id sid tid token lemma pos 2v23vt17r9s 1 1 the the DET 2v23vt17r9s 1 2 internet internet NOUN 2v23vt17r9s 1 3 is be AUX 2v23vt17r9s 1 4 a a DET 2v23vt17r9s 1 5 vast vast ADJ 2v23vt17r9s 1 6 and and CCONJ 2v23vt17r9s 1 7 rapidly rapidly ADV 2v23vt17r9s 1 8 changing change VERB 2v23vt17r9s 1 9 landscape landscape NOUN 2v23vt17r9s 1 10 . . PUNCT 2v23vt17r9s 2 1 for for SCONJ 2v23vt17r9s 2 2 every every DET 2v23vt17r9s 2 3 new new ADJ 2v23vt17r9s 2 4 algorithm algorithm PROPN 2v23vt17r9s 2 5 invented invent VERB 2v23vt17r9s 2 6 to to PART 2v23vt17r9s 2 7 increase increase VERB 2v23vt17r9s 2 8 the the DET 2v23vt17r9s 2 9 security security NOUN 2v23vt17r9s 2 10 and and CCONJ 2v23vt17r9s 2 11 reliability reliability NOUN 2v23vt17r9s 2 12 of of ADP 2v23vt17r9s 2 13 our our PRON 2v23vt17r9s 2 14 society society NOUN 2v23vt17r9s 2 15 , , PUNCT 2v23vt17r9s 2 16 an an DET 2v23vt17r9s 2 17 adversarial adversarial ADJ 2v23vt17r9s 2 18 group group NOUN 2v23vt17r9s 2 19 coalesces coalesce VERB 2v23vt17r9s 2 20 in in ADP 2v23vt17r9s 2 21 reaction reaction NOUN 2v23vt17r9s 2 22 . . PUNCT 2v23vt17r9s 3 1 some some PRON 2v23vt17r9s 3 2 may may AUX 2v23vt17r9s 3 3 argue argue VERB 2v23vt17r9s 3 4 that that SCONJ 2v23vt17r9s 3 5 this this DET 2v23vt17r9s 3 6 constant constant ADJ 2v23vt17r9s 3 7 arms arm NOUN 2v23vt17r9s 3 8 race race NOUN 2v23vt17r9s 3 9 between between ADP 2v23vt17r9s 3 10 defenders defender NOUN 2v23vt17r9s 3 11 and and CCONJ 2v23vt17r9s 3 12 attackers attacker NOUN 2v23vt17r9s 3 13 is be AUX 2v23vt17r9s 3 14 currently currently ADV 2v23vt17r9s 3 15 being be AUX 2v23vt17r9s 3 16 won win VERB 2v23vt17r9s 3 17 by by ADP 2v23vt17r9s 3 18 the the DET 2v23vt17r9s 3 19 latter latter ADJ 2v23vt17r9s 3 20 . . PUNCT 2v23vt17r9s 4 1 to to PART 2v23vt17r9s 4 2 shift shift VERB 2v23vt17r9s 4 3 the the DET 2v23vt17r9s 4 4 tides tide NOUN 2v23vt17r9s 4 5 , , PUNCT 2v23vt17r9s 4 6 we we PRON 2v23vt17r9s 4 7 need need VERB 2v23vt17r9s 4 8 scalable scalable ADJ 2v23vt17r9s 4 9 approaches approach NOUN 2v23vt17r9s 4 10 to to PART 2v23vt17r9s 4 11 counter counter VERB 2v23vt17r9s 4 12 their their PRON 2v23vt17r9s 4 13 attacks attack NOUN 2v23vt17r9s 4 14 , , PUNCT 2v23vt17r9s 4 15 whatever whatever PRON 2v23vt17r9s 4 16 they they PRON 2v23vt17r9s 4 17 may may AUX 2v23vt17r9s 4 18 be be AUX 2v23vt17r9s 4 19 , , PUNCT 