id sid tid token lemma pos 2514nk33w4v 1 1 transcriptome transcriptome ADJ 2514nk33w4v 1 2 sequencing sequencing NOUN 2514nk33w4v 1 3 ( ( PUNCT 2514nk33w4v 1 4 sequencing sequence VERB 2514nk33w4v 1 5 only only ADV 2514nk33w4v 1 6 from from ADP 2514nk33w4v 1 7 the the DET 2514nk33w4v 1 8 protein protein NOUN 2514nk33w4v 1 9 coding code VERB 2514nk33w4v 1 10 genes gene NOUN 2514nk33w4v 1 11 of of ADP 2514nk33w4v 1 12 a a DET 2514nk33w4v 1 13 genome genome NOUN 2514nk33w4v 1 14 ) ) PUNCT 2514nk33w4v 1 15 has have AUX 2514nk33w4v 1 16 multiplied multiply VERB 2514nk33w4v 1 17 our our PRON 2514nk33w4v 1 18 ability ability NOUN 2514nk33w4v 1 19 to to PART 2514nk33w4v 1 20 understand understand VERB 2514nk33w4v 1 21 the the DET 2514nk33w4v 1 22 biology biology NOUN 2514nk33w4v 1 23 of of ADP 2514nk33w4v 1 24 life life NOUN 2514nk33w4v 1 25 on on ADP 2514nk33w4v 1 26 earth earth NOUN 2514nk33w4v 1 27 . . PUNCT 2514nk33w4v 2 1 while while SCONJ 2514nk33w4v 2 2 full full ADJ 2514nk33w4v 2 3 genome genome NOUN 2514nk33w4v 2 4 sequencing sequence VERB 2514nk33w4v 2 5 is be AUX 2514nk33w4v 2 6 still still ADV 2514nk33w4v 2 7 prohibitively prohibitively ADV 2514nk33w4v 2 8 expensive expensive ADJ 2514nk33w4v 2 9 for for ADP 2514nk33w4v 2 10 many many ADJ 2514nk33w4v 2 11 species specie NOUN 2514nk33w4v 2 12 , , PUNCT 2514nk33w4v 2 13 sequencing sequence VERB 2514nk33w4v 2 14 of of ADP 2514nk33w4v 2 15 genes gene NOUN 2514nk33w4v 2 16 only only ADV 2514nk33w4v 2 17 provides provide VERB 2514nk33w4v 2 18 direct direct ADJ 2514nk33w4v 2 19 access access NOUN 2514nk33w4v 2 20 to to ADP 2514nk33w4v 2 21 the the DET 2514nk33w4v 2 22 most most ADV 2514nk33w4v 2 23 functional functional ADJ 2514nk33w4v 2 24 elements element NOUN 2514nk33w4v 2 25 of of ADP 2514nk33w4v 2 26 a a DET 2514nk33w4v 2 27 genome genome NOUN 2514nk33w4v 2 28 for for ADP 2514nk33w4v 2 29 a a DET 2514nk33w4v 2 30 fraction fraction NOUN 2514nk33w4v 2 31 of of ADP 2514nk33w4v 2 32 the the DET 2514nk33w4v 2 33 cost cost NOUN 2514nk33w4v 2 34 . . PUNCT 2514nk33w4v 3 1 this this DET 2514nk33w4v 3 2 advance advance NOUN 2514nk33w4v 3 3 brings bring VERB 2514nk33w4v 3 4 broad broad ADJ 2514nk33w4v 3 5 genetic genetic ADJ 2514nk33w4v 3 6 resources resource NOUN 2514nk33w4v 3 7 to to ADP 2514nk33w4v 3 8 those those PRON 2514nk33w4v 3 9 studying study VERB 2514nk33w4v 3 10 species specie NOUN 2514nk33w4v 3 11 of of ADP 2514nk33w4v 3 12 even even ADV 2514nk33w4v 3 13 the the DET 2514nk33w4v 3 14 most most ADV 2514nk33w4v 3 15 specialized specialized ADJ 2514nk33w4v 3 16 interest interest NOUN 2514nk33w4v 3 17 . . PUNCT 2514nk33w4v 4 1 we we PRON 2514nk33w4v 