah, sigradi2015_8.239d14, be46, 18e2, 09af, 5978, 0720, 36d6, f746, ascaad2014_017h1, a7d5, a885, ijac201412305l2, 8cfe, e19f, 4506, ecaade2014_088f21, sigradi2015_6.387e9, 5838, 1ea6, fa33, ecaade2015_27t5, acadia16_280o17, d5f5, ecaade2015_256c58, caadria2016_839k35, 4b94, acadia14_75a, 0071, 013d, 8265, sigradi2014_074z6, 9f0d, 6a82, c209, sigradi2014_232o8, f891, f38e, 8539, e980, e3cf, 66a3, 08f0, 2b7b, d0c9, 8917, ijac201614208k14, ascaad2016_007l3, ecaade2016_114g31, cc6b, b429, 039d, 0502, ijac201614105h5, 7033, 4efc, 8d0a, 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4d55, 538d, d812, 91a0, 4acf, ae59, ecaade2013r_017c9, 668f, 7c22, caadria2017_067g21, b4fe, fcab, 739c, c351, 1c50, 4911, 1a64, 505b, 13f0, ecaade2014_139h31, 11e1, ecaade2015_332s71, 1196, a177, 47f6, 6106, 2620, a602, caadria2016_611u25, caadria2016_311y13, 1b91, 57fc, 6be3, de0e, 6e1a, 113d, 2641, 5b94, acadia14_75c, 0504, e2bd, cc3e, ecaade2016_098f27, 22d7, 996c, ecaade2015_237o54, 5014, db00, 4bf5, acadia14_435ah, c803, 63bd, 4968, ecaade2013r_009z5, 43f3, 5846, 27a7, c84f, 5a02, f591, 5d0b, ecaade2014_010x1, sigradi2013_425, fd31, 1606, ecaade2014_240e62, 8366, a6ff, 49a8, 4de2, c96d, cda2, 7ed1, f96d, sigradi2016_510yy, ecaade2015_170i35, a998, 0b74, 611f, dc7f, da03, c770, 8b42, 5212, d5c4, sigradi2016_510zz, 3183, caadria2017_054c18, 685f, d37b, ddf1, acadia14projects_479at, b10a, 5170, 8c0c, bea3, 4d17, c69f, 24bc, ecaade2015_115c23, cc37, ec7c, 98e7, 9ec2, 71ac, 3bed, edcf, d86f, sigradi2016_637v, 558a, dc61, 58d5, 9465, 9110, ba6b, ascaad2016_042x16, 8e86, 9bc2, 6aca, ecaade2014_067y15, f62e, 414a, 90ad, a4be, d13f, 6db0, 6c68, 6760, 8bf4, acadia16_382u23, c18d, bc6e, 69d7, f8be, 077e, acadia14_601aa, 90aa, 9cd7, ba1c, 79e6, b7a9, 102a, cd96, 6690, fb5d, c7b5, c15b, 783f, ecaade2014_180w44, ecaade2015_109d21, caadria2015_072v9, ec43, 29b6, ecaade2015_92o18, 1dd3, 516a, 56a4, 9ee0, 36e7, sigradi2016_595mm, 3635, eeb9, d7d1, caadria2015_209a32, a2a5, f083, e5e3, 0d6f, 912c, 56eb, acadia14projects_463j, 7706, 356d, fb38, abbd, ecaade2014_038m9, 7250, 3a5f, a0ce, 50e6, 444e, 7938, sigradi2014_263i1, eb94, c2d7, ecaade2014_010f1, c5ae, 294c, 60c7, acadia14_479l, 10ad, 028c, 4b4a, ecaade2013r_011e7, 7774, 2960, caadria2017_015a6, ecaade2016_182m49, dd90, f23d, 2509, e4c3, f68c, fb02, 0921, f71a, b29f, acadia14projects_63ad, 0d05, 720f, 57a5, 6c73, acadia14_43ac, e6b9, ijac201412402l5, 1e96, eb33, 1e4b, ecaade2014_018a5, 49f1, sigradi2016_773y, 6d15, sigradi2015_9.152m16, ddb0, caadria2015_209c32, 