2v23vt17r9s 4 20 at at ADP 2v23vt17r9s 4 21 the the DET 2v23vt17r9s 4 22 scale scale NOUN 2v23vt17r9s 4 23 and and CCONJ 2v23vt17r9s 4 24 speed speed NOUN 2v23vt17r9s 4 25 with with ADP 2v23vt17r9s 4 26 which which PRON 2v23vt17r9s 4 27 the the DET 2v23vt17r9s 4 28 internet internet NOUN 2v23vt17r9s 4 29 moves move NOUN 2v23vt17r9s 4 30 . . PUNCT 2v23vt17r9s 5 1 this this DET 2v23vt17r9s 5 2 dissertation dissertation NOUN 2v23vt17r9s 5 3 focuses focus VERB 2v23vt17r9s 5 4 on on ADP 2v23vt17r9s 5 5 developing develop VERB 2v23vt17r9s 5 6 computer computer NOUN 2v23vt17r9s 5 7 vision vision NOUN 2v23vt17r9s 5 8 algorithms algorithm NOUN 2v23vt17r9s 5 9 to to PART 2v23vt17r9s 5 10 help help VERB 2v23vt17r9s 5 11 ensure ensure VERB 2v23vt17r9s 5 12 security security NOUN 2v23vt17r9s 5 13 within within ADP 2v23vt17r9s 5 14 three three NUM 2v23vt17r9s 5 15 main main ADJ 2v23vt17r9s 5 16 areas area NOUN 2v23vt17r9s 5 17 : : PUNCT 2v23vt17r9s 5 18 1 1 X 2v23vt17r9s 5 19 ) ) PUNCT 2v23vt17r9s 5 20 in in ADP 2v23vt17r9s 5 21 the the DET 2v23vt17r9s 5 22 video video NOUN 2v23vt17r9s 5 23 surveillance surveillance NOUN 2v23vt17r9s 5 24 chapter chapter NOUN 2v23vt17r9s 5 25 ( ( PUNCT 2v23vt17r9s 5 26 ch ch PROPN 2v23vt17r9s 5 27 . . PROPN 2v23vt17r9s 5 28 2 2 NUM 2v23vt17r9s 5 29 ) ) PUNCT 2v23vt17r9s 5 30 , , PUNCT 2v23vt17r9s 5 31 we we PRON 2v23vt17r9s 5 32 focus focus VERB 2v23vt17r9s 5 33 on on ADP 2v23vt17r9s 5 34 the the DET 2v23vt17r9s 5 35 problem problem NOUN 2v23vt17r9s 5 36 of of ADP 2v23vt17r9s 5 37 re re NOUN 2v23vt17r9s 5 38 - - NOUN 2v23vt17r9s 5 39 identification identification NOUN 2v23vt17r9s 5 40 , , PUNCT 2v23vt17r9s 5 41 or or CCONJ 2v23vt17r9s 5 42 finding find VERB 2v23vt17r9s 5 43 all all DET 2v23vt17r9s 5 44 appearances appearance NOUN 2v23vt17r9s 5 45 of of ADP 2v23vt17r9s 5 46 a a DET 2v23vt17r9s 5 47 given give VERB 2v23vt17r9s 5 48 subject subject NOUN 2v23vt17r9s 5 49 across across ADP 2v23vt17r9s 5 50 a a DET 2v23vt17r9s 5 51 given give VERB 2v23vt17r9s 5 52 camera camera NOUN 2v23vt17r9s 5 53 system system NOUN 2v23vt17r9s 5 54 . . PUNCT 2v23vt17r9s 6 1 most most ADJ 2v23vt17r9s 6 2 all all DET 2v23vt17r9s 6 3 existing exist VERB 2v23vt17r9s 6 4 reid reid PROPN 2v23vt17r9s 6 5 approaches approaches AUX 2v23vt17r9s 6 6 employ employ VERB 2v23vt17r9s 6 7 local local ADJ 2v23vt17r9s 