4 2 use use VERB 2514nk33w4v 4 3 these these DET 2514nk33w4v 4 4 techniques technique NOUN 2514nk33w4v 4 5 to to PART 2514nk33w4v 4 6 answer answer VERB 2514nk33w4v 4 7 an an DET 2514nk33w4v 4 8 important important ADJ 2514nk33w4v 4 9 ecological ecological ADJ 2514nk33w4v 4 10 question question NOUN 2514nk33w4v 4 11 : : PUNCT 2514nk33w4v 4 12 how how SCONJ 2514nk33w4v 4 13 will will AUX 2514nk33w4v 4 14 species specie NOUN 2514nk33w4v 4 15 react react VERB 2514nk33w4v 4 16 to to ADP 2514nk33w4v 4 17 climate climate NOUN 2514nk33w4v 4 18 change change NOUN 2514nk33w4v 4 19 ? ? PUNCT 2514nk33w4v 5 1 it it PRON 2514nk33w4v 5 2 has have AUX 2514nk33w4v 5 3 been be AUX 2514nk33w4v 5 4 assumed assume VERB 2514nk33w4v 5 5 that that SCONJ 2514nk33w4v 5 6 as as SCONJ 2514nk33w4v 5 7 climate climate NOUN 2514nk33w4v 5 8 warms warm VERB 2514nk33w4v 5 9 , , PUNCT 2514nk33w4v 5 10 populations population NOUN 2514nk33w4v 5 11 will will AUX 2514nk33w4v 5 12 simply simply ADV 2514nk33w4v 5 13 shift shift VERB 2514nk33w4v 5 14 poleward poleward ADV 2514nk33w4v 5 15 to to PART 2514nk33w4v 5 16 compensate compensate VERB 2514nk33w4v 5 17 . . PUNCT 2514nk33w4v 6 1 unfortunately unfortunately ADV 2514nk33w4v 6 2 , , PUNCT 2514nk33w4v 6 3 previous previous ADJ 2514nk33w4v 6 4 reseach reseach NOUN 2514nk33w4v 6 5 shows show VERB 2514nk33w4v 6 6 that that SCONJ 2514nk33w4v 6 7 some some DET 2514nk33w4v 6 8 populations population NOUN 2514nk33w4v 6 9 ( ( PUNCT 2514nk33w4v 6 10 of of ADP 2514nk33w4v 6 11 two two NUM 2514nk33w4v 6 12 butterflies butterfly NOUN 2514nk33w4v 6 13 ) ) PUNCT 2514nk33w4v 6 14 are be AUX 2514nk33w4v 6 15 adapted adapt VERB 2514nk33w4v 6 16 to to ADP 2514nk33w4v 6 17 local local ADJ 2514nk33w4v 6 18 conditions condition NOUN 2514nk33w4v 6 19 and and CCONJ 2514nk33w4v 6 20 may may AUX 2514nk33w4v 6 21 not not PART 2514nk33w4v 6 22 respond respond VERB 2514nk33w4v 6 23 this this DET 2514nk33w4v 6 24 way way NOUN 2514nk33w4v 6 25 . . PUNCT 2514nk33w4v 7 1 to to PART 2514nk33w4v 7 2 discover discover VERB 2514nk33w4v 7 3 the the DET 2514nk33w4v 7 4 genetic genetic ADJ 2514nk33w4v 7 5 basis basis NOUN 2514nk33w4v 7 6 of of ADP 2514nk33w4v 7 7 these these DET 2514nk33w4v 7 8 results result NOUN 2514nk33w4v 7 9 , , PUNCT 2514nk33w4v 7 10 we we PRON 2514nk33w4v 7 11 first first ADV 2514nk33w4v 7 12 sequenced sequence VERB 2514nk33w4v 7 13 , , PUNCT 2514nk33w4v 7 14 assembled assemble VERB 2514nk33w4v 7 15 , , PUNCT 2514nk33w4v 7 16 annotated annotate VERB 2514nk33w4v 7 17 , , PUNCT 2514nk33w4v 7 18 and and CCONJ 2514nk33w4v 7 19 analyzed analyze VERB 2514nk33w4v 7 20 the the DET 2514nk33w4v 7 21 butterfly