id sid tid token lemma pos 5x21td98h4d 1 1 with with ADP 5x21td98h4d 1 2 the the DET 5x21td98h4d 1 3 prevalence prevalence NOUN 5x21td98h4d 1 4 of of ADP 5x21td98h4d 1 5 multi multi NOUN 5x21td98h4d 1 6 - - NOUN 5x21td98h4d 1 7 user user ADJ 5x21td98h4d 1 8 environments environment NOUN 5x21td98h4d 1 9 and and CCONJ 5x21td98h4d 1 10 distributed distribute VERB 5x21td98h4d 1 11 applications application NOUN 5x21td98h4d 1 12 , , PUNCT 5x21td98h4d 1 13 the the DET 5x21td98h4d 1 14 traditional traditional ADJ 5x21td98h4d 1 15 identity identity NOUN 5x21td98h4d 1 16 of of ADP 5x21td98h4d 1 17 hosts host NOUN 5x21td98h4d 1 18 ( ( PUNCT 5x21td98h4d 1 19 e.g. e.g. X 5x21td98h4d 1 20 , , PUNCT 5x21td98h4d 1 21 ip ip NOUN 5x21td98h4d 1 22 addresses address NOUN 5x21td98h4d 1 23 and and CCONJ 5x21td98h4d 1 24 port port NOUN 5x21td98h4d 1 25 numbers number NOUN 5x21td98h4d 1 26 ) ) PUNCT 5x21td98h4d 1 27 becomes become VERB 5x21td98h4d 1 28 less less ADV 5x21td98h4d 1 29 precise precise ADJ 5x21td98h4d 1 30 in in ADP 5x21td98h4d 1 31 describing describe VERB 5x21td98h4d 1 32 what what PRON 5x21td98h4d 1 33 is be AUX 5x21td98h4d 1 34 going go VERB 5x21td98h4d 1 35 on on ADP 5x21td98h4d 1 36 in in ADP 5x21td98h4d 1 37 the the DET 5x21td98h4d 1 38 networks network NOUN 5x21td98h4d 1 39 . . PUNCT 5x21td98h4d 2 1 instead instead ADV 5x21td98h4d 2 2 , , PUNCT 5x21td98h4d 2 3 users user NOUN 5x21td98h4d 2 4 , , PUNCT 5x21td98h4d 2 5 applications application NOUN 5x21td98h4d 2 6 and and CCONJ 5x21td98h4d 2 7 data datum NOUN 5x21td98h4d 2 8 have have AUX 5x21td98h4d 2 9 received receive VERB 5x21td98h4d 2 10 increasing increase VERB 5x21td98h4d 2 11 attention attention NOUN 5x21td98h4d 2 12 from from ADP 5x21td98h4d 2 13 the the DET 5x21td98h4d 2 14 perspective perspective NOUN 5x21td98h4d 2 15 of of ADP 5x21td98h4d 2 16 enterprise enterprise NOUN 5x21td98h4d 2 17 network network NOUN 5x21td98h4d 2 18 security security NOUN 5x21td98h4d 2 19 and and CCONJ 5x21td98h4d 2 20 management management NOUN 5x21td98h4d 2 21 . . PUNCT 5x21td98h4d 3 1 precisely precisely ADV 5x21td98h4d 3 2 identifying identify VERB 5x21td98h4d 3 3 who who PRON 5x21td98h4d 3 4 is be AUX 5x21td98h4d 3 5 doing do VERB 5x21td98h4d 3 6 what what PRON 5x21td98h4d 3 7 on on ADP 5x21td98h4d 3 8 an an DET 5x21td98h4d 3 9 enterprise enterprise NOUN 5x21td98h4d 3 10 network network NOUN 5x21td98h4d 3 11 has have AUX 5x21td98h4d 3 12 become become VERB 5x21td98h4d 3 13 an an DET 5x21td98h4d 3 14 extremely extremely ADV 5x21td98h4d 3 15 challenging challenging ADJ 5x21td98h4d 3 16 task task NOUN 5x21td98h4d 3 17 . . PUNCT 5x21td98h4d 4 1 this this DET 5x21td98h4d 4 2 dissertation dissertation NOUN 5x21td98h4d 4 3 presents present VERB 5x21td98h4d 4 4 a a DET 5x21td98h4d 4 5 visualization visualization NOUN 5x21td98h4d 4 6 tool tool NOUN 5x21td98h4d 4 7 called call VERB 5x21td98h4d 4 8 enavis enavis PROPN 5x21td98h4d 4 9 ( ( PUNCT 5x21td98h4d 4 10 