48c0, acadia14_53u, sigradi2014_042m3, 0e3e, 3579, 660b, ecaade2013r_019c10, d8d4, 92a2, caadria2016_663o28, 5591, ecaade2016_084g24, 0fcc, acadia14_497z, ascaad2014_013v6, 73b6, sigradi2013_414r, 9f76, 80a0, 853a, f200, 20c5, 0c75, 57fb, adc6, 4de9, 7858, cedb, acadia16_184i12, 19ba, c295, ecaade2016_224v59, 2a52, 3930, 0db8, cddd, 93d3, 0024, 849b, ecaade2015_202l44, 8e04, fccb, 21b9, 31db, ascaad2014_021c4, 8864, cbb2, 5be4, 0401, acadia16_372k23, caadria2017_124u33, 4306, d562, c9af, ecaade2016_120i33, acadia16_372w22, aa9c, e60d, 1d98, caadria2016_693d30, 4b0c, 0e86, ad72, acadia14projects_357au, caadria2016_073u3, e14d, ecaade2015_325c71, ijac201412301c6, sigradi2013_421l, ecaade2014_018b5, d93b, f3a8, e4aa, b07b, ascaad2016_010w4, acadia14projects_365ag, sigradi2015_11.8k23, 1bcf, c3ac, 18a9, a66c, 1609, 90d6, 9b83, sigradi2015_3.190n3, acadia14projects_101ae, ecaade2016_021t5, 09e8, 2719, 27f6, sigradi2015_3.201p3, ijac201412408e2, efc9, 7a2f, sigradi2013_391, 61d7, d3c7, 4e4a, f285, 7162, aa8a, f63e, 4b78, 3e82, f122, 75d2, daae, c6a6, 76ef, afb2, ijac201614206v10, e316, 96fb, 36b5, 3cf9, 947f, 1dab, c580, caadria2016_797s33, acadia15_57c2, acadia14_627c, 3af7, 07a9, 0558, ff57, 0702, 1548, f741, ecaade2015_318o69, 99a5, 6ffe, ascaad2014_031k9, 27cf, 85d2, 2438, acadia15_483e21, 10c6, a4f2, bde7, f3c3, a03e, 966b, ecaade2014_138j30, 079e, 689c, 5678, 751f, acadia14projects_117d, ea40, 556b, 94a8, 7a81, bfb3, 5132, ecaade2016_042e11, d5d0, 60e1, 9743, 7b8c, 38bd, 097f, a323, 3875, ad98, 879d, 1b1c, df86, 9fa6, 064a, 8a39, 5fff, 0e81, 100a, acadia14_565ac, 689a, d64b, ecaade2015_122k24, 73d9, 89fe, e9db, 90ff, ecaade2014_224o57, ecaade2014_176x43, f71e, 1ef7, ffe8, sigradi2016_592w, 0ee7, 95ba, 4964, f884, cabc, d723, acadia14_463az, b77b, f0a9, 2944, ddde, sigradi2014_032f2, 5e23, 8cde, sigradi2016_381s, 1af7, 92e2, 79fc, acadia15_451k19, 2a58, 2f50, bad6, fdf1, 209c, c738, a2cf, 4eaa, ascaad2016_022p8, f852, b95b, ecaade2015_155l32, aae2, 508e, 7a72, b615, 1cd6, b7bd, 1e85, d91f, a045, sigradi2016_614z, d6af, sigradi2014_266g2, d8f0, sigradi2015_10.74p18, 2a5a, 83e7, ijac201614105s5, b476, acd3, ff8a, fecf, e1a4, 7f4b, 0571, f898, 35e2, 70be, 1c05, d5e5, 047d, 8d52, 9f95, cba7, af81, 60e9, ecaade2016_163h45, 3b0c, d2ea, 4197, ea27, e005, 871a, 5a51, 8c24, 3564, b753, d923, 9050, 56ed, d2ff, e4d7, 454f, 723a, 36c3, 35c5, fb72, 82ee, 2c64, 4e68, a110, 0293, 4707, bb89, ffe6, ascaad2014_009f5, ijac201412401s3, 6a1c, f49d, 8fe2, ba59, 8322, bc92, 0e92, 8f74, 6f5f, 