id	sid	tid	token	lemma	pos
easat-847	1	1	edelweiss	edelweiss	PROPN
easat-847	1	2	applied	apply	VERB
easat-847	1	3	science	science	NOUN
easat-847	1	4	and	and	CCONJ
easat-847	1	5	technology	technology	NOUN
easat-847	1	6	issn	issn	PROPN
easat-847	1	7	:	:	PUNCT
easat-847	1	8	2576	2576	NUM
easat-847	1	9	-	-	SYM
easat-847	1	10	8484	8484	NUM
easat-847	1	11	vol	vol	NOUN
easat-847	1	12	.	.	PROPN
easat-847	1	13	8	8	NUM
easat-847	1	14	,	,	PUNCT
easat-847	1	15	no	no	INTJ
easat-847	1	16	.	.	NOUN
easat-847	1	17	3	3	NUM
easat-847	1	18	,	,	PUNCT
easat-847	1	19	145	145	NUM
easat-847	1	20	-	-	SYM
easat-847	1	21	155	155	NUM
easat-847	1	22	2024	2024	NUM
easat-847	1	23	publisher	publisher	NOUN
easat-847	1	24	:	:	PUNCT
easat-847	1	25	learning	learn	VERB
easat-847	1	26	gate	gate	NOUN
easat-847	1	27	doi	doi	PROPN
easat-847	1	28	:	:	PUNCT
easat-847	1	29	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	1	30	©	©	PROPN
easat-847	1	31	2024	2024	NUM
easat-847	1	32	by	by	ADP
easat-847	1	33	the	the	DET
easat-847	1	34	authors	author	NOUN
easat-847	1	35	;	;	PUNCT
easat-847	1	36	licensee	licensee	PROPN
easat-847	1	37	learning	learning	NOUN
easat-847	1	38	gate	gate	NOUN
easat-847	1	39	©	©	PROPN
easat-847	1	40	2024	2024	NUM
easat-847	1	41	by	by	ADP
easat-847	1	42	the	the	DET
easat-847	1	43	authors	author	NOUN
easat-847	1	44	;	;	PUNCT
easat-847	1	45	licensee	licensee	PROPN
easat-847	1	46	learning	learning	NOUN
easat-847	1	47	gate	gate	NOUN
easat-847	1	48	history	history	NOUN
easat-847	1	49	:	:	PUNCT
easat-847	1	50	received	receive	VERB
easat-847	1	51	:	:	PUNCT
easat-847	1	52	2	2	NUM
easat-847	1	53	january	january	NOUN
easat-847	1	54	2024	2024	NUM
easat-847	1	55	;	;	PUNCT
easat-847	1	56	revised	revise	VERB
easat-847	1	57	:	:	PUNCT
easat-847	1	58	20	20	NUM
easat-847	1	59	february	february	NOUN
easat-847	1	60	2024	2024	NUM
easat-847	1	61	;	;	PUNCT
easat-847	1	62	accepted	accept	VERB
easat-847	1	63	:	:	PUNCT
easat-847	1	64	6	6	NUM
easat-847	1	65	march	march	NOUN
easat-847	1	66	2024	2024	NUM
easat-847	1	67	;	;	PUNCT
easat-847	1	68	published	publish	VERB
easat-847	1	69	:	:	PUNCT
easat-847	1	70	29	29	NUM
easat-847	1	71	march	march	NOUN
easat-847	1	72	2024	2024	NUM
easat-847	1	73	*	*	PUNCT
easat-847	1	74	correspondence	correspondence	NOUN
easat-847	1	75	:	:	PUNCT
easat-847	1	76	kunyanuth.ku@ssru.ac.th	kunyanuth.ku@ssru.ac.th	PROPN
easat-847	1	77	sentiment	sentiment	NOUN
easat-847	1	78	analysis	analysis	NOUN
easat-847	1	79	of	of	ADP
easat-847	1	80	the	the	DET
easat-847	1	81	awareness	awareness	NOUN
easat-847	1	82	of	of	ADP
easat-847	1	83	environmental	environmental	ADJ
easat-847	1	84	sustainability	sustainability	NOUN
easat-847	1	85	kunyanuth	kunyanuth	PROPN
easat-847	1	86	kularbphettong1	kularbphettong1	PROPN
easat-847	1	87	*	*	PROPN
easat-847	1	88	,	,	PUNCT
easat-847	1	89	pattarapan	pattarapan	PROPN
easat-847	1	90	roonrakwit2	roonrakwit2	PROPN
easat-847	1	91	,	,	PUNCT
easat-847	1	92	chongrag	chongrag	PROPN
easat-847	1	93	boonseng3	boonseng3	PROPN
easat-847	1	94	1faculty	1faculty	NUM
easat-847	1	95	of	of	ADP
easat-847	1	96	science	science	NOUN
easat-847	1	97	and	and	CCONJ
easat-847	1	98	technology	technology	NOUN
easat-847	1	99	,	,	PUNCT
easat-847	1	100	suan	suan	PROPN
easat-847	1	101	sunandha	sunandha	PROPN
easat-847	1	102	rajabhat	rajabhat	PROPN
easat-847	1	103	university	university	PROPN
easat-847	1	104	,	,	PUNCT
easat-847	1	105	bangkok	bangkok	PROPN
easat-847	1	106	,	,	PUNCT
easat-847	1	107	thailand	thailand	PROPN
easat-847	1	108	;	;	PUNCT
easat-847	1	109	kunyanuth.ku@ssru.ac.th	kunyanuth.ku@ssru.ac.th	PROPN
easat-847	1	110	(	(	PUNCT
easat-847	1	111	k.k	k.k	PROPN
easat-847	1	112	.	.	PROPN
easat-847	1	113	)	)	PUNCT
easat-847	1	114	.	.	PUNCT
easat-847	2	1	2faculty	2faculty	NUM
easat-847	2	2	of	of	ADP
easat-847	2	3	information	information	NOUN
easat-847	2	4	and	and	CCONJ
easat-847	2	5	communication	communication	NOUN
easat-847	2	6	technology	technology	NOUN
easat-847	2	7	,	,	PUNCT
easat-847	2	8	silpakorn	silpakorn	VERB
easat-847	2	9	university	university	PROPN
easat-847	2	10	,	,	PUNCT
easat-847	2	11	bangkok	bangkok	PROPN
easat-847	2	12	,	,	PUNCT
easat-847	2	13	thailand	thailand	PROPN
easat-847	2	14	;	;	PUNCT
easat-847	3	1	ajpui20@hotmail.com	ajpui20@hotmail.com	X
easat-847	3	2	(	(	PUNCT
easat-847	3	3	p.r	p.r	PROPN
easat-847	3	4	.	.	PROPN
easat-847	3	5	)	)	PUNCT
easat-847	3	6	.	.	PUNCT
easat-847	4	1	3school	3school	NUM
easat-847	4	2	of	of	ADP
easat-847	4	3	engineering	engineering	PROPN
easat-847	4	4	,	,	PUNCT
easat-847	4	5	king	king	PROPN
easat-847	4	6	mongkut	mongkut	PROPN
easat-847	4	7	's	's	PART
easat-847	4	8	institute	institute	PROPN
easat-847	4	9	of	of	ADP
easat-847	4	10	technology	technology	PROPN
easat-847	4	11	ladkrabang	ladkrabang	PROPN
easat-847	4	12	,	,	PUNCT
easat-847	4	13	ladkrabang	ladkrabang	PROPN
easat-847	4	14	,	,	PUNCT
easat-847	4	15	bangkok	bangkok	PROPN
easat-847	4	16	,	,	PUNCT
easat-847	4	17	thailand	thailand	PROPN
easat-847	4	18	;	;	PUNCT
easat-847	4	19	chongrag.bo@kmitl.ac.th	chongrag.bo@kmitl.ac.th	PROPN
easat-847	4	20	(	(	PUNCT
easat-847	4	21	c.b	c.b	PROPN
easat-847	4	22	.	.	PROPN
easat-847	4	23	)	)	PUNCT
easat-847	4	24	.	.	PUNCT
easat-847	5	1	abstract	abstract	ADV
easat-847	5	2	:	:	PUNCT
easat-847	5	3	this	this	DET
easat-847	5	4	study	study	NOUN
easat-847	5	5	examines	examine	VERB
easat-847	5	6	the	the	DET
easat-847	5	7	sentiment	sentiment	NOUN
easat-847	5	8	analysis	analysis	NOUN
easat-847	5	9	of	of	ADP
easat-847	5	10	awareness	awareness	NOUN
easat-847	5	11	of	of	ADP
easat-847	5	12	environmental	environmental	ADJ
easat-847	5	13	sustainability	sustainability	NOUN
easat-847	5	14	.	.	PUNCT
easat-847	6	1	environmental	environmental	ADJ
easat-847	6	2	sustainability	sustainability	NOUN
easat-847	6	3	is	be	AUX
easat-847	6	4	the	the	DET
easat-847	6	5	responsible	responsible	ADJ
easat-847	6	6	management	management	NOUN
easat-847	6	7	and	and	CCONJ
easat-847	6	8	utilization	utilization	NOUN
easat-847	6	9	of	of	ADP
easat-847	6	10	earth	earth	NOUN
easat-847	6	11	's	's	PART
easat-847	6	12	natural	natural	ADJ
easat-847	6	13	resources	resource	NOUN
easat-847	6	14	to	to	PART
easat-847	6	15	meet	meet	VERB
easat-847	6	16	the	the	DET
easat-847	6	17	needs	need	NOUN
easat-847	6	18	of	of	ADP
easat-847	6	19	the	the	DET
easat-847	6	20	present	present	ADJ
easat-847	6	21	generation	generation	NOUN
easat-847	6	22	and	and	CCONJ
easat-847	6	23	ensure	ensure	VERB
easat-847	6	24	that	that	SCONJ
easat-847	6	25	future	future	ADJ
easat-847	6	26	generations	generation	NOUN
easat-847	6	27	will	will	AUX
easat-847	6	28	access	access	VERB
easat-847	6	29	those	those	DET
easat-847	6	30	resources	resource	NOUN
easat-847	6	31	.	.	PUNCT
easat-847	7	1	the	the	DET
easat-847	7	2	awareness	awareness	NOUN
easat-847	7	3	of	of	ADP
easat-847	7	4	environmental	environmental	ADJ
easat-847	7	5	sustainability	sustainability	NOUN
easat-847	7	6	has	have	AUX
easat-847	7	7	been	be	AUX
easat-847	7	8	growing	grow	VERB
easat-847	7	9	globally	globally	ADV
easat-847	7	10	as	as	SCONJ
easat-847	7	11	people	people	NOUN
easat-847	7	12	,	,	PUNCT
easat-847	7	13	businesses	business	NOUN
easat-847	7	14	,	,	PUNCT
easat-847	7	15	and	and	CCONJ
easat-847	7	16	governments	government	NOUN
easat-847	7	17	recognize	recognize	VERB
easat-847	7	18	the	the	DET
easat-847	7	19	importance	importance	NOUN
easat-847	7	20	of	of	ADP
easat-847	7	21	preserving	preserve	VERB
easat-847	7	22	the	the	DET
easat-847	7	23	planet	planet	NOUN
easat-847	7	24	for	for	ADP
easat-847	7	25	current	current	ADJ
easat-847	7	26	and	and	CCONJ
easat-847	7	27	future	future	ADJ
easat-847	7	28	generations	generation	NOUN
easat-847	7	29	.	.	PUNCT
easat-847	8	1	sentiment	sentiment	NOUN
easat-847	8	2	analysis	analysis	NOUN
easat-847	8	3	of	of	ADP
easat-847	8	4	environmental	environmental	ADJ
easat-847	8	5	sustainability	sustainability	NOUN
easat-847	8	6	involves	involve	VERB
easat-847	8	7	evaluating	evaluate	VERB
easat-847	8	8	opinions	opinion	NOUN
easat-847	8	9	,	,	PUNCT
easat-847	8	10	attitudes	attitude	NOUN
easat-847	8	11	,	,	PUNCT
easat-847	8	12	and	and	CCONJ
easat-847	8	13	emotions	emotion	NOUN
easat-847	8	14	expressed	express	VERB
easat-847	8	15	in	in	ADP
easat-847	8	16	texts	text	NOUN
easat-847	8	17	related	relate	VERB
easat-847	8	18	to	to	ADP
easat-847	8	19	environmental	environmental	ADJ
easat-847	8	20	sustainability	sustainability	NOUN
easat-847	8	21	,	,	PUNCT
easat-847	8	22	and	and	CCONJ
easat-847	8	23	analyzing	analyze	VERB
easat-847	8	24	sentiment	sentiment	NOUN
easat-847	8	25	can	can	AUX
easat-847	8	26	provide	provide	VERB
easat-847	8	27	insights	insight	NOUN
easat-847	8	28	into	into	ADP
easat-847	8	29	public	public	ADJ
easat-847	8	30	perception	perception	NOUN
easat-847	8	31	,	,	PUNCT
easat-847	8	32	awareness	awareness	NOUN
easat-847	8	33	,	,	PUNCT
easat-847	8	34	and	and	CCONJ
easat-847	8	35	engagement	engagement	NOUN
easat-847	8	36	with	with	ADP
easat-847	8	37	environmental	environmental	ADJ
easat-847	8	38	issues	issue	NOUN
easat-847	8	39	.	.	PUNCT
easat-847	9	1	this	this	DET
easat-847	9	2	exploratory	exploratory	ADJ
easat-847	9	3	study	study	NOUN
easat-847	9	4	's	's	PART
easat-847	9	5	primary	primary	ADJ
easat-847	9	6	goal	goal	NOUN
easat-847	9	7	is	be	AUX
easat-847	9	8	to	to	PART
easat-847	9	9	conduct	conduct	VERB
easat-847	9	10	social	social	ADJ
easat-847	9	11	media	medium	NOUN
easat-847	9	12	opinion	opinion	NOUN
easat-847	9	13	mining	mining	NOUN
easat-847	9	14	in	in	ADP
easat-847	9	15	the	the	DET
easat-847	9	16	context	context	NOUN
easat-847	9	17	of	of	ADP
easat-847	9	18	thai	thai	PROPN
easat-847	9	19	people	people	NOUN
easat-847	9	20	's	's	PART
easat-847	9	21	environmental	environmental	ADJ
easat-847	9	22	sustainability	sustainability	NOUN
easat-847	9	23	.	.	PUNCT
easat-847	10	1	the	the	DET
easat-847	10	2	paper	paper	NOUN
easat-847	10	3	presented	present	VERB
easat-847	10	4	how	how	SCONJ
easat-847	10	5	to	to	PART
easat-847	10	6	build	build	VERB
easat-847	10	7	a	a	DET
easat-847	10	8	model	model	NOUN
easat-847	10	9	of	of	ADP
easat-847	10	10	sentiment	sentiment	NOUN
easat-847	10	11	analysis	analysis	NOUN
easat-847	10	12	with	with	ADP
easat-847	10	13	linguistic	linguistic	ADJ
easat-847	10	14	analysis	analysis	NOUN
easat-847	10	15	,	,	PUNCT
easat-847	10	16	including	include	VERB
easat-847	10	17	data	datum	NOUN
easat-847	10	18	preprocessing	preprocessing	NOUN
easat-847	10	19	steps	step	NOUN
easat-847	10	20	,	,	PUNCT
easat-847	10	21	feature	feature	NOUN
easat-847	10	22	extraction	extraction	NOUN
easat-847	10	23	,	,	PUNCT
easat-847	10	24	and	and	CCONJ
easat-847	10	25	model	model	NOUN
easat-847	10	26	constructions	construction	NOUN
easat-847	10	27	.	.	PUNCT
easat-847	11	1	the	the	DET
easat-847	11	2	techniques	technique	NOUN
easat-847	11	3	used	use	VERB
easat-847	11	4	in	in	ADP
easat-847	11	5	this	this	DET
easat-847	11	6	research	research	NOUN
easat-847	11	7	include	include	VERB
easat-847	11	8	logistic	logistic	ADJ
easat-847	11	9	regression	regression	NOUN
easat-847	11	10	,	,	PUNCT
easat-847	11	11	random	random	ADJ
easat-847	11	12	forests	forest	NOUN
easat-847	11	13	,	,	PUNCT
easat-847	11	14	support	support	NOUN
easat-847	11	15	vector	vector	NOUN
easat-847	11	16	machine	machine	NOUN
easat-847	11	17	,	,	PUNCT
easat-847	11	18	word	word	NOUN
easat-847	11	19	segmentation	segmentation	NOUN
easat-847	11	20	and	and	CCONJ
easat-847	11	21	bag	bag	NOUN
easat-847	11	22	of	of	ADP
easat-847	11	23	words	word	NOUN
easat-847	11	24	.	.	PUNCT
easat-847	12	1	the	the	DET
easat-847	12	2	result	result	NOUN
easat-847	12	3	shows	show	VERB
easat-847	12	4	that	that	SCONJ
easat-847	12	5	the	the	DET
easat-847	12	6	model	model	NOUN
easat-847	12	7	is	be	AUX
easat-847	12	8	able	able	ADJ
easat-847	12	9	to	to	PART
easat-847	12	10	categorize	categorize	VERB
easat-847	12	11	sentiment	sentiment	NOUN
easat-847	12	12	analysis	analysis	NOUN
easat-847	12	13	opinions	opinion	NOUN
easat-847	12	14	in	in	ADP
easat-847	12	15	the	the	DET
easat-847	12	16	sustainability	sustainability	NOUN
easat-847	12	17	context	context	NOUN
easat-847	12	18	primarily	primarily	ADV
easat-847	12	19	in	in	ADP
easat-847	12	20	positive	positive	ADJ
easat-847	12	21	terms	term	NOUN
easat-847	12	22	.	.	PUNCT
easat-847	13	1	the	the	DET
easat-847	13	2	positive	positive	ADJ
easat-847	13	3	sentiments	sentiment	NOUN
easat-847	13	4	suggest	suggest	VERB
easat-847	13	5	a	a	DET
easat-847	13	6	sustained	sustained	ADJ
easat-847	13	7	,	,	PUNCT
easat-847	13	8	long	long	ADJ
easat-847	13	9	-	-	PUNCT
easat-847	13	10	term	term	NOUN
easat-847	13	11	shift	shift	NOUN
easat-847	13	12	in	in	ADP
easat-847	13	13	awareness	awareness	NOUN
easat-847	13	14	,	,	PUNCT
easat-847	13	15	or	or	CCONJ
easat-847	13	16	they	they	PRON
easat-847	13	17	might	might	AUX
easat-847	13	18	be	be	AUX
easat-847	13	19	influenced	influence	VERB
easat-847	13	20	by	by	ADP
easat-847	13	21	specific	specific	ADJ
easat-847	13	22	events	event	NOUN
easat-847	13	23	or	or	CCONJ
easat-847	13	24	trends	trend	NOUN
easat-847	13	25	.	.	PUNCT
easat-847	14	1	however	however	ADV
easat-847	14	2	,	,	PUNCT
easat-847	14	3	positive	positive	ADJ
easat-847	14	4	sentiment	sentiment	NOUN
easat-847	14	5	analysis	analysis	NOUN
easat-847	14	6	results	result	NOUN
easat-847	14	7	are	be	AUX
easat-847	14	8	expressed	express	VERB
easat-847	14	9	towards	towards	ADP
easat-847	14	10	environmental	environmental	ADJ
easat-847	14	11	sustainability	sustainability	NOUN
easat-847	14	12	initiatives	initiative	NOUN
easat-847	14	13	,	,	PUNCT
easat-847	14	14	such	such	ADJ
easat-847	14	15	as	as	ADP
easat-847	14	16	renewable	renewable	ADJ
easat-847	14	17	energy	energy	NOUN
easat-847	14	18	projects	project	NOUN
easat-847	14	19	,	,	PUNCT
easat-847	14	20	waste	waste	NOUN
easat-847	14	21	reduction	reduction	NOUN
easat-847	14	22	efforts	effort	NOUN
easat-847	14	23	,	,	PUNCT
easat-847	14	24	or	or	CCONJ
easat-847	14	25	conservation	conservation	NOUN
easat-847	14	26	programs	program	NOUN
easat-847	14	27	.	.	PUNCT
easat-847	15	1	moreover	moreover	ADV
easat-847	15	2	,	,	PUNCT
easat-847	15	3	public	public	ADJ
easat-847	15	4	awareness	awareness	NOUN
easat-847	15	5	plays	play	VERB
easat-847	15	6	a	a	DET
easat-847	15	7	crucial	crucial	ADJ
easat-847	15	8	role	role	NOUN
easat-847	15	9	in	in	ADP
easat-847	15	10	influencing	influence	VERB
easat-847	15	11	individual	individual	ADJ
easat-847	15	12	behavior	behavior	NOUN
easat-847	15	13	,	,	PUNCT
easat-847	15	14	corporate	corporate	ADJ
easat-847	15	15	practices	practice	NOUN
easat-847	15	16	,	,	PUNCT
easat-847	15	17	and	and	CCONJ
easat-847	15	18	government	government	NOUN
easat-847	15	19	policies	policy	NOUN
easat-847	15	20	towards	towards	ADP
easat-847	15	21	a	a	DET
easat-847	15	22	more	more	ADV
easat-847	15	23	sustainable	sustainable	ADJ
easat-847	15	24	and	and	CCONJ
easat-847	15	25	environmentally	environmentally	ADV
easat-847	15	26	conscious	conscious	ADJ
easat-847	15	27	future	future	NOUN
easat-847	15	28	.	.	PUNCT
easat-847	16	1	keywords	keyword	NOUN
easat-847	16	2	:	:	PUNCT
easat-847	16	3	awareness	awareness	NOUN
easat-847	16	4	,	,	PUNCT
easat-847	16	5	environmental	environmental	ADJ
easat-847	16	6	sustainability	sustainability	NOUN
easat-847	16	7	,	,	PUNCT
easat-847	16	8	logistic	logistic	ADJ
easat-847	16	9	regression	regression	NOUN
easat-847	16	10	,	,	PUNCT
easat-847	16	11	machine	machine	NOUN
easat-847	16	12	learning	learning	NOUN
easat-847	16	13	,	,	PUNCT
easat-847	16	14	random	random	ADJ
easat-847	16	15	forests	forest	NOUN
easat-847	16	16	,	,	PUNCT
easat-847	16	17	sentiment	sentiment	NOUN
easat-847	16	18	analysis	analysis	NOUN
easat-847	16	19	,	,	PUNCT
easat-847	16	20	support	support	NOUN
easat-847	16	21	vector	vector	NOUN
easat-847	16	22	machine	machine	NOUN
easat-847	16	23	.	.	PUNCT
easat-847	17	1	1	1	X
easat-847	17	2	.	.	X
easat-847	17	3	introduction	introduction	NOUN
easat-847	17	4	nowadays	nowadays	ADV
easat-847	17	5	,	,	PUNCT
easat-847	17	6	the	the	DET
easat-847	17	7	overexploitation	overexploitation	NOUN
easat-847	17	8	of	of	ADP
easat-847	17	9	natural	natural	ADJ
easat-847	17	10	resources	resource	NOUN
easat-847	17	11	is	be	AUX
easat-847	17	12	one	one	NUM
easat-847	17	13	of	of	ADP
easat-847	17	14	the	the	DET
easat-847	17	15	significant	significant	ADJ
easat-847	17	16	problems	problem	NOUN
easat-847	17	17	that	that	PRON
easat-847	17	18	occur	occur	VERB
easat-847	17	19	all	all	ADV
easat-847	17	20	over	over	ADP
easat-847	17	21	the	the	DET
easat-847	17	22	world	world	NOUN
easat-847	17	23	,	,	PUNCT
easat-847	17	24	and	and	CCONJ
easat-847	17	25	degradation	degradation	NOUN
easat-847	17	26	of	of	ADP
easat-847	17	27	the	the	DET
easat-847	17	28	natural	natural	ADJ
easat-847	17	29	resources	resource	NOUN
easat-847	17	30	is	be	AUX
easat-847	17	31	driving	drive	VERB
easat-847	17	32	the	the	DET
easat-847	17	33	three	three	NUM
easat-847	17	34	crucial	crucial	ADJ
easat-847	17	35	impacts	impact	NOUN
easat-847	17	36	,	,	PUNCT
easat-847	17	37	including	include	VERB
easat-847	17	38	climate	climate	NOUN
easat-847	17	39	change	change	NOUN
easat-847	17	40	,	,	PUNCT
easat-847	17	41	biodiversity	biodiversity	NOUN
easat-847	17	42	loss	loss	NOUN
easat-847	17	43	,	,	PUNCT
easat-847	17	44	and	and	CCONJ
easat-847	17	45	pollution	pollution	NOUN
easat-847	18	1	[	[	X
easat-847	18	2	1	1	NUM
easat-847	18	3	,	,	PUNCT
easat-847	18	4	2	2	NUM
easat-847	18	5	]	]	PUNCT
easat-847	18	6	.	.	PUNCT
easat-847	19	1	climate	climate	NOUN
easat-847	19	2	change	change	NOUN
easat-847	19	3	refers	refer	VERB
easat-847	19	4	to	to	ADP
easat-847	19	5	the	the	DET
easat-847	19	6	long	long	ADJ
easat-847	19	7	-	-	PUNCT
easat-847	19	8	term	term	NOUN
easat-847	19	9	alterations	alteration	NOUN