6 8 and and CCONJ 2v23vt17r9s 6 9 global global ADJ 2v23vt17r9s 6 10 body body NOUN 2v23vt17r9s 6 11 features feature VERB 2v23vt17r9s 6 12 ( ( PUNCT 2v23vt17r9s 6 13 e.g. e.g. ADJ 2v23vt17r9s 6 14 , , PUNCT 2v23vt17r9s 6 15 clothing clothing NOUN 2v23vt17r9s 6 16 color color NOUN 2v23vt17r9s 6 17 and and CCONJ 2v23vt17r9s 6 18 pattern pattern NOUN 2v23vt17r9s 6 19 , , PUNCT 2v23vt17r9s 6 20 body body NOUN 2v23vt17r9s 6 21 symmetry symmetry NOUN 2v23vt17r9s 6 22 , , PUNCT 2v23vt17r9s 6 23 etc etc X 2v23vt17r9s 6 24 . . X 2v23vt17r9s 6 25 ) ) PUNCT 2v23vt17r9s 6 26 . . PUNCT 2v23vt17r9s 7 1 these these DET 2v23vt17r9s 7 2 ` ` PUNCT 2v23vt17r9s 7 3 body body NOUN 2v23vt17r9s 7 4 reid reid NOUN 2v23vt17r9s 7 5 ' ' PART 2v23vt17r9s 7 6 methods method NOUN 2v23vt17r9s 7 7 implicitly implicitly ADV 2v23vt17r9s 7 8 assume assume VERB 2v23vt17r9s 7 9 that that SCONJ 2v23vt17r9s 7 10 facial facial ADJ 2v23vt17r9s 7 11 resolution resolution NOUN 2v23vt17r9s 7 12 is be AUX 2v23vt17r9s 7 13 too too ADV 2v23vt17r9s 7 14 low low ADJ 2v23vt17r9s 7 15 to to PART 2v23vt17r9s 7 16 aid aid VERB 2v23vt17r9s 7 17 in in ADP 2v23vt17r9s 7 18 the the DET 2v23vt17r9s 7 19 reid reid PROPN 2v23vt17r9s 7 20 process process NOUN 2v23vt17r9s 7 21 . . PUNCT 2v23vt17r9s 8 1 we we PRON 2v23vt17r9s 8 2 assert assert VERB 2v23vt17r9s 8 3 that that SCONJ 2v23vt17r9s 8 4 faces face VERB 2v23vt17r9s 8 5 , , PUNCT 2v23vt17r9s 8 6 even even ADV 2v23vt17r9s 8 7 when when SCONJ 2v23vt17r9s 8 8 captured capture VERB 2v23vt17r9s 8 9 in in ADP 2v23vt17r9s 8 10 low low ADJ 2v23vt17r9s 8 11 resolution resolution NOUN 2v23vt17r9s 8 12 environments environment NOUN 2v23vt17r9s 8 13 , , PUNCT 2v23vt17r9s 8 14 may may AUX 2v23vt17r9s 8 15 contain contain VERB 2v23vt17r9s 8 16 unique unique ADJ 2v23vt17r9s 8 17 and and CCONJ 2v23vt17r9s 8 18 stable stable ADJ 2v23vt17r9s 8 19 features feature NOUN 2v23vt17r9s 8 20 for for ADP 2v23vt17r9s 8 21 reid reid PROPN 2v23vt17r9s 8 22 . . PUNCT 2v23vt17r9s 9 1 such such ADJ 2v23vt17r9s 9 2 ` ` PUNCT 2v23vt17r9s 9 3 facial facial ADJ 2v23vt17r9s 9 4 reid reid NOUN 2v23vt17r9s 9 5 ' ' PART 2v23vt17r9s 9 6 approaches approach NOUN 2v23vt17r9s 9 7 are be AUX 2v23vt17r9s 9 8 relatively relatively ADV 2v23vt17r9s 9 9 unexplored unexplored ADJ 2v23vt17r9s 9 10 in in ADP 2v23vt17r9s 9 11 the the DET 2v23vt17r9s 9 