4f5a, ascaad2014_025o6, ecaade2015_320s70, 3342, cfa0, b300, 01e5, sigradi2014_057r5, a8a4, d544, 8463, 19d2, 5da3, d3a5, f538, 6321, df1c, 9186, da77, 50c9, 244f, e408, ijac201614201i7, f824, aa1a, 9d27, sigradi2016_364tt, 45f0, d46b, d9ef, acadia14projects_101at, 3809, 3bb2, 6e49, 8136, 4e25, 4692, b3c2, bb0b, ebd5, 227d, 41b9, 5c8d, 9144, sigradi2014_345d10, sigradi2015_9.168e17, 66be, 7b41, 1ec0, 76e0, acadia14_291av, d197, 96b5, ecaade2016_099n27, d7da, 2a27, acadia14projects_229n, 6027, 3121, ijac201614303h2, 315c, c73c, sigradi2016_590m, 5285, 8f42, 5f71, 5f98, ed3f, fa99, 9272, 4427, 15ed, 62f8, 039a, ecaade2014_168u40, 0406, 1538, 9d84, b460, 6f08, 6387, 46fa, 8a9f, f4e4, 6ab0, 07c6, 3577, 96ca, 0c17, ascaad2014_008p4, 61dc, 09a6, 11b1, 8811, sigradi2016_625pp, c0f2, af13, acadia14_365an, 4131, 3fbf, 2e4e, 68a4, 3884, 0410, 22b2, 775c, d820, 0b78, 125f, 5b4a, caadria2015_031n4, f5cf, 0c0a, 3b66, 2f72, 78ca, a149, a0dd, ffe2, ecaade2016_055f14, ijac201614201o6, 487a, c3a7, c134, ecaade2015_158d33, 8124, 3637, 4d1c, 0f67, f288, caadria2017_041e13, 2125, ijac201412303l8, c83c, 932f, caadria2017_041f13, acadia14_347an, 3a09, fe7a, da9a, 5068, 9f4e, ce34, sigradi2015_3.394d6, c1eb, d7dd, 3c54, ijac201614302w1, acadia14_347ap, 7976, daf7, 738b, ecaade2016_170z48, fdca, 4185, caadria2016_579t24, 75af, 1238, f19a, ee05, b44b, 2470, 83de, d0f1, 2a99, 2af5, 50c3, 49c6, a0ac, 20c9, 4b81, 7842, 0d7f, 0396, 6f1d, 93bc, 88e3, 7135, f98e, sigradi2014_123u9, 89fc, ce9d, 1f74, 0ac0, a070, 96ff, ecaade2016_tkox66, 63d5, ecaade2015_225o49, f869, 7bb5, da95, 0ef0, 3bde, sigradi2016_524dd, 07e9, caadria2017_054a18, 39a1, ijac201614305r3, 5ca2, af8c, c0a4, 1d55, fd6a, a1e0, ee80, 1e6e, 5a8e, acadia14projects_189aj, 2754, 58b7, 875f, 43b3, ecaade2016_119z32, 2488, cefe, 55f4, 9b79, caadria2017_017k7, f34c, 9827, 50eb, a45d, 0e41, 4c23, 5796, be13, acadia14_247u, 0920, 5268, be95, ecaade2016_223l58, sigradi2013_401k, sigradi2015_11.142g25, ed68, 5b51, ecaade2014_218l55, 8ca7, 39df, c90b, 1ec5, 86f3, ce6d, b955, 28bc, b0a9, ec01, e551, a532, acadia14projects_619ar, a9d4, ecaade2014_085j20, acadia14_189am, fd76, 69b7, 2b0d, ascaad2014_014r8, 0623, aa2a, f822, 77a2, acadia16_8b1, b848, da88, ecaade2015_13o1, ee20, ca2b, caadria2015_084d13, ecaade2016_223r58, sigradi2014_048v4, ecaade2014_186x47, f58a, caadria2016_851s36, fa69, 0519, acadia14projects_627at, f1e3, 79c0, f3ab, 23f7, 8641, 579b, 5279, 2e08, 8407, 63ba, 565b, 2f1b, 8fdf, 4d2f, acadia15_343d15, 6a19, 6f5d, 8bdb, b8d2, 9306, 2992, 