easat-847	19	10	in	in	ADP
easat-847	19	11	worldwide	worldwide	ADV
easat-847	19	12	or	or	CCONJ
easat-847	19	13	regional	regional	ADJ
easat-847	19	14	weather	weather	NOUN
easat-847	19	15	patterns	pattern	NOUN
easat-847	19	16	,	,	PUNCT
easat-847	19	17	encompassing	encompass	VERB
easat-847	19	18	variations	variation	NOUN
easat-847	19	19	in	in	ADP
easat-847	19	20	temperature	temperature	NOUN
easat-847	19	21	,	,	PUNCT
easat-847	19	22	precipitation	precipitation	NOUN
easat-847	19	23	,	,	PUNCT
easat-847	19	24	and	and	CCONJ
easat-847	19	25	other	other	ADJ
easat-847	19	26	measures	measure	NOUN
easat-847	19	27	.	.	PUNCT
easat-847	20	1	the	the	DET
easat-847	20	2	consequences	consequence	NOUN
easat-847	20	3	of	of	ADP
easat-847	20	4	climate	climate	NOUN
easat-847	20	5	change	change	NOUN
easat-847	20	6	are	be	AUX
easat-847	20	7	wide	wide	ADV
easat-847	20	8	-	-	PUNCT
easat-847	20	9	ranging	range	VERB
easat-847	20	10	and	and	CCONJ
easat-847	20	11	include	include	VERB
easat-847	20	12	rising	rise	VERB
easat-847	20	13	sea	sea	NOUN
easat-847	20	14	levels	level	NOUN
easat-847	20	15	,	,	PUNCT
easat-847	20	16	more	more	ADV
easat-847	20	17	frequent	frequent	ADJ
easat-847	20	18	and	and	CCONJ
easat-847	20	19	intense	intense	ADJ
easat-847	20	20	heatwaves	heatwave	NOUN
easat-847	20	21	,	,	PUNCT
easat-847	20	22	droughts	drought	NOUN
easat-847	20	23	,	,	PUNCT
easat-847	20	24	floods	flood	NOUN
easat-847	20	25	,	,	PUNCT
easat-847	20	26	and	and	CCONJ
easat-847	20	27	storms	storm	NOUN
easat-847	20	28	,	,	PUNCT
easat-847	20	29	along	along	ADP
easat-847	20	30	with	with	ADP
easat-847	20	31	disruptions	disruption	NOUN
easat-847	20	32	to	to	ADP
easat-847	20	33	ecosystems	ecosystem	NOUN
easat-847	20	34	and	and	CCONJ
easat-847	20	35	the	the	DET
easat-847	20	36	extinction	extinction	NOUN
easat-847	20	37	of	of	ADP
easat-847	20	38	species	specie	NOUN
easat-847	20	39	.	.	PUNCT
easat-847	21	1	climate	climate	NOUN
easat-847	21	2	change	change	NOUN
easat-847	21	3	also	also	ADV
easat-847	21	4	has	have	VERB
easat-847	21	5	significant	significant	ADJ
easat-847	21	6	economic	economic	ADJ
easat-847	21	7	and	and	CCONJ
easat-847	21	8	social	social	ADJ
easat-847	21	9	impacts	impact	NOUN
easat-847	21	10	,	,	PUNCT
easat-847	21	11	affecting	affect	VERB
easat-847	21	12	agriculture	agriculture	NOUN
easat-847	21	13	,	,	PUNCT
easat-847	21	14	energy	energy	NOUN
easat-847	21	15	,	,	PUNCT
easat-847	21	16	health	health	NOUN
easat-847	21	17	,	,	PUNCT
easat-847	21	18	and	and	CCONJ
easat-847	21	19	migration	migration	NOUN
easat-847	21	20	patterns	pattern	NOUN
easat-847	21	21	,	,	PUNCT
easat-847	21	22	among	among	ADP
easat-847	21	23	other	other	ADJ
easat-847	21	24	areas	area	NOUN
easat-847	21	25	.	.	PUNCT
easat-847	22	1	biodiversity	biodiversity	NOUN
easat-847	22	2	loss	loss	NOUN
easat-847	22	3	refers	refer	VERB
easat-847	22	4	to	to	ADP
easat-847	22	5	the	the	DET
easat-847	22	6	decline	decline	NOUN
easat-847	22	7	in	in	ADP
easat-847	22	8	the	the	DET
easat-847	22	9	variety	variety	NOUN
easat-847	22	10	and	and	CCONJ
easat-847	22	11	abundance	abundance	NOUN
easat-847	22	12	of	of	ADP
easat-847	22	13	plant	plant	NOUN
easat-847	22	14	and	and	CCONJ
easat-847	22	15	animal	animal	NOUN
easat-847	22	16	species	specie	NOUN
easat-847	22	17	,	,	PUNCT
easat-847	22	18	and	and	CCONJ
easat-847	22	19	the	the	DET
easat-847	22	20	loss	loss	NOUN
easat-847	22	21	of	of	ADP
easat-847	22	22	biodiversity	biodiversity	NOUN
easat-847	22	23	has	have	VERB
easat-847	22	24	far	far	ADV
easat-847	22	25	-	-	PUNCT
easat-847	22	26	reaching	reach	VERB
easat-847	22	27	consequences	consequence	NOUN
easat-847	22	28	for	for	ADP
easat-847	22	29	human	human	ADJ
easat-847	22	30	well	well	NOUN
easat-847	22	31	-	-	PUNCT
easat-847	22	32	being	being	NOUN
easat-847	22	33	,	,	PUNCT
easat-847	22	34	as	as	ADV
easat-847	22	35	well	well	ADV
easat-847	22	36	as	as	ADP
easat-847	22	37	the	the	DET
easat-847	22	38	health	health	NOUN
easat-847	22	39	and	and	CCONJ
easat-847	22	40	functioning	functioning	NOUN
easat-847	22	41	of	of	ADP
easat-847	22	42	ecosystems	ecosystem	NOUN
easat-847	22	43	and	and	CCONJ
easat-847	22	44	economic	economic	ADJ
easat-847	22	45	development	development	NOUN
easat-847	22	46	.	.	PUNCT
easat-847	23	1	pollution	pollution	NOUN
easat-847	23	2	is	be	AUX
easat-847	23	3	the	the	DET
easat-847	23	4	presence	presence	NOUN
easat-847	23	5	of	of	ADP
easat-847	23	6	harmful	harmful	ADJ
easat-847	23	7	pollutants	pollutant	NOUN
easat-847	23	8	in	in	ADP
easat-847	23	9	146	146	NUM
easat-847	23	10	edelweiss	edelweiss	PROPN
easat-847	23	11	applied	apply	VERB
easat-847	23	12	science	science	NOUN
easat-847	23	13	and	and	CCONJ
easat-847	23	14	technology	technology	NOUN
easat-847	23	15	issn	issn	PROPN
easat-847	23	16	:	:	PUNCT
easat-847	23	17	2576	2576	NUM
easat-847	23	18	-	-	SYM
easat-847	23	19	8484	8484	NUM
easat-847	23	20	vol	vol	NOUN
easat-847	23	21	.	.	PROPN
easat-847	23	22	8	8	NUM
easat-847	23	23	,	,	PUNCT
easat-847	23	24	no	no	INTJ
easat-847	23	25	.	.	NOUN
easat-847	24	1	3	3	NUM
easat-847	24	2	:	:	SYM
easat-847	24	3	145	145	NUM
easat-847	24	4	-	-	SYM
easat-847	24	5	155	155	NUM
easat-847	24	6	,	,	PUNCT
easat-847	24	7	2024	2024	NUM
easat-847	24	8	doi	doi	NOUN
easat-847	24	9	:	:	PUNCT
easat-847	24	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	24	11	©	©	PROPN
easat-847	24	12	2024	2024	NUM
easat-847	24	13	by	by	ADP
easat-847	24	14	the	the	DET
easat-847	24	15	authors	author	NOUN
easat-847	24	16	;	;	PUNCT
easat-847	24	17	licensee	licensee	PROPN
easat-847	24	18	learning	learning	NOUN
easat-847	24	19	gate	gate	VERB
easat-847	24	20	the	the	DET
easat-847	24	21	natural	natural	ADJ
easat-847	24	22	environment	environment	NOUN
easat-847	24	23	,	,	PUNCT
easat-847	24	24	such	such	ADJ
easat-847	24	25	as	as	ADP
easat-847	24	26	air	air	NOUN
easat-847	24	27	,	,	PUNCT
easat-847	24	28	water	water	NOUN
easat-847	24	29	,	,	PUNCT
easat-847	24	30	or	or	CCONJ
easat-847	24	31	soil	soil	NOUN
easat-847	24	32	.	.	PUNCT
easat-847	25	1	pollution	pollution	NOUN
easat-847	25	2	is	be	AUX
easat-847	25	3	caused	cause	VERB
easat-847	25	4	by	by	ADP
easat-847	25	5	various	various	ADJ
easat-847	25	6	human	human	ADJ
easat-847	25	7	activities	activity	NOUN
easat-847	25	8	,	,	PUNCT
easat-847	25	9	including	include	VERB
easat-847	25	10	industrial	industrial	ADJ
easat-847	25	11	and	and	CCONJ
easat-847	25	12	agricultural	agricultural	ADJ
easat-847	25	13	practices	practice	NOUN
easat-847	25	14	,	,	PUNCT
easat-847	25	15	transportation	transportation	NOUN
easat-847	25	16	,	,	PUNCT
easat-847	25	17	and	and	CCONJ
easat-847	25	18	waste	waste	NOUN
easat-847	25	19	disposal	disposal	NOUN
easat-847	25	20	,	,	PUNCT
easat-847	25	21	and	and	CCONJ
easat-847	25	22	these	these	DET
easat-847	25	23	different	different	ADJ
easat-847	25	24	types	type	NOUN
easat-847	25	25	of	of	ADP
easat-847	25	26	pollution	pollution	NOUN
easat-847	25	27	can	can	AUX
easat-847	25	28	have	have	VERB
easat-847	25	29	harmful	harmful	ADJ
easat-847	25	30	effects	effect	NOUN
easat-847	25	31	on	on	ADP
easat-847	25	32	human	human	ADJ
easat-847	25	33	health	health	NOUN
easat-847	25	34	,	,	PUNCT
easat-847	25	35	wildlife	wildlife	NOUN
easat-847	25	36	,	,	PUNCT
easat-847	25	37	and	and	CCONJ
easat-847	25	38	the	the	DET
easat-847	25	39	environment	environment	NOUN
easat-847	25	40	.	.	PUNCT
easat-847	26	1	thailand	thailand	PROPN
easat-847	26	2	is	be	AUX
easat-847	26	3	a	a	DET
easat-847	26	4	country	country	NOUN
easat-847	26	5	where	where	SCONJ
easat-847	26	6	environmental	environmental	ADJ
easat-847	26	7	deterioration	deterioration	NOUN
easat-847	26	8	is	be	AUX
easat-847	26	9	on	on	ADP
easat-847	26	10	the	the	DET
easat-847	26	11	rise	rise	NOUN
easat-847	26	12	in	in	ADP
easat-847	26	13	many	many	ADJ
easat-847	26	14	areas	area	NOUN
easat-847	26	15	.	.	PUNCT
easat-847	27	1	these	these	PRON
easat-847	27	2	include	include	VERB
easat-847	27	3	deforestation	deforestation	NOUN
easat-847	27	4	,	,	PUNCT
easat-847	27	5	desertification	desertification	NOUN
easat-847	27	6	,	,	PUNCT
easat-847	27	7	water	water	NOUN
easat-847	27	8	scarcity	scarcity	NOUN
easat-847	27	9	,	,	PUNCT
easat-847	27	10	climate	climate	NOUN
easat-847	27	11	change	change	NOUN
easat-847	27	12	,	,	PUNCT
easat-847	27	13	falling	fall	VERB
easat-847	27	14	wildlife	wildlife	NOUN
easat-847	27	15	populations	population	NOUN
easat-847	27	16	,	,	PUNCT
easat-847	27	17	and	and	CCONJ
easat-847	27	18	pollution	pollution	NOUN
easat-847	27	19	of	of	ADP
easat-847	27	20	the	the	DET
easat-847	27	21	air	air	NOUN
easat-847	27	22	and	and	CCONJ
easat-847	27	23	water	water	NOUN
easat-847	27	24	[	[	X
easat-847	27	25	3	3	NUM
easat-847	27	26	,	,	PUNCT
easat-847	27	27	4	4	NUM
easat-847	27	28	]	]	PUNCT
easat-847	27	29	.	.	PUNCT
easat-847	28	1	according	accord	VERB
easat-847	28	2	to	to	ADP
easat-847	28	3	worldometer	worldometer	NOUN
easat-847	28	4	[	[	X
easat-847	28	5	5	5	NUM
easat-847	28	6	]	]	X
easat-847	28	7	thailand	thailand	PROPN
easat-847	28	8	was	be	AUX
easat-847	28	9	ranked	rank	VERB
easat-847	28	10	22nd	22nd	NOUN
easat-847	28	11	in	in	ADP
easat-847	28	12	terms	term	NOUN
easat-847	28	13	of	of	ADP
easat-847	28	14	national	national	ADJ
easat-847	28	15	co2	co2	NOUN
easat-847	28	16	emissions	emission	NOUN
easat-847	28	17	.	.	PUNCT
easat-847	29	1	also	also	ADV
easat-847	29	2	,	,	PUNCT
easat-847	29	3	thailand	thailand	PROPN
easat-847	29	4	falls	fall	VERB
easat-847	29	5	11	11	NUM
easat-847	29	6	ranks	rank	NOUN
easat-847	29	7	to	to	ADP
easat-847	29	8	42nd	42nd	NOUN
easat-847	29	9	in	in	ADP
easat-847	29	10	this	this	DET
easat-847	29	11	year	year	NOUN
easat-847	29	12	’s	’s	PART
easat-847	29	13	ccpi	ccpi	ADV
easat-847	29	14	(	(	PUNCT
easat-847	29	15	the	the	DET
easat-847	29	16	climate	climate	NOUN
easat-847	29	17	change	change	NOUN
easat-847	29	18	performance	performance	NOUN
easat-847	29	19	index	index	NOUN
easat-847	29	20	)	)	PUNCT
easat-847	29	21	from	from	ADP
easat-847	29	22	a	a	DET
easat-847	29	23	medium	medium	NOUN
easat-847	29	24	to	to	ADP
easat-847	29	25	a	a	DET
easat-847	29	26	low	low	ADJ
easat-847	29	27	performer	performer	NOUN
easat-847	29	28	in	in	ADP
easat-847	29	29	ghgemissions	ghgemission	NOUN
easat-847	29	30	(	(	PUNCT
easat-847	29	31	greenhouse	greenhouse	NOUN
easat-847	29	32	gasesemissions	gasesemission	NOUN
easat-847	29	33	)	)	PUNCT
easat-847	29	34	,	,	PUNCT
easat-847	29	35	renewable	renewable	ADJ
easat-847	29	36	energy	energy	NOUN
easat-847	29	37	,	,	PUNCT
easat-847	29	38	and	and	CCONJ
easat-847	29	39	climate	climate	NOUN
easat-847	29	40	policy	policy	NOUN
easat-847	30	1	[	[	X
easat-847	30	2	6	6	NUM
easat-847	30	3	]	]	PUNCT
easat-847	30	4	.	.	PUNCT
easat-847	31	1	overall	overall	ADV
easat-847	31	2	,	,	PUNCT
easat-847	31	3	thailand	thailand	PROPN
easat-847	31	4	faces	face	VERB
easat-847	31	5	significant	significant	ADJ
easat-847	31	6	environmental	environmental	ADJ
easat-847	31	7	sustainability	sustainability	NOUN
easat-847	31	8	challenges	challenge	NOUN
easat-847	31	9	,	,	PUNCT
easat-847	31	10	but	but	CCONJ
easat-847	31	11	the	the	DET
easat-847	31	12	government	government	NOUN
easat-847	31	13	has	have	AUX
easat-847	31	14	implemented	implement	VERB
easat-847	31	15	initiatives	initiative	NOUN
easat-847	31	16	to	to	PART
easat-847	31	17	address	address	VERB
easat-847	31	18	these	these	DET
easat-847	31	19	issues	issue	NOUN
easat-847	31	20	and	and	CCONJ
easat-847	31	21	promote	promote	VERB
easat-847	31	22	sustainability	sustainability	NOUN
easat-847	31	23	.	.	PUNCT
easat-847	32	1	however	however	ADV
easat-847	32	2	,	,	PUNCT
easat-847	32	3	much	much	ADV
easat-847	32	4	more	more	ADJ
easat-847	32	5	needs	need	NOUN
easat-847	32	6	to	to	PART
easat-847	32	7	be	be	AUX
easat-847	32	8	done	do	VERB
easat-847	32	9	to	to	PART
easat-847	32	10	ensure	ensure	VERB
easat-847	32	11	a	a	DET
easat-847	32	12	sustainable	sustainable	ADJ
easat-847	32	13	future	future	NOUN
easat-847	32	14	for	for	ADP
easat-847	32	15	the	the	DET
easat-847	32	16	country	country	NOUN
easat-847	32	17	and	and	CCONJ
easat-847	32	18	its	its	PRON
easat-847	32	19	people	people	NOUN
easat-847	32	20	.	.	PUNCT
easat-847	33	1	environmental	environmental	ADJ
easat-847	33	2	sustainability	sustainability	NOUN
easat-847	33	3	is	be	AUX
easat-847	33	4	the	the	DET
easat-847	33	5	responsible	responsible	ADJ
easat-847	33	6	use	use	NOUN
easat-847	33	7	and	and	CCONJ
easat-847	33	8	conservation	conservation	NOUN
easat-847	33	9	of	of	ADP
easat-847	33	10	natural	natural	ADJ
easat-847	33	11	resources	resource	NOUN
easat-847	33	12	in	in	ADP
easat-847	33	13	order	order	NOUN
easat-847	33	14	to	to	PART
easat-847	33	15	maintain	maintain	VERB
easat-847	33	16	a	a	DET
easat-847	33	17	healthy	healthy	ADJ
easat-847	33	18	environment	environment	NOUN
easat-847	33	19	for	for	ADP
easat-847	33	20	both	both	CCONJ
easat-847	33	21	present	present	ADJ
easat-847	33	22	and	and	CCONJ
easat-847	33	23	future	future	ADJ
easat-847	33	24	generations	generation	NOUN
easat-847	33	25	.	.	PUNCT
easat-847	34	1	the	the	DET
easat-847	34	2	important	important	ADJ
easat-847	34	3	aspects	aspect	NOUN
easat-847	34	4	of	of	ADP
easat-847	34	5	environmental	environmental	ADJ
easat-847	34	6	sustainability	sustainability	NOUN
easat-847	34	7	include	include	VERB
easat-847	34	8	conserving	conserve	VERB
easat-847	34	9	natural	natural	ADJ
easat-847	34	10	resources	resource	NOUN
easat-847	34	11	,	,	PUNCT
easat-847	34	12	reducing	reduce	VERB
easat-847	34	13	pollution	pollution	NOUN
easat-847	34	14	,	,	PUNCT
easat-847	34	15	minimizing	minimize	VERB
easat-847	34	16	waste	waste	NOUN
easat-847	34	17	and	and	CCONJ
easat-847	34	18	promoting	promote	VERB
easat-847	34	19	biodiversity	biodiversity	NOUN
easat-847	34	20	.	.	PUNCT
easat-847	35	1	therefore	therefore	ADV
easat-847	35	2	,	,	PUNCT
easat-847	35	3	awareness	awareness	NOUN
easat-847	35	4	of	of	ADP
easat-847	35	5	environmental	environmental	ADJ
easat-847	35	6	sustainability	sustainability	NOUN
easat-847	35	7	is	be	AUX
easat-847	35	8	crucial	crucial	ADJ
easat-847	35	9	because	because	SCONJ
easat-847	35	10	it	it	PRON
easat-847	35	11	helps	help	VERB
easat-847	35	12	people	people	NOUN
easat-847	35	13	understand	understand	VERB
easat-847	35	14	the	the	DET
easat-847	35	15	impact	impact	NOUN
easat-847	35	16	of	of	ADP
easat-847	35	17	their	their	PRON
easat-847	35	18	actions	action	NOUN
easat-847	35	19	on	on	ADP
easat-847	35	20	the	the	DET
easat-847	35	21	environment	environment	NOUN
easat-847	35	22	and	and	CCONJ
easat-847	35	23	motivates	motivate	VERB
easat-847	35	24	them	they	PRON
easat-847	35	25	to	to	PART
easat-847	35	26	make	make	VERB
easat-847	35	27	changes	change	NOUN
easat-847	35	28	to	to	PART
easat-847	35	29	reduce	reduce	VERB
easat-847	35	30	their	their	PRON
easat-847	35	31	environmental	environmental	ADJ
easat-847	35	32	footprint	footprint	NOUN
easat-847	35	33	.	.	PUNCT
easat-847	36	1	there	there	PRON
easat-847	36	2	are	be	VERB
easat-847	36	3	many	many	ADJ
easat-847	36	4	approaches	approach	NOUN
easat-847	36	5	to	to	ADP
easat-847	36	6	increasing	increase	VERB
easat-847	36	7	awareness	awareness	NOUN
easat-847	36	8	of	of	ADP
easat-847	36	9	environmental	environmental	ADJ
easat-847	36	10	sustainability	sustainability	NOUN
easat-847	36	11	,	,	PUNCT
easat-847	36	12	like	like	ADP
easat-847	36	13	educating	educate	VERB
easat-847	36	14	people	people	NOUN
easat-847	36	15	about	about	ADP
easat-847	36	16	environmental	environmental	ADJ
easat-847	36	17	issues	issue	NOUN
easat-847	36	18	,	,	PUNCT
easat-847	36	19	encouraging	encourage	VERB
easat-847	36	20	sustainable	sustainable	ADJ
easat-847	36	21	practices	practice	NOUN
easat-847	36	22	,	,	PUNCT
easat-847	36	23	and	and	CCONJ
easat-847	36	24	implementing	implement	VERB
easat-847	36	25	policies	policy	NOUN
easat-847	36	26	and	and	CCONJ
easat-847	36	27	regulations	regulation	NOUN
easat-847	36	28	by	by	ADP
easat-847	36	29	governments	government	NOUN
easat-847	36	30	.	.	PUNCT
easat-847	37	1	the	the	DET
easat-847	37	2	media	media	NOUN
easat-847	37	3	plays	play	VERB
easat-847	37	4	a	a	DET
easat-847	37	5	crucial	crucial	ADJ
easat-847	37	6	role	role	NOUN
easat-847	37	7	in	in	ADP
easat-847	37	8	shaping	shape	VERB
easat-847	37	9	public	public	ADJ
easat-847	37	10	opinion	opinion	NOUN
easat-847	37	11	and	and	CCONJ
easat-847	37	12	increasing	increase	VERB
easat-847	37	13	awareness	awareness	NOUN
easat-847	37	14	.	.	PUNCT
easat-847	38	1	news	news	NOUN
easat-847	38	2	outlets	outlet	NOUN
easat-847	38	3	can	can	AUX
easat-847	38	4	cover	cover	VERB
easat-847	38	5	environmental	environmental	ADJ
easat-847	38	6	issues	issue	NOUN
easat-847	38	7	and	and	CCONJ
easat-847	38	8	provide	provide	VERB
easat-847	38	9	information	information	NOUN
easat-847	38	10	on	on	ADP
easat-847	38	11	how	how	SCONJ
easat-847	38	12	individuals	individual	NOUN
easat-847	38	13	can	can	AUX
easat-847	38	14	take	take	VERB
easat-847	38	15	action	action	NOUN
easat-847	38	16	.	.	PUNCT
easat-847	39	1	at	at	ADP
easat-847	39	2	present	present	ADJ
easat-847	39	3	,	,	PUNCT
easat-847	39	4	social	social	ADJ
easat-847	39	5	media	medium	NOUN
easat-847	39	6	platforms	platform	NOUN
easat-847	39	7	are	be	AUX
easat-847	39	8	a	a	DET
easat-847	39	9	rich	rich	ADJ
easat-847	39	10	source	source	NOUN
easat-847	39	11	of	of	ADP
easat-847	39	12	information	information	NOUN
easat-847	39	13	about	about	ADP
easat-847	39	14	people	people	NOUN
easat-847	39	15	's	's	PART
easat-847	39	16	attitudes	attitude	NOUN
easat-847	39	17	.	.	PUNCT
easat-847	40	1	to	to	PART
easat-847	40	2	analyze	analyze	VERB
easat-847	40	3	and	and	CCONJ
easat-847	40	4	monitor	monitor	VERB
easat-847	40	5	public	public	ADJ
easat-847	40	6	opinion	opinion	NOUN
easat-847	40	7	through	through	ADP
easat-847	40	8	social	social	ADJ