12 literature literature NOUN 2v23vt17r9s 9 13 . . PUNCT 2v23vt17r9s 10 1 we we PRON 2v23vt17r9s 10 2 explore explore VERB 2v23vt17r9s 10 3 facial facial ADJ 2v23vt17r9s 10 4 reid reid NOUN 2v23vt17r9s 10 5 using use VERB 2v23vt17r9s 10 6 a a DET 2v23vt17r9s 10 7 new new ADJ 2v23vt17r9s 10 8 dataset dataset NOUN 2v23vt17r9s 10 9 that that PRON 2v23vt17r9s 10 10 was be AUX 2v23vt17r9s 10 11 collected collect VERB 2v23vt17r9s 10 12 from from ADP 2v23vt17r9s 10 13 a a DET 2v23vt17r9s 10 14 real real ADJ 2v23vt17r9s 10 15 surveillance surveillance NOUN 2v23vt17r9s 10 16 network network NOUN 2v23vt17r9s 10 17 in in ADP 2v23vt17r9s 10 18 a a DET 2v23vt17r9s 10 19 municipal municipal ADJ 2v23vt17r9s 10 20 rapid rapid ADJ 2v23vt17r9s 10 21 transit transit NOUN 2v23vt17r9s 10 22 system system NOUN 2v23vt17r9s 10 23 2 2 NUM 2v23vt17r9s 10 24 ) ) PUNCT 2v23vt17r9s 10 25 in in ADP 2v23vt17r9s 10 26 the the DET 2v23vt17r9s 10 27 facial facial ADJ 2v23vt17r9s 10 28 recognition recognition NOUN 2v23vt17r9s 10 29 chapter chapter NOUN 2v23vt17r9s 10 30 ( ( PUNCT 2v23vt17r9s 10 31 ch ch PROPN 2v23vt17r9s 10 32 . . PROPN 2v23vt17r9s 10 33 3 3 NUM 2v23vt17r9s 10 34 ) ) PUNCT 2v23vt17r9s 10 35 , , PUNCT 2v23vt17r9s 10 36 we we PRON 2v23vt17r9s 10 37 focus focus VERB 2v23vt17r9s 10 38 on on ADP 2v23vt17r9s 10 39 the the DET 2v23vt17r9s 10 40 problem problem NOUN 2v23vt17r9s 10 41 of of ADP 2v23vt17r9s 10 42 off off ADP 2v23vt17r9s 10 43 - - PUNCT 2v23vt17r9s 10 44 pose pose NOUN 2v23vt17r9s 10 45 faces face NOUN 2v23vt17r9s 10 46 . . PUNCT 2v23vt17r9s 11 1 if if SCONJ 2v23vt17r9s 11 2 a a DET 2v23vt17r9s 11 3 convolutional convolutional ADJ 2v23vt17r9s 11 4 neural neural ADJ 2v23vt17r9s 11 5 network network NOUN 2v23vt17r9s 11 6 ( ( PUNCT 2v23vt17r9s 11 7 cnn cnn PROPN 2v23vt17r9s 11 8 ) ) PUNCT 2v23vt17r9s 11 9 is be AUX 2v23vt17r9s 11 10 intended intend VERB 2v23vt17r9s 11 11 to to PART 2v23vt17r9s 11 12 tolerate tolerate VERB 2v23vt17r9s 11 13 facial facial ADJ 2v23vt17r9s 11 14 pose pose NOUN 2v23vt17r9s 11 15 , , PUNCT 2v23vt17r9s 11 16 then then ADV 2v23vt17r9s 11 17 we we PRON 2v23vt17r9s 11 18 face face VERB 2v23vt17r9s 11 19 an an DET 2v23vt17r9s 11 20 important important ADJ 2v23vt17r9s 11 21 question question NOUN 2v23vt17r9s 11 22 : : PUNCT 2v23vt17r9s 11 23 should should AUX 2v23vt17r9s 11 24 this this DET 