butterfly NOUN 2514nk33w4v 7 22 transcriptomes transcriptome NOUN 2514nk33w4v 7 23 . . PUNCT 2514nk33w4v 8 1 because because SCONJ 2514nk33w4v 8 2 sequences sequence NOUN 2514nk33w4v 8 3 were be AUX 2514nk33w4v 8 4 sampled sample VERB 2514nk33w4v 8 5 from from ADP 2514nk33w4v 8 6 wild wild NOUN 2514nk33w4v 8 7 - - PUNCT 2514nk33w4v 8 8 caught catch VERB 2514nk33w4v 8 9 populations population NOUN 2514nk33w4v 8 10 , , PUNCT 2514nk33w4v 8 11 we we PRON 2514nk33w4v 8 12 developed develop VERB 2514nk33w4v 8 13 novel novel ADJ 2514nk33w4v 8 14 methods method NOUN 2514nk33w4v 8 15 to to PART 2514nk33w4v 8 16 ensure ensure VERB 2514nk33w4v 8 17 high high ADJ 2514nk33w4v 8 18 quality quality NOUN 2514nk33w4v 8 19 results result NOUN 2514nk33w4v 8 20 in in ADP 2514nk33w4v 8 21 this this DET 2514nk33w4v 8 22 setting setting NOUN 2514nk33w4v 8 23 . . PUNCT 2514nk33w4v 9 1 we we PRON 2514nk33w4v 9 2 then then ADV 2514nk33w4v 9 3 designed design VERB 2514nk33w4v 9 4 custom custom NOUN 2514nk33w4v 9 5 microarrays microarray NOUN 2514nk33w4v 9 6 to to PART 2514nk33w4v 9 7 measure measure VERB 2514nk33w4v 9 8 how how SCONJ 2514nk33w4v 9 9 much much ADJ 2514nk33w4v 9 10 of of ADP 2514nk33w4v 9 11 every every DET 2514nk33w4v 9 12 gene gene NOUN 2514nk33w4v 9 13 is be AUX 2514nk33w4v 9 14 expressed express VERB 2514nk33w4v 9 15 in in ADP 2514nk33w4v 9 16 a a DET 2514nk33w4v 9 17 given give VERB 2514nk33w4v 9 18 experimental experimental ADJ 2514nk33w4v 9 19 setting setting NOUN 2514nk33w4v 9 20 . . PUNCT 2514nk33w4v 10 1 these these PRON 2514nk33w4v 10 2 , , PUNCT 2514nk33w4v 10 3 coupled couple VERB 2514nk33w4v 10 4 with with ADP 2514nk33w4v 10 5 a a DET 2514nk33w4v 10 6 robust robust ADJ 2514nk33w4v 10 7 experimental experimental ADJ 2514nk33w4v 10 8 design design NOUN 2514nk33w4v 10 9 , , PUNCT 2514nk33w4v 10 10 revealed reveal VERB 2514nk33w4v 10 11 a a DET 2514nk33w4v 10 12 variety variety NOUN 2514nk33w4v 10 13 of of ADP 2514nk33w4v 10 14 genes gene NOUN 2514nk33w4v 10 15 and and CCONJ 2514nk33w4v 10 16 functional functional ADJ 2514nk33w4v 10 17 categories category NOUN 2514nk33w4v 10 18 carrying carry VERB 2514nk33w4v 10 19 the the DET 2514nk33w4v 10 20 signature signature NOUN 2514nk33w4v 10 21 of of ADP 2514nk33w4v 10 22 local local ADJ 2514nk33w4v 10 23 adaptation adaptation NOUN 2514nk33w4v 10 24 to to ADP 2514nk33w4v 10 25 climate climate NOUN 2514nk33w4v 10 26 . . PUNCT 2514nk33w4v 11 1 the the DET 2514nk33w4v 11 2 bioinformatic bioinformatic ADJ 2514nk33w4v 11 3 difficulties difficulty NOUN 2514nk33w4v 11 4 associated associate VERB 2514nk33w4v 11 5 with with ADP 2514nk33w4v 11 6 such such ADJ 2514nk33w4v 