easat-847	40	9	media	medium	NOUN
easat-847	40	10	,	,	PUNCT
easat-847	40	11	sentiment	sentiment	NOUN
easat-847	40	12	analysis	analysis	NOUN
easat-847	40	13	is	be	AUX
easat-847	40	14	a	a	DET
easat-847	40	15	contextual	contextual	ADJ
easat-847	40	16	mining	mining	NOUN
easat-847	40	17	method	method	NOUN
easat-847	40	18	used	use	VERB
easat-847	40	19	in	in	ADP
easat-847	40	20	natural	natural	ADJ
easat-847	40	21	language	language	NOUN
easat-847	40	22	processing	processing	NOUN
easat-847	40	23	to	to	PART
easat-847	40	24	ascertain	ascertain	VERB
easat-847	40	25	the	the	DET
easat-847	40	26	tone	tone	NOUN
easat-847	40	27	or	or	CCONJ
easat-847	40	28	viewpoint	viewpoint	NOUN
easat-847	40	29	of	of	ADP
easat-847	40	30	a	a	DET
easat-847	40	31	given	give	VERB
easat-847	40	32	text	text	NOUN
easat-847	40	33	,	,	PUNCT
easat-847	40	34	like	like	ADP
easat-847	40	35	a	a	DET
easat-847	40	36	customer	customer	NOUN
easat-847	40	37	review	review	NOUN
easat-847	40	38	or	or	CCONJ
easat-847	40	39	a	a	DET
easat-847	40	40	social	social	ADJ
easat-847	40	41	network	network	NOUN
easat-847	40	42	post	post	NOUN
easat-847	41	1	[	[	X
easat-847	41	2	7	7	NUM
easat-847	41	3	]	]	PUNCT
easat-847	41	4	.	.	PUNCT
easat-847	42	1	there	there	PRON
easat-847	42	2	are	be	VERB
easat-847	42	3	many	many	ADJ
easat-847	42	4	ways	way	NOUN
easat-847	42	5	sentiment	sentiment	NOUN
easat-847	42	6	analysis	analysis	NOUN
easat-847	42	7	can	can	AUX
easat-847	42	8	be	be	AUX
easat-847	42	9	used	use	VERB
easat-847	42	10	to	to	PART
easat-847	42	11	understand	understand	VERB
easat-847	42	12	attitudes	attitude	NOUN
easat-847	42	13	towards	towards	ADP
easat-847	42	14	environmental	environmental	ADJ
easat-847	42	15	sustainability	sustainability	NOUN
easat-847	42	16	:	:	PUNCT
easat-847	42	17	brand	brand	NOUN
easat-847	42	18	perception	perception	NOUN
easat-847	42	19	:	:	PUNCT
easat-847	42	20	sentiment	sentiment	NOUN
easat-847	42	21	analysis	analysis	NOUN
easat-847	42	22	can	can	AUX
easat-847	42	23	help	help	VERB
easat-847	42	24	businesses	business	NOUN
easat-847	42	25	understand	understand	VERB
easat-847	42	26	how	how	SCONJ
easat-847	42	27	their	their	PRON
easat-847	42	28	brand	brand	NOUN
easat-847	42	29	is	be	AUX
easat-847	42	30	perceived	perceive	VERB
easat-847	42	31	in	in	ADP
easat-847	42	32	terms	term	NOUN
easat-847	42	33	of	of	ADP
easat-847	42	34	environmental	environmental	ADJ
easat-847	42	35	sustainability	sustainability	NOUN
easat-847	42	36	by	by	ADP
easat-847	42	37	analyzing	analyze	VERB
easat-847	42	38	customer	customer	NOUN
easat-847	42	39	reviews	review	NOUN
easat-847	42	40	and	and	CCONJ
easat-847	42	41	social	social	ADJ
easat-847	42	42	media	medium	NOUN
easat-847	42	43	posts	post	NOUN
easat-847	42	44	.	.	PUNCT
easat-847	43	1	public	public	ADJ
easat-847	43	2	opinion	opinion	NOUN
easat-847	43	3	:	:	PUNCT
easat-847	43	4	sentiment	sentiment	NOUN
easat-847	43	5	analysis	analysis	NOUN
easat-847	43	6	can	can	AUX
easat-847	43	7	also	also	ADV
easat-847	43	8	be	be	AUX
easat-847	43	9	used	use	VERB
easat-847	43	10	to	to	PART
easat-847	43	11	understand	understand	VERB
easat-847	43	12	public	public	ADJ
easat-847	43	13	opinion	opinion	NOUN
easat-847	43	14	on	on	ADP
easat-847	43	15	environmental	environmental	ADJ
easat-847	43	16	issues	issue	NOUN
easat-847	43	17	,	,	PUNCT
easat-847	43	18	such	such	ADJ
easat-847	43	19	as	as	ADP
easat-847	43	20	climate	climate	NOUN
easat-847	43	21	change	change	NOUN
easat-847	43	22	or	or	CCONJ
easat-847	43	23	plastic	plastic	NOUN
easat-847	43	24	pollution	pollution	NOUN
easat-847	43	25	,	,	PUNCT
easat-847	43	26	by	by	ADP
easat-847	43	27	analyzing	analyze	VERB
easat-847	43	28	social	social	ADJ
easat-847	43	29	media	medium	NOUN
easat-847	43	30	posts	post	NOUN
easat-847	43	31	and	and	CCONJ
easat-847	43	32	news	news	NOUN
easat-847	43	33	articles	article	NOUN
easat-847	43	34	.	.	PUNCT
easat-847	44	1	campaign	campaign	NOUN
easat-847	44	2	evaluation	evaluation	NOUN
easat-847	44	3	:	:	PUNCT
easat-847	44	4	sentiment	sentiment	NOUN
easat-847	44	5	analysis	analysis	NOUN
easat-847	44	6	can	can	AUX
easat-847	44	7	be	be	AUX
easat-847	44	8	used	use	VERB
easat-847	44	9	to	to	PART
easat-847	44	10	evaluate	evaluate	VERB
easat-847	44	11	the	the	DET
easat-847	44	12	effectiveness	effectiveness	NOUN
easat-847	44	13	of	of	ADP
easat-847	44	14	environmental	environmental	ADJ
easat-847	44	15	sustainability	sustainability	NOUN
easat-847	44	16	campaigns	campaign	NOUN
easat-847	44	17	by	by	ADP
easat-847	44	18	analyzing	analyze	VERB
easat-847	44	19	social	social	ADJ
easat-847	44	20	media	medium	NOUN
easat-847	44	21	posts	post	NOUN
easat-847	44	22	and	and	CCONJ
easat-847	44	23	other	other	ADJ
easat-847	44	24	data	datum	NOUN
easat-847	44	25	and	and	CCONJ
easat-847	44	26	industry	industry	NOUN
easat-847	44	27	analysis	analysis	NOUN
easat-847	44	28	:	:	PUNCT
easat-847	44	29	sentiment	sentiment	NOUN
easat-847	44	30	analysis	analysis	NOUN
easat-847	44	31	can	can	AUX
easat-847	44	32	also	also	ADV
easat-847	44	33	be	be	AUX
easat-847	44	34	used	use	VERB
easat-847	44	35	to	to	PART
easat-847	44	36	understand	understand	VERB
easat-847	44	37	attitudes	attitude	NOUN
easat-847	44	38	towards	towards	ADP
easat-847	44	39	sustainability	sustainability	NOUN
easat-847	44	40	with	with	ADP
easat-847	44	41	in	in	ADP
easat-847	44	42	specific	specific	ADJ
easat-847	44	43	industries	industry	NOUN
easat-847	44	44	by	by	ADP
easat-847	44	45	analyzing	analyze	VERB
easat-847	44	46	language	language	NOUN
easat-847	44	47	data	datum	NOUN
easat-847	44	48	from	from	ADP
easat-847	44	49	industry	industry	NOUN
easat-847	44	50	-	-	PUNCT
easat-847	44	51	specific	specific	ADJ
easat-847	44	52	sources	source	NOUN
easat-847	44	53	.	.	PUNCT
easat-847	45	1	with	with	ADP
easat-847	45	2	the	the	DET
easat-847	45	3	recent	recent	ADJ
easat-847	45	4	advances	advance	NOUN
easat-847	45	5	in	in	ADP
easat-847	45	6	deep	deep	ADJ
easat-847	45	7	learning	learning	NOUN
easat-847	45	8	,	,	PUNCT
easat-847	45	9	sentiment	sentiment	NOUN
easat-847	45	10	analysis	analysis	NOUN
easat-847	45	11	algorithms	algorithm	NOUN
easat-847	45	12	have	have	AUX
easat-847	45	13	improved	improve	VERB
easat-847	45	14	considerably	considerably	ADV
easat-847	45	15	.	.	PUNCT
easat-847	46	1	hence	hence	ADV
easat-847	46	2	,	,	PUNCT
easat-847	46	3	sentiment	sentiment	NOUN
easat-847	46	4	analysis	analysis	NOUN
easat-847	46	5	is	be	AUX
easat-847	46	6	a	a	DET
easat-847	46	7	valuable	valuable	ADJ
easat-847	46	8	tool	tool	NOUN
easat-847	46	9	for	for	ADP
easat-847	46	10	understanding	understand	VERB
easat-847	46	11	public	public	ADJ
easat-847	46	12	attitudes	attitude	NOUN
easat-847	46	13	towards	towards	ADP
easat-847	46	14	environmental	environmental	ADJ
easat-847	46	15	sustainability	sustainability	NOUN
easat-847	46	16	and	and	CCONJ
easat-847	46	17	identifying	identify	VERB
easat-847	46	18	areas	area	NOUN
easat-847	46	19	for	for	ADP
easat-847	46	20	improvement	improvement	NOUN
easat-847	46	21	.	.	PUNCT
easat-847	47	1	2	2	X
easat-847	47	2	.	.	X
easat-847	47	3	literature	literature	NOUN
easat-847	47	4	review	review	PROPN
easat-847	47	5	this	this	DET
easat-847	47	6	section	section	NOUN
easat-847	47	7	provides	provide	VERB
easat-847	47	8	a	a	DET
easat-847	47	9	concise	concise	ADJ
easat-847	47	10	overview	overview	NOUN
easat-847	47	11	of	of	ADP
easat-847	47	12	the	the	DET
easat-847	47	13	relevant	relevant	ADJ
easat-847	47	14	studies	study	NOUN
easat-847	47	15	that	that	PRON
easat-847	47	16	have	have	AUX
easat-847	47	17	utilized	utilize	VERB
easat-847	47	18	machine	machine	NOUN
easat-847	47	19	learning	learn	VERB
easat-847	47	20	techniques	technique	NOUN
easat-847	47	21	for	for	ADP
easat-847	47	22	sentiment	sentiment	NOUN
easat-847	47	23	similarity	similarity	NOUN
easat-847	47	24	.	.	PUNCT
easat-847	48	1	in	in	ADP
easat-847	48	2	recent	recent	ADJ
easat-847	48	3	years	year	NOUN
easat-847	48	4	,	,	PUNCT
easat-847	48	5	there	there	PRON
easat-847	48	6	has	have	AUX
easat-847	48	7	been	be	AUX
easat-847	48	8	significant	significant	ADJ
easat-847	48	9	research	research	NOUN
easat-847	48	10	on	on	ADP
easat-847	48	11	opinion	opinion	NOUN
easat-847	48	12	mining	mining	NOUN
easat-847	48	13	and	and	CCONJ
easat-847	48	14	sentiment	sentiment	NOUN
easat-847	48	15	analysis	analysis	NOUN
easat-847	48	16	to	to	PART
easat-847	48	17	ascertain	ascertain	VERB
easat-847	48	18	and	and	CCONJ
easat-847	48	19	summarize	summarize	VERB
easat-847	48	20	sentiment	sentiment	NOUN
easat-847	48	21	polarity	polarity	NOUN
easat-847	48	22	.	.	PUNCT
easat-847	49	1	awan	awan	PROPN
easat-847	49	2	,	,	PUNCT
easat-847	49	3	et	et	PROPN
easat-847	49	4	al	al	PROPN
easat-847	49	5	.	.	PUNCT
easat-847	50	1	[	[	X
easat-847	50	2	8	8	NUM
easat-847	50	3	]	]	PUNCT
easat-847	50	4	proposed	propose	VERB
easat-847	50	5	several	several	ADJ
easat-847	50	6	machine	machine	NOUN
easat-847	50	7	learning	learning	NOUN
easat-847	50	8	models	model	NOUN
easat-847	50	9	,	,	PUNCT
easat-847	50	10	including	include	VERB
easat-847	50	11	the	the	DET
easat-847	50	12	random	random	ADJ
easat-847	50	13	forest	forest	NOUN
easat-847	50	14	classifier	classifier	NOUN
easat-847	50	15	,	,	PUNCT
easat-847	50	16	logistic	logistic	ADJ
easat-847	50	17	regression	regression	NOUN
easat-847	50	18	,	,	PUNCT
easat-847	50	19	and	and	CCONJ
easat-847	50	20	the	the	DET
easat-847	50	21	term	term	NOUN
easat-847	50	22	frequency	frequency	NOUN
easat-847	50	23	-	-	PUNCT
easat-847	50	24	inverse	inverse	NOUN
easat-847	50	25	document	document	NOUN
easat-847	50	26	frequency	frequency	NOUN
easat-847	50	27	(	(	PUNCT
easat-847	50	28	tf	tf	PROPN
easat-847	50	29	-	-	PUNCT
easat-847	50	30	idf	idf	NOUN
easat-847	50	31	)	)	PUNCT
easat-847	50	32	for	for	ADP
easat-847	50	33	text	text	NOUN
easat-847	50	34	vectorization	vectorization	NOUN
easat-847	50	35	,	,	PUNCT
easat-847	50	36	which	which	PRON
easat-847	50	37	have	have	AUX
easat-847	50	38	demonstrated	demonstrate	VERB
easat-847	50	39	the	the	DET
easat-847	50	40	ability	ability	NOUN
easat-847	50	41	to	to	PART
easat-847	50	42	effectively	effectively	ADV
easat-847	50	43	identify	identify	VERB
easat-847	50	44	fraudulent	fraudulent	ADJ
easat-847	50	45	news	news	NOUN
easat-847	50	46	.	.	PUNCT
easat-847	51	1	the	the	DET
easat-847	51	2	accuracy	accuracy	NOUN
easat-847	51	3	of	of	ADP
easat-847	51	4	these	these	DET
easat-847	51	5	models	model	NOUN
easat-847	51	6	makes	make	VERB
easat-847	51	7	them	they	PRON
easat-847	51	8	a	a	DET
easat-847	51	9	valuable	valuable	ADJ
easat-847	51	10	tool	tool	NOUN
easat-847	51	11	for	for	ADP
easat-847	51	12	obtaining	obtain	VERB
easat-847	51	13	results	result	NOUN
easat-847	51	14	that	that	PRON
easat-847	51	15	are	be	AUX
easat-847	51	16	grounded	ground	VERB
easat-847	51	17	in	in	ADP
easat-847	51	18	reality	reality	NOUN
easat-847	51	19	and	and	CCONJ
easat-847	51	20	can	can	AUX
easat-847	51	21	be	be	AUX
easat-847	51	22	applied	apply	VERB
easat-847	51	23	to	to	ADP
easat-847	51	24	diverse	diverse	ADJ
easat-847	51	25	,	,	PUNCT
easat-847	51	26	unstructured	unstructured	ADJ
easat-847	51	27	data	datum	NOUN
easat-847	51	28	for	for	ADP
easat-847	51	29	various	various	ADJ
easat-847	51	30	sentiment	sentiment	NOUN
easat-847	51	31	analysis	analysis	NOUN
easat-847	51	32	applications	application	NOUN
easat-847	51	33	.	.	PUNCT
easat-847	52	1	the	the	DET
easat-847	52	2	combination	combination	NOUN
easat-847	52	3	of	of	ADP
easat-847	52	4	tf	tf	PROPN
easat-847	52	5	-	-	PUNCT
easat-847	52	6	idf	idf	PROPN
easat-847	52	7	and	and	CCONJ
easat-847	52	8	the	the	DET
easat-847	52	9	cosine	cosine	NOUN
easat-847	52	10	similarity	similarity	NOUN
easat-847	52	11	technique	technique	NOUN
easat-847	52	12	was	be	AUX
easat-847	52	13	employed	employ	VERB
easat-847	52	14	to	to	PART
easat-847	52	15	gauge	gauge	VERB
easat-847	52	16	sentiment	sentiment	NOUN
easat-847	52	17	similarity	similarity	NOUN
easat-847	52	18	,	,	PUNCT
easat-847	52	19	achieving	achieve	VERB
easat-847	52	20	an	an	DET
easat-847	52	21	accuracy	accuracy	NOUN
easat-847	52	22	of	of	ADP
easat-847	52	23	81.2	81.2	NUM
easat-847	52	24	%	%	NOUN
easat-847	52	25	[	[	X
easat-847	52	26	8	8	NUM
easat-847	52	27	]	]	PUNCT
easat-847	52	28	.	.	PUNCT
easat-847	53	1	tf	tf	PROPN
easat-847	53	2	-	-	PUNCT
easat-847	53	3	idf	idf	PROPN
easat-847	53	4	was	be	AUX
easat-847	53	5	employed	employ	VERB
easat-847	53	6	to	to	PART
easat-847	53	7	extract	extract	VERB
easat-847	53	8	features	feature	NOUN
easat-847	53	9	from	from	ADP
easat-847	53	10	comment	comment	NOUN
easat-847	53	11	reviews	review	NOUN
easat-847	53	12	,	,	PUNCT
easat-847	53	13	followed	follow	VERB
easat-847	53	14	by	by	ADP
easat-847	53	15	147	147	NUM
easat-847	53	16	edelweiss	edelweiss	PROPN
easat-847	53	17	applied	apply	VERB
easat-847	53	18	science	science	NOUN
easat-847	53	19	and	and	CCONJ
easat-847	53	20	technology	technology	NOUN
easat-847	53	21	issn	issn	PROPN
easat-847	53	22	:	:	PUNCT
easat-847	53	23	2576	2576	NUM
easat-847	53	24	-	-	SYM
easat-847	53	25	8484	8484	NUM
easat-847	53	26	vol	vol	NOUN
easat-847	53	27	.	.	PROPN
easat-847	53	28	8	8	NUM
easat-847	53	29	,	,	PUNCT
easat-847	53	30	no	no	INTJ
easat-847	53	31	.	.	NOUN
easat-847	54	1	3	3	NUM
easat-847	54	2	:	:	SYM
easat-847	54	3	145	145	NUM
easat-847	54	4	-	-	SYM
easat-847	54	5	155	155	NUM
easat-847	54	6	,	,	PUNCT
easat-847	54	7	2024	2024	NUM
easat-847	54	8	doi	doi	NOUN
easat-847	54	9	:	:	PUNCT
easat-847	54	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	54	11	©	©	PROPN
easat-847	54	12	2024	2024	NUM
easat-847	54	13	by	by	ADP
easat-847	54	14	the	the	DET
easat-847	54	15	authors	author	NOUN
easat-847	54	16	;	;	PUNCT
easat-847	54	17	licensee	licensee	PROPN
easat-847	54	18	learning	learning	NOUN
easat-847	54	19	gate	gate	VERB
easat-847	54	20	the	the	DET
easat-847	54	21	application	application	NOUN
easat-847	54	22	of	of	ADP
easat-847	54	23	an	an	DET
easat-847	54	24	ensemble	ensemble	ADJ
easat-847	54	25	method	method	NOUN
easat-847	54	26	that	that	PRON
easat-847	54	27	incorporated	incorporate	VERB
easat-847	54	28	support	support	NOUN
easat-847	54	29	vector	vector	NOUN
easat-847	54	30	machines	machine	NOUN
easat-847	54	31	(	(	PUNCT
easat-847	54	32	svms	svms	NOUN
easat-847	54	33	)	)	PUNCT
easat-847	54	34	to	to	PART
easat-847	54	35	classify	classify	VERB
easat-847	54	36	the	the	DET
easat-847	54	37	sentiment	sentiment	NOUN
easat-847	54	38	of	of	ADP
easat-847	54	39	the	the	DET
easat-847	54	40	reviews	review	NOUN
easat-847	54	41	[	[	X
easat-847	54	42	9	9	NUM
easat-847	54	43	-	-	SYM
easat-847	54	44	12	12	NUM
easat-847	54	45	]	]	PUNCT
easat-847	54	46	.	.	PUNCT
easat-847	55	1	according	accord	VERB
easat-847	55	2	to	to	ADP
easat-847	55	3	singh	singh	PROPN
easat-847	55	4	and	and	CCONJ
easat-847	55	5	tripathi	tripathi	PROPN
easat-847	55	6	[	[	X
easat-847	55	7	13	13	NUM
easat-847	55	8	]	]	PUNCT
easat-847	55	9	a	a	DET
easat-847	55	10	comparative	comparative	ADJ
easat-847	55	11	analysis	analysis	NOUN
easat-847	55	12	of	of	ADP
easat-847	55	13	the	the	DET
easat-847	55	14	support	support	NOUN
easat-847	55	15	vector	vector	NOUN
easat-847	55	16	machine	machine	NOUN
easat-847	55	17	(	(	PUNCT
easat-847	55	18	svm	svm	PROPN
easat-847	55	19	)	)	PUNCT
easat-847	55	20	,	,	PUNCT
easat-847	55	21	random	random	ADJ
easat-847	55	22	forest	forest	NOUN
easat-847	55	23	,	,	PUNCT
easat-847	55	24	and	and	CCONJ
easat-847	55	25	decision	decision	NOUN
easat-847	55	26	tree	tree	NOUN
easat-847	55	27	algorithms	algorithm	NOUN
easat-847	55	28	was	be	AUX
easat-847	55	29	conducted	conduct	VERB
easat-847	55	30	,	,	PUNCT
easat-847	55	31	wherein	wherein	SCONJ
easat-847	55	32	their	their	PRON
easat-847	55	33	performance	performance	NOUN
easat-847	55	34	was	be	AUX
easat-847	55	35	evaluated	evaluate	VERB
easat-847	55	36	based	base	VERB
easat-847	55	37	on	on	ADP
easat-847	55	38	accuracy	accuracy	NOUN
easat-847	55	39	,	,	PUNCT
easat-847	55	40	recall	recall	NOUN
easat-847	55	41	,	,	PUNCT
easat-847	55	42	precision	precision	NOUN
easat-847	55	43	,	,	PUNCT
easat-847	55	44	and	and	CCONJ
easat-847	55	45	f1	f1	NOUN
easat-847	55	46	measures	measure	NOUN
easat-847	55	47	.	.	PUNCT
easat-847	56	1	it	it	PRON
easat-847	56	2	was	be	AUX
easat-847	56	3	determined	determine	VERB
easat-847	56	4	that	that	SCONJ
easat-847	56	5	the	the	DET
easat-847	56	6	decision	decision	NOUN
easat-847	56	7	tree	tree	NOUN
easat-847	56	8	algorithm	algorithm	NOUN
easat-847	56	9	exhibited	exhibit	VERB
easat-847	56	10	the	the	DET
easat-847	56	11	highest	high	ADJ
easat-847	56	12	level	level	NOUN
easat-847	56	13	of	of	ADP
easat-847	56	14	accuracy	accuracy	NOUN
easat-847	56	15	.	.	PUNCT
easat-847	57	1	the	the	DET
easat-847	57	2	ensemble	ensemble	ADJ
easat-847	57	3	classifier	classifier	NOUN
easat-847	57	4	is	be	AUX
easat-847	57	5	trained	train	VERB
easat-847	57	6	on	on	ADP
easat-847	57	7	features	feature	NOUN
easat-847	57	8	like	like	ADP
easat-847	57	9	lexical	lexical	NOUN
easat-847	57	10	to	to	PART
easat-847	57	11	determine	determine	VERB
easat-847	57	12	the	the	DET
easat-847	57	13	polarity	polarity	NOUN
easat-847	57	14	of	of	ADP
easat-847	57	15	each	each	DET
easat-847	57	16	tweet	tweet	NOUN
easat-847	57	17	,	,	PUNCT
easat-847	57	18	clark	clark	NOUN
easat-847	57	19	and	and	CCONJ
easat-847	57	20	wicentwoski	wicentwoski	VERB
easat-847	58	1	[	[	X
easat-847	58	2	14	14	NUM
easat-847	58	3	]	]	PUNCT
easat-847	58	4	.	.	PUNCT
easat-847	59	1	bahrawi	bahrawi	PROPN
easat-847	60	1	[	[	X
easat-847	60	2	15	15	NUM
easat-847	60	3	]	]	PUNCT
easat-847	60	4	collected	collect	VERB
easat-847	60	5	emotions	emotion	NOUN
easat-847	60	6	or	or	CCONJ
easat-847	60	7	'	'	PUNCT
easat-847	60	8	feelings	feeling	NOUN
easat-847	60	9	'	'	PART
easat-847	60	10	data	datum	NOUN
easat-847	60	11	from	from	ADP