2v23vt17r9s 11 25 training training NOUN 2v23vt17r9s 11 26 data datum NOUN 2v23vt17r9s 11 27 be be AUX 2v23vt17r9s 11 28 diverse diverse ADJ 2v23vt17r9s 11 29 in in ADP 2v23vt17r9s 11 30 its its PRON 2v23vt17r9s 11 31 pose pose NOUN 2v23vt17r9s 11 32 distribution distribution NOUN 2v23vt17r9s 11 33 , , PUNCT 2v23vt17r9s 11 34 or or CCONJ 2v23vt17r9s 11 35 should should AUX 2v23vt17r9s 11 36 face face VERB 2v23vt17r9s 11 37 images image NOUN 2v23vt17r9s 11 38 be be AUX 2v23vt17r9s 11 39 normalized normalize VERB 2v23vt17r9s 11 40 to to ADP 2v23vt17r9s 11 41 a a DET 2v23vt17r9s 11 42 single single ADJ 2v23vt17r9s 11 43 pose pose NOUN 2v23vt17r9s 11 44 in in ADP 2v23vt17r9s 11 45 a a DET 2v23vt17r9s 11 46 pre pre ADJ 2v23vt17r9s 11 47 - - ADJ 2v23vt17r9s 11 48 processing processing ADJ 2v23vt17r9s 11 49 step step NOUN 2v23vt17r9s 11 50 ? ? PUNCT 2v23vt17r9s 12 1 to to PART 2v23vt17r9s 12 2 address address VERB 2v23vt17r9s 12 3 this this DET 2v23vt17r9s 12 4 question question NOUN 2v23vt17r9s 12 5 , , PUNCT 2v23vt17r9s 12 6 we we PRON 2v23vt17r9s 12 7 evaluate evaluate VERB 2v23vt17r9s 12 8 a a DET 2v23vt17r9s 12 9 number number NOUN 2v23vt17r9s 12 10 of of ADP 2v23vt17r9s 12 11 facial facial ADJ 2v23vt17r9s 12 12 landmarking landmarking NOUN 2v23vt17r9s 12 13 algorithms algorithm NOUN 2v23vt17r9s 12 14 and and CCONJ 2v23vt17r9s 12 15 a a DET 2v23vt17r9s 12 16 popular popular ADJ 2v23vt17r9s 12 17 frontalization frontalization NOUN 2v23vt17r9s 12 18 method method NOUN 2v23vt17r9s 12 19 to to PART 2v23vt17r9s 12 20 understand understand VERB 2v23vt17r9s 12 21 their their PRON 2v23vt17r9s 12 22 effect effect NOUN 2v23vt17r9s 12 23 on on ADP 2v23vt17r9s 12 24 facial facial ADJ 2v23vt17r9s 12 25 recognition recognition NOUN 2v23vt17r9s 12 26 performance performance NOUN 2v23vt17r9s 12 27 . . PUNCT 2v23vt17r9s 13 1 3 3 X 2v23vt17r9s 13 2 ) ) PUNCT 2v23vt17r9s 13 3 in in ADP 2v23vt17r9s 13 4 the the DET 2v23vt17r9s 13 5 image image NOUN 2v23vt17r9s 13 6 forensics forensic NOUN 2v23vt17r9s 13 7 and and CCONJ 2v23vt17r9s 13 8 retrieval retrieval NOUN 2v23vt17r9s 13 9 chapters chapter NOUN 2v23vt17r9s 13 10 ( ( PUNCT 2v23vt17r9s 13 11 ch ch PROPN 2v23vt17r9s 13 12 . . PROPN 2v23vt17r9s 13 13 4 4 NUM 2v23vt17r9s 13 14 , , PUNCT 2v23vt17r9s 13 15 5 5 NUM 2v23vt17r9s 13 16 , , PUNCT 2v23vt17r9s 13 17 and and CCONJ 