11 7 projects project NOUN 2514nk33w4v 11 8 are be AUX 2514nk33w4v 11 9 many many ADJ 2514nk33w4v 11 10 . . PUNCT 2514nk33w4v 12 1 in in ADP 2514nk33w4v 12 2 particular particular ADJ 2514nk33w4v 12 3 , , PUNCT 2514nk33w4v 12 4 transcriptome transcriptome ADJ 2514nk33w4v 12 5 assembly assembly NOUN 2514nk33w4v 12 6 presents present VERB 2514nk33w4v 12 7 unique unique ADJ 2514nk33w4v 12 8 challenges challenge NOUN 2514nk33w4v 12 9 , , PUNCT 2514nk33w4v 12 10 and and CCONJ 2514nk33w4v 12 11 it it PRON 2514nk33w4v 12 12 is be AUX 2514nk33w4v 12 13 not not PART 2514nk33w4v 12 14 yet yet ADV 2514nk33w4v 12 15 clear clear ADJ 2514nk33w4v 12 16 how how SCONJ 2514nk33w4v 12 17 to to PART 2514nk33w4v 12 18 quantitatively quantitatively ADV 2514nk33w4v 12 19 evaluate evaluate VERB 2514nk33w4v 12 20 assemblies assembly NOUN 2514nk33w4v 12 21 . . PUNCT 2514nk33w4v 13 1 by by ADP 2514nk33w4v 13 2 simulating simulate VERB 2514nk33w4v 13 3 sequencing sequence VERB 2514nk33w4v 13 4 and and CCONJ 2514nk33w4v 13 5 comparing compare VERB 2514nk33w4v 13 6 assembler assembler NOUN 2514nk33w4v 13 7 results result NOUN 2514nk33w4v 13 8 to to ADP 2514nk33w4v 13 9 those those PRON 2514nk33w4v 13 10 of of ADP 2514nk33w4v 13 11 perfect perfect ADJ 2514nk33w4v 13 12 assemblies assembly NOUN 2514nk33w4v 13 13 , , PUNCT 2514nk33w4v 13 14 we we PRON 2514nk33w4v 13 15 evaluate evaluate VERB 2514nk33w4v 13 16 a a DET 2514nk33w4v 13 17 number number NOUN 2514nk33w4v 13 18 of of ADP 2514nk33w4v 13 19 commonly commonly ADV 2514nk33w4v 13 20 used use VERB 2514nk33w4v 13 21 and and CCONJ 2514nk33w4v 13 22 novel novel ADJ 2514nk33w4v 13 23 quality quality NOUN 2514nk33w4v 13 24 metrics metric NOUN 2514nk33w4v 13 25 . . PUNCT 2514nk33w4v 14 1 this this DET 2514nk33w4v 14 2 study study NOUN 2514nk33w4v 14 3 reveals reveal VERB 2514nk33w4v 14 4 that that SCONJ 2514nk33w4v 14 5 some some DET 2514nk33w4v 14 6 quality quality NOUN 2514nk33w4v 14 7 metrics metric NOUN 2514nk33w4v 14 8 reflect reflect VERB 2514nk33w4v 14 9 biological biological ADJ 2514nk33w4v 14 10 accuracy accuracy NOUN 2514nk33w4v 14 11 while while SCONJ 2514nk33w4v 14 12 others other NOUN 2514nk33w4v 14 13 ( ( PUNCT 2514nk33w4v 14 14 such such ADJ 2514nk33w4v 14 15 as as ADP 2514nk33w4v 14 16 contig contig PROPN 2514nk33w4v 14 17 n50 n50 PROPN 2514nk33w4v 14 18 length length PROPN 2514nk33w4v 14 19 ) ) PUNCT 2514nk33w4v 14 20 do do VERB 2514nk33w4v 14 21 not not PART 2514nk33w4v 14 22 and and CCONJ 2514nk33w4v 14 23 provides provide VERB 2514nk33w4v 14 24 vital vital ADJ 2514nk33w4v 14 25 information information NOUN 2514nk33w4v 14 26 for for ADP 2514nk33w4v 14 27 researchers