easat-847	60	12	twitter	twitter	NOUN
easat-847	60	13	and	and	CCONJ
easat-847	60	14	applied	apply	VERB
easat-847	60	15	the	the	DET
easat-847	60	16	random	random	ADJ
easat-847	60	17	forest	forest	NOUN
easat-847	60	18	algorithm	algorithm	NOUN
easat-847	60	19	,	,	PUNCT
easat-847	60	20	which	which	PRON
easat-847	60	21	resulted	result	VERB
easat-847	60	22	in	in	ADP
easat-847	60	23	a	a	DET
easat-847	60	24	high	high	ADJ
easat-847	60	25	level	level	NOUN
easat-847	60	26	of	of	ADP
easat-847	60	27	accuracy	accuracy	NOUN
easat-847	60	28	.	.	PUNCT
easat-847	61	1	in	in	ADP
easat-847	61	2	addition	addition	NOUN
easat-847	61	3	,	,	PUNCT
easat-847	61	4	the	the	DET
easat-847	61	5	data	datum	NOUN
easat-847	61	6	from	from	ADP
easat-847	61	7	an	an	DET
easat-847	61	8	online	online	ADJ
easat-847	61	9	shopping	shopping	NOUN
easat-847	61	10	website	website	NOUN
easat-847	61	11	was	be	AUX
easat-847	61	12	analyzed	analyze	VERB
easat-847	61	13	using	use	VERB
easat-847	61	14	the	the	DET
easat-847	61	15	random	random	ADJ
easat-847	61	16	forest	forest	NOUN
easat-847	61	17	and	and	CCONJ
easat-847	61	18	support	support	VERB
easat-847	61	19	vector	vector	NOUN
easat-847	61	20	machine	machine	NOUN
easat-847	61	21	algorithms	algorithm	NOUN
easat-847	62	1	[	[	X
easat-847	62	2	16	16	NUM
easat-847	62	3	]	]	PUNCT
easat-847	62	4	.	.	PUNCT
easat-847	63	1	another	another	DET
easat-847	63	2	method	method	NOUN
easat-847	63	3	proposed	propose	VERB
easat-847	63	4	for	for	ADP
easat-847	63	5	sentiment	sentiment	NOUN
easat-847	63	6	classification	classification	NOUN
easat-847	63	7	is	be	AUX
easat-847	63	8	the	the	DET
easat-847	63	9	utilization	utilization	NOUN
easat-847	63	10	of	of	ADP
easat-847	63	11	cosine	cosine	NOUN
easat-847	63	12	similarity	similarity	NOUN
easat-847	63	13	,	,	PUNCT
easat-847	63	14	to	to	PART
easat-847	63	15	classify	classify	VERB
easat-847	63	16	the	the	DET
easat-847	63	17	sentiment	sentiment	NOUN
easat-847	63	18	expressed	express	VERB
easat-847	63	19	by	by	ADP
easat-847	63	20	a	a	DET
easat-847	63	21	user	user	NOUN
easat-847	63	22	's	's	PART
easat-847	63	23	comment	comment	NOUN
easat-847	63	24	[	[	X
easat-847	63	25	17	17	NUM
easat-847	63	26	]	]	PUNCT
easat-847	63	27	.	.	PUNCT
easat-847	64	1	furthermore	furthermore	ADV
easat-847	64	2	,	,	PUNCT
easat-847	64	3	there	there	PRON
easat-847	64	4	exist	exist	VERB
easat-847	64	5	a	a	DET
easat-847	64	6	significant	significant	ADJ
easat-847	64	7	number	number	NOUN
easat-847	64	8	of	of	ADP
easat-847	64	9	related	related	ADJ
easat-847	64	10	studies	study	NOUN
easat-847	64	11	[	[	X
easat-847	64	12	18	18	NUM
easat-847	64	13	-	-	SYM
easat-847	64	14	21	21	NUM
easat-847	64	15	]	]	PUNCT
easat-847	64	16	that	that	PRON
easat-847	64	17	primarily	primarily	ADV
easat-847	64	18	focus	focus	VERB
easat-847	64	19	on	on	ADP
easat-847	64	20	mining	mining	NOUN
easat-847	64	21	customer	customer	NOUN
easat-847	64	22	reviews	review	NOUN
easat-847	64	23	and	and	CCONJ
easat-847	64	24	determining	determine	VERB
easat-847	64	25	the	the	DET
easat-847	64	26	polarity	polarity	NOUN
easat-847	64	27	of	of	ADP
easat-847	64	28	the	the	DET
easat-847	64	29	opinions	opinion	NOUN
easat-847	64	30	expressed	express	VERB
easat-847	64	31	i	i	PRON
easat-847	64	32	n	n	VERB
easat-847	64	33	them	they	PRON
easat-847	64	34	.	.	PUNCT
easat-847	65	1	3	3	X
easat-847	65	2	.	.	X
easat-847	65	3	experimental	experimental	ADJ
easat-847	65	4	setup	setup	NOUN
easat-847	65	5	3.1	3.1	NUM
easat-847	65	6	.	.	PUNCT
easat-847	65	7	data	datum	NOUN
easat-847	65	8	sets	set	NOUN
easat-847	65	9	and	and	CCONJ
easat-847	65	10	data	datum	NOUN
easat-847	65	11	preprocessing	preprocesse	VERB
easat-847	65	12	there	there	ADV
easat-847	65	13	are	be	AUX
easat-847	65	14	a	a	DET
easat-847	65	15	multitude	multitude	NOUN
easat-847	65	16	of	of	ADP
easat-847	65	17	sources	source	NOUN
easat-847	65	18	and	and	CCONJ
easat-847	65	19	approaches	approach	NOUN
easat-847	65	20	by	by	ADP
easat-847	65	21	which	which	PRON
easat-847	65	22	to	to	PART
easat-847	65	23	acquire	acquire	VERB
easat-847	65	24	data	datum	NOUN
easat-847	65	25	for	for	ADP
easat-847	65	26	the	the	DET
easat-847	65	27	purpose	purpose	NOUN
easat-847	65	28	of	of	ADP
easat-847	65	29	analyzing	analyze	VERB
easat-847	65	30	environmental	environmental	ADJ
easat-847	65	31	sustainability	sustainability	NOUN
easat-847	65	32	.	.	PUNCT
easat-847	66	1	in	in	ADP
easat-847	66	2	order	order	NOUN
easat-847	66	3	to	to	PART
easat-847	66	4	obtain	obtain	VERB
easat-847	66	5	data	datum	NOUN
easat-847	66	6	for	for	ADP
easat-847	66	7	a	a	DET
easat-847	66	8	comprehensive	comprehensive	ADJ
easat-847	66	9	examination	examination	NOUN
easat-847	66	10	,	,	PUNCT
easat-847	66	11	it	it	PRON
easat-847	66	12	is	be	AUX
easat-847	66	13	possible	possible	ADJ
easat-847	66	14	to	to	PART
easat-847	66	15	glean	glean	VERB
easat-847	66	16	valuable	valuable	ADJ
easat-847	66	17	insights	insight	NOUN
easat-847	66	18	regarding	regard	VERB
easat-847	66	19	public	public	ADJ
easat-847	66	20	attitudes	attitude	NOUN
easat-847	66	21	and	and	CCONJ
easat-847	66	22	behaviors	behavior	NOUN
easat-847	66	23	through	through	ADP
easat-847	66	24	the	the	DET
easat-847	66	25	utilization	utilization	NOUN
easat-847	66	26	of	of	ADP
easat-847	66	27	social	social	ADJ
easat-847	66	28	media	medium	NOUN
easat-847	66	29	platforms	platform	NOUN
easat-847	66	30	such	such	ADJ
easat-847	66	31	as	as	ADP
easat-847	66	32	twitter	twitter	NOUN
easat-847	66	33	,	,	PUNCT
easat-847	66	34	youtube	youtube	NOUN
easat-847	66	35	,	,	PUNCT
easat-847	66	36	facebook	facebook	NOUN
easat-847	66	37	,	,	PUNCT
easat-847	66	38	and	and	CCONJ
easat-847	66	39	instagram	instagram	PROPN
easat-847	66	40	.	.	PUNCT
easat-847	67	1	figure	figure	NOUN
easat-847	67	2	1	1	NUM
easat-847	67	3	.	.	PUNCT
easat-847	68	1	the	the	DET
easat-847	68	2	number	number	NOUN
easat-847	68	3	of	of	ADP
easat-847	68	4	positive	positive	ADJ
easat-847	68	5	and	and	CCONJ
easat-847	68	6	negative	negative	ADJ
easat-847	68	7	attitudes	attitude	NOUN
easat-847	68	8	.	.	PUNCT
easat-847	69	1	data	datum	NOUN
easat-847	69	2	collected	collect	VERB
easat-847	69	3	through	through	ADP
easat-847	69	4	web	web	NOUN
easat-847	69	5	scraping	scraping	NOUN
easat-847	69	6	expresses	express	VERB
easat-847	69	7	opinions	opinion	NOUN
easat-847	69	8	about	about	ADP
easat-847	69	9	environmental	environmental	ADJ
easat-847	69	10	sustainability	sustainability	NOUN
easat-847	69	11	.	.	PUNCT
easat-847	70	1	twitter	twitter	NOUN
easat-847	70	2	's	's	PART
easat-847	70	3	rebranded	rebrande	VERB
easat-847	70	4	identity	identity	NOUN
easat-847	70	5	,	,	PUNCT
easat-847	70	6	named	name	VERB
easat-847	70	7	"	"	PUNCT
easat-847	70	8	x	x	NOUN
easat-847	70	9	,	,	PUNCT
easat-847	70	10	"	"	PUNCT
easat-847	70	11	was	be	AUX
easat-847	70	12	conceived	conceive	VERB
easat-847	70	13	by	by	ADP
easat-847	70	14	elon	elon	PROPN
easat-847	70	15	musk	musk	PROPN
easat-847	70	16	,	,	PUNCT
easat-847	70	17	who	who	PRON
easat-847	70	18	assumed	assume	VERB
easat-847	70	19	ownership	ownership	NOUN
easat-847	70	20	of	of	ADP
easat-847	70	21	twitter	twitter	NOUN
easat-847	70	22	in	in	ADP
easat-847	70	23	2022.x	2022.x	PROPN
easat-847	70	24	’s	’s	PART
easat-847	70	25	apis	apis	ADJ
easat-847	70	26	,	,	PUNCT
easat-847	70	27	or	or	CCONJ
easat-847	70	28	twitter	twitter	NOUN
easat-847	70	29	api	api	NOUN
easat-847	70	30	(	(	PUNCT
easat-847	70	31	twitter	twitter	NOUN
easat-847	70	32	application	application	NOUN
easat-847	70	33	programming	programming	NOUN
easat-847	70	34	interface	interface	NOUN
easat-847	70	35	)	)	PUNCT
easat-847	70	36	,	,	PUNCT
easat-847	70	37	and	and	CCONJ
easat-847	70	38	in	in	ADP
easat-847	70	39	order	order	NOUN
easat-847	70	40	to	to	PART
easat-847	70	41	retrieve	retrieve	VERB
easat-847	70	42	the	the	DET
easat-847	70	43	tweets	tweet	NOUN
easat-847	70	44	,	,	PUNCT
easat-847	70	45	the	the	DET
easat-847	70	46	tweepy	tweepy	ADJ
easat-847	70	47	api	api	NOUN
easat-847	71	1	[	[	X
easat-847	71	2	22	22	NUM
easat-847	71	3	]	]	PUNCT
easat-847	71	4	is	be	AUX
easat-847	71	5	used	use	VERB
easat-847	71	6	,	,	PUNCT
easat-847	71	7	and	and	CCONJ
easat-847	71	8	data	datum	NOUN
easat-847	71	9	is	be	AUX
easat-847	71	10	recorded	record	VERB
easat-847	71	11	in	in	ADP
easat-847	71	12	the	the	DET
easat-847	71	13	database	database	NOUN
easat-847	71	14	,	,	PUNCT
easat-847	71	15	including	include	VERB
easat-847	71	16	twitter	twitter	NOUN
easat-847	71	17	,	,	PUNCT
easat-847	71	18	hashtags	hashtag	NOUN
easat-847	71	19	,	,	PUNCT
easat-847	71	20	created	create	VERB
easat-847	71	21	tweet	tweet	NOUN
easat-847	71	22	times	time	NOUN
easat-847	71	23	,	,	PUNCT
easat-847	71	24	tweet	tweet	NOUN
easat-847	71	25	texts	text	NOUN
easat-847	71	26	,	,	PUNCT
easat-847	71	27	and	and	CCONJ
easat-847	71	28	retweet	retweet	NOUN
easat-847	71	29	counts	count	NOUN
easat-847	71	30	.	.	PUNCT
easat-847	72	1	as	as	SCONJ
easat-847	72	2	seen	see	VERB
easat-847	72	3	in	in	ADP
easat-847	72	4	figure	figure	NOUN
easat-847	72	5	1	1	NUM
easat-847	72	6	,	,	PUNCT
easat-847	72	7	the	the	DET
easat-847	72	8	data	datum	NOUN
easat-847	72	9	148	148	NUM
easat-847	72	10	edelweiss	edelweiss	PROPN
easat-847	72	11	applied	apply	VERB
easat-847	72	12	science	science	NOUN
easat-847	72	13	and	and	CCONJ
easat-847	72	14	technology	technology	NOUN
easat-847	72	15	issn	issn	PROPN
easat-847	72	16	:	:	PUNCT
easat-847	72	17	2576	2576	NUM
easat-847	72	18	-	-	SYM
easat-847	72	19	8484	8484	NUM
easat-847	72	20	vol	vol	NOUN
easat-847	72	21	.	.	PROPN
easat-847	73	1	8	8	NUM
easat-847	73	2	,	,	PUNCT
easat-847	73	3	no	no	INTJ
easat-847	73	4	.	.	NOUN
easat-847	74	1	3	3	NUM
easat-847	74	2	:	:	SYM
easat-847	74	3	145	145	NUM
easat-847	74	4	-	-	SYM
easat-847	74	5	155	155	NUM
easat-847	74	6	,	,	PUNCT
easat-847	74	7	2024	2024	NUM
easat-847	74	8	doi	doi	NOUN
easat-847	74	9	:	:	PUNCT
easat-847	74	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	74	11	©	©	PROPN
easat-847	74	12	2024	2024	NUM
easat-847	74	13	by	by	ADP
easat-847	74	14	the	the	DET
easat-847	74	15	authors	author	NOUN
easat-847	74	16	;	;	PUNCT
easat-847	74	17	licensee	licensee	PROPN
easat-847	74	18	learning	learn	VERB
easat-847	74	19	gate	gate	NOUN
easat-847	74	20	exploration	exploration	NOUN
easat-847	74	21	phase	phase	NOUN
easat-847	74	22	is	be	AUX
easat-847	74	23	utilized	utilize	VERB
easat-847	74	24	to	to	PART
easat-847	74	25	examine	examine	VERB
easat-847	74	26	and	and	CCONJ
easat-847	74	27	analyze	analyze	VERB
easat-847	74	28	the	the	DET
easat-847	74	29	data	datum	NOUN
easat-847	74	30	in	in	ADP
easat-847	74	31	order	order	NOUN
easat-847	74	32	to	to	PART
easat-847	74	33	find	find	VERB
easat-847	74	34	trends	trend	NOUN
easat-847	74	35	and	and	CCONJ
easat-847	74	36	insights	insight	NOUN
easat-847	74	37	from	from	ADP
easat-847	74	38	both	both	CCONJ
easat-847	74	39	positive	positive	ADJ
easat-847	74	40	and	and	CCONJ
easat-847	74	41	negative	negative	ADJ
easat-847	74	42	perspectives	perspective	NOUN
easat-847	74	43	.	.	PUNCT
easat-847	75	1	text	text	NOUN
easat-847	75	2	mining	mining	NOUN
easat-847	75	3	requires	require	VERB
easat-847	75	4	data	datum	NOUN
easat-847	75	5	preparation	preparation	NOUN
easat-847	75	6	,	,	PUNCT
easat-847	75	7	which	which	PRON
easat-847	75	8	involves	involve	VERB
easat-847	75	9	converting	convert	VERB
easat-847	75	10	unstructured	unstructured	ADJ
easat-847	75	11	textual	textual	ADJ
easat-847	75	12	data	datum	NOUN
easat-847	75	13	into	into	ADP
easat-847	75	14	a	a	DET
easat-847	75	15	clean	clean	ADJ
easat-847	75	16	,	,	PUNCT
easat-847	75	17	organized	organized	ADJ
easat-847	75	18	format	format	NOUN
easat-847	75	19	suitable	suitable	ADJ
easat-847	75	20	for	for	ADP
easat-847	75	21	analysis	analysis	NOUN
easat-847	75	22	[	[	X
easat-847	75	23	23	23	NUM
easat-847	75	24	-	-	SYM
easat-847	75	25	25	25	NUM
easat-847	75	26	]	]	PUNCT
easat-847	75	27	.	.	PUNCT
easat-847	76	1	however	however	ADV
easat-847	76	2	,	,	PUNCT
easat-847	76	3	the	the	DET
easat-847	76	4	thai	thai	ADJ
easat-847	76	5	language	language	NOUN
easat-847	76	6	differ	differ	VERB
easat-847	76	7	from	from	ADP
easat-847	76	8	english	english	PROPN
easat-847	76	9	in	in	ADP
easat-847	76	10	that	that	SCONJ
easat-847	76	11	there	there	PRON
easat-847	76	12	are	be	VERB
easat-847	76	13	no	no	DET
easat-847	76	14	markings	marking	NOUN
easat-847	76	15	and	and	CCONJ
easat-847	76	16	symbols	symbol	NOUN
easat-847	76	17	to	to	PART
easat-847	76	18	indicate	indicate	VERB
easat-847	76	19	the	the	DET
easat-847	76	20	scope	scope	NOUN
easat-847	76	21	of	of	ADP
easat-847	76	22	each	each	DET
easat-847	76	23	word	word	NOUN
easat-847	76	24	or	or	CCONJ
easat-847	76	25	sentence	sentence	NOUN
easat-847	76	26	.	.	PUNCT
easat-847	77	1	the	the	DET
easat-847	77	2	following	follow	VERB
easat-847	77	3	are	be	AUX
easat-847	77	4	related	relate	VERB
easat-847	77	5	techniques	technique	NOUN
easat-847	77	6	used	use	VERB
easat-847	77	7	in	in	ADP
easat-847	77	8	data	datum	NOUN
easat-847	77	9	preprocessing	preprocessing	NOUN
easat-847	77	10	for	for	ADP
easat-847	77	11	thai	thai	PROPN
easat-847	77	12	text	text	NOUN
easat-847	77	13	mining	mining	NOUN
easat-847	77	14	:	:	PUNCT
easat-847	77	15	1	1	X
easat-847	77	16	.	.	X
easat-847	77	17	word	word	NOUN
easat-847	77	18	segmentation	segmentation	NOUN
easat-847	77	19	:	:	PUNCT
easat-847	78	1	thai	thai	PROPN
easat-847	78	2	does	do	AUX
easat-847	78	3	not	not	PART
easat-847	78	4	use	use	VERB
easat-847	78	5	spaces	space	NOUN
easat-847	78	6	between	between	ADP
easat-847	78	7	words	word	NOUN
easat-847	78	8	,	,	PUNCT
easat-847	78	9	so	so	CCONJ
easat-847	78	10	the	the	DET
easat-847	78	11	first	first	ADJ
easat-847	78	12	step	step	NOUN
easat-847	78	13	in	in	ADP
easat-847	78	14	preprocessing	preprocesse	VERB
easat-847	78	15	thai	thai	ADJ
easat-847	78	16	text	text	NOUN
easat-847	78	17	data	datum	NOUN
easat-847	78	18	is	be	AUX
easat-847	78	19	to	to	PART
easat-847	78	20	segment	segment	VERB
easat-847	78	21	the	the	DET
easat-847	78	22	text	text	NOUN
easat-847	78	23	into	into	ADP
easat-847	78	24	individual	individual	ADJ
easat-847	78	25	words	word	NOUN
easat-847	78	26	.	.	PUNCT
easat-847	79	1	this	this	PRON
easat-847	79	2	is	be	AUX
easat-847	79	3	typically	typically	ADV
easat-847	79	4	done	do	VERB
easat-847	79	5	using	use	VERB
easat-847	79	6	a	a	DET
easat-847	79	7	word	word	NOUN
easat-847	79	8	segmentation	segmentation	NOUN
easat-847	79	9	tool	tool	NOUN
easat-847	79	10	.	.	PUNCT
easat-847	80	1	2	2	X
easat-847	80	2	.	.	X
easat-847	80	3	symbol	symbol	NOUN
easat-847	80	4	and	and	CCONJ
easat-847	80	5	emoji	emoji	PROPN
easat-847	80	6	removal	removal	NOUN
easat-847	80	7	:	:	PUNCT
easat-847	80	8	symbols	symbol	NOUN
easat-847	80	9	,	,	PUNCT
easat-847	80	10	like	like	ADP
easat-847	80	11	‘	'	PUNCT
easat-847	80	12	@#$	@#$	NUM
easat-847	80	13	&	&	CCONJ
easat-847	80	14	[	[	X
easat-847	80	15	]	]	X
easat-847	80	16	’	'	PUNCT
easat-847	80	17	,	,	PUNCT
easat-847	80	18	are	be	AUX
easat-847	80	19	removed	remove	VERB
easat-847	80	20	from	from	ADP
easat-847	80	21	the	the	DET
easat-847	80	22	reviews	review	NOUN
easat-847	80	23	,	,	PUNCT
easat-847	80	24	and	and	CCONJ
easat-847	80	25	emoji	emoji	PROPN
easat-847	80	26	and	and	CCONJ
easat-847	80	27	emoticons	emoticon	NOUN
easat-847	80	28	,	,	PUNCT
easat-847	80	29	often	often	ADV
easat-847	80	30	expressed	express	VERB
easat-847	80	31	post	post	NOUN
easat-847	80	32	feelings	feeling	NOUN
easat-847	80	33	,	,	PUNCT
easat-847	80	34	are	be	AUX
easat-847	80	35	eliminated	eliminate	VERB
easat-847	80	36	from	from	ADP
easat-847	80	37	the	the	DET
easat-847	80	38	data	datum	NOUN
easat-847	80	39	set	set	VERB
easat-847	80	40	.	.	PUNCT
easat-847	81	1	3	3	X
easat-847	81	2	.	.	X
easat-847	81	3	stop	stop	VERB
easat-847	81	4	word	word	NOUN
easat-847	81	5	removal	removal	NOUN
easat-847	81	6	:	:	PUNCT
easat-847	81	7	similar	similar	ADJ
easat-847	81	8	to	to	ADP
easat-847	81	9	other	other	ADJ
easat-847	81	10	languages	language	NOUN
easat-847	81	11	,	,	PUNCT
easat-847	81	12	there	there	PRON
easat-847	81	13	are	be	VERB
easat-847	81	14	several	several	ADJ
easat-847	81	15	frequent	frequent	ADJ
easat-847	81	16	terms	term	NOUN
easat-847	81	17	in	in	ADP
easat-847	81	18	thai	thai	PROPN
easat-847	81	19	,	,	PUNCT
easat-847	81	20	including	include	VERB
easat-847	81	21	pronouns	pronoun	NOUN
easat-847	81	22	and	and	CCONJ
easat-847	81	23	particles	particle	NOUN
easat-847	81	24	that	that	PRON
easat-847	81	25	have	have	VERB
easat-847	81	26	little	little	ADJ
easat-847	81	27	meaning	meaning	NOUN
easat-847	81	28	.	.	PUNCT
easat-847	82	1	eliminating	eliminate	VERB
easat-847	82	2	these	these	DET
easat-847	82	3	stop	stop	NOUN
easat-847	82	4	words	word	NOUN
easat-847	82	5	can	can	AUX
easat-847	82	6	aid	aid	VERB
easat-847	82	7	in	in	ADP
easat-847	82	8	decreasing	decrease	VERB
easat-847	82	9	the	the	DET
easat-847	82	10	dataset	dataset	NOUN
easat-847	82	11	's	's	PART
easat-847	82	12	size	size	NOUN
easat-847	82	13	and	and	CCONJ
easat-847	82	14	enhancing	enhance	VERB
easat-847	82	15	the	the	DET
easat-847	82	16	analytical	analytical	ADJ
easat-847	82	17	precision	precision	NOUN
easat-847	82	18	[	[	X
easat-847	82	19	26	26	NUM
easat-847	82	20	]	]	PUNCT
easat-847	82	21	.	.	PUNCT
easat-847	83	1	4	4	X
easat-847	83	2	.	.	X
easat-847	83	3	normalization	normalization	NOUN
easat-847	83	4	:	:	PUNCT
easat-847	83	5	there	there	PRON
easat-847	83	6	are	be	VERB
easat-847	83	7	numerous	numerous	ADJ
easat-847	83	8	words	word	NOUN
easat-847	83	9	in	in	ADP
easat-847	83	10	thai	thai	NOUN
easat-847	83	11	with	with	ADP
easat-847	83	12	similar	similar	ADJ
easat-847	83	13	meanings	meaning	NOUN
easat-847	83	14	but	but	CCONJ
easat-847	83	15	different	different	ADJ
easat-847	83	16	spellings	spelling	NOUN
easat-847	83	17	.	.	PUNCT