enterprise enterprise NOUN 5x21td98h4d 4 11 network network NOUN 5x21td98h4d 4 12 activities activity NOUN 5x21td98h4d 4 13 visualization visualization NOUN 5x21td98h4d 4 14 ) ) PUNCT 5x21td98h4d 4 15 . . PUNCT 5x21td98h4d 5 1 through through ADP 5x21td98h4d 5 2 collection collection NOUN 5x21td98h4d 5 3 of of ADP 5x21td98h4d 5 4 the the DET 5x21td98h4d 5 5 context context NOUN 5x21td98h4d 5 6 in in ADP 5x21td98h4d 5 7 terms term NOUN 5x21td98h4d 5 8 of of ADP 5x21td98h4d 5 9 the the DET 5x21td98h4d 5 10 actual actual ADJ 5x21td98h4d 5 11 users user NOUN 5x21td98h4d 5 12 and and CCONJ 5x21td98h4d 5 13 applications application NOUN 5x21td98h4d 5 14 associated associate VERB 5x21td98h4d 5 15 with with ADP 5x21td98h4d 5 16 network network NOUN 5x21td98h4d 5 17 connections connection NOUN 5x21td98h4d 5 18 and and CCONJ 5x21td98h4d 5 19 smarter smart ADJ 5x21td98h4d 5 20 visual visual ADJ 5x21td98h4d 5 21 analytics analytic NOUN 5x21td98h4d 5 22 , , PUNCT 5x21td98h4d 5 23 enavis enavis PROPN 5x21td98h4d 5 24 aids aid VERB 5x21td98h4d 5 25 a a DET 5x21td98h4d 5 26 real real ADJ 5x21td98h4d 5 27 - - PUNCT 5x21td98h4d 5 28 world world NOUN 5x21td98h4d 5 29 administrator administrator NOUN 5x21td98h4d 5 30 in in ADP 5x21td98h4d 5 31 allowing allow VERB 5x21td98h4d 5 32 them they PRON 5x21td98h4d 5 33 to to PART 5x21td98h4d 5 34 more more ADV 5x21td98h4d 5 35 efficiently efficiently ADV 5x21td98h4d 5 36 manage manage VERB 5x21td98h4d 5 37 and and CCONJ 5x21td98h4d 5 38 gain gain VERB 5x21td98h4d 5 39 insight insight NOUN 5x21td98h4d 5 40 about about ADP 5x21td98h4d 5 41 the the DET 5x21td98h4d 5 42 connectivity connectivity NOUN 5x21td98h4d 5 43 between between ADP 5x21td98h4d 5 44 hosts host NOUN 5x21td98h4d 5 45 , , PUNCT 5x21td98h4d 5 46 users user NOUN 5x21td98h4d 5 47 , , PUNCT 5x21td98h4d 5 48 applications application NOUN 5x21td98h4d 5 49 and and CCONJ 5x21td98h4d 5 50 data data NOUN 5x21td98h4d 5 51 access access NOUN 5x21td98h4d 5 52 , , PUNCT 5x21td98h4d 5 53 offering offer VERB 5x21td98h4d 5 54 significant significant ADJ 5x21td98h4d 5 55 streamlining streamlining NOUN 5x21td98h4d 5 56 of of ADP 5x21td98h4d 5 57 the the DET 5x21td98h4d 5 58 management management NOUN 5x21td98h4d 5 59 process process NOUN 5x21td98h4d 5 60 . . PUNCT 5x21td98h4d 6 1 challenges challenge NOUN 5x21td98h4d 6 2 posed pose VERB 5x21td98h4d 6 3 by by ADP 5x21td98h4d 6 4 the the DET 5x21td98h4d 6 5 above above ADJ 5x21td98h4d 6 6 context context NOUN 5x21td98h4d 6 7 - - PUNCT 5x21td98h4d 6 8 based base VERB 5x21td98h4d 6 9 analysis analysis NOUN 5x21td98h4d 6 10 include include VERB 5x21td98h4d 6 11 increased increase VERB 5x21td98h4d 6 12 information information NOUN 5x21td98h4d 6 13 dimensions dimension NOUN 5x21td98h4d 6 14 , , PUNCT 5x21td98h4d 6 15 lack lack NOUN 5x21td98h4d 6 16 of of ADP 5x21td98h4d 6 17 clean clean ADJ 5x21td98h4d 6 18 training training NOUN 5x21td98h4d 6 19 data datum NOUN 5x21td98h4d 6 20 , , PUNCT 