id sid tid token lemma pos 70795714j77 1 1 many many ADJ 70795714j77 1 2 scientific scientific ADJ 70795714j77 1 3 and and CCONJ 70795714j77 1 4 engineering engineering NOUN 70795714j77 1 5 simulations simulation NOUN 70795714j77 1 6 are be AUX 70795714j77 1 7 large large ADJ 70795714j77 1 8 programs program NOUN 70795714j77 1 9 which which PRON 70795714j77 1 10 despite despite SCONJ 70795714j77 1 11 careful careful ADJ 70795714j77 1 12 debugging debugging NOUN 70795714j77 1 13 and and CCONJ 70795714j77 1 14 testing testing NOUN 70795714j77 1 15 will will AUX 70795714j77 1 16 probably probably ADV 70795714j77 1 17 contain contain VERB 70795714j77 1 18 errors error NOUN 70795714j77 1 19 when when SCONJ 70795714j77 1 20 deployed deploy VERB 70795714j77 1 21 to to ADP 70795714j77 1 22 the the DET 70795714j77 1 23 web web NOUN 70795714j77 1 24 for for ADP 70795714j77 1 25 use use NOUN 70795714j77 1 26 . . PUNCT 70795714j77 2 1 based base VERB 70795714j77 2 2 on on ADP 70795714j77 2 3 the the DET 70795714j77 2 4 assumption assumption NOUN 70795714j77 2 5 that that SCONJ 70795714j77 2 6 such such ADJ 70795714j77 2 7 scientific scientific ADJ 70795714j77 2 8 and and CCONJ 70795714j77 2 9 engineering engineering NOUN 70795714j77 2 10 simulations simulation NOUN 70795714j77 2 11 do do AUX 70795714j77 2 12 contain contain VERB 70795714j77 2 13 errors error NOUN 70795714j77 2 14 and and CCONJ 70795714j77 2 15 that that SCONJ 70795714j77 2 16 the the DET 70795714j77 2 17 underlying underlie VERB 70795714j77 2 18 computing computing NOUN 70795714j77 2 19 systems system NOUN 70795714j77 2 20 do do AUX 70795714j77 2 21 fail fail VERB 70795714j77 2 22 due due ADP 70795714j77 2 23 to to ADP 70795714j77 2 24 hardware hardware NOUN 70795714j77 2 25 or or CCONJ 70795714j77 2 26 software software NOUN 70795714j77 2 27 errors error NOUN 70795714j77 2 28 , , PUNCT 70795714j77 2 29 we we PRON 70795714j77 2 30 present present VERB 70795714j77 2 31 a a DET 70795714j77 2 32 framework framework NOUN 70795714j77 2 33 called call VERB 70795714j77 2 34 autonomic autonomic ADJ 70795714j77 2 35 web web NOUN 70795714j77 2 36 - - PUNCT 70795714j77 2 37 based base VERB 70795714j77 2 38 simulation simulation NOUN 70795714j77 2 39 ( ( PUNCT 70795714j77 2 40 aws aws PROPN 70795714j77 2 41 ) ) PUNCT 70795714j77 2 42 , , PUNCT 70795714j77 2 43 a a DET 70795714j77 2 44 supporting support VERB 70795714j77 2 45 data datum NOUN 70795714j77 2 46 warehouse warehouse NOUN 70795714j77 2 47 , , PUNCT 70795714j77 2 48 and and CCONJ 70795714j77 2 49 their their PRON 70795714j77 2 50 implementations implementation NOUN 70795714j77 2 51 to to PART 70795714j77 2 52 develop develop VERB 70795714j77 2 53 and and CCONJ 70795714j77 2 54 deploy deploy VERB 70795714j77 2 55 reliable reliable ADJ 70795714j77 2 56 web web NOUN 70795714j77 2 57 - - PUNCT 70795714j77 2 58 based base VERB 70795714j77 2 59 simulations simulation NOUN 70795714j77 2 60 . . PUNCT 70795714j77 3 1 aws aws PROPN 70795714j77 3 2 strives strive VERB 70795714j77 3 3 to to PART 70795714j77 3 4 achieve achieve VERB 70795714j77 3 5 the the DET 70795714j77 3 6 following follow VERB 70795714j77 3 7 features feature NOUN 70795714j77 3 8 presented present VERB 70795714j77 3 9 in in ADP 70795714j77 3 10 the the DET 70795714j77 3 11 vision vision NOUN 70795714j77 3 12 of of ADP 70795714j77 3 13 autonomic autonomic ADJ 70795714j77 3 14 computing computing NOUN 70795714j77 3 15 : : PUNCT 70795714j77 3 16 self self NOUN 70795714j77 