easat-847	84	1	to	to	PART
easat-847	84	2	convert	convert	VERB
easat-847	84	3	the	the	DET
easat-847	84	4	text	text	NOUN
easat-847	84	5	into	into	ADP
easat-847	84	6	a	a	DET
easat-847	84	7	standard	standard	ADJ
easat-847	84	8	format	format	NOUN
easat-847	84	9	,	,	PUNCT
easat-847	84	10	the	the	DET
easat-847	84	11	pythainlp	pythainlp	ADJ
easat-847	84	12	package	package	NOUN
easat-847	84	13	[	[	X
easat-847	84	14	27	27	NUM
easat-847	84	15	]	]	PUNCT
easat-847	84	16	which	which	PRON
easat-847	84	17	was	be	AUX
easat-847	84	18	created	create	VERB
easat-847	84	19	using	use	VERB
easat-847	84	20	the	the	DET
easat-847	84	21	python	python	NOUN
easat-847	84	22	®	®	NOUN
easat-847	84	23	language	language	NOUN
easat-847	84	24	,	,	PUNCT
easat-847	84	25	was	be	AUX
easat-847	84	26	utilized	utilize	VERB
easat-847	84	27	by	by	ADP
easat-847	84	28	converting	convert	VERB
easat-847	84	29	these	these	DET
easat-847	84	30	terms	term	NOUN
easat-847	84	31	to	to	ADP
easat-847	84	32	their	their	PRON
easat-847	84	33	standard	standard	ADJ
easat-847	84	34	form	form	NOUN
easat-847	84	35	.	.	PUNCT
easat-847	85	1	normalizing	normalize	VERB
easat-847	85	2	approach	approach	NOUN
easat-847	85	3	can	can	AUX
easat-847	85	4	help	help	VERB
easat-847	85	5	decrease	decrease	VERB
easat-847	85	6	the	the	DET
easat-847	85	7	dataset	dataset	NOUN
easat-847	85	8	's	's	PART
easat-847	85	9	size	size	NOUN
easat-847	85	10	and	and	CCONJ
easat-847	85	11	increase	increase	VERB
easat-847	85	12	the	the	DET
easat-847	85	13	analysis	analysis	NOUN
easat-847	85	14	accuracy	accuracy	NOUN
easat-847	85	15	.	.	PUNCT
easat-847	86	1	5	5	X
easat-847	86	2	.	.	X
easat-847	86	3	removing	remove	VERB
easat-847	86	4	html	html	NOUN
easat-847	86	5	(	(	PUNCT
easat-847	86	6	hypertext	hypertext	NOUN
easat-847	86	7	markup	markup	NOUN
easat-847	86	8	language	language	NOUN
easat-847	86	9	)	)	PUNCT
easat-847	86	10	tags	tag	NOUN
easat-847	86	11	and	and	CCONJ
easat-847	86	12	urls(uniform	urls(uniform	ADJ
easat-847	86	13	resource	resource	NOUN
easat-847	86	14	locator	locator	NOUN
easat-847	86	15	):	):	PUNCT
easat-847	86	16	removing	remove	VERB
easat-847	86	17	any	any	DET
easat-847	86	18	html	html	NOUN
easat-847	86	19	tags	tag	NOUN
easat-847	86	20	or	or	CCONJ
easat-847	86	21	urls	url	NOUN
easat-847	86	22	that	that	PRON
easat-847	86	23	may	may	AUX
easat-847	86	24	be	be	AUX
easat-847	86	25	present	present	ADJ
easat-847	86	26	in	in	ADP
easat-847	86	27	the	the	DET
easat-847	86	28	text	text	NOUN
easat-847	86	29	.	.	PUNCT
easat-847	87	1	6	6	X
easat-847	87	2	.	.	X
easat-847	87	3	handling	handle	VERB
easat-847	87	4	misspellings	misspelling	NOUN
easat-847	87	5	and	and	CCONJ
easat-847	87	6	abbreviations	abbreviation	NOUN
easat-847	87	7	:	:	PUNCT
easat-847	87	8	correcting	correct	VERB
easat-847	87	9	common	common	ADJ
easat-847	87	10	misspellings	misspelling	NOUN
easat-847	87	11	and	and	CCONJ
easat-847	87	12	expanding	expand	VERB
easat-847	87	13	abbreviations	abbreviation	NOUN
easat-847	87	14	to	to	ADP
easat-847	87	15	their	their	PRON
easat-847	87	16	full	full	ADJ
easat-847	87	17	form	form	NOUN
easat-847	87	18	.	.	PUNCT
easat-847	88	1	data	datum	NOUN
easat-847	88	2	preprocessing	preprocesse	VERB
easat-847	88	3	in	in	ADP
easat-847	88	4	text	text	NOUN
easat-847	88	5	mining	mining	NOUN
easat-847	88	6	is	be	AUX
easat-847	88	7	an	an	DET
easat-847	88	8	essential	essential	ADJ
easat-847	88	9	step	step	NOUN
easat-847	88	10	that	that	PRON
easat-847	88	11	helps	help	VERB
easat-847	88	12	to	to	PART
easat-847	88	13	ensure	ensure	VERB
easat-847	88	14	accurate	accurate	ADJ
easat-847	88	15	and	and	CCONJ
easat-847	88	16	meaningful	meaningful	ADJ
easat-847	88	17	analysis	analysis	NOUN
easat-847	88	18	of	of	ADP
easat-847	88	19	textual	textual	ADJ
easat-847	88	20	data	datum	NOUN
easat-847	88	21	.	.	PUNCT
easat-847	89	1	3.2	3.2	NUM
easat-847	89	2	.	.	PUNCT
easat-847	90	1	data	datum	NOUN
easat-847	90	2	processing	processing	NOUN
easat-847	90	3	analyzing	analyze	VERB
easat-847	90	4	the	the	DET
easat-847	90	5	awareness	awareness	NOUN
easat-847	90	6	of	of	ADP
easat-847	90	7	environmental	environmental	ADJ
easat-847	90	8	sustainability	sustainability	NOUN
easat-847	90	9	in	in	ADP
easat-847	90	10	sentiment	sentiment	NOUN
easat-847	90	11	can	can	AUX
easat-847	90	12	be	be	AUX
easat-847	90	13	done	do	VERB
easat-847	90	14	by	by	ADP
easat-847	90	15	following	follow	VERB
easat-847	90	16	these	these	DET
easat-847	90	17	general	general	ADJ
easat-847	90	18	steps	step	NOUN
easat-847	90	19	:	:	PUNCT
easat-847	90	20	1	1	X
easat-847	90	21	.	.	X
easat-847	90	22	collect	collect	VERB
easat-847	90	23	data	datum	NOUN
easat-847	90	24	:	:	PUNCT
easat-847	90	25	collect	collect	VERB
easat-847	90	26	data	datum	NOUN
easat-847	90	27	on	on	ADP
easat-847	90	28	public	public	ADJ
easat-847	90	29	awareness	awareness	NOUN
easat-847	90	30	and	and	CCONJ
easat-847	90	31	attitudes	attitude	NOUN
easat-847	90	32	towards	towards	ADP
easat-847	90	33	environmental	environmental	ADJ
easat-847	90	34	sustainability	sustainability	NOUN
easat-847	90	35	using	use	VERB
easat-847	90	36	the	the	DET
easat-847	90	37	methods	method	NOUN
easat-847	90	38	mentioned	mention	VERB
easat-847	90	39	in	in	ADP
easat-847	90	40	the	the	DET
easat-847	90	41	section	section	NOUN
easat-847	90	42	above	above	ADV
easat-847	90	43	.	.	PUNCT
easat-847	91	1	2	2	X
easat-847	91	2	.	.	X
easat-847	91	3	preprocess	preprocess	NOUN
easat-847	91	4	data	data	PROPN
easat-847	91	5	:	:	PUNCT
easat-847	91	6	preprocess	preprocess	VERB
easat-847	91	7	the	the	DET
easat-847	91	8	data	datum	NOUN
easat-847	91	9	by	by	ADP
easat-847	91	10	cleaning	clean	VERB
easat-847	91	11	it	it	PRON
easat-847	91	12	and	and	CCONJ
easat-847	91	13	transforming	transform	VERB
easat-847	91	14	it	it	PRON
easat-847	91	15	into	into	ADP
easat-847	91	16	a	a	DET
easat-847	91	17	format	format	NOUN
easat-847	91	18	that	that	PRON
easat-847	91	19	can	can	AUX
easat-847	91	20	be	be	AUX
easat-847	91	21	analyzed	analyze	VERB
easat-847	91	22	.	.	PUNCT
easat-847	92	1	this	this	PRON
easat-847	92	2	may	may	AUX
easat-847	92	3	include	include	VERB
easat-847	92	4	removing	remove	VERB
easat-847	92	5	irrelevant	irrelevant	ADJ
easat-847	92	6	data	datum	NOUN
easat-847	92	7	,	,	PUNCT
easat-847	92	8	standardizing	standardize	VERB
easat-847	92	9	the	the	DET
easat-847	92	10	format	format	NOUN
easat-847	92	11	of	of	ADP
easat-847	92	12	the	the	DET
easat-847	92	13	data	datum	NOUN
easat-847	92	14	,	,	PUNCT
easat-847	92	15	and	and	CCONJ
easat-847	92	16	converting	convert	VERB
easat-847	92	17	it	it	PRON
easat-847	92	18	to	to	ADP
easat-847	92	19	a	a	DET
easat-847	92	20	format	format	NOUN
easat-847	92	21	that	that	PRON
easat-847	92	22	can	can	AUX
easat-847	92	23	be	be	AUX
easat-847	92	24	analyzed	analyze	VERB
easat-847	92	25	.	.	PUNCT
easat-847	93	1	3	3	X
easat-847	93	2	.	.	X
easat-847	93	3	sentiment	sentiment	NOUN
easat-847	93	4	analysis	analysis	NOUN
easat-847	93	5	:	:	PUNCT
easat-847	93	6	use	use	VERB
easat-847	93	7	a	a	DET
easat-847	93	8	sentiment	sentiment	NOUN
easat-847	93	9	analysis	analysis	NOUN
easat-847	93	10	tool	tool	NOUN
easat-847	93	11	to	to	PART
easat-847	93	12	analyze	analyze	VERB
easat-847	93	13	the	the	DET
easat-847	93	14	sentiment	sentiment	NOUN
easat-847	93	15	of	of	ADP
easat-847	93	16	the	the	DET
easat-847	93	17	data	datum	NOUN
easat-847	93	18	.	.	PUNCT
easat-847	94	1	this	this	PRON
easat-847	94	2	involves	involve	VERB
easat-847	94	3	analyzing	analyze	VERB
easat-847	94	4	the	the	DET
easat-847	94	5	text	text	NOUN
easat-847	94	6	data	datum	NOUN
easat-847	94	7	and	and	CCONJ
easat-847	94	8	categorizing	categorize	VERB
easat-847	94	9	it	it	PRON
easat-847	94	10	as	as	ADP
easat-847	94	11	positive	positive	ADJ
easat-847	94	12	or	or	CCONJ
easat-847	94	13	negative	negative	ADJ
easat-847	94	14	using	use	VERB
easat-847	94	15	machine	machine	NOUN
easat-847	94	16	learning	learning	NOUN
easat-847	94	17	.	.	PUNCT
easat-847	95	1	to	to	PART
easat-847	95	2	determine	determine	VERB
easat-847	95	3	whether	whether	SCONJ
easat-847	95	4	a	a	DET
easat-847	95	5	sentiment	sentiment	NOUN
easat-847	95	6	score	score	NOUN
easat-847	95	7	is	be	AUX
easat-847	95	8	positive	positive	ADJ
easat-847	95	9	or	or	CCONJ
easat-847	95	10	negative	negative	ADJ
easat-847	95	11	,	,	PUNCT
easat-847	95	12	a	a	DET
easat-847	95	13	threshold	threshold	NOUN
easat-847	95	14	value	value	NOUN
easat-847	95	15	is	be	AUX
easat-847	95	16	set	set	VERB
easat-847	95	17	to	to	PART
easat-847	95	18	separate	separate	VERB
easat-847	95	19	positive	positive	ADJ
easat-847	95	20	from	from	ADP
easat-847	95	21	negative	negative	ADJ
easat-847	95	22	sentiment	sentiment	NOUN
easat-847	95	23	.	.	PUNCT
easat-847	96	1	for	for	ADP
easat-847	96	2	example	example	NOUN
easat-847	96	3	,	,	PUNCT
easat-847	96	4	a	a	DET
easat-847	96	5	threshold	threshold	NOUN
easat-847	96	6	of	of	ADP
easat-847	96	7	1	1	NUM
easat-847	96	8	is	be	AUX
easat-847	96	9	considered	consider	VERB
easat-847	96	10	positive	positive	ADJ
easat-847	96	11	,	,	PUNCT
easat-847	96	12	and	and	CCONJ
easat-847	96	13	any	any	DET
easat-847	96	14	score	score	NOUN
easat-847	96	15	below	below	ADV
easat-847	96	16	-1	-1	PUNCT
easat-847	96	17	is	be	AUX
easat-847	96	18	considered	consider	VERB
easat-847	96	19	negative	negative	ADJ
easat-847	96	20	.	.	PUNCT
easat-847	97	1	the	the	DET
easat-847	97	2	proposed	propose	VERB
easat-847	97	3	steps	step	NOUN
easat-847	97	4	of	of	ADP
easat-847	97	5	a	a	DET
easat-847	97	6	sentiment	sentiment	NOUN
easat-847	97	7	analysis	analysis	NOUN
easat-847	97	8	model	model	NOUN
easat-847	97	9	using	use	VERB
easat-847	97	10	machine	machine	NOUN
easat-847	97	11	learning	learning	NOUN
easat-847	97	12	are	be	AUX
easat-847	97	13	as	as	SCONJ
easat-847	97	14	follows	follow	VERB
easat-847	97	15	:	:	PUNCT
easat-847	97	16	1	1	X
easat-847	97	17	.	.	X
easat-847	97	18	split	split	VERB
easat-847	97	19	the	the	DET
easat-847	97	20	data	datum	NOUN
easat-847	97	21	into	into	ADP
easat-847	97	22	training	training	NOUN
easat-847	97	23	and	and	CCONJ
easat-847	97	24	testing	testing	NOUN
easat-847	97	25	sets	set	NOUN
easat-847	97	26	:	:	PUNCT
easat-847	97	27	this	this	PRON
easat-847	97	28	involves	involve	VERB
easat-847	97	29	dividing	divide	VERB
easat-847	97	30	the	the	DET
easat-847	97	31	labeled	label	VERB
easat-847	97	32	dataset	dataset	NOUN
easat-847	97	33	into	into	ADP
easat-847	97	34	two	two	NUM
easat-847	97	35	sets	set	NOUN
easat-847	97	36	:	:	PUNCT
easat-847	97	37	one	one	NUM
easat-847	97	38	for	for	ADP
easat-847	97	39	training	train	VERB
easat-847	97	40	the	the	DET
easat-847	97	41	model	model	NOUN
easat-847	97	42	and	and	CCONJ
easat-847	97	43	one	one	NUM
easat-847	97	44	for	for	ADP
easat-847	97	45	evaluating	evaluate	VERB
easat-847	97	46	the	the	DET
easat-847	97	47	performance	performance	NOUN
easat-847	97	48	of	of	ADP
easat-847	97	49	the	the	DET
easat-847	97	50	model	model	NOUN
easat-847	97	51	.	.	PUNCT
easat-847	98	1	2	2	X
easat-847	98	2	.	.	X
easat-847	98	3	train	train	VERB
easat-847	98	4	a	a	DET
easat-847	98	5	machine	machine	NOUN
easat-847	98	6	learning	learn	VERB
easat-847	98	7	model	model	NOUN
easat-847	98	8	:	:	PUNCT
easat-847	98	9	this	this	PRON
easat-847	98	10	involves	involve	VERB
easat-847	98	11	selecting	select	VERB
easat-847	98	12	an	an	DET
easat-847	98	13	appropriate	appropriate	ADJ
easat-847	98	14	algorithm	algorithm	NOUN
easat-847	98	15	and	and	CCONJ
easat-847	98	16	training	train	VERB
easat-847	98	17	it	it	PRON
easat-847	98	18	on	on	ADP
easat-847	98	19	the	the	DET
easat-847	98	20	training	training	NOUN
easat-847	98	21	data	datum	NOUN
easat-847	98	22	.	.	PUNCT
easat-847	99	1	2.1	2.1	NUM
easat-847	99	2	tf	tf	NUM
easat-847	99	3	/	/	SYM
easat-847	99	4	idf	idf	PROPN
easat-847	99	5	vectorization	vectorization	PROPN
easat-847	99	6	:	:	PUNCT
easat-847	99	7	the	the	DET
easat-847	99	8	next	next	ADJ
easat-847	99	9	step	step	NOUN
easat-847	99	10	is	be	AUX
easat-847	99	11	to	to	PART
easat-847	99	12	convert	convert	VERB
easat-847	99	13	data	datum	NOUN
easat-847	99	14	into	into	ADP
easat-847	99	15	a	a	DET
easat-847	99	16	numerical	numerical	ADJ
easat-847	99	17	vector	vector	NOUN
easat-847	99	18	format	format	NOUN
easat-847	99	19	using	use	VERB
easat-847	99	20	the	the	DET
easat-847	99	21	tf	tf	PROPN
easat-847	99	22	/	/	SYM
easat-847	99	23	idf	idf	PROPN
easat-847	99	24	(	(	PUNCT
easat-847	99	25	term	term	NOUN
easat-847	99	26	frequency	frequency	NOUN
easat-847	99	27	-	-	PUNCT
easat-847	99	28	inverse	inverse	NOUN
easat-847	99	29	document	document	NOUN
easat-847	99	30	frequency	frequency	NOUN
easat-847	99	31	)	)	PUNCT
easat-847	99	32	vectorization	vectorization	NOUN
easat-847	99	33	technique	technique	NOUN
easat-847	99	34	.	.	PUNCT
easat-847	100	1	the	the	DET
easat-847	100	2	approach	approach	NOUN
easat-847	100	3	assigns	assign	VERB
easat-847	100	4	a	a	DET
easat-847	100	5	weight	weight	NOUN
easat-847	100	6	to	to	ADP
easat-847	100	7	each	each	DET
easat-847	100	8	term	term	NOUN
easat-847	100	9	in	in	ADP
easat-847	100	10	the	the	DET
easat-847	100	11	document	document	NOUN
easat-847	100	12	based	base	VERB
easat-847	100	13	on	on	ADP
easat-847	100	14	its	its	PRON
easat-847	100	15	frequency	frequency	NOUN
easat-847	100	16	and	and	CCONJ
easat-847	100	17	how	how	SCONJ
easat-847	100	18	often	often	ADV
easat-847	100	19	it	it	PRON
easat-847	100	20	appears	appear	VERB
easat-847	100	21	in	in	ADP
easat-847	100	22	other	other	ADJ
easat-847	100	23	documents	document	NOUN
easat-847	100	24	.	.	PUNCT
easat-847	101	1	149	149	NUM
easat-847	101	2	edelweiss	edelweiss	PROPN
easat-847	101	3	applied	apply	VERB
easat-847	101	4	science	science	NOUN
easat-847	101	5	and	and	CCONJ
easat-847	101	6	technology	technology	NOUN
easat-847	101	7	issn	issn	PROPN
easat-847	101	8	:	:	PUNCT
easat-847	101	9	2576	2576	NUM
easat-847	101	10	-	-	SYM
easat-847	101	11	8484	8484	NUM
easat-847	101	12	vol	vol	NOUN
easat-847	101	13	.	.	PROPN
easat-847	102	1	8	8	NUM
easat-847	102	2	,	,	PUNCT
easat-847	102	3	no	no	INTJ
easat-847	102	4	.	.	NOUN
easat-847	103	1	3	3	NUM
easat-847	103	2	:	:	SYM
easat-847	103	3	145	145	NUM
easat-847	103	4	-	-	SYM
easat-847	103	5	155	155	NUM
easat-847	103	6	,	,	PUNCT
easat-847	103	7	2024	2024	NUM
easat-847	103	8	doi	doi	NOUN
easat-847	103	9	:	:	PUNCT
easat-847	103	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	103	11	©	©	PROPN
easat-847	103	12	2024	2024	NUM
easat-847	103	13	by	by	ADP
easat-847	103	14	the	the	DET
easat-847	103	15	authors	author	NOUN
easat-847	103	16	;	;	PUNCT
easat-847	103	17	licensee	licensee	PROPN
easat-847	103	18	learning	learn	VERB
easat-847	103	19	gate	gate	NOUN
easat-847	103	20	figure	figure	NOUN
easat-847	103	21	2	2	NUM
easat-847	103	22	.	.	PUNCT
easat-847	104	1	the	the	DET
easat-847	104	2	system	system	NOUN
easat-847	104	3	architecture	architecture	NOUN
easat-847	104	4	of	of	ADP
easat-847	104	5	proposed	propose	VERB
easat-847	104	6	approach	approach	NOUN
easat-847	104	7	.	.	PUNCT
easat-847	105	1	2.2	2.2	NUM
easat-847	105	2	cosine	cosine	NOUN
easat-847	105	3	similarity	similarity	NOUN
easat-847	105	4	:	:	PUNCT
easat-847	105	5	after	after	ADP
easat-847	105	6	vectorizing	vectorize	VERB
easat-847	105	7	the	the	DET
easat-847	105	8	text	text	NOUN
easat-847	105	9	data	datum	NOUN
easat-847	105	10	,	,	PUNCT
easat-847	105	11	cosine	cosine	NOUN
easat-847	105	12	similarity	similarity	NOUN
easat-847	105	13	was	be	AUX
easat-847	105	14	used	use	VERB
easat-847	105	15	to	to	PART
easat-847	105	16	measure	measure	VERB
easat-847	105	17	the	the	DET
easat-847	105	18	similarity	similarity	NOUN
easat-847	105	19	between	between	ADP
easat-847	105	20	the	the	DET
easat-847	105	21	documents	document	NOUN
easat-847	105	22	.	.	PUNCT
easat-847	106	1	cosine	cosine	NOUN
easat-847	106	2	similarity	similarity	NOUN
easat-847	106	3	calculates	calculate	VERB
easat-847	106	4	the	the	DET
easat-847	106	5	cosine	cosine	NOUN
easat-847	106	6	of	of	ADP
easat-847	106	7	the	the	DET
easat-847	106	8	angle	angle	NOUN
easat-847	106	9	between	between	ADP
easat-847	106	10	two	two	NUM
easat-847	106	11	vectors	vector	NOUN
easat-847	106	12	.	.	PUNCT
easat-847	107	1	2.3	2.3	NUM
easat-847	107	2	evaluate	evaluate	VERB
easat-847	107	3	the	the	DET
easat-847	107	4	performance	performance	NOUN
easat-847	107	5	of	of	ADP
easat-847	107	6	the	the	DET
easat-847	107	7	model	model	NOUN
easat-847	107	8	:	:	PUNCT
easat-847	107	9	this	this	PRON
easat-847	107	10	involves	involve	VERB
easat-847	107	11	testing	test	VERB
easat-847	107	12	the	the	DET
easat-847	107	13	trained	train	VERB
easat-847	107	14	model	model	NOUN
easat-847	107	15	on	on	ADP
easat-847	107	16	the	the	DET
easat-847	107	17	testing	testing	NOUN
easat-847	107	18	data	datum	NOUN
easat-847	107	19	and	and	CCONJ
easat-847	107	20	evaluating	evaluate	VERB
easat-847	107	21	its	its	PRON
easat-847	107	22	performance	performance	NOUN
easat-847	107	23	using	use	VERB
easat-847	107	24	metrics	metric	NOUN
easat-847	107	25	such	such	ADJ
easat-847	107	26	as	as	ADP
easat-847	107	27	accuracy	accuracy	NOUN
easat-847	107	28	,	,	PUNCT
easat-847	107	29	precision	precision	NOUN
easat-847	107	30	,	,	PUNCT
easat-847	107	31	recall	recall	NOUN
easat-847	107	32	,	,	PUNCT
easat-847	107	33	and	and	CCONJ
easat-847	107	34	f1	f1	PROPN
easat-847	107	35	score	score	NOUN
easat-847	107	36	.	.	PUNCT
easat-847	108	1	figure	figure	NOUN
easat-847	108	2	2	2	NUM
easat-847	108	3	shows	show	VERB
easat-847	108	4	the	the	DET
easat-847	108	5	system	system	NOUN
easat-847	108	6	architecture	architecture	NOUN
easat-847	108	7	representing	represent	VERB
easat-847	108	8	the	the	DET
easat-847	108	9	steps	step	NOUN
easat-847	108	10	used	use	VERB
easat-847	108	11	in	in	ADP
easat-847	108	12	our	our	PRON
easat-847	108	13	approach	approach	NOUN
