id sid tid token lemma pos 6w924b3209b 1 1 reproducibility reproducibility NOUN 6w924b3209b 1 2 is be AUX 6w924b3209b 1 3 becoming become VERB 6w924b3209b 1 4 an an DET 6w924b3209b 1 5 increasingly increasingly ADV 6w924b3209b 1 6 challenging challenging ADJ 6w924b3209b 1 7 requirement requirement NOUN 6w924b3209b 1 8 of of ADP 6w924b3209b 1 9 the the DET 6w924b3209b 1 10 scientific scientific ADJ 6w924b3209b 1 11 process process NOUN 6w924b3209b 1 12 . . PUNCT 6w924b3209b 2 1 compared compare VERB 6w924b3209b 2 2 to to ADP 6w924b3209b 2 3 more more ADJ 6w924b3209b 2 4 human human ADJ 6w924b3209b 2 5 intensive intensive ADJ 6w924b3209b 2 6 scientific scientific ADJ 6w924b3209b 2 7 procedures procedure NOUN 6w924b3209b 2 8 , , PUNCT 6w924b3209b 2 9 it it PRON 6w924b3209b 2 10 would would AUX 6w924b3209b 2 11 seem seem VERB 6w924b3209b 2 12 that that SCONJ 6w924b3209b 2 13 scientific scientific ADJ 6w924b3209b 2 14 applications application NOUN 6w924b3209b 2 15 executed execute VERB 6w924b3209b 2 16 on on ADP 6w924b3209b 2 17 computers computer NOUN 6w924b3209b 2 18 could could AUX 6w924b3209b 2 19 easily easily ADV 6w924b3209b 2 20 produce produce VERB 6w924b3209b 2 21 identical identical ADJ 6w924b3209b 2 22 results result NOUN 6w924b3209b 2 23 despite despite SCONJ 6w924b3209b 2 24 slight slight ADJ 6w924b3209b 2 25 changes change NOUN 6w924b3209b 2 26 to to ADP 6w924b3209b 2 27 hardware hardware NOUN 6w924b3209b 2 28 , , PUNCT 6w924b3209b 2 29 software software NOUN 6w924b3209b 2 30 , , PUNCT 6w924b3209b 2 31 or or CCONJ 6w924b3209b 2 32 simply simply ADV 6w924b3209b 2 33 timing time VERB 6w924b3209b 2 34 . . PUNCT 6w924b3209b 3 1 however however ADV 6w924b3209b 3 2 , , PUNCT 6w924b3209b 3 3 implicit implicit ADJ 6w924b3209b 3 4 dependencies dependency NOUN 6w924b3209b 3 5 on on ADP 6w924b3209b 3 6 data datum NOUN 6w924b3209b 3 7 and and CCONJ 6w924b3209b 3 8 execution execution NOUN 6w924b3209b 3 9 environment environment NOUN 6w924b3209b 3 10 , , PUNCT 6w924b3209b 3 11 coupled couple VERB 6w924b3209b 3 12 with with ADP 6w924b3209b 3 13 ambiguous ambiguous ADJ 6w924b3209b 3 14 definitions definition NOUN 6w924b3209b 3 15 of of ADP 6w924b3209b 3 16 identity identity NOUN 6w924b3209b 3 17 and and CCONJ 6w924b3209b 3 18 equivalence equivalence NOUN 6w924b3209b 3 19 throughout throughout ADP 6w924b3209b 3 20 the the DET 6w924b3209b 3 21 process process NOUN 6w924b3209b 3 22 , , PUNCT 6w924b3209b 3 23 make make VERB 6w924b3209b 3 24 reproducibility reproducibility NOUN 6w924b3209b 3 25 rarely rarely ADV 6w924b3209b 3 26 possible possible ADJ 6w924b3209b 3 27 . . PUNCT 6w924b3209b 4 1 to to PART 6w924b3209b 4 2 address address VERB 6w924b3209b 4 3 this this DET 6w924b3209b 4 4 problem problem NOUN 6w924b3209b 4 5 , , PUNCT 6w924b3209b 4 6 i i PRON 6w924b3209b 4 7 created create VERB 6w924b3209b 4 8 prune prune NOUN 6w924b3209b 4 9 , , PUNCT 6w924b3209b 4 10 the the DET 6w924b3209b 4 11 preserving preserve VERB 6w924b3209b 4 12 run run NOUN 6w924b3209b 4 13 environment environment NOUN 6w924b3209b 4 14 . . PUNCT 6w924b3209b 5 1 in in ADP 6w924b3209b 5 2 prune prune NOUN 6w924b3209b 5 3 , , PUNCT 6w924b3209b 5 4 every every DET 6w924b3209b 5 5 task task NOUN 6w924b3209b 5 6 to to PART 6w924b3209b 5 7 be be AUX 6w924b3209b 5 8 executed execute VERB 6w924b3209b 5 9 is be AUX 6w924b3209b 5 10 wrapped wrap VERB 6w924b3209b 5 11 in in ADP 6w924b3209b 5 12 a a DET 6w924b3209b 5 13 functional functional ADJ 6w924b3209b 5 14 interface interface NOUN 6w924b3209b 5 15 and and CCONJ 6w924b3209b 5 16 coupled couple VERB 6w924b3209b 5 17 with with ADP 6w924b3209b 5 18 a a DET 6w924b3209b 5 19 strictly strictly ADV 6w924b3209b 5 20 defined define VERB 6w924b3209b 5 21 environment environment NOUN 6w924b3209b 5 22 . . PUNCT 6w924b3209b 6 1 with with ADP 6w924b3209b 6 2 this this DET 6w924b3209b 6 