2v23vt17r9s 13 18 6 6 X 2v23vt17r9s 13 19 ) ) PUNCT 2v23vt17r9s 13 20 , , PUNCT 2v23vt17r9s 13 21 we we PRON 2v23vt17r9s 13 22 focus focus VERB 2v23vt17r9s 13 23 on on ADP 2v23vt17r9s 13 24 building build VERB 2v23vt17r9s 13 25 novel novel ADJ 2v23vt17r9s 13 26 image image NOUN 2v23vt17r9s 13 27 retrieval retrieval NOUN 2v23vt17r9s 13 28 algorithms algorithm NOUN 2v23vt17r9s 13 29 that that PRON 2v23vt17r9s 13 30 can can AUX 2v23vt17r9s 13 31 retrieve retrieve VERB 2v23vt17r9s 13 32 and and CCONJ 2v23vt17r9s 13 33 trace trace VERB 2v23vt17r9s 13 34 modified modify VERB 2v23vt17r9s 13 35 images image NOUN 2v23vt17r9s 13 36 back back ADV 2v23vt17r9s 13 37 to to ADP 2v23vt17r9s 13 38 their their PRON 2v23vt17r9s 13 39 origins origin NOUN 2v23vt17r9s 13 40 . . PUNCT 2v23vt17r9s 14 1 images image NOUN 2v23vt17r9s 14 2 from from ADP 2v23vt17r9s 14 3 social social ADJ 2v23vt17r9s 14 4 media medium NOUN 2v23vt17r9s 14 5 can can AUX 2v23vt17r9s 14 6 reflect reflect VERB 2v23vt17r9s 14 7 diverse diverse ADJ 2v23vt17r9s 14 8 viewpoints viewpoint NOUN 2v23vt17r9s 14 9 , , PUNCT 2v23vt17r9s 14 10 heated heated ADJ 2v23vt17r9s 14 11 arguments argument NOUN 2v23vt17r9s 14 12 , , PUNCT 2v23vt17r9s 14 13 and and CCONJ 2v23vt17r9s 14 14 expressions expression NOUN 2v23vt17r9s 14 15 of of ADP 2v23vt17r9s 14 16 creativity creativity NOUN 2v23vt17r9s 14 17 . . PUNCT 2v23vt17r9s 15 1 they they PRON 2v23vt17r9s 15 2 are be AUX 2v23vt17r9s 15 3 often often ADV 2v23vt17r9s 15 4 composites composite NOUN 2v23vt17r9s 15 5 , , PUNCT 2v23vt17r9s 15 6 borrowing borrow VERB 2v23vt17r9s 15 7 content content NOUN 2v23vt17r9s 15 8 from from ADP 2v23vt17r9s 15 9 many many ADJ 2v23vt17r9s 15 10 different different ADJ 2v23vt17r9s 15 11 sources source NOUN 2v23vt17r9s 15 12 to to PART 2v23vt17r9s 15 13 create create VERB 2v23vt17r9s 15 14 a a DET 2v23vt17r9s 15 15 single single ADJ 2v23vt17r9s 15 16 image image NOUN 2v23vt17r9s 15 17 . . PUNCT 2v23vt17r9s 16 1 taking take VERB 2v23vt17r9s 16 2 into into ADP 2v23vt17r9s 16 3 account account NOUN 2v23vt17r9s 16 4 these these DET 2v23vt17r9s 16 5 attributes attribute NOUN 2v23vt17r9s 16 6 introduces introduce VERB 2v23vt17r9s 16 7 new new ADJ 2v23vt17r9s 16 8 complexity complexity NOUN 2v23vt17r9s 16 9 to to ADP 2v23vt17r9s 16 10 image image NOUN 2v23vt17r9s 16 11 search search NOUN 