easat-847	108	14	.	.	PUNCT
easat-847	109	1	3.3	3.3	NUM
easat-847	109	2	.	.	PUNCT
easat-847	109	3	methodologies	methodology	NOUN
easat-847	109	4	sentiment	sentiment	NOUN
easat-847	109	5	analysis	analysis	NOUN
easat-847	109	6	can	can	AUX
easat-847	109	7	be	be	AUX
easat-847	109	8	used	use	VERB
easat-847	109	9	to	to	PART
easat-847	109	10	analyze	analyze	VERB
easat-847	109	11	attitudes	attitude	NOUN
easat-847	109	12	towards	towards	ADP
easat-847	109	13	environmental	environmental	ADJ
easat-847	109	14	sustainability	sustainability	NOUN
easat-847	109	15	,	,	PUNCT
easat-847	109	16	including	include	VERB
easat-847	109	17	both	both	CCONJ
easat-847	109	18	positive	positive	ADJ
easat-847	109	19	and	and	CCONJ
easat-847	109	20	negative	negative	ADJ
easat-847	109	21	sentiment	sentiment	NOUN
easat-847	109	22	,	,	PUNCT
easat-847	109	23	and	and	CCONJ
easat-847	109	24	this	this	DET
easat-847	109	25	section	section	NOUN
easat-847	109	26	explains	explain	VERB
easat-847	109	27	the	the	DET
easat-847	109	28	methodologies	methodology	NOUN
easat-847	109	29	used	use	VERB
easat-847	109	30	in	in	ADP
easat-847	109	31	this	this	DET
easat-847	109	32	research	research	NOUN
easat-847	109	33	.	.	PUNCT
easat-847	110	1	svm	svm	ADJ
easat-847	110	2	,	,	PUNCT
easat-847	110	3	random	random	ADJ
easat-847	110	4	forest	forest	NOUN
easat-847	110	5	,	,	PUNCT
easat-847	110	6	and	and	CCONJ
easat-847	110	7	logistic	logistic	ADJ
easat-847	110	8	regression	regression	NOUN
easat-847	110	9	are	be	AUX
easat-847	110	10	all	all	ADV
easat-847	110	11	popular	popular	ADJ
easat-847	110	12	machine	machine	NOUN
easat-847	110	13	learning	learn	VERB
easat-847	110	14	algorithms	algorithm	NOUN
easat-847	110	15	used	use	VERB
easat-847	110	16	for	for	ADP
easat-847	110	17	classification	classification	NOUN
easat-847	110	18	tasks	task	NOUN
easat-847	110	19	.	.	PUNCT
easat-847	111	1	3.3.1	3.3.1	X
easat-847	111	2	.	.	X
easat-847	111	3	tf	tf	PROPN
easat-847	111	4	-	-	PUNCT
easat-847	111	5	idf	idf	VERB
easat-847	111	6	the	the	DET
easat-847	111	7	concept	concept	NOUN
easat-847	111	8	of	of	ADP
easat-847	111	9	tf	tf	PROPN
easat-847	111	10	-	-	PUNCT
easat-847	111	11	idf	idf	PROPN
easat-847	111	12	(	(	PUNCT
easat-847	111	13	term	term	NOUN
easat-847	111	14	frequency	frequency	NOUN
easat-847	111	15	-	-	PUNCT
easat-847	111	16	inverse	inverse	NOUN
easat-847	111	17	document	document	NOUN
easat-847	111	18	frequency	frequency	NOUN
easat-847	111	19	)	)	PUNCT
easat-847	111	20	entails	entail	VERB
easat-847	111	21	the	the	DET
easat-847	111	22	utilization	utilization	NOUN
easat-847	111	23	of	of	ADP
easat-847	111	24	a	a	DET
easat-847	111	25	numerical	numerical	ADJ
easat-847	111	26	metric	metric	NOUN
easat-847	111	27	to	to	PART
easat-847	111	28	assess	assess	VERB
easat-847	111	29	the	the	DET
easat-847	111	30	significance	significance	NOUN
easat-847	111	31	of	of	ADP
easat-847	111	32	a	a	DET
easat-847	111	33	word	word	NOUN
easat-847	111	34	in	in	ADP
easat-847	111	35	a	a	DET
easat-847	111	36	document	document	NOUN
easat-847	111	37	or	or	CCONJ
easat-847	111	38	a	a	DET
easat-847	111	39	collection	collection	NOUN
easat-847	111	40	of	of	ADP
easat-847	111	41	documents	document	NOUN
easat-847	111	42	.	.	PUNCT
easat-847	112	1	the	the	DET
easat-847	112	2	term	term	NOUN
easat-847	112	3	frequency	frequency	NOUN
easat-847	112	4	(	(	PUNCT
easat-847	112	5	tf	tf	NOUN
easat-847	112	6	)	)	PUNCT
easat-847	112	7	gauges	gauge	VERB
easat-847	112	8	the	the	DET
easat-847	112	9	frequency	frequency	NOUN
easat-847	112	10	at	at	ADP
easat-847	112	11	which	which	PRON
easat-847	112	12	a	a	DET
easat-847	112	13	word	word	NOUN
easat-847	112	14	appears	appear	VERB
easat-847	112	15	in	in	ADP
easat-847	112	16	a	a	DET
easat-847	112	17	specific	specific	ADJ
easat-847	112	18	document	document	NOUN
easat-847	112	19	,	,	PUNCT
easat-847	112	20	while	while	SCONJ
easat-847	112	21	the	the	DET
easat-847	112	22	inverse	inverse	NOUN
easat-847	112	23	document	document	NOUN
easat-847	112	24	frequency	frequency	NOUN
easat-847	112	25	(	(	PUNCT
easat-847	112	26	idf	idf	PROPN
easat-847	112	27	)	)	PUNCT
easat-847	112	28	gauges	gauge	VERB
easat-847	112	29	the	the	DET
easat-847	112	30	rarity	rarity	NOUN
easat-847	112	31	of	of	ADP
easat-847	112	32	a	a	DET
easat-847	112	33	word	word	NOUN
easat-847	112	34	across	across	ADP
easat-847	112	35	all	all	DET
easat-847	112	36	documents	document	NOUN
easat-847	112	37	in	in	ADP
easat-847	112	38	the	the	DET
easat-847	112	39	corpus	corpus	NOUN
easat-847	112	40	.	.	PUNCT
easat-847	113	1	the	the	DET
easat-847	113	2	underlying	underlying	ADJ
easat-847	113	3	notion	notion	NOUN
easat-847	113	4	behind	behind	ADP
easat-847	113	5	idf	idf	PROPN
easat-847	113	6	is	be	AUX
easat-847	113	7	that	that	SCONJ
easat-847	113	8	words	word	NOUN
easat-847	113	9	that	that	PRON
easat-847	113	10	are	be	AUX
easat-847	113	11	frequently	frequently	ADV
easat-847	113	12	employed	employ	VERB
easat-847	113	13	in	in	ADP
easat-847	113	14	numerous	numerous	ADJ
easat-847	113	15	documents	document	NOUN
easat-847	113	16	possess	possess	VERB
easat-847	113	17	less	less	ADJ
easat-847	113	18	significance	significance	NOUN
easat-847	113	19	in	in	ADP
easat-847	113	20	comparison	comparison	NOUN
easat-847	113	21	to	to	ADP
easat-847	113	22	words	word	NOUN
easat-847	113	23	that	that	PRON
easat-847	113	24	are	be	AUX
easat-847	113	25	rarely	rarely	ADV
easat-847	113	26	used	use	VERB
easat-847	113	27	and	and	CCONJ
easat-847	113	28	only	only	ADV
easat-847	113	29	found	find	VERB
easat-847	113	30	in	in	ADP
easat-847	113	31	a	a	DET
easat-847	113	32	select	select	ADJ
easat-847	113	33	few	few	ADJ
easat-847	113	34	documents	document	NOUN
easat-847	113	35	.	.	PUNCT
easat-847	114	1	the	the	DET
easat-847	114	2	formula	formula	NOUN
easat-847	114	3	utilized	utilize	VERB
easat-847	114	4	for	for	ADP
easat-847	114	5	computing	compute	VERB
easat-847	114	6	the	the	DET
easat-847	114	7	tf	tf	PROPN
easat-847	114	8	-	-	PUNCT
easat-847	114	9	idf	idf	PROPN
easat-847	114	10	of	of	ADP
easat-847	114	11	a	a	DET
easat-847	114	12	term	term	NOUN
easat-847	114	13	in	in	ADP
easat-847	114	14	a	a	DET
easat-847	114	15	document	document	NOUN
easat-847	114	16	is	be	AUX
easat-847	114	17	:	:	PUNCT
easat-847	114	18	150	150	NUM
easat-847	114	19	edelweiss	edelweiss	PROPN
easat-847	114	20	applied	apply	VERB
easat-847	114	21	science	science	NOUN
easat-847	114	22	and	and	CCONJ
easat-847	114	23	technology	technology	NOUN
easat-847	114	24	issn	issn	PROPN
easat-847	114	25	:	:	PUNCT
easat-847	114	26	2576	2576	NUM
easat-847	114	27	-	-	SYM
easat-847	114	28	8484	8484	NUM
easat-847	114	29	vol	vol	NOUN
easat-847	114	30	.	.	PROPN
easat-847	114	31	8	8	NUM
easat-847	114	32	,	,	PUNCT
easat-847	114	33	no	no	INTJ
easat-847	114	34	.	.	NOUN
easat-847	115	1	3	3	NUM
easat-847	115	2	:	:	SYM
easat-847	115	3	145	145	NUM
easat-847	115	4	-	-	SYM
easat-847	115	5	155	155	NUM
easat-847	115	6	,	,	PUNCT
easat-847	115	7	2024	2024	NUM
easat-847	115	8	doi	doi	NOUN
easat-847	115	9	:	:	PUNCT
easat-847	115	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	115	11	©	©	PROPN
easat-847	115	12	2024	2024	NUM
easat-847	115	13	by	by	ADP
easat-847	115	14	the	the	DET
easat-847	115	15	authors	author	NOUN
easat-847	115	16	;	;	PUNCT
easat-847	115	17	licensee	licensee	PROPN
easat-847	115	18	learning	learning	NOUN
easat-847	115	19	gate	gate	NOUN
easat-847	115	20	𝑇𝐹	𝑇𝐹	PROPN
easat-847	115	21	−	−	PROPN
easat-847	115	22	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-847	115	23	=	=	SYM
easat-847	115	24	𝑇𝐹	𝑇𝐹	PROPN
easat-847	115	25	∗	∗	NOUN
easat-847	115	26	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-847	115	27	,	,	PUNCT
easat-847	115	28	(	(	PUNCT
easat-847	115	29	1	1	X
easat-847	115	30	)	)	PUNCT
easat-847	115	31	where	where	SCONJ
easat-847	115	32	tf	tf	PROPN
easat-847	115	33	is	be	AUX
easat-847	115	34	the	the	DET
easat-847	115	35	number	number	NOUN
easat-847	115	36	of	of	ADP
easat-847	115	37	times	time	NOUN
easat-847	115	38	the	the	DET
easat-847	115	39	term	term	NOUN
easat-847	115	40	appears	appear	VERB
easat-847	115	41	in	in	ADP
easat-847	115	42	the	the	DET
easat-847	115	43	document	document	NOUN
easat-847	115	44	and	and	CCONJ
easat-847	115	45	idf	idf	PROPN
easat-847	115	46	is	be	AUX
easat-847	115	47	calculated	calculate	VERB
easat-847	115	48	as	as	SCONJ
easat-847	115	49	follows	follow	VERB
easat-847	115	50	:	:	PUNCT
easat-847	115	51	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-847	115	52	=	=	SYM
easat-847	115	53	𝑙𝑜𝑔	𝑙𝑜𝑔	NOUN
easat-847	115	54	(	(	PUNCT
easat-847	115	55	𝑁	𝑁	PROPN
easat-847	115	56	𝑛	𝑛	PROPN
easat-847	115	57	)	)	PUNCT
easat-847	115	58	,	,	PUNCT
easat-847	115	59	(	(	PUNCT
easat-847	115	60	2	2	X
easat-847	115	61	)	)	PUNCT
easat-847	115	62	where	where	SCONJ
easat-847	115	63	n	n	PRON
easat-847	115	64	is	be	AUX
easat-847	115	65	the	the	DET
easat-847	115	66	total	total	ADJ
easat-847	115	67	number	number	NOUN
easat-847	115	68	of	of	ADP
easat-847	115	69	documents	document	NOUN
easat-847	115	70	in	in	ADP
easat-847	115	71	the	the	DET
easat-847	115	72	corpus	corpus	NOUN
easat-847	115	73	,	,	PUNCT
easat-847	115	74	and	and	CCONJ
easat-847	115	75	n	n	PRON
easat-847	115	76	is	be	AUX
easat-847	115	77	the	the	DET
easat-847	115	78	number	number	NOUN
easat-847	115	79	of	of	ADP
easat-847	115	80	documents	document	NOUN
easat-847	115	81	in	in	ADP
easat-847	115	82	which	which	PRON
easat-847	115	83	the	the	DET
easat-847	115	84	term	term	NOUN
easat-847	115	85	appears	appear	VERB
easat-847	115	86	.	.	PUNCT
easat-847	116	1	tf	tf	X
easat-847	116	2	-	-	PUNCT
easat-847	116	3	idf	idf	PROPN
easat-847	116	4	is	be	AUX
easat-847	116	5	commonly	commonly	ADV
easat-847	116	6	used	use	VERB
easat-847	116	7	in	in	ADP
easat-847	116	8	information	information	NOUN
easat-847	116	9	retrieval	retrieval	NOUN
easat-847	116	10	and	and	CCONJ
easat-847	116	11	text	text	NOUN
easat-847	116	12	mining	mining	NOUN
easat-847	116	13	applications	application	NOUN
easat-847	116	14	to	to	PART
easat-847	116	15	find	find	VERB
easat-847	116	16	relevant	relevant	ADJ
easat-847	116	17	documents	document	NOUN
easat-847	116	18	based	base	VERB
easat-847	116	19	on	on	ADP
easat-847	116	20	a	a	DET
easat-847	116	21	user	user	NOUN
easat-847	116	22	's	's	PART
easat-847	116	23	search	search	NOUN
easat-847	116	24	query	query	NOUN
easat-847	117	1	[	[	X
easat-847	117	2	28	28	NUM
easat-847	117	3	]	]	PUNCT
easat-847	117	4	.	.	PUNCT
easat-847	118	1	the	the	PRON
easat-847	118	2	higher	high	ADJ
easat-847	118	3	the	the	DET
easat-847	118	4	tf	tf	PROPN
easat-847	118	5	-	-	PUNCT
easat-847	118	6	idf	idf	PROPN
easat-847	118	7	score	score	NOUN
easat-847	118	8	of	of	ADP
easat-847	118	9	a	a	DET
easat-847	118	10	term	term	NOUN
easat-847	118	11	in	in	ADP
easat-847	118	12	a	a	DET
easat-847	118	13	document	document	NOUN
easat-847	118	14	,	,	PUNCT
easat-847	118	15	the	the	PRON
easat-847	118	16	more	more	ADV
easat-847	118	17	relevant	relevant	ADJ
easat-847	118	18	that	that	DET
easat-847	118	19	document	document	NOUN
easat-847	118	20	is	be	AUX
easat-847	118	21	likely	likely	ADJ
easat-847	118	22	to	to	PART
easat-847	118	23	be	be	AUX
easat-847	118	24	to	to	ADP
easat-847	118	25	the	the	DET
easat-847	118	26	search	search	NOUN
easat-847	118	27	query	query	NOUN
easat-847	118	28	.	.	PUNCT
easat-847	119	1	3.3.2	3.3.2	X
easat-847	119	2	.	.	PUNCT
easat-847	119	3	cosine	cosine	NOUN
easat-847	119	4	similarity	similarity	PROPN
easat-847	119	5	cosine	cosine	NOUN
easat-847	119	6	similarity	similarity	NOUN
easat-847	119	7	serves	serve	VERB
easat-847	119	8	as	as	ADP
easat-847	119	9	an	an	DET
easat-847	119	10	indicator	indicator	NOUN
easat-847	119	11	of	of	ADP
easat-847	119	12	likeness	likeness	NOUN
easat-847	119	13	between	between	ADP
easat-847	119	14	two	two	NUM
easat-847	119	15	non	non	ADJ
easat-847	119	16	-	-	ADJ
easat-847	119	17	zero	zero	NUM
easat-847	119	18	vectors	vector	NOUN
easat-847	119	19	within	within	ADP
easat-847	119	20	a	a	DET
easat-847	119	21	multidimensional	multidimensional	ADJ
easat-847	119	22	space	space	NOUN
easat-847	119	23	.	.	PUNCT
easat-847	120	1	it	it	PRON
easat-847	120	2	gauges	gauge	VERB
easat-847	120	3	the	the	DET
easat-847	120	4	cosine	cosine	NOUN
easat-847	120	5	of	of	ADP
easat-847	120	6	the	the	DET
easat-847	120	7	angle	angle	NOUN
easat-847	120	8	formed	form	VERB
easat-847	120	9	between	between	ADP
easat-847	120	10	the	the	DET
easat-847	120	11	two	two	NUM
easat-847	120	12	vectors	vector	NOUN
easat-847	120	13	,	,	PUNCT
easat-847	120	14	thereby	thereby	ADV
easat-847	120	15	providing	provide	VERB
easat-847	120	16	insight	insight	NOUN
easat-847	120	17	into	into	ADP
easat-847	120	18	the	the	DET
easat-847	120	19	extent	extent	NOUN
easat-847	120	20	to	to	PART
easat-847	120	21	which	which	PRON
easat-847	120	22	their	their	PRON
easat-847	120	23	orientations	orientation	NOUN
easat-847	120	24	align	align	VERB
easat-847	120	25	.	.	PUNCT
easat-847	121	1	in	in	ADP
easat-847	121	2	the	the	DET
easat-847	121	3	realm	realm	NOUN
easat-847	121	4	of	of	ADP
easat-847	121	5	natural	natural	ADJ
easat-847	121	6	language	language	NOUN
easat-847	121	7	processing	processing	NOUN
easat-847	121	8	,	,	PUNCT
easat-847	121	9	cosine	cosine	NOUN
easat-847	121	10	similarity	similarity	NOUN
easat-847	121	11	frequently	frequently	ADV
easat-847	121	12	serves	serve	VERB
easat-847	121	13	as	as	ADP
easat-847	121	14	a	a	DET
easat-847	121	15	means	means	NOUN
easat-847	121	16	to	to	PART
easat-847	121	17	measure	measure	VERB
easat-847	121	18	similarity	similarity	NOUN
easat-847	121	19	between	between	ADP
easat-847	121	20	two	two	NUM
easat-847	121	21	documents	document	NOUN
easat-847	121	22	or	or	CCONJ
easat-847	121	23	texts	text	NOUN
easat-847	121	24	.	.	PUNCT
easat-847	122	1	the	the	DET
easat-847	122	2	text	text	NOUN
easat-847	122	3	is	be	AUX
easat-847	122	4	represented	represent	VERB
easat-847	122	5	as	as	ADP
easat-847	122	6	a	a	DET
easat-847	122	7	vector	vector	NOUN
easat-847	122	8	of	of	ADP
easat-847	122	9	word	word	NOUN
easat-847	122	10	frequencies	frequency	NOUN
easat-847	122	11	,	,	PUNCT
easat-847	122	12	and	and	CCONJ
easat-847	122	13	subsequently	subsequently	ADV
easat-847	122	14	,	,	PUNCT
easat-847	122	15	the	the	DET
easat-847	122	16	cosine	cosine	NOUN
easat-847	122	17	similarity	similarity	NOUN
easat-847	122	18	between	between	ADP
easat-847	122	19	two	two	NUM
easat-847	122	20	text	text	NOUN
easat-847	122	21	vectors	vector	NOUN
easat-847	122	22	is	be	AUX
easat-847	122	23	calculated	calculate	VERB
easat-847	122	24	to	to	PART
easat-847	122	25	ascertain	ascertain	VERB
easat-847	122	26	the	the	DET
easat-847	122	27	level	level	NOUN
easat-847	122	28	of	of	ADP
easat-847	122	29	similarity	similarity	NOUN
easat-847	122	30	between	between	ADP
easat-847	122	31	the	the	DET
easat-847	122	32	two	two	NUM
easat-847	122	33	texts	text	NOUN
easat-847	122	34	.	.	PUNCT
easat-847	123	1	the	the	DET
easat-847	123	2	formula	formula	NOUN
easat-847	123	3	employed	employ	VERB
easat-847	123	4	for	for	ADP
easat-847	123	5	cosine	cosine	NOUN
easat-847	123	6	similarity	similarity	NOUN
easat-847	123	7	is	be	AUX
easat-847	123	8	as	as	SCONJ
easat-847	123	9	follows	follow	VERB
easat-847	123	10	:	:	PUNCT
easat-847	123	11	𝑐𝑜𝑠𝑖𝑛𝑒	𝑐𝑜𝑠𝑖𝑛𝑒	VERB
easat-847	123	12	𝑠𝑖𝑚𝑖𝑙𝑎𝑟𝑖𝑡𝑦	𝑠𝑖𝑚𝑖𝑙𝑎𝑟𝑖𝑡𝑦	NOUN
easat-847	123	13	=	=	SYM
easat-847	123	14	𝐴.𝐵	𝐴.𝐵	PROPN
easat-847	123	15	‖𝐴‖‖𝐵‖	‖𝐴‖‖𝐵‖	X
easat-847	123	16	,	,	PUNCT
easat-847	123	17	(	(	PUNCT
easat-847	123	18	3	3	X
easat-847	123	19	)	)	PUNCT
easat-847	123	20	where	where	SCONJ
easat-847	123	21	a	a	PRON
easat-847	123	22	and	and	CCONJ
easat-847	123	23	b	b	NOUN
easat-847	123	24	are	be	AUX
easat-847	123	25	the	the	DET
easat-847	123	26	two	two	NUM
easat-847	123	27	vectors	vector	NOUN
easat-847	123	28	being	be	AUX
easat-847	123	29	compared	compare	VERB
easat-847	123	30	,	,	PUNCT
easat-847	123	31	"	"	PUNCT
easat-847	123	32	.	.	PUNCT
easat-847	123	33	"	"	PUNCT
easat-847	123	34	denotes	denote	VERB
easat-847	123	35	the	the	DET
easat-847	123	36	dot	dot	NOUN
easat-847	123	37	product	product	NOUN
easat-847	123	38	of	of	ADP
easat-847	123	39	the	the	DET
easat-847	123	40	two	two	NUM
easat-847	123	41	vectors	vector	NOUN
easat-847	123	42	,	,	PUNCT
easat-847	123	43	and	and	CCONJ
easat-847	123	44	||a||	||a||	NOUN
easat-847	123	45	and	and	CCONJ
easat-847	123	46	||b||	||b||	ADJ
easat-847	123	47	denote	denote	VERB
easat-847	123	48	the	the	DET
easat-847	123	49	euclidean	euclidean	ADJ
easat-847	123	50	norms	norm	NOUN
easat-847	123	51	of	of	ADP
easat-847	123	52	the	the	DET
easat-847	123	53	two	two	NUM
easat-847	123	54	vectors	vector	NOUN
easat-847	123	55	.	.	PUNCT
easat-847	124	1	the	the	DET
easat-847	124	2	resulting	result	VERB
easat-847	124	3	similarity	similarity	NOUN
easat-847	124	4	score	score	NOUN
easat-847	124	5	ranges	range	VERB
easat-847	124	6	from	from	ADP
easat-847	124	7	-1	-1	INTJ
easat-847	124	8	to	to	ADP
easat-847	124	9	1	1	NUM
easat-847	124	10	,	,	PUNCT
easat-847	124	11	where	where	SCONJ
easat-847	124	12	-1	-1	PUNCT
easat-847	124	13	indicates	indicate	VERB
easat-847	124	14	perfect	perfect	ADJ
easat-847	124	15	dissimilarity	dissimilarity	NOUN
easat-847	124	16	and	and	CCONJ
easat-847	124	17	1	1	NUM
easat-847	124	18	indicates	indicate	VERB
easat-847	124	19	the	the	DET
easat-847	124	20	perfect	perfect	ADJ
easat-847	124	21	similarity	similarity	NOUN
easat-847	124	22	of	of	ADP
easat-847	124	23	two	two	NUM
easat-847	124	24	documents	document	NOUN
easat-847	124	25	.	.	PUNCT
easat-847	125	1	3.3.3	3.3.3	X
easat-847	125	2	.	.	PUNCT
easat-847	125	3	random	random	ADJ
easat-847	125	4	forests	forest	NOUN
easat-847	125	5	random	random	ADJ
easat-847	125	6	forests	forest	NOUN
easat-847	125	7	are	be	AUX
easat-847	125	8	a	a	DET
easat-847	125	9	widely	widely	ADV