3 information information NOUN 6w924b3209b 6 4 prune prune NOUN 6w924b3209b 6 5 can can AUX 6w924b3209b 6 6 directly directly ADV 6w924b3209b 6 7 execute execute VERB 6w924b3209b 6 8 each each DET 6w924b3209b 6 9 task task NOUN 6w924b3209b 6 10 . . PUNCT 6w924b3209b 7 1 as as SCONJ 6w924b3209b 7 2 a a DET 6w924b3209b 7 3 scientific scientific ADJ 6w924b3209b 7 4 workflow workflow NOUN 6w924b3209b 7 5 evolves evolve VERB 6w924b3209b 7 6 in in ADP 6w924b3209b 7 7 prune prune NOUN 6w924b3209b 7 8 , , PUNCT 6w924b3209b 7 9 a a DET 6w924b3209b 7 10 growing grow VERB 6w924b3209b 7 11 but but CCONJ 6w924b3209b 7 12 immutable immutable ADJ 6w924b3209b 7 13 tree tree NOUN 6w924b3209b 7 14 of of ADP 6w924b3209b 7 15 derived derived ADJ 6w924b3209b 7 16 data datum NOUN 6w924b3209b 7 17 is be AUX 6w924b3209b 7 18 created create VERB 6w924b3209b 7 19 . . PUNCT 6w924b3209b 8 1 the the DET 6w924b3209b 8 2 provenance provenance NOUN 6w924b3209b 8 3 of of ADP 6w924b3209b 8 4 every every DET 6w924b3209b 8 5 item item NOUN 6w924b3209b 8 6 in in ADP 6w924b3209b 8 7 the the DET 6w924b3209b 8 8 system system NOUN 6w924b3209b 8 9 can can AUX 6w924b3209b 8 10 be be AUX 6w924b3209b 8 11 precisely precisely ADV 6w924b3209b 8 12 described describe VERB 6w924b3209b 8 13 , , PUNCT 6w924b3209b 8 14 facilitating facilitate VERB 6w924b3209b 8 15 sharing sharing NOUN 6w924b3209b 8 16 and and CCONJ 6w924b3209b 8 17 modification modification NOUN 6w924b3209b 8 18 between between ADP 6w924b3209b 8 19 collaborating collaborate VERB 6w924b3209b 8 20 researchers researcher NOUN 6w924b3209b 8 21 , , PUNCT 6w924b3209b 8 22 along along ADP 6w924b3209b 8 23 with with ADP 6w924b3209b 8 24 efficient efficient ADJ 6w924b3209b 8 25 management management NOUN 6w924b3209b 8 26 of of ADP 6w924b3209b 8 27 limited limited ADJ 6w924b3209b 8 28 storage storage NOUN 6w924b3209b 8 29 space space NOUN 6w924b3209b 8 30 . . PUNCT 6w924b3209b 9 1 i i PRON 6w924b3209b 9 2 show show VERB 6w924b3209b 9 3 that that SCONJ 6w924b3209b 9 4 with with ADP 6w924b3209b 9 5 a a DET 6w924b3209b 9 6 minimal minimal ADJ 6w924b3209b 9 7 amount amount NOUN 6w924b3209b 9 8 of of ADP 6w924b3209b 9 9 overhead overhead NOUN 6w924b3209b 9 10 , , PUNCT 6w924b3209b 9 11 these these DET 6w924b3209b 9 12 capabilities capability NOUN 6w924b3209b 9 13 can can AUX 6w924b3209b 9 14 be be AUX 6w924b3209b 9 15 available available ADJ 6w924b3209b 9 16 for for ADP 6w924b3209b 9 17 large large ADJ 6w924b3209b 9 18 scale scale NOUN 6w924b3209b 9 19 and and CCONJ 6w924b3209b 9 20 complex complex ADJ 6w924b3209b 9 21 workflows workflow NOUN 6w924b3209b 9 22 , , PUNCT 6w924b3209b 9 23 such such ADJ 6w924b3209b 9 24 as as ADP 6w924b3209b 9 25 an an DET 6w924b3209b 9 26 analysis analysis NOUN 6w924b3209b 9 27 of of ADP 6w924b3209b 9 28 high high ADJ 6w924b3209b 9 29 - - PUNCT 6w924b3209b 9 30 energy energy NOUN 6w924b3209b 9 31 physics physics NOUN 6w924b3209b 9 32 data datum NOUN 6w924b3209b 9 33 , , PUNCT 6w924b3209b 9 34 a a DET 6w924b3209b 9 35 bio bio NOUN 6w924b3209b 9 36 - - ADJ 6w924b3209b 9 37 informatics informatic NOUN 6w924b3209b 9 38 application application NOUN 6w924b3209b 9 39 , , PUNCT 6w924b3209b 9 40 and and CCONJ 6w924b3209b 9 41 processing processing NOUN 6w924b3209b 9 42 of of ADP 6w924b3209b 9 43 u.s u.s PROPN 6w924b3209b 9 44 . . PROPN 6w924b3209b 9 45 census census PROPN 6w924b3209b 9 46 data datum NOUN 6w924b3209b 9 47 . . PUNCT 6w924b3209b 10 1 prune prune NOUN 6w924b3209b 10 2 also also ADV 6w924b3209b 10 3 minimizes minimize VERB 6w924b3209b 10 4 the the DET 6w924b3209b 10 5 cost cost NOUN 6w924b3209b 10 6 of of ADP 6w924b3209b 10 7 collaborative collaborative ADJ 6w924b3209b 10 8 development development NOUN 6w924b3209b 10 9 of of ADP 6w924b3209b 10 10 computational computational ADJ 6w924b3209b 10 11 science science NOUN 6w924b3209b 10 12 . . PUNCT