id sid tid token lemma pos vh53ws87v11 1 1 data data NOUN vh53ws87v11 1 2 is be AUX vh53ws87v11 1 3 being be AUX vh53ws87v11 1 4 collected collect VERB vh53ws87v11 1 5 at at ADP vh53ws87v11 1 6 an an DET vh53ws87v11 1 7 increasing increase VERB vh53ws87v11 1 8 rate rate NOUN vh53ws87v11 1 9 and and CCONJ vh53ws87v11 1 10 is be AUX vh53ws87v11 1 11 relied rely VERB vh53ws87v11 1 12 on on ADP vh53ws87v11 1 13 for for ADP vh53ws87v11 1 14 decision decision NOUN vh53ws87v11 1 15 making make VERB vh53ws87v11 1 16 processes process NOUN vh53ws87v11 1 17 in in ADP vh53ws87v11 1 18 a a DET vh53ws87v11 1 19 variety variety NOUN vh53ws87v11 1 20 of of ADP vh53ws87v11 1 21 industries industry NOUN vh53ws87v11 1 22 . . PUNCT vh53ws87v11 2 1 the the DET vh53ws87v11 2 2 modern modern ADJ vh53ws87v11 2 3 day day NOUN vh53ws87v11 2 4 challenge challenge NOUN vh53ws87v11 2 5 of of ADP vh53ws87v11 2 6 " " PUNCT vh53ws87v11 2 7 big big ADJ vh53ws87v11 2 8 data datum NOUN vh53ws87v11 2 9 " " PUNCT vh53ws87v11 2 10 is be AUX vh53ws87v11 2 11 occurring occur VERB vh53ws87v11 2 12 because because SCONJ vh53ws87v11 2 13 many many ADJ vh53ws87v11 2 14 advancements advancement NOUN vh53ws87v11 2 15 in in ADP vh53ws87v11 2 16 computer computer NOUN vh53ws87v11 2 17 system system NOUN vh53ws87v11 2 18 performance performance NOUN vh53ws87v11 2 19 occurred occur VERB vh53ws87v11 2 20 in in ADP vh53ws87v11 2 21 the the DET vh53ws87v11 2 22 arena arena NOUN vh53ws87v11 2 23 of of ADP vh53ws87v11 2 24 cpu cpu NOUN vh53ws87v11 2 25 performance performance NOUN vh53ws87v11 2 26 and and CCONJ vh53ws87v11 2 27 massive massive ADJ vh53ws87v11 2 28 parallelism parallelism NOUN vh53ws87v11 2 29 . . PUNCT vh53ws87v11 3 1 however however ADV vh53ws87v11 3 2 , , PUNCT vh53ws87v11 3 3 there there PRON vh53ws87v11 3 4 is be VERB vh53ws87v11 3 5 now now ADV vh53ws87v11 3 6 a a DET vh53ws87v11 3 7 realization realization NOUN vh53ws87v11 3 8 that that SCONJ vh53ws87v11 3 9 i i PRON vh53ws87v11 3 10 / / SYM vh53ws87v11 3 11 o o NOUN vh53ws87v11 3 12 performance performance NOUN vh53ws87v11 3 13 is be AUX vh53ws87v11 3 14 lagging lag VERB vh53ws87v11 3 15 behind behind ADP vh53ws87v11 3 16 cpu cpu NOUN vh53ws87v11 3 17 performance performance NOUN vh53ws87v11 3 18 in in ADP vh53ws87v11 3 19 terms term NOUN vh53ws87v11 3 20 of of ADP vh53ws87v11 3 21 performance performance NOUN vh53ws87v11 3 22 gains gain NOUN vh53ws87v11 3 23 since since SCONJ vh53ws87v11 3 24 massive massive ADJ vh53ws87v11 3 25 parallelism parallelism NOUN vh53ws87v11 3 26 can can AUX vh53ws87v11 3 27 be be AUX vh53ws87v11 3 28 harnessed harness VERB vh53ws87v11 3 29 with with ADP vh53ws87v11 3 30 cloud cloud NOUN vh53ws87v11 3 31 computing computing NOUN vh53ws87v11 3 32 environments environment NOUN vh53ws87v11 3 33 . . PUNCT vh53ws87v11 4 1 low low ADJ vh53ws87v11 4 2 i i PRON vh53ws87v11 4 3 / / SYM vh53ws87v11 4 4 o o NOUN vh53ws87v11 4 5 performance performance NOUN vh53ws87v11 4 6 is be AUX vh53ws87v11 4 7 now now ADV vh53ws87v11 4 8 a a DET vh53ws87v11 4 9 limiting limit VERB vh53ws87v11 4 10 factor factor NOUN vh53ws87v11 4 11 in in ADP vh53ws87v11 4 12 the the DET vh53ws87v11 4 13 performance performance NOUN vh53ws87v11 4 14 of of ADP vh53ws87v11 4 15 large large ADJ vh53ws87v11 4 16 data datum NOUN vh53ws87v11 4 17 analysis analysis NOUN vh53ws87v11 4 18 systems system NOUN vh53ws87v11 4 19 . . PUNCT vh53ws87v11 5 1 however however ADV vh53ws87v11 5 2 , , PUNCT vh53ws87v11 5 3 increased increase VERB vh53ws87v11 5 4 i i PRON vh53ws87v11 5 5 / / SYM vh53ws87v11 5 6 o o NOUN vh53ws87v11 5 7 performance performance NOUN vh53ws87v11 5 8 alone alone ADV vh53ws87v11 5 9 will will AUX vh53ws87v11 5 10 not not PART vh53ws87v11 5 11 address address VERB vh53ws87v11 5 12 all all PRON vh53ws87v11 5 13 of of ADP vh53ws87v11 5 14 the the DET vh53ws87v11 5 15 issues issue NOUN vh53ws87v11 5 16 with with ADP vh53ws87v11 5 17 analysis analysis NOUN vh53ws87v11 5 18 systems system NOUN vh53ws87v11 5 19 . . PUNCT vh53ws87v11 6 1 this this PRON vh53ws87v11 6 2 is be AUX vh53ws87v11 6 3 because because SCONJ vh53ws87v11 6 4 large large ADJ vh53ws87v11 6 5 scale scale NOUN vh53ws87v11 6 6 data datum NOUN vh53ws87v11 6 7 systems system NOUN vh53ws87v11 6 8 have have AUX vh53ws87v11 6 9 placed place VERB vh53ws87v11 6 10 many many ADJ vh53ws87v11 6 11 requirements requirement NOUN vh53ws87v11 6 12 on on ADP vh53ws87v11 6 13 data datum NOUN vh53ws87v11 6 14 collection collection NOUN vh53ws87v11 6 15 , , PUNCT vh53ws87v11 6 16 analysis analysis NOUN vh53ws87v11 6 17 and and CCONJ vh53ws87v11 6 18 reporting reporting NOUN vh53ws87v11 6 19 systems system NOUN vh53ws87v11 6 20 . . PUNCT vh53ws87v11 7 1 for for ADP vh53ws87v11 7 2 example example NOUN vh53ws87v11 7 3 , , PUNCT vh53ws87v11 7 4 performance performance NOUN vh53ws87v11 7 5 , , PUNCT vh53ws87v11 7 6 scalability scalability NOUN vh53ws87v11 7 7 and and CCONJ vh53ws87v11 7 8 security security NOUN vh53ws87v11 7 9 are be AUX vh53ws87v11 7 10 often often ADV vh53ws87v11 7 11 key key ADJ vh53ws87v11 7 12 requirements requirement NOUN vh53ws87v11 7 13 for for ADP vh53ws87v11 7 14 modern modern ADJ vh53ws87v11 7 15 analysis analysis NOUN vh53ws87v11 7 16 systems system NOUN vh53ws87v11 7 17 . . PUNCT vh53ws87v11 8 1 security security NOUN vh53ws87v11 8 2 concerns concern NOUN vh53ws87v11 8 3 and and CCONJ vh53ws87v11 8 4 enterprise enterprise NOUN vh53ws87v11 8 5 wide wide ADJ vh53ws87v11 8 6 metadata metadata NOUN vh53ws87v11 8 7 are be AUX vh53ws87v11 8 8 also also ADV vh53ws87v11 8 9 necessary necessary ADJ vh53ws87v11 8 10 items item NOUN vh53ws87v11 8 11 to to PART vh53ws87v11 8 12 ensure ensure VERB vh53ws87v11 8 13 that that SCONJ vh53ws87v11 8 14 organizations organization NOUN vh53ws87v11 8 15 are be AUX vh53ws87v11 8 16 extracting extract VERB vh53ws87v11 8 17 the the DET vh53ws87v11 8 18 maximum maximum ADJ vh53ws87v11 8 19 benefit benefit NOUN vh53ws87v11 8 20 from from ADP vh53ws87v11 8 21 centralized centralized ADJ vh53ws87v11 8 22 data data NOUN vh53ws87v11 8 23 warehouse warehouse NOUN vh53ws87v11 8 24 and and CCONJ vh53ws87v11 8 25 analysis analysis NOUN vh53ws87v11 8 26 systems system NOUN vh53ws87v11 8 27 . . PUNCT vh53ws87v11 9 1 this this DET vh53ws87v11 9 2 work work NOUN vh53ws87v11 9 3 explores explore VERB vh53ws87v11 9 4 performance performance NOUN vh53ws87v11 9 5 , , PUNCT vh53ws87v11 9 6 scalability scalability NOUN vh53ws87v11 9 7 , , PUNCT vh53ws87v11 9 8 security security NOUN vh53ws87v11 9 9 , , PUNCT vh53ws87v11 9 10 and and CCONJ vh53ws87v11 9 11 enterprise enterprise NOUN vh53ws87v11 9 12 wide wide ADJ vh53ws87v11 9 13 metadata metadata NOUN vh53ws87v11 9 14 in in ADP vh53ws87v11 9 15 an an DET vh53ws87v11 9 16 effort effort NOUN vh53ws87v11 9 17 to to PART vh53ws87v11 9 18 suggest suggest VERB vh53ws87v11 9 19 how how SCONJ vh53ws87v11 9 20 they they PRON vh53ws87v11 9 21 can can AUX vh53ws87v11 9 22 be be AUX vh53ws87v11 9 23 jointly jointly ADV vh53ws87v11 9 24 utilized utilize VERB vh53ws87v11 9 25 to to PART vh53ws87v11 9 26 build build VERB vh53ws87v11 9 27 scalable scalable ADJ vh53ws87v11 9 28 data datum NOUN vh53ws87v11 9 29 analysis analysis NOUN vh53ws87v11 9 30 systems system NOUN vh53ws87v11 9 31 . . PUNCT