easat-847	125	10	employed	employ	VERB
easat-847	125	11	machine	machine	NOUN
easat-847	125	12	learning	learning	NOUN
easat-847	125	13	algorithm	algorithm	NOUN
easat-847	125	14	,	,	PUNCT
easat-847	125	15	commonly	commonly	ADV
easat-847	125	16	applied	apply	VERB
easat-847	125	17	in	in	ADP
easat-847	125	18	the	the	DET
easat-847	125	19	realm	realm	NOUN
easat-847	125	20	of	of	ADP
easat-847	125	21	text	text	NOUN
easat-847	125	22	mining	mining	NOUN
easat-847	125	23	tasks	task	NOUN
easat-847	125	24	.	.	PUNCT
easat-847	126	1	the	the	DET
easat-847	126	2	fundamental	fundamental	ADJ
easat-847	126	3	concept	concept	NOUN
easat-847	126	4	underlying	underlie	VERB
easat-847	126	5	a	a	DET
easat-847	126	6	random	random	ADJ
easat-847	126	7	forest	forest	NOUN
easat-847	126	8	is	be	AUX
easat-847	126	9	the	the	DET
easat-847	126	10	construction	construction	NOUN
easat-847	126	11	of	of	ADP
easat-847	126	12	a	a	DET
easat-847	126	13	group	group	NOUN
easat-847	126	14	of	of	ADP
easat-847	126	15	decision	decision	NOUN
easat-847	126	16	trees	tree	NOUN
easat-847	126	17	that	that	PRON
easat-847	126	18	possess	possess	VERB
easat-847	126	19	the	the	DET
easat-847	126	20	capability	capability	NOUN
easat-847	126	21	to	to	PART
easat-847	126	22	generate	generate	VERB
easat-847	126	23	predictions	prediction	NOUN
easat-847	126	24	concerning	concern	VERB
easat-847	126	25	novel	novel	ADJ
easat-847	126	26	data	datum	NOUN
easat-847	126	27	instances	instance	NOUN
easat-847	126	28	.	.	PUNCT
easat-847	127	1	random	random	ADJ
easat-847	127	2	forest	forest	NOUN
easat-847	127	3	,	,	PUNCT
easat-847	127	4	as	as	ADP
easat-847	127	5	a	a	DET
easat-847	127	6	methodology	methodology	NOUN
easat-847	127	7	,	,	PUNCT
easat-847	127	8	can	can	AUX
easat-847	127	9	be	be	AUX
easat-847	127	10	leveraged	leverage	VERB
easat-847	127	11	to	to	PART
easat-847	127	12	effectively	effectively	ADV
easat-847	127	13	categorize	categorize	VERB
easat-847	127	14	text	text	NOUN
easat-847	127	15	data	datum	NOUN
easat-847	127	16	into	into	ADP
easat-847	127	17	positive	positive	ADJ
easat-847	127	18	or	or	CCONJ
easat-847	127	19	negative	negative	ADJ
easat-847	127	20	sentiment	sentiment	NOUN
easat-847	127	21	classifications	classification	NOUN
easat-847	127	22	.	.	PUNCT
easat-847	128	1	the	the	DET
easat-847	128	2	function	function	NOUN
easat-847	128	3	of	of	ADP
easat-847	128	4	this	this	DET
easat-847	128	5	algorithm	algorithm	NOUN
easat-847	128	6	entails	entail	VERB
easat-847	128	7	the	the	DET
easat-847	128	8	creation	creation	NOUN
easat-847	128	9	of	of	ADP
easat-847	128	10	an	an	DET
easat-847	128	11	ensemble	ensemble	NOUN
easat-847	128	12	of	of	ADP
easat-847	128	13	decision	decision	NOUN
easat-847	128	14	trees	tree	NOUN
easat-847	128	15	,	,	PUNCT
easat-847	128	16	whereby	whereby	SCONJ
easat-847	128	17	each	each	DET
easat-847	128	18	individual	individual	ADJ
easat-847	128	19	tree	tree	NOUN
easat-847	128	20	is	be	AUX
easat-847	128	21	trained	train	VERB
easat-847	128	22	on	on	ADP
easat-847	128	23	a	a	DET
easat-847	128	24	random	random	ADJ
easat-847	128	25	subset	subset	NOUN
easat-847	128	26	of	of	ADP
easat-847	128	27	the	the	DET
easat-847	128	28	data	datum	NOUN
easat-847	128	29	,	,	PUNCT
easat-847	128	30	as	as	ADV
easat-847	128	31	well	well	ADV
easat-847	128	32	as	as	ADP
easat-847	128	33	a	a	DET
easat-847	128	34	random	random	ADJ
easat-847	128	35	subset	subset	NOUN
easat-847	128	36	of	of	ADP
easat-847	128	37	the	the	DET
easat-847	128	38	features	feature	NOUN
easat-847	128	39	.	.	PUNCT
easat-847	129	1	the	the	DET
easat-847	129	2	outcomes	outcome	NOUN
easat-847	129	3	yielded	yield	VERB
easat-847	129	4	by	by	ADP
easat-847	129	5	each	each	DET
easat-847	129	6	tree	tree	NOUN
easat-847	129	7	are	be	AUX
easat-847	129	8	subsequently	subsequently	ADV
easat-847	129	9	emerged	emerge	VERB
easat-847	129	10	to	to	PART
easat-847	129	11	yield	yield	VERB
easat-847	129	12	a	a	DET
easat-847	129	13	definitive	definitive	ADJ
easat-847	129	14	prediction	prediction	NOUN
easat-847	129	15	.	.	PUNCT
easat-847	130	1	the	the	DET
easat-847	130	2	initial	initial	ADJ
easat-847	130	3	stage	stage	NOUN
easat-847	130	4	of	of	ADP
easat-847	130	5	using	use	VERB
easat-847	130	6	a	a	DET
easat-847	130	7	random	random	ADJ
easat-847	130	8	forest	forest	NOUN
easat-847	130	9	for	for	ADP
easat-847	130	10	text	text	NOUN
easat-847	130	11	mining	mining	NOUN
easat-847	130	12	entails	entail	VERB
easat-847	130	13	converting	convert	VERB
easat-847	130	14	the	the	DET
easat-847	130	15	textual	textual	ADJ
easat-847	130	16	data	datum	NOUN
easat-847	130	17	into	into	ADP
easat-847	130	18	a	a	DET
easat-847	130	19	numerical	numerical	ADJ
easat-847	130	20	format	format	NOUN
easat-847	130	21	that	that	SCONJ
easat-847	130	22	the	the	DET
easat-847	130	23	algorithm	algorithm	NOUN
easat-847	130	24	can	can	AUX
easat-847	130	25	use	use	VERB
easat-847	130	26	effectively	effectively	ADV
easat-847	130	27	.	.	PUNCT
easat-847	131	1	this	this	DET
easat-847	131	2	conversion	conversion	NOUN
easat-847	131	3	process	process	NOUN
easat-847	131	4	is	be	AUX
easat-847	131	5	conventionally	conventionally	ADV
easat-847	131	6	executed	execute	VERB
easat-847	131	7	through	through	ADP
easat-847	131	8	the	the	DET
easat-847	131	9	application	application	NOUN
easat-847	131	10	of	of	ADP
easat-847	131	11	various	various	ADJ
easat-847	131	12	techniques	technique	NOUN
easat-847	131	13	,	,	PUNCT
easat-847	131	14	such	such	ADJ
easat-847	131	15	as	as	ADP
easat-847	131	16	bag	bag	NOUN
easat-847	131	17	-	-	PUNCT
easat-847	131	18	of	of	ADP
easat-847	131	19	-	-	PUNCT
easat-847	131	20	words	word	NOUN
easat-847	131	21	or	or	CCONJ
easat-847	131	22	word	word	NOUN
easat-847	131	23	embedding	embed	VERB
easat-847	131	24	,	,	PUNCT
easat-847	131	25	which	which	PRON
easat-847	131	26	effectively	effectively	ADV
easat-847	131	27	represent	represent	VERB
easat-847	131	28	the	the	DET
easat-847	131	29	textual	textual	ADJ
easat-847	131	30	content	content	NOUN
easat-847	131	31	as	as	ADP
easat-847	131	32	a	a	DET
easat-847	131	33	vector	vector	NOUN
easat-847	131	34	comprising	comprise	VERB
easat-847	131	35	numerical	numerical	ADJ
easat-847	131	36	values	value	NOUN
easat-847	131	37	.	.	PUNCT
easat-847	132	1	following	follow	VERB
easat-847	132	2	the	the	DET
easat-847	132	3	successful	successful	ADJ
easat-847	132	4	transformation	transformation	NOUN
easat-847	132	5	of	of	ADP
easat-847	132	6	the	the	DET
easat-847	132	7	data	datum	NOUN
easat-847	132	8	,	,	PUNCT
easat-847	132	9	the	the	DET
easat-847	132	10	random	random	ADJ
easat-847	132	11	forest	forest	NOUN
easat-847	132	12	algorithm	algorithm	NOUN
easat-847	132	13	can	can	AUX
easat-847	132	14	be	be	AUX
easat-847	132	15	trained	train	VERB
easat-847	132	16	using	use	VERB
easat-847	132	17	the	the	DET
easat-847	132	18	annotated	annotate	VERB
easat-847	132	19	data	datum	NOUN
easat-847	132	20	and	and	CCONJ
easat-847	132	21	subsequently	subsequently	ADV
easat-847	132	22	employed	employ	VERB
easat-847	132	23	to	to	PART
easat-847	132	24	generate	generate	VERB
easat-847	132	25	accurate	accurate	ADJ
easat-847	132	26	predictions	prediction	NOUN
easat-847	132	27	for	for	ADP
easat-847	132	28	novel	novel	NOUN
easat-847	132	29	,	,	PUNCT
easat-847	132	30	unannotated	unannotated	ADJ
easat-847	132	31	data	datum	NOUN
easat-847	132	32	.	.	PUNCT
easat-847	133	1	one	one	NUM
easat-847	133	2	great	great	ADJ
easat-847	133	3	thing	thing	NOUN
easat-847	133	4	about	about	ADP
easat-847	133	5	using	use	VERB
easat-847	133	6	a	a	DET
easat-847	133	7	random	random	ADJ
easat-847	133	8	forest	forest	NOUN
easat-847	133	9	for	for	ADP
easat-847	133	10	text	text	NOUN
easat-847	133	11	mining	mining	NOUN
easat-847	133	12	is	be	AUX
easat-847	133	13	that	that	SCONJ
easat-847	133	14	it	it	PRON
easat-847	133	15	can	can	AUX
easat-847	133	16	handle	handle	VERB
easat-847	133	17	high	high	ADJ
easat-847	133	18	-	-	PUNCT
easat-847	133	19	dimensional	dimensional	ADJ
easat-847	133	20	data	datum	NOUN
easat-847	133	21	with	with	ADP
easat-847	133	22	a	a	DET
easat-847	133	23	lot	lot	NOUN
easat-847	133	24	of	of	ADP
easat-847	133	25	different	different	ADJ
easat-847	133	26	features	feature	NOUN
easat-847	133	27	well	well	ADV
easat-847	133	28	.	.	PUNCT
easat-847	134	1	3.3.4	3.3.4	X
easat-847	134	2	.	.	PUNCT
easat-847	134	3	logistic	logistic	ADJ
easat-847	134	4	regression	regression	NOUN
easat-847	134	5	logistic	logistic	ADJ
easat-847	134	6	regression	regression	NOUN
easat-847	134	7	is	be	AUX
easat-847	134	8	a	a	DET
easat-847	134	9	significant	significant	ADJ
easat-847	134	10	machine	machine	NOUN
easat-847	134	11	learning	learn	VERB
easat-847	134	12	algorithm	algorithm	NOUN
easat-847	134	13	that	that	PRON
easat-847	134	14	can	can	AUX
easat-847	134	15	be	be	AUX
easat-847	134	16	used	use	VERB
easat-847	134	17	for	for	ADP
easat-847	134	18	text	text	NOUN
easat-847	134	19	mining	mining	NOUN
easat-847	134	20	tasks	task	NOUN
easat-847	134	21	.	.	PUNCT
easat-847	135	1	the	the	DET
easat-847	135	2	basic	basic	ADJ
easat-847	135	3	idea	idea	NOUN
easat-847	135	4	behind	behind	ADP
easat-847	135	5	logistic	logistic	ADJ
easat-847	135	6	regression	regression	NOUN
easat-847	135	7	is	be	AUX
easat-847	135	8	to	to	PART
easat-847	135	9	model	model	VERB
easat-847	135	10	the	the	DET
easat-847	135	11	probability	probability	NOUN
easat-847	135	12	of	of	ADP
easat-847	135	13	positive	positive	ADJ
easat-847	135	14	or	or	CCONJ
easat-847	135	15	negative	negative	ADJ
easat-847	135	16	sentiment	sentiment	NOUN
easat-847	135	17	.	.	PUNCT
easat-847	136	1	in	in	ADP
easat-847	136	2	opinion	opinion	NOUN
easat-847	136	3	mining	mining	NOUN
easat-847	136	4	,	,	PUNCT
easat-847	136	5	logistic	logistic	ADJ
easat-847	136	6	regression	regression	NOUN
easat-847	136	7	is	be	AUX
easat-847	136	8	typically	typically	ADV
easat-847	136	9	trained	train	VERB
easat-847	136	10	on	on	ADP
easat-847	136	11	a	a	DET
easat-847	136	12	labelled	label	VERB
easat-847	136	13	dataset	dataset	NOUN
easat-847	136	14	of	of	ADP
easat-847	136	15	text	text	NOUN
easat-847	136	16	data	datum	NOUN
easat-847	136	17	,	,	PUNCT
easat-847	136	18	151	151	NUM
easat-847	136	19	edelweiss	edelweiss	PROPN
easat-847	136	20	applied	apply	VERB
easat-847	136	21	science	science	NOUN
easat-847	136	22	and	and	CCONJ
easat-847	136	23	technology	technology	NOUN
easat-847	136	24	issn	issn	PROPN
easat-847	136	25	:	:	PUNCT
easat-847	136	26	2576	2576	NUM
easat-847	136	27	-	-	SYM
easat-847	136	28	8484	8484	NUM
easat-847	136	29	vol	vol	NOUN
easat-847	136	30	.	.	PROPN
easat-847	137	1	8	8	NUM
easat-847	137	2	,	,	PUNCT
easat-847	137	3	no	no	INTJ
easat-847	137	4	.	.	NOUN
easat-847	138	1	3	3	NUM
easat-847	138	2	:	:	SYM
easat-847	138	3	145	145	NUM
easat-847	138	4	-	-	SYM
easat-847	138	5	155	155	NUM
easat-847	138	6	,	,	PUNCT
easat-847	138	7	2024	2024	NUM
easat-847	138	8	doi	doi	NOUN
easat-847	138	9	:	:	PUNCT
easat-847	138	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	138	11	©	©	PROPN
easat-847	138	12	2024	2024	NUM
easat-847	138	13	by	by	ADP
easat-847	138	14	the	the	DET
easat-847	138	15	authors	author	NOUN
easat-847	138	16	;	;	PUNCT
easat-847	138	17	licensee	licensee	PROPN
easat-847	138	18	learning	learning	NOUN
easat-847	138	19	gate	gate	NOUN
easat-847	138	20	where	where	SCONJ
easat-847	138	21	each	each	DET
easat-847	138	22	piece	piece	NOUN
easat-847	138	23	of	of	ADP
easat-847	138	24	text	text	NOUN
easat-847	138	25	is	be	AUX
easat-847	138	26	labelled	label	VERB
easat-847	138	27	with	with	ADP
easat-847	138	28	its	its	PRON
easat-847	138	29	corresponding	corresponding	ADJ
easat-847	138	30	sentiment	sentiment	NOUN
easat-847	138	31	.	.	PUNCT
easat-847	139	1	the	the	DET
easat-847	139	2	algorithm	algorithm	NOUN
easat-847	139	3	learns	learn	VERB
easat-847	139	4	to	to	PART
easat-847	139	5	identify	identify	VERB
easat-847	139	6	patterns	pattern	NOUN
easat-847	139	7	and	and	CCONJ
easat-847	139	8	features	feature	NOUN
easat-847	139	9	in	in	ADP
easat-847	139	10	the	the	DET
easat-847	139	11	text	text	NOUN
easat-847	139	12	data	datum	NOUN
easat-847	139	13	that	that	PRON
easat-847	139	14	are	be	AUX
easat-847	139	15	indicative	indicative	ADJ
easat-847	139	16	of	of	ADP
easat-847	139	17	a	a	DET
easat-847	139	18	particular	particular	ADJ
easat-847	139	19	sentiment	sentiment	NOUN
easat-847	139	20	,	,	PUNCT
easat-847	139	21	and	and	CCONJ
easat-847	139	22	logistic	logistic	ADJ
easat-847	139	23	regression	regression	NOUN
easat-847	139	24	can	can	AUX
easat-847	139	25	be	be	AUX
easat-847	139	26	used	use	VERB
easat-847	139	27	for	for	ADP
easat-847	139	28	environmental	environmental	ADJ
easat-847	139	29	sustainability	sustainability	NOUN
easat-847	139	30	text	text	NOUN
easat-847	139	31	mining	mining	NOUN
easat-847	139	32	tasks	task	NOUN
easat-847	139	33	.	.	PUNCT
easat-847	140	1	the	the	DET
easat-847	140	2	equation	equation	NOUN
easat-847	140	3	of	of	ADP
easat-847	140	4	logistic	logistic	ADJ
easat-847	140	5	regression	regression	NOUN
easat-847	140	6	can	can	AUX
easat-847	140	7	be	be	AUX
easat-847	140	8	expressed	express	VERB
easat-847	140	9	as	as	ADP
easat-847	140	10	:	:	PUNCT
easat-847	140	11	p(y	p(y	PROPN
easat-847	140	12	=	=	SYM
easat-847	141	1	1|x	1|x	X
easat-847	141	2	)	)	PUNCT
easat-847	141	3	=	=	SYM
easat-847	141	4	1	1	NUM
easat-847	141	5	(	(	PUNCT
easat-847	141	6	1+exp(−𝑍	1+exp(−𝑍	NUM
easat-847	141	7	)	)	PUNCT
easat-847	141	8	)	)	PUNCT
easat-847	141	9	,	,	PUNCT
easat-847	141	10	(	(	PUNCT
easat-847	141	11	4	4	X
easat-847	141	12	)	)	PUNCT
easat-847	141	13	where	where	SCONJ
easat-847	141	14	p(y	p(y	PROPN
easat-847	141	15	=	=	SYM
easat-847	141	16	1|x	1|x	X
easat-847	141	17	)	)	PUNCT
easat-847	141	18	is	be	AUX
easat-847	141	19	the	the	DET
easat-847	141	20	probability	probability	NOUN
easat-847	141	21	that	that	SCONJ
easat-847	141	22	the	the	DET
easat-847	141	23	sentiment	sentiment	NOUN
easat-847	141	24	of	of	ADP
easat-847	141	25	the	the	DET
easat-847	141	26	text	text	NOUN
easat-847	141	27	x	x	PUNCT
easat-847	141	28	is	be	AUX
easat-847	141	29	positive	positive	ADJ
easat-847	141	30	(	(	PUNCT
easat-847	141	31	y	y	NOUN
easat-847	141	32	=	=	SYM
easat-847	141	33	1	1	NUM
easat-847	141	34	)	)	PUNCT
easat-847	141	35	,	,	PUNCT
easat-847	141	36	given	give	VERB
easat-847	141	37	the	the	DET
easat-847	141	38	input	input	NOUN
easat-847	141	39	features	feature	NOUN
easat-847	141	40	of	of	ADP
easat-847	141	41	x	x	X
easat-847	141	42	and	and	CCONJ
easat-847	141	43	z	z	PROPN
easat-847	141	44	is	be	AUX
easat-847	141	45	the	the	DET
easat-847	141	46	linear	linear	ADJ
easat-847	141	47	combination	combination	NOUN
easat-847	141	48	of	of	ADP
easat-847	141	49	the	the	DET
easat-847	141	50	input	input	NOUN
easat-847	141	51	features	feature	NOUN
easat-847	141	52	of	of	ADP
easat-847	141	53	x	x	PUNCT
easat-847	141	54	and	and	CCONJ
easat-847	141	55	their	their	PRON
easat-847	141	56	corresponding	corresponding	ADJ
easat-847	141	57	weights	weight	NOUN
easat-847	141	58	learned	learn	VERB
easat-847	141	59	during	during	ADP
easat-847	141	60	training	training	NOUN
easat-847	141	61	:	:	PUNCT
easat-847	141	62	𝑧	𝑧	PROPN
easat-847	141	63	=	=	PUNCT
easat-847	141	64	𝑤0	𝑤0	NOUN
easat-847	141	65	+	+	CCONJ
easat-847	141	66	𝑤1𝑥1	𝑤1𝑥1	PROPN
easat-847	141	67	+	+	PUNCT
easat-847	141	68	𝑤2𝑥2	𝑤2𝑥2	X
easat-847	141	69	+	+	X
easat-847	141	70	.	.	PUNCT
easat-847	141	71	.	.	PUNCT
easat-847	141	72	.	.	PUNCT
easat-847	142	1	+	+	CCONJ
easat-847	142	2	𝑤𝑛𝑥𝑛	𝑤𝑛𝑥𝑛	NOUN
easat-847	142	3	,	,	PUNCT
easat-847	142	4	(	(	PUNCT
easat-847	142	5	5	5	NUM
easat-847	142	6	)	)	PUNCT
easat-847	142	7	where	where	SCONJ
easat-847	142	8	w0	w0	PROPN
easat-847	142	9	is	be	AUX
easat-847	142	10	the	the	DET
easat-847	142	11	intercept	intercept	NOUN
easat-847	142	12	term	term	NOUN
easat-847	142	13	and	and	CCONJ
easat-847	142	14	w1	w1	NOUN
easat-847	142	15	to	to	PART
easat-847	142	16	wn	wn	PROPN
easat-847	142	17	are	be	AUX
easat-847	142	18	the	the	DET
easat-847	142	19	weights	weight	NOUN
easat-847	142	20	assigned	assign	VERB
easat-847	142	21	to	to	ADP
easat-847	142	22	the	the	DET
easat-847	142	23	input	input	NOUN
easat-847	142	24	features	feature	NOUN
easat-847	142	25	of	of	ADP
easat-847	142	26	x	x	INTJ
easat-847	142	27	1	1	NUM
easat-847	142	28	to	to	ADP
easat-847	142	29	xn	xn	PROPN
easat-847	142	30	.	.	PUNCT
easat-847	143	1	x1	x1	NUM
easat-847	143	2	to	to	ADP
easat-847	143	3	xn	xn	PROPN
easat-847	143	4	are	be	AUX
easat-847	143	5	the	the	DET
easat-847	143	6	input	input	NOUN
easat-847	143	7	features	feature	NOUN
easat-847	143	8	extracted	extract	VERB
easat-847	143	9	from	from	ADP
easat-847	143	10	the	the	DET
easat-847	143	11	text	text	NOUN
easat-847	143	12	x.	x.	NOUN
easat-847	144	1	the	the	DET
easat-847	144	2	sigmoid	sigmoid	NOUN
easat-847	144	3	function	function	NOUN
easat-847	144	4	is	be	AUX
easat-847	144	5	used	use	VERB
easat-847	144	6	to	to	PART
easat-847	144	7	map	map	VERB
easat-847	144	8	the	the	DET
easat-847	144	9	linear	linear	ADJ
easat-847	144	10	combination	combination	NOUN
easat-847	144	11	z	z	NOUN
easat-847	144	12	to	to	ADP
easat-847	144	13	a	a	DET
easat-847	144	14	probability	probability	NOUN
easat-847	144	15	value	value	NOUN
easat-847	144	16	between	between	ADP
easat-847	144	17	0	0	NUM
easat-847	144	18	and	and	CCONJ
easat-847	144	19	1	1	NUM
easat-847	144	20	:	:	PUNCT
easat-847	144	21	sigmoid(z	sigmoid(z	X
easat-847	144	22	)	)	PUNCT
easat-847	144	23	=	=	SYM
easat-847	144	24	1	1	NUM
easat-847	144	25	(	(	PUNCT
easat-847	144	26	1+exp(−𝑍	1+exp(−𝑍	NUM
easat-847	144	27	)	)	PUNCT
easat-847	144	28	)	)	PUNCT
easat-847	144	29	.	.	PUNCT
easat-847	145	1	(	(	PUNCT
easat-847	145	2	6	6	X
easat-847	145	3	)	)	PUNCT
easat-847	145	4	the	the	DET
easat-847	145	5	predicted	predict	VERB
easat-847	145	6	sentiment	sentiment	NOUN