32df, dd2d, sigradi2013_42o, c042, b8cf, 2dc8, 198c, c795, caadria2016_569g24, 2a5c, 8154, 39db, 9b94, sigradi2013_397f, 01cc, 330f, ijac201513104l3, d7dc, 32ee, 1e17, 871d, a6e6, 5a60, 441b, 5c6d, cc56, 38e8, f6d2, c74d, e880, f066, e847, e673, 4aa5, ee1b, 0070, cacc, e675, acadia15_110f4, 20d0, ascaad2016_044t17, dda4, 96c5, 2079, 44cc, caadria2016_755j32, acadia14_709ar, 9b2a, cdde, e0cb, 7503, 776d, 916c, d118, dd9f, 1f30, 8738, 1425, acadia14_145m, b730, ascaad2014_023z4, 07d2, 2831, da8d, ijac201412201n1, e594, ed80, 2745, cef9, ascaad2014_009d5, 9fda, 4d87, 26a3, acadia14projects_153az, 733c, 3838, 3ee3, c62d, 4bea, ascaad2016_047w19, 26bc, 8ea7, ba70, 1bc5, 0ce0, 29b0, bd5a, ae34, caadria2016_745e32, 8d6e, ijac201614102t1, 6d48, dc02, e6d9, a071, ca76, 5a17, 7cc2, 7cbc, f592, 3710, 0c92, c009, 54d5, 689d, 836f, 5251, f369, 1ae8, c7e3, f14a, 4aee, cfdd, 71d0, b18e, 9f85, 1592, 1413, a4c1, 830c, bd11, 59b3, 6fd3, 6f5a, 20da, 54b6, a7c3, ecaade2016_111m30, a74a, c190, ca23, 679b, 2883, sigradi2013_386h, 6067, 2252, ecaade2015_72u13, 5dd2, 8cf5, ecaade2014_180y44, ba44, 6a15, sigradi2013_46b, ff36, sigradi2016_560v, b759, b7e3, 47d2, b83c, dcf1, e1ee, 04c5, e025, 13eb, ecaade2016_006a2, c915, sigradi2013_215v, 303b, caadria2015_206m30, 37cf, c56c, c1ec, acadia16_372g23, caadria2015_087j14, ae3b, e52e, ecaade2015_309y67, 5d51, 78fe, ad99, caadria2015_066c8, 311f, fc57, b3cb, 8c5d, 2ab8, acadia14_43ag, ecaade2014_188r48, 0525, d878, 297f, 7b03, eb93, 7e7a, ijac201412303i9, 912d, ce77, 6212, cd97, 80b0, 3018, fd23, ecaade2016_162l44, ascaad2014_016b9, 2f94, 2654, a4a7, 0efb, ecaade2015_297z64, caadria2015_137n22, bec7, 176e, 035b, d20d, 5c1c, a593, 14be, 8168, 5002, ijac201614301e1, 4664, 1aec, 460f, 5c28, ecaade2015_22u4, e7ce, e720, 24eb, b18d, 5837, 0416, caadria2016_063t3, 3924, 00b2, fd15, eb52, 1a3e, 8f56, afdf, 299b, 6c1f, 8f1e, a4c8, 8ec1, 869b, 9188, 9a37, 7b9c, 49d4, a928, 7f12, 361f, ascaad2016_039i15, 0d36, 71fb, 6226, 2e15, 17ba, ca7e, sigradi2015_8.186g12, 30bd, acadia14_719o, ba74, a633, ijac201412205w3, sigradi2014_186f6, 7387, c81a, 40cb, ijac201412405m8, c66a, e384, e6f8, 7695, f912, b674, 1687, 2948, f094, e056, 75ce, 9259, ijac201412204f3, 1f9a, 18fd, f068, 0944, af51, ecfd, f820, 4275, acadia14projects_177v, d1d1, 3b4c, 5d54, 1c99, d9cf, 03c7, 100b, sigradi2014_345k9, 8f4a, e632, e9cc, e6ed, caadria2016_735r31, acadia14_317y, c5fc, sigradi2015_sp_8.284o30, 86e0, f812, 9880, 8ba6, 7c57, caadria2016_405p17, 9e9b, sigradi2014_316u6, sigradi2014_151p3, 5840, 