5x21td98h4d 6 21 and and CCONJ 5x21td98h4d 6 22 highly highly ADV 5x21td98h4d 6 23 dynamic dynamic ADJ 5x21td98h4d 6 24 nature nature NOUN 5x21td98h4d 6 25 of of ADP 5x21td98h4d 6 26 host host NOUN 5x21td98h4d 6 27 - - PUNCT 5x21td98h4d 6 28 user user NOUN 5x21td98h4d 6 29 - - PUNCT 5x21td98h4d 6 30 application application NOUN 5x21td98h4d 6 31 ( ( PUNCT 5x21td98h4d 6 32 hua hua PROPN 5x21td98h4d 6 33 ) ) PUNCT 5x21td98h4d 6 34 . . PUNCT 5x21td98h4d 7 1 besides besides SCONJ 5x21td98h4d 7 2 the the DET 5x21td98h4d 7 3 ability ability NOUN 5x21td98h4d 7 4 to to PART 5x21td98h4d 7 5 visualize visualize VERB 5x21td98h4d 7 6 various various ADJ 5x21td98h4d 7 7 combinations combination NOUN 5x21td98h4d 7 8 of of ADP 5x21td98h4d 7 9 hua hua PROPN 5x21td98h4d 7 10 , , PUNCT 5x21td98h4d 7 11 the the DET 5x21td98h4d 7 12 contribution contribution NOUN 5x21td98h4d 7 13 of of ADP 5x21td98h4d 7 14 this this DET 5x21td98h4d 7 15 study study NOUN 5x21td98h4d 7 16 lies lie VERB 5x21td98h4d 7 17 on on ADP 5x21td98h4d 7 18 its its PRON 5x21td98h4d 7 19 exploration exploration NOUN 5x21td98h4d 7 20 and and CCONJ 5x21td98h4d 7 21 evaluation evaluation NOUN 5x21td98h4d 7 22 of of ADP 5x21td98h4d 7 23 the the DET 5x21td98h4d 7 24 viability viability NOUN 5x21td98h4d 7 25 and and CCONJ 5x21td98h4d 7 26 efficacy efficacy NOUN 5x21td98h4d 7 27 of of ADP 5x21td98h4d 7 28 a a DET 5x21td98h4d 7 29 unified unified ADJ 5x21td98h4d 7 30 approach approach NOUN 5x21td98h4d 7 31 by by ADP 5x21td98h4d 7 32 incorporating incorporate VERB 5x21td98h4d 7 33 algorithmic algorithmic ADJ 5x21td98h4d 7 34 data datum NOUN 5x21td98h4d 7 35 mining mining NOUN 5x21td98h4d 7 36 methods method NOUN 5x21td98h4d 7 37 with with ADP 5x21td98h4d 7 38 interactive interactive ADJ 5x21td98h4d 7 39 visual visual ADJ 5x21td98h4d 7 40 exploration exploration NOUN 5x21td98h4d 7 41 process process NOUN 5x21td98h4d 7 42 . . PUNCT 5x21td98h4d 8 1 the the DET 5x21td98h4d 8 2 proposed propose VERB 5x21td98h4d 8 3 data data NOUN 5x21td98h4d 8 4 analysis analysis NOUN 5x21td98h4d 8 5 algorithms algorithm NOUN 5x21td98h4d 8 6 can can AUX 5x21td98h4d 8 7 provide provide VERB 5x21td98h4d 8 8 intelligence intelligence NOUN 5x21td98h4d 8 9 to to PART 5x21td98h4d 8 10 start start VERB 5x21td98h4d 8 11 and and CCONJ 5x21td98h4d 8 12 guide guide VERB 5x21td98h4d 8 13 an an DET 5x21td98h4d 8 14 investigation investigation NOUN 5x21td98h4d 8 15 process process NOUN 5x21td98h4d 8 16 while while SCONJ 5x21td98h4d 8 17 the the DET 5x21td98h4d 8 18 proposed propose VERB 5x21td98h4d 8 19 visual visual ADJ 5x21td98h4d 8 20 transformations transformation NOUN 5x21td98h4d 8 21 brings bring VERB 5x21td98h4d 8 22 in in ADP 5x21td98h4d 8 23 experts expert NOUN 5x21td98h4d 8 24 ' ' PART 5x21td98h4d 8 25 domain domain NOUN 5x21td98h4d 8 26 knowledge knowledge NOUN 5x21td98h4d 8 27 to to ADP 5x21td98h4d 8 28 the the DET 5x21td98h4d 8 29 security security NOUN 5x21td98h4d 8 30 