easat-847	145	7	label	label	NOUN
easat-847	145	8	for	for	ADP
easat-847	145	9	the	the	DET
easat-847	145	10	text	text	NOUN
easat-847	145	11	x	x	PRON
easat-847	145	12	can	can	AUX
easat-847	145	13	then	then	ADV
easat-847	145	14	be	be	AUX
easat-847	145	15	determined	determine	VERB
easat-847	145	16	based	base	VERB
easat-847	145	17	on	on	ADP
easat-847	145	18	the	the	DET
easat-847	145	19	threshold	threshold	NOUN
easat-847	145	20	value	value	NOUN
easat-847	145	21	of	of	ADP
easat-847	145	22	the	the	DET
easat-847	145	23	probability	probability	NOUN
easat-847	145	24	,	,	PUNCT
easat-847	145	25	which	which	PRON
easat-847	145	26	is	be	AUX
easat-847	145	27	typically	typically	ADV
easat-847	145	28	set	set	VERB
easat-847	145	29	to	to	ADP
easat-847	145	30	0.5	0.5	NUM
easat-847	145	31	.	.	PUNCT
easat-847	146	1	if	if	SCONJ
easat-847	146	2	p(y=1|x	p(y=1|x	PROPN
easat-847	146	3	)	)	PUNCT
easat-847	146	4	>	>	PUNCT
easat-847	147	1	=	=	PUNCT
easat-847	147	2	0.5	0.5	NUM
easat-847	147	3	,	,	PUNCT
easat-847	147	4	then	then	ADV
easat-847	147	5	the	the	DET
easat-847	147	6	predicted	predict	VERB
easat-847	147	7	sentiment	sentiment	NOUN
easat-847	147	8	label	label	NOUN
easat-847	147	9	is	be	AUX
easat-847	147	10	positive	positive	ADJ
easat-847	147	11	;	;	PUNCT
easat-847	147	12	otherwise	otherwise	ADV
easat-847	147	13	,	,	PUNCT
easat-847	147	14	it	it	PRON
easat-847	147	15	is	be	AUX
easat-847	147	16	negative	negative	ADJ
easat-847	147	17	.	.	PUNCT
easat-847	148	1	3.3.5	3.3.5	X
easat-847	148	2	.	.	PUNCT
easat-847	149	1	support	support	NOUN
easat-847	149	2	vector	vector	NOUN
easat-847	149	3	machines	machine	NOUN
easat-847	149	4	(	(	PUNCT
easat-847	149	5	svms	svms	NOUN
easat-847	149	6	)	)	PUNCT
easat-847	149	7	support	support	NOUN
easat-847	149	8	vector	vector	NOUN
easat-847	149	9	machines	machine	NOUN
easat-847	149	10	(	(	PUNCT
easat-847	149	11	svms	svms	NOUN
easat-847	149	12	)	)	PUNCT
easat-847	149	13	are	be	AUX
easat-847	149	14	commonly	commonly	ADV
easat-847	149	15	used	use	VERB
easat-847	149	16	in	in	ADP
easat-847	149	17	opinion	opinion	NOUN
easat-847	149	18	mining	mining	NOUN
easat-847	149	19	for	for	ADP
easat-847	149	20	sentiment	sentiment	NOUN
easat-847	149	21	analysis	analysis	NOUN
easat-847	149	22	tasks	task	NOUN
easat-847	149	23	,	,	PUNCT
easat-847	149	24	where	where	SCONJ
easat-847	149	25	the	the	DET
easat-847	149	26	goal	goal	NOUN
easat-847	149	27	is	be	AUX
easat-847	149	28	to	to	PART
easat-847	149	29	determine	determine	VERB
easat-847	149	30	the	the	DET
easat-847	149	31	sentiment	sentiment	NOUN
easat-847	149	32	expressed	express	VERB
easat-847	149	33	in	in	ADP
easat-847	149	34	a	a	DET
easat-847	149	35	piece	piece	NOUN
easat-847	149	36	of	of	ADP
easat-847	149	37	text	text	NOUN
easat-847	149	38	.	.	PUNCT
easat-847	150	1	svms	svms	NOUN
easat-847	150	2	are	be	AUX
easat-847	150	3	effective	effective	ADJ
easat-847	150	4	in	in	ADP
easat-847	150	5	sentiment	sentiment	NOUN
easat-847	150	6	analysis	analysis	NOUN
easat-847	150	7	tasks	task	NOUN
easat-847	150	8	because	because	SCONJ
easat-847	150	9	they	they	PRON
easat-847	150	10	can	can	AUX
easat-847	150	11	learn	learn	VERB
easat-847	150	12	to	to	PART
easat-847	150	13	distinguish	distinguish	VERB
easat-847	150	14	between	between	ADP
easat-847	150	15	positive	positive	ADJ
easat-847	150	16	and	and	CCONJ
easat-847	150	17	negative	negative	ADJ
easat-847	150	18	sentiments	sentiment	NOUN
easat-847	150	19	by	by	ADP
easat-847	150	20	identifying	identify	VERB
easat-847	150	21	the	the	DET
easat-847	150	22	important	important	ADJ
easat-847	150	23	features	feature	NOUN
easat-847	150	24	or	or	CCONJ
easat-847	150	25	words	word	NOUN
easat-847	150	26	that	that	PRON
easat-847	150	27	contribute	contribute	VERB
easat-847	150	28	to	to	ADP
easat-847	150	29	each	each	DET
easat-847	150	30	sentiment	sentiment	NOUN
easat-847	150	31	.	.	PUNCT
easat-847	151	1	the	the	DET
easat-847	151	2	formula	formula	NOUN
easat-847	151	3	for	for	ADP
easat-847	151	4	sv	sv	PROPN
easat-847	151	5	m	m	PROPN
easat-847	151	6	classification	classification	NOUN
easat-847	151	7	can	can	AUX
easat-847	151	8	be	be	AUX
easat-847	151	9	represented	represent	VERB
easat-847	151	10	as	as	ADP
easat-847	151	11	:	:	PUNCT
easat-847	151	12	𝑓(𝑥	𝑓(𝑥	NOUN
easat-847	151	13	)	)	PUNCT
easat-847	152	1	=	=	SYM
easat-847	152	2	𝑠𝑖𝑔𝑛(𝑤	𝑠𝑖𝑔𝑛(𝑤	INTJ
easat-847	152	3	.	.	PUNCT
easat-847	153	1	𝑥	𝑥	X
easat-847	154	1	+	+	CCONJ
easat-847	154	2	𝑏	𝑏	NOUN
easat-847	154	3	)	)	PUNCT
easat-847	154	4	,	,	PUNCT
easat-847	154	5	(	(	PUNCT
easat-847	154	6	7	7	X
easat-847	154	7	)	)	PUNCT
easat-847	154	8	where	where	SCONJ
easat-847	154	9	x	x	PRON
easat-847	154	10	is	be	AUX
easat-847	154	11	the	the	DET
easat-847	154	12	input	input	NOUN
easat-847	154	13	text	text	NOUN
easat-847	154	14	,	,	PUNCT
easat-847	154	15	w	w	PROPN
easat-847	154	16	is	be	AUX
easat-847	154	17	the	the	DET
easat-847	154	18	weight	weight	NOUN
easat-847	154	19	vector	vector	NOUN
easat-847	154	20	,	,	PUNCT
easat-847	154	21	b	b	PROPN
easat-847	154	22	is	be	AUX
easat-847	154	23	the	the	DET
easat-847	154	24	bias	bias	NOUN
easat-847	154	25	term	term	NOUN
easat-847	154	26	,	,	PUNCT
easat-847	154	27	and	and	CCONJ
easat-847	154	28	sign	sign	NOUN
easat-847	154	29	(	(	PUNCT
easat-847	154	30	)	)	PUNCT
easat-847	154	31	is	be	AUX
easat-847	154	32	the	the	DET
easat-847	154	33	sign	sign	NOUN
easat-847	154	34	function	function	NOUN
easat-847	154	35	that	that	PRON
easat-847	154	36	returns	return	VERB
easat-847	154	37	+1	+1	PRON
easat-847	154	38	for	for	ADP
easat-847	154	39	positive	positive	ADJ
easat-847	154	40	sentiment	sentiment	NOUN
easat-847	154	41	and	and	CCONJ
easat-847	154	42	-1	-1	ADP
easat-847	154	43	for	for	ADP
easat-847	154	44	negative	negative	ADJ
easat-847	154	45	sentiment	sentiment	NOUN
easat-847	154	46	.	.	PUNCT
easat-847	155	1	the	the	DET
easat-847	155	2	weight	weight	NOUN
easat-847	155	3	vector	vector	NOUN
easat-847	155	4	and	and	CCONJ
easat-847	155	5	bias	bias	NOUN
easat-847	155	6	term	term	NOUN
easat-847	155	7	are	be	AUX
easat-847	155	8	learned	learn	VERB
easat-847	155	9	during	during	ADP
easat-847	155	10	training	training	NOUN
easat-847	155	11	using	use	VERB
easat-847	155	12	a	a	DET
easat-847	155	13	set	set	NOUN
easat-847	155	14	of	of	ADP
easat-847	155	15	labelled	label	VERB
easat-847	155	16	data	datum	NOUN
easat-847	155	17	,	,	PUNCT
easat-847	155	18	where	where	SCONJ
easat-847	155	19	each	each	DET
easat-847	155	20	data	datum	NOUN
easat-847	155	21	point	point	NOUN
easat-847	155	22	is	be	AUX
easat-847	155	23	a	a	DET
easat-847	155	24	text	text	NOUN
easat-847	155	25	example	example	NOUN
easat-847	155	26	with	with	ADP
easat-847	155	27	its	its	PRON
easat-847	155	28	corresponding	corresponding	ADJ
easat-847	155	29	sentiment	sentiment	NOUN
easat-847	155	30	label	label	NOUN
easat-847	155	31	.	.	PUNCT
easat-847	156	1	the	the	DET
easat-847	156	2	goal	goal	NOUN
easat-847	156	3	of	of	ADP
easat-847	156	4	the	the	DET
easat-847	156	5	training	training	NOUN
easat-847	156	6	process	process	NOUN
easat-847	156	7	is	be	AUX
easat-847	156	8	to	to	PART
easat-847	156	9	find	find	VERB
easat-847	156	10	the	the	DET
easat-847	156	11	optimal	optimal	ADJ
easat-847	156	12	weight	weight	NOUN
easat-847	156	13	vector	vector	NOUN
easat-847	156	14	and	and	CCONJ
easat-847	156	15	bias	bias	NOUN
easat-847	156	16	term	term	NOUN
easat-847	156	17	that	that	PRON
easat-847	156	18	maximize	maximize	VERB
easat-847	156	19	the	the	DET
easat-847	156	20	margin	margin	NOUN
easat-847	156	21	between	between	ADP
easat-847	156	22	the	the	DET
easat-847	156	23	positive	positive	ADJ
easat-847	156	24	and	and	CCONJ
easat-847	156	25	negative	negative	ADJ
easat-847	156	26	classes	class	NOUN
easat-847	156	27	,	,	PUNCT
easat-847	156	28	while	while	SCONJ
easat-847	156	29	minimizing	minimize	VERB
easat-847	156	30	the	the	DET
easat-847	156	31	misclassification	misclassification	NOUN
easat-847	156	32	error	error	NOUN
easat-847	156	33	.	.	PUNCT
easat-847	157	1	3.3.6	3.3.6	NUM
easat-847	157	2	.	.	PUNCT
easat-847	157	3	accuracy	accuracy	NOUN
easat-847	157	4	in	in	ADP
easat-847	157	5	sentiment	sentiment	NOUN
easat-847	157	6	analysis	analysis	NOUN
easat-847	157	7	,	,	PUNCT
easat-847	157	8	classification	classification	NOUN
easat-847	157	9	accuracy	accuracy	NOUN
easat-847	157	10	refers	refer	VERB
easat-847	157	11	to	to	ADP
easat-847	157	12	the	the	DET
easat-847	157	13	percentage	percentage	NOUN
easat-847	157	14	of	of	ADP
easat-847	157	15	correctly	correctly	ADV
easat-847	157	16	classified	classified	ADJ
easat-847	157	17	opinions	opinion	NOUN
easat-847	157	18	or	or	CCONJ
easat-847	157	19	sentiments	sentiment	NOUN
easat-847	157	20	as	as	ADP
easat-847	157	21	positive	positive	ADJ
easat-847	157	22	or	or	CCONJ
easat-847	157	23	negative	negative	ADJ
easat-847	157	24	.	.	PUNCT
easat-847	158	1	it	it	PRON
easat-847	158	2	is	be	AUX
easat-847	158	3	a	a	DET
easat-847	158	4	measure	measure	NOUN
easat-847	158	5	of	of	ADP
easat-847	158	6	the	the	DET
easat-847	158	7	effectiveness	effectiveness	NOUN
easat-847	158	8	of	of	ADP
easat-847	158	9	the	the	DET
easat-847	158	10	opinion	opinion	NOUN
easat-847	158	11	mining	mining	NOUN
easat-847	158	12	algorithm	algorithm	NOUN
easat-847	158	13	in	in	ADP
easat-847	158	14	accurately	accurately	ADV
easat-847	158	15	identifying	identify	VERB
easat-847	158	16	the	the	DET
easat-847	158	17	sentiment	sentiment	NOUN
easat-847	158	18	of	of	ADP
easat-847	158	19	the	the	DET
easat-847	158	20	given	give	VERB
easat-847	158	21	text	text	NOUN
easat-847	158	22	.	.	PUNCT
easat-847	159	1	the	the	DET
easat-847	159	2	formula	formula	NOUN
easat-847	159	3	for	for	ADP
easat-847	159	4	calculating	calculate	VERB
easat-847	159	5	the	the	DET
easat-847	159	6	accuracy	accuracy	NOUN
easat-847	159	7	of	of	ADP
easat-847	159	8	a	a	DET
easat-847	159	9	classification	classification	NOUN
easat-847	159	10	model	model	NOUN
easat-847	159	11	is	be	AUX
easat-847	159	12	as	as	SCONJ
easat-847	159	13	follows	follow	VERB
easat-847	159	14	:	:	PUNCT
easat-847	159	15	accuracy	accuracy	NOUN
easat-847	159	16	=	=	SYM
easat-847	159	17	(	(	PUNCT
easat-847	159	18	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	ADJ
easat-847	159	19	)	)	PUNCT
easat-847	159	20	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	PUNCT
easat-847	159	21	,	,	PUNCT
easat-847	159	22	(	(	PUNCT
easat-847	159	23	8)	8)	NUM
easat-847	159	24	where	where	SCONJ
easat-847	159	25	tp	tp	X
easat-847	159	26	(	(	PUNCT
easat-847	159	27	true	true	ADJ
easat-847	159	28	positive	positive	ADJ
easat-847	159	29	)	)	PUNCT
easat-847	159	30	is	be	AUX
easat-847	159	31	the	the	DET
easat-847	159	32	number	number	NOUN
easat-847	159	33	of	of	ADP
easat-847	159	34	positive	positive	ADJ
easat-847	159	35	and	and	CCONJ
easat-847	159	36	tn	tn	NOUN
easat-847	159	37	(	(	PUNCT
easat-847	159	38	true	true	ADJ
easat-847	159	39	negative	negative	ADJ
easat-847	159	40	)	)	PUNCT
easat-847	159	41	is	be	AUX
easat-847	159	42	the	the	DET
easat-847	159	43	number	number	NOUN
easat-847	159	44	of	of	ADP
easat-847	159	45	negative	negative	ADJ
easat-847	159	46	.	.	PUNCT
easat-847	160	1	similarly	similarly	ADV
easat-847	160	2	,	,	PUNCT
easat-847	160	3	fp	fp	X
easat-847	160	4	(	(	PUNCT
easat-847	160	5	false	false	ADJ
easat-847	160	6	positive	positive	ADJ
easat-847	160	7	)	)	PUNCT
easat-847	160	8	is	be	AUX
easat-847	160	9	the	the	DET
easat-847	160	10	number	number	NOUN
easat-847	160	11	of	of	ADP
easat-847	160	12	negative	negative	ADJ
easat-847	160	13	opinions	opinion	NOUN
easat-847	160	14	that	that	PRON
easat-847	160	15	were	be	AUX
easat-847	160	16	incorrectly	incorrectly	ADV
easat-847	160	17	identified	identify	VERB
easat-847	160	18	as	as	ADP
easat-847	160	19	positive	positive	ADJ
easat-847	160	20	and	and	CCONJ
easat-847	160	21	fn	fn	NOUN
easat-847	160	22	(	(	PUNCT
easat-847	160	23	false	false	ADJ
easat-847	160	24	negative	negative	NOUN
easat-847	160	25	)	)	PUNCT
easat-847	160	26	is	be	AUX
easat-847	160	27	the	the	DET
easat-847	160	28	number	number	NOUN
easat-847	160	29	of	of	ADP
easat-847	160	30	positive	positive	ADJ
easat-847	160	31	opinions	opinion	NOUN
easat-847	160	32	that	that	PRON
easat-847	160	33	were	be	AUX
easat-847	160	34	incorrectly	incorrectly	ADV
easat-847	160	35	identified	identify	VERB
easat-847	160	36	as	as	ADP
easat-847	160	37	negative	negative	ADJ
easat-847	160	38	.	.	PUNCT
easat-847	161	1	the	the	DET
easat-847	161	2	accuracy	accuracy	NOUN
easat-847	161	3	for	for	ADP
easat-847	161	4	positive	positive	ADJ
easat-847	161	5	sentiment	sentiment	NOUN
easat-847	161	6	classification	classification	NOUN
easat-847	161	7	can	can	AUX
easat-847	161	8	be	be	AUX
easat-847	161	9	calculated	calculate	VERB
easat-847	161	10	using	use	VERB
easat-847	161	11	the	the	DET
easat-847	161	12	following	follow	VERB
easat-847	161	13	formula	formula	NOUN
easat-847	161	14	:	:	PUNCT
easat-847	161	15	positive	positive	ADJ
easat-847	161	16	accuracy	accuracy	NOUN
easat-847	161	17	=	=	SYM
easat-847	161	18	(	(	PUNCT
easat-847	161	19	𝑇𝑃	𝑇𝑃	NOUN
easat-847	161	20	)	)	PUNCT
easat-847	161	21	𝑃	𝑃	NOUN
easat-847	161	22	.	.	PUNCT
easat-847	162	1	(	(	PUNCT
easat-847	162	2	9	9	X
easat-847	162	3	)	)	PUNCT
easat-847	162	4	the	the	DET
easat-847	162	5	accuracy	accuracy	NOUN
easat-847	162	6	for	for	ADP
easat-847	162	7	negative	negative	ADJ
easat-847	162	8	sentiment	sentiment	NOUN
easat-847	162	9	classification	classification	NOUN
easat-847	162	10	can	can	AUX
easat-847	162	11	be	be	AUX
easat-847	162	12	calculated	calculate	VERB
easat-847	162	13	using	use	VERB
easat-847	162	14	the	the	DET
easat-847	162	15	following	follow	VERB
easat-847	162	16	formula	formula	NOUN
easat-847	162	17	:	:	PUNCT
easat-847	162	18	nagative	nagative	ADJ
easat-847	162	19	accuracy	accuracy	NOUN
easat-847	163	1	=	=	SYM
easat-847	163	2	(	(	PUNCT
easat-847	163	3	𝑇𝑁	𝑇𝑁	PROPN
easat-847	163	4	)	)	PUNCT
easat-847	163	5	(	(	PUNCT
easat-847	163	6	𝑁−𝑃	𝑁−𝑃	NOUN
easat-847	163	7	)	)	PUNCT
easat-847	163	8	.	.	PUNCT
easat-847	164	1	(	(	PUNCT
easat-847	164	2	10	10	NUM
easat-847	164	3	)	)	PUNCT
easat-847	164	4	let	let	VERB
easat-847	164	5	's	us	PRON
easat-847	164	6	assume	assume	VERB
easat-847	164	7	that	that	SCONJ
easat-847	164	8	dataset	dataset	NOUN
easat-847	164	9	has	have	VERB
easat-847	164	10	n	n	NUM
easat-847	164	11	opinions	opinion	NOUN
easat-847	164	12	,	,	PUNCT
easat-847	164	13	out	out	ADP
easat-847	164	14	of	of	ADP
easat-847	164	15	which	which	PRON
easat-847	164	16	there	there	PRON
easat-847	164	17	are	be	VERB
easat-847	164	18	p	p	ADJ
easat-847	164	19	positive	positive	ADJ
easat-847	164	20	opinions	opinion	NOUN
easat-847	164	21	and	and	CCONJ
easat-847	164	22	n	n	CCONJ
easat-847	164	23	-	-	PUNCT
easat-847	164	24	p	p	ADJ
easat-847	164	25	negative	negative	ADJ
easat-847	164	26	opinions	opinion	NOUN
easat-847	164	27	.	.	PUNCT
easat-847	165	1	152	152	NUM
easat-847	165	2	edelweiss	edelweiss	PROPN
easat-847	165	3	applied	apply	VERB
easat-847	165	4	science	science	NOUN
easat-847	165	5	and	and	CCONJ
easat-847	165	6	technology	technology	NOUN
easat-847	165	7	issn	issn	PROPN
easat-847	165	8	:	:	PUNCT
easat-847	165	9	2576	2576	NUM
easat-847	165	10	-	-	SYM
easat-847	165	11	8484	8484	NUM
easat-847	165	12	vol	vol	NOUN
easat-847	165	13	.	.	PROPN
easat-847	165	14	8	8	NUM
easat-847	165	15	,	,	PUNCT
easat-847	165	16	no	no	INTJ
easat-847	165	17	.	.	NOUN
easat-847	166	1	3	3	NUM
easat-847	166	2	:	:	SYM
easat-847	166	3	145	145	NUM
easat-847	166	4	-	-	SYM
easat-847	166	5	155	155	NUM
easat-847	166	6	,	,	PUNCT
easat-847	166	7	2024	2024	NUM
easat-847	166	8	doi	doi	NOUN
easat-847	166	9	:	:	PUNCT
easat-847	166	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	166	11	©	©	PROPN
easat-847	166	12	2024	2024	NUM
easat-847	166	13	by	by	ADP
easat-847	166	14	the	the	DET
easat-847	166	15	authors	author	NOUN
easat-847	166	16	;	;	PUNCT
easat-847	167	1	licensee	licensee	NOUN
easat-847	167	2	learning	learn	VERB
easat-847	167	3	gate	gate	VERB
easat-847	167	4	3.3.7	3.3.7	PROPN
easat-847	167	5	.	.	PUNCT
easat-847	168	1	precision	precision	NOUN
easat-847	168	2	,	,	PUNCT
easat-847	168	3	recall	recall	NOUN
easat-847	168	4	,	,	PUNCT
easat-847	168	5	and	and	CCONJ
easat-847	168	6	f	f	X
easat-847	168	7	-	-	PUNCT
easat-847	168	8	measure	measure	NOUN
easat-847	168	9	in	in	ADP
easat-847	168	10	text	text	NOUN
easat-847	168	11	mining	mining	NOUN
easat-847	168	12	,	,	PUNCT
easat-847	168	13	precision	precision	NOUN
easat-847	168	14	,	,	PUNCT
easat-847	168	15	recall	recall	NOUN
easat-847	168	16	,	,	PUNCT
easat-847	168	17	and	and	CCONJ
easat-847	168	18	f	f	X
easat-847	168	19	-	-	PUNCT
easat-847	168	20	measure	measure	NOUN
easat-847	168	21	are	be	AUX
easat-847	168	22	common	common	ADJ
easat-847	168	23	ways	way	NOUN
easat-847	168	24	to	to	PART
easat-847	168	25	measure	measure	VERB
easat-847	168	26	how	how	SCONJ
easat-847	168	27	well	well	ADV
easat-847	168	28	machine	machine	NOUN
easat-847	168	29	learning	learning	NOUN
easat-847	168	30	models	model	NOUN
easat-847	168	31	or	or	CCONJ
easat-847	168	32	natural	natural	ADJ
easat-847	168	33	language	language	NOUN
easat-847	168	34	processing	processing	NOUN
easat-847	168	35	techniques	technique	NOUN
easat-847	168	36	work	work	NOUN
easat-847	168	37	on	on	ADP
easat-847	168	38	text	text	NOUN
easat-847	168	39	data	datum	NOUN
easat-847	168	40	[	[	X
easat-847	168	41	29	29	NUM
easat-847	168	42	]	]	PUNCT
easat-847	168	43	that	that	PRON
easat-847	168	44	has	have	VERB
easat-847	168	45	to	to	PART
easat-847	168	46	do	do	VERB
easat-847	168	47	with	with	ADP
easat-847	168	48	sustainability	sustainability	NOUN
easat-847	168	49	.	.	PUNCT
easat-847	169	1	precision	precision	NOUN
easat-847	169	2	measures	measure	VERB
easat-847	169	3	the	the	DET
easat-847	169	4	accuracy	accuracy	NOUN
easat-847	169	5	of