researcher NOUN 2514nk33w4v 14 28 making make VERB 2514nk33w4v 14 29 use use NOUN 2514nk33w4v 14 30 of of ADP 2514nk33w4v 14 31 transcriptome transcriptome ADJ 2514nk33w4v 14 32 data datum NOUN 2514nk33w4v 14 33 . . PUNCT 2514nk33w4v 15 1 finally finally ADV 2514nk33w4v 15 2 , , PUNCT 2514nk33w4v 15 3 when when SCONJ 2514nk33w4v 15 4 sequences sequence NOUN 2514nk33w4v 15 5 are be AUX 2514nk33w4v 15 6 sourced source VERB 2514nk33w4v 15 7 from from ADP 2514nk33w4v 15 8 many many ADJ 2514nk33w4v 15 9 genetically genetically ADV 2514nk33w4v 15 10 diverse diverse ADJ 2514nk33w4v 15 11 individuals individual NOUN 2514nk33w4v 15 12 , , PUNCT 2514nk33w4v 15 13 our our PRON 2514nk33w4v 15 14 tools tool NOUN 2514nk33w4v 15 15 would would AUX 2514nk33w4v 15 16 ideally ideally ADV 2514nk33w4v 15 17 reveal reveal VERB 2514nk33w4v 15 18 this this DET 2514nk33w4v 15 19 diversity diversity NOUN 2514nk33w4v 15 20 rather rather ADV 2514nk33w4v 15 21 than than ADP 2514nk33w4v 15 22 produce produce VERB 2514nk33w4v 15 23 a a DET 2514nk33w4v 15 24 simple simple ADJ 2514nk33w4v 15 25 genetic genetic ADJ 2514nk33w4v 15 26 consensus consensus NOUN 2514nk33w4v 15 27 . . PUNCT 2514nk33w4v 16 1 to to ADP 2514nk33w4v 16 2 this this DET 2514nk33w4v 16 3 end end NOUN 2514nk33w4v 16 4 , , PUNCT 2514nk33w4v 16 5 we we PRON 2514nk33w4v 16 6 develop develop VERB 2514nk33w4v 16 7 algorithms algorithm NOUN 2514nk33w4v 16 8 to to PART 2514nk33w4v 16 9 seperately seperately ADV 2514nk33w4v 16 10 assemble assemble VERB 2514nk33w4v 16 11 diverse diverse ADJ 2514nk33w4v 16 12 sequences sequence NOUN 2514nk33w4v 16 13 ( ( PUNCT 2514nk33w4v 16 14 haplotypes haplotype NOUN 2514nk33w4v 16 15 ) ) PUNCT 2514nk33w4v 16 16 accurately accurately ADV 2514nk33w4v 16 17 in in ADP 2514nk33w4v 16 18 the the DET 2514nk33w4v 16 19 face face NOUN 2514nk33w4v 16 20 of of ADP 2514nk33w4v 16 21 both both DET 2514nk33w4v 16 22 sequencing sequence VERB 2514nk33w4v 16 23 error error NOUN 2514nk33w4v 16 24 and and CCONJ 2514nk33w4v 16 25 data data NOUN 2514nk33w4v 16 26 ambiguity ambiguity NOUN 2514nk33w4v 16 27 . . PUNCT 2514nk33w4v 17 1 these these DET 2514nk33w4v 17 2 methods method NOUN 2514nk33w4v 17 3 will will AUX 2514nk33w4v 17 4 help help VERB 2514nk33w4v 17 5 reveal reveal VERB 2514nk33w4v 17 6 biodiversity biodiversity NOUN 2514nk33w4v 17 7 in in ADP 2514nk33w4v 17 8 applications application NOUN 2514nk33w4v 17 9 ranging range VERB 2514nk33w4v 17 10 from from ADP 2514nk33w4v 17 11 community community NOUN 2514nk33w4v 17 12 ecology ecology NOUN 2514nk33w4v 17 13 to to ADP 2514nk33w4v 17 14 epidemiology epidemiology NOUN 2514nk33w4v 17 15 . . PUNCT