and and CCONJ 5x21td98h4d 8 31 management management NOUN 5x21td98h4d 8 32 problems problem NOUN 5x21td98h4d 8 33 that that PRON 5x21td98h4d 8 34 are be AUX 5x21td98h4d 8 35 infeasible infeasible ADJ 5x21td98h4d 8 36 by by ADP 5x21td98h4d 8 37 existing exist VERB 5x21td98h4d 8 38 machine machine NOUN 5x21td98h4d 8 39 learning learning NOUN 5x21td98h4d 8 40 approaches approach NOUN 5x21td98h4d 8 41 . . PUNCT 5x21td98h4d 9 1 in in ADP 5x21td98h4d 9 2 particular particular ADJ 5x21td98h4d 9 3 , , PUNCT 5x21td98h4d 9 4 a a DET 5x21td98h4d 9 5 hierarchical hierarchical ADJ 5x21td98h4d 9 6 similarity similarity NOUN 5x21td98h4d 9 7 and and CCONJ 5x21td98h4d 9 8 differential differential ADJ 5x21td98h4d 9 9 visualization visualization NOUN 5x21td98h4d 9 10 framework framework NOUN 5x21td98h4d 9 11 is be AUX 5x21td98h4d 9 12 developed develop VERB 5x21td98h4d 9 13 , , PUNCT 5x21td98h4d 9 14 which which PRON 5x21td98h4d 9 15 starts start VERB 5x21td98h4d 9 16 with with ADP 5x21td98h4d 9 17 the the DET 5x21td98h4d 9 18 evolution evolution NOUN 5x21td98h4d 9 19 of of ADP 5x21td98h4d 9 20 inter inter ADJ 5x21td98h4d 9 21 - - ADJ 5x21td98h4d 9 22 graph graph ADJ 5x21td98h4d 9 23 states state NOUN 5x21td98h4d 9 24 , , PUNCT 5x21td98h4d 9 25 adapts adapt VERB 5x21td98h4d 9 26 to to ADP 5x21td98h4d 9 27 the the DET 5x21td98h4d 9 28 dynamics dynamic NOUN 5x21td98h4d 9 29 of of ADP 5x21td98h4d 9 30 individual individual ADJ 5x21td98h4d 9 31 nodes node NOUN 5x21td98h4d 9 32 and and CCONJ 5x21td98h4d 9 33 edges edge NOUN 5x21td98h4d 9 34 of of ADP 5x21td98h4d 9 35 hua hua PROPN 5x21td98h4d 9 36 context context NOUN 5x21td98h4d 9 37 graphs graph NOUN 5x21td98h4d 9 38 , , PUNCT 5x21td98h4d 9 39 and and CCONJ 5x21td98h4d 9 40 concludes conclude VERB 5x21td98h4d 9 41 with with ADP 5x21td98h4d 9 42 the the DET 5x21td98h4d 9 43 analysis analysis NOUN 5x21td98h4d 9 44 of of ADP 5x21td98h4d 9 45 community community NOUN 5x21td98h4d 9 46 evolutions evolution NOUN 5x21td98h4d 9 47 . . PUNCT 5x21td98h4d 10 1 through through ADP 5x21td98h4d 10 2 novel novel ADJ 5x21td98h4d 10 3 graph graph NOUN 5x21td98h4d 10 4 construction construction NOUN 5x21td98h4d 10 5 and and CCONJ 5x21td98h4d 10 6 transformation transformation NOUN 5x21td98h4d 10 7 as as ADV 5x21td98h4d 10 8 well well ADV 5x21td98h4d 10 9 as as ADP 5x21td98h4d 10 10 modeling model VERB 5x21td98h4d 10 11 , , PUNCT 5x21td98h4d 10 12 quantification quantification NOUN 5x21td98h4d 10 13 and and CCONJ 5x21td98h4d 10 14 visual visual ADJ 5x21td98h4d 10 15 investigation investigation NOUN 5x21td98h4d 10 16 of of ADP 5x21td98h4d 10 17 the the DET 5x21td98h4d 10 18 key key ADJ 5x21td98h4d 10 19 similarities similarity NOUN 5x21td98h4d 10 20 or or CCONJ 5x21td98h4d 10 21 differences difference NOUN 5x21td98h4d 10 22 among among ADP 5x21td98h4d 10 23 the the DET 5x21td98h4d 10 24 important important ADJ 5x21td98h4d 10 25 components component NOUN 5x21td98h4d 10 26 of of ADP 