17ef, ijac201614403i2, acadia14_63aj, ecaade2014_184g46, 175b, 5a62, 3d0a, 2814, 4f92, 869f, 3c3a, e71f, ac5e, caadria2016_683t29, 467c, 198a, ecaade2014_100d23, b38c, f0ae, 7219, 49e7, 919b, 9cf9, 9818, da45, sigradi2014_314p6, 69e9, faeb, 23b4, 63c4, d933, ecaade2015_53s8, eda8, f31a, sigradi2013_280t, a84c, 6b1e, 7baa, f947, 264d, 5ec3, 92e7, ecaade2015_178i38, e35b, ascaad2016_048b20, ff59, 7fd0, 65d1, bfc1, c594, cd56, f067, ecaade2016_mrtl66, 7ed9, 605c, aecc, 5928, 37ea, 5ce6, 5513, c062, ecaade2016_151f41, e6bf, 656a, ec6d, a7f7, 768c, befe, f4db, sigradi2015_11.142d25, 0bb8, ecaade2015_205z44, 38f9, 7d5a, 5e86, ecaade2016_237h63, acadia14_23y, 92d4, ebf0, 04fc, 960b, b226, acadia16_308v18, 7f08, b751, 781c, 96ae, 1879, b28b, 3fde, 3fb2, 5d86, b3eb, ecaade2015_227i50, 6295, e637, ed59, sigradi2014_180s5, 7640, a0f6, 5948, 7e4a, adc0, db41, 2b84, 5db6, 8a35, 7932, 6d40, e70e, 31c9, f565, sigradi2015_8.189z13, e4f7, c043, 61f0, 6b6c, 210b, 357f, 46fd, dc77, d89b, caadria2016_611a26, 2a48, caadria2015_090t14, 8eda, ea90, 8850, 623b, ijac201614302n1, 0e77, 850f, 84c3, be2e, 6ea9, 3b22, 38d0, cfa8, 668e, a989, 2978, 0c95, 62fe, 40b8, ea5d, b439, ecaade2015_215l47, db7f, 5c72, 7997, ba85, a540, 4542, 554e, 93b0, sigradi2014_136e2, 8fea, 62c7, fe04, 1233, c1af, 227a, 68aa, 3d4e, 66a0, bf93, 603e, 3533, 34f2, 982e, 3172, fa7f, 6c2b, 0456, ecaade2015_130d26, ae74, 855a, 17b8, ecaade2015_206w45, 438d, acadia14_539c, 297c, bc7c, 670c, 1ca9, 11a4, f6d4, 58f0, 1113, bd01, 3210, 6cb8, sigradi2014_172v4, 592b, sigradi2013_101l, f8c2, 18d8, f97f, 5179, 566b, a919, 970c, 5dd9, 4e5c, 3e6e, cd24, e807, sigradi2013_74g, c94a, caadria2015_176p26, 56ef, 2d10, ijac201412403h6, sigradi2015_13.181p28, c706, dfc5, c4ec, bc2b, 83ca, ecaade2014_168b42, ecaade2016_bkos65, caadria2015_220c34, 4fb6, 25ad, 4165, ecaade2014_084p19, 9cbf, 4e39, 20f8, fbf2, e8ef, ecaade2016_032s8, 034f, sigradi2016_408cc, a300, acadia14projects_153i, 09bf, 1ead, 9926, a8c9, 8240, acadia16_206r13, 96bd, 90a6, 8f0c, c8b6, ijac201513101i1, ee3c, 8553, 7494, 6f85, ecaade2015_103n20, 710b, deae, d585, 6647, b168, c460, acadia14_399al, d6b0, 4e92, ecaade2016_123u33, 9c1a, a05b, a91c, 27ea, ecaade2016_225e61, ce42, 9c0e, 5a85, acadia14projects_91u, c3de, acadia16_88t6, caadria2016_003m1, c5be, ecaade2016_126n34, d875, e2df, d2fa, 9cdb, ecaade2015_100x19, 56b3, 686d, b489, bd5f, 340a, b616, f295, 0c16, d2ac, acadia14_145z, 71b4, sigradi2013_347, d5cc, 1f18, 385d, acadia15_343t14, b747, 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