2v23vt17r9s 16 12 tasks task NOUN 2v23vt17r9s 16 13 . . PUNCT 2v23vt17r9s 17 1 we we PRON 2v23vt17r9s 17 2 propose propose VERB 2v23vt17r9s 17 3 multiple multiple ADJ 2v23vt17r9s 17 4 new new ADJ 2v23vt17r9s 17 5 frameworks framework NOUN 2v23vt17r9s 17 6 for for ADP 2v23vt17r9s 17 7 image image NOUN 2v23vt17r9s 17 8 retrieval retrieval NOUN 2v23vt17r9s 17 9 that that PRON 2v23vt17r9s 17 10 model model NOUN 2v23vt17r9s 17 11 object object NOUN 2v23vt17r9s 17 12 - - PUNCT 2v23vt17r9s 17 13 level level NOUN 2v23vt17r9s 17 14 regions region NOUN 2v23vt17r9s 17 15 , , PUNCT 2v23vt17r9s 17 16 allowing allow VERB 2v23vt17r9s 17 17 for for ADP 2v23vt17r9s 17 18 fine fine ADV 2v23vt17r9s 17 19 - - PUNCT 2v23vt17r9s 17 20 grained grain VERB 2v23vt17r9s 17 21 object object NOUN 2v23vt17r9s 17 22 level level NOUN 2v23vt17r9s 17 23 retrieval retrieval NOUN 2v23vt17r9s 17 24 results result NOUN 2v23vt17r9s 17 25 . . PUNCT 2v23vt17r9s 18 1 these these DET 2v23vt17r9s 18 2 retrieval retrieval NOUN 2v23vt17r9s 18 3 results result NOUN 2v23vt17r9s 18 4 can can AUX 2v23vt17r9s 18 5 help help VERB 2v23vt17r9s 18 6 aid aid NOUN 2v23vt17r9s 18 7 in in ADP 2v23vt17r9s 18 8 the the DET 2v23vt17r9s 18 9 task task NOUN 2v23vt17r9s 18 10 of of ADP 2v23vt17r9s 18 11 verifying verify VERB 2v23vt17r9s 18 12 the the DET 2v23vt17r9s 18 13 forensic forensic ADJ 2v23vt17r9s 18 14 integrity integrity NOUN 2v23vt17r9s 18 15 of of ADP 2v23vt17r9s 18 16 an an DET 2v23vt17r9s 18 17 image image NOUN 2v23vt17r9s 18 18 . . PUNCT 2v23vt17r9s 19 1 we we PRON 2v23vt17r9s 19 2 then then ADV 2v23vt17r9s 19 3 utilize utilize VERB 2v23vt17r9s 19 4 these these DET 2v23vt17r9s 19 5 algorithms algorithm NOUN 2v23vt17r9s 19 6 to to PART 2v23vt17r9s 19 7 perform perform VERB 2v23vt17r9s 19 8 real real ADJ 2v23vt17r9s 19 9 - - PUNCT 2v23vt17r9s 19 10 world world NOUN 2v23vt17r9s 19 11 analysis analysis NOUN 2v23vt17r9s 19 12 on on ADP 2v23vt17r9s 19 13 data datum NOUN 2v23vt17r9s 19 14 scraped scrape VERB 2v23vt17r9s 19 15 from from ADP 2v23vt17r9s 19 16 twitter twitter NOUN 2v23vt17r9s 19 17 and and CCONJ 2v23vt17r9s 19 18 instagram instagram NOUN 2v23vt17r9s 19 19 from from ADP 2v23vt17r9s 19 20 the the DET 2v23vt17r9s 19 21 2019 2019 NUM 2v23vt17r9s 19 22 indonesian indonesian ADJ 2v23vt17r9s 19 23 election election NOUN 2v23vt17r9s 19 24 . . PUNCT