3 17 - - PUNCT 70795714j77 3 18 configuring configuring NOUN 70795714j77 3 19 , , PUNCT 70795714j77 3 20 self self NOUN 70795714j77 3 21 - - PUNCT 70795714j77 3 22 optimizing optimize VERB 70795714j77 3 23 , , PUNCT 70795714j77 3 24 self self NOUN 70795714j77 3 25 - - PUNCT 70795714j77 3 26 healing healing NOUN 70795714j77 3 27 and and CCONJ 70795714j77 3 28 self self NOUN 70795714j77 3 29 - - PUNCT 70795714j77 3 30 protecting protecting NOUN 70795714j77 3 31 . . PUNCT 70795714j77 4 1 we we PRON 70795714j77 4 2 discuss discuss VERB 70795714j77 4 3 mathematical mathematical ADJ 70795714j77 4 4 models model NOUN 70795714j77 4 5 to to PART 70795714j77 4 6 simulate simulate VERB 70795714j77 4 7 the the DET 70795714j77 4 8 execution execution NOUN 70795714j77 4 9 of of ADP 70795714j77 4 10 scientific scientific ADJ 70795714j77 4 11 simulations simulation NOUN 70795714j77 4 12 and and CCONJ 70795714j77 4 13 formulate formulate VERB 70795714j77 4 14 objective objective ADJ 70795714j77 4 15 functions function NOUN 70795714j77 4 16 for for ADP 70795714j77 4 17 the the DET 70795714j77 4 18 purpose purpose NOUN 70795714j77 4 19 of of ADP 70795714j77 4 20 determining determine VERB 70795714j77 4 21 optimal optimal ADJ 70795714j77 4 22 checkpoint checkpoint NOUN 70795714j77 4 23 intervals interval NOUN 70795714j77 4 24 . . PUNCT 70795714j77 5 1 checkpointing checkpointing NOUN 70795714j77 5 2 is be AUX 70795714j77 5 3 a a DET 70795714j77 5 4 basic basic ADJ 70795714j77 5 5 requirement requirement NOUN 70795714j77 5 6 for for ADP 70795714j77 5 7 self self NOUN 70795714j77 5 8 - - PUNCT 70795714j77 5 9 healing healing NOUN 70795714j77 5 10 of of ADP 70795714j77 5 11 aws aw NOUN 70795714j77 5 12 and and CCONJ 70795714j77 5 13 determining determine VERB 70795714j77 5 14 optimal optimal ADJ 70795714j77 5 15 checkpoint checkpoint NOUN 70795714j77 5 16 interval interval NOUN 70795714j77 5 17 helps help VERB 70795714j77 5 18 achieve achieve VERB 70795714j77 5 19 self self NOUN 70795714j77 5 20 - - PUNCT 70795714j77 5 21 optimizing optimizing NOUN 70795714j77 5 22 of of ADP 70795714j77 5 23 aws aws PROPN 70795714j77 5 24 . . PUNCT 70795714j77 6 1 a a DET 70795714j77 6 2 novel novel ADJ 70795714j77 6 3 three three NUM 70795714j77 6 4 step step NOUN 70795714j77 6 5 data datum NOUN 70795714j77 6 6 cleansing cleansing NOUN 70795714j77 6 7 algorithm algorithm X 70795714j77 6 8 is be AUX 70795714j77 6 9 designed design VERB 70795714j77 6 10 through through ADP 70795714j77 6 11 approximate approximate ADJ 70795714j77 6 12 string string NOUN 70795714j77 6 13 joins join VERB 70795714j77 6 14 . . PUNCT 70795714j77 7 1 a a DET 70795714j77 7 2 self self NOUN 70795714j77 7 3 - - PUNCT 70795714j77 7 4 manageable manageable ADJ 70795714j77 7 5 system system NOUN 70795714j77 7 6 is be AUX 70795714j77 7 7 implemented implement VERB 70795714j77 7 8 for for ADP 70795714j77 7 9 the the DET 70795714j77 7 10 nom nom PROPN 70795714j77 7 11 simulation simulation NOUN 70795714j77 7 12 project project NOUN 70795714j77 7 13 which which PRON 70795714j77 7 14 allows allow VERB 70795714j77 7 15 scientists scientist NOUN 70795714j77 7 16 and and CCONJ 70795714j77 7 17 other other ADJ 70795714j77 7 18 end end NOUN 70795714j77 7 19 users user NOUN 70795714j77 7 20 run run VERB 70795714j77 7 21 nom nom NOUN 70795714j77 7 22 simulations simulation NOUN 70795714j77 7 23 anytime anytime ADV 70795714j77 7 24 from from ADP 70795714j77 7 25 anywhere anywhere ADV 70795714j77 7 26 . . PUNCT