5x21td98h4d 10 27 hua hua PROPN 5x21td98h4d 10 28 graphs graph NOUN 5x21td98h4d 10 29 , , PUNCT 5x21td98h4d 10 30 spatio spatio NOUN 5x21td98h4d 10 31 - - ADJ 5x21td98h4d 10 32 temporal temporal ADJ 5x21td98h4d 10 33 anomalies anomaly NOUN 5x21td98h4d 10 34 of of ADP 5x21td98h4d 10 35 user user NOUN 5x21td98h4d 10 36 and and CCONJ 5x21td98h4d 10 37 application application NOUN 5x21td98h4d 10 38 behaviors behavior NOUN 5x21td98h4d 10 39 that that PRON 5x21td98h4d 10 40 are be AUX 5x21td98h4d 10 41 usually usually ADV 5x21td98h4d 10 42 unknown unknown ADJ 5x21td98h4d 10 43 or or CCONJ 5x21td98h4d 10 44 hard hard ADJ 5x21td98h4d 10 45 to to PART 5x21td98h4d 10 46 define define VERB 5x21td98h4d 10 47 in in ADP 5x21td98h4d 10 48 advance advance NOUN 5x21td98h4d 10 49 can can AUX 5x21td98h4d 10 50 now now ADV 5x21td98h4d 10 51 be be AUX 5x21td98h4d 10 52 effectively effectively ADV 5x21td98h4d 10 53 detected detect VERB 5x21td98h4d 10 54 . . PUNCT 5x21td98h4d 11 1 more more ADV 5x21td98h4d 11 2 importantly importantly ADV 5x21td98h4d 11 3 , , PUNCT 5x21td98h4d 11 4 the the DET 5x21td98h4d 11 5 underlying underlie VERB 5x21td98h4d 11 6 causes cause NOUN 5x21td98h4d 11 7 for for ADP 5x21td98h4d 11 8 these these DET 5x21td98h4d 11 9 abnormal abnormal ADJ 5x21td98h4d 11 10 activities activity NOUN 5x21td98h4d 11 11 can can AUX 5x21td98h4d 11 12 be be AUX 5x21td98h4d 11 13 found find VERB 5x21td98h4d 11 14 and and CCONJ 5x21td98h4d 11 15 analyzed analyze VERB 5x21td98h4d 11 16 in in ADP 5x21td98h4d 11 17 a a DET 5x21td98h4d 11 18 time time NOUN 5x21td98h4d 11 19 - - PUNCT 5x21td98h4d 11 20 efficient efficient ADJ 5x21td98h4d 11 21 manner manner NOUN 5x21td98h4d 11 22 through through ADP 5x21td98h4d 11 23 intelligent intelligent ADJ 5x21td98h4d 11 24 and and CCONJ 5x21td98h4d 11 25 interactive interactive ADJ 5x21td98h4d 11 26 visualization visualization NOUN 5x21td98h4d 11 27 . . PUNCT 5x21td98h4d 12 1 through through ADP 5x21td98h4d 12 2 examples example NOUN 5x21td98h4d 12 3 and and CCONJ 5x21td98h4d 12 4 case case NOUN 5x21td98h4d 12 5 studies study NOUN 5x21td98h4d 12 6 , , PUNCT 5x21td98h4d 12 7 we we PRON 5x21td98h4d 12 8 demonstrate demonstrate VERB 5x21td98h4d 12 9 how how SCONJ 5x21td98h4d 12 10 similarity similarity NOUN 5x21td98h4d 12 11 and and CCONJ 5x21td98h4d 12 12 dynamics dynamic NOUN 5x21td98h4d 12 13 can can AUX 5x21td98h4d 12 14 be be AUX 5x21td98h4d 12 15 effectively effectively ADV 5x21td98h4d 12 16 visualized visualize VERB 5x21td98h4d 12 17 and and CCONJ 5x21td98h4d 12 18 understood understand VERB 5x21td98h4d 12 19 to to PART 5x21td98h4d 12 20 provide provide VERB 5x21td98h4d 12 21 insight insight NOUN 5x21td98h4d 12 22 with with ADP 5x21td98h4d 12 23 regards regard NOUN 5x21td98h4d 12 24 to to ADP 5x21td98h4d 12 25 network network NOUN 5x21td98h4d 12 26 security security NOUN 5x21td98h4d 12 27 and and CCONJ 5x21td98h4d 12 28 management management NOUN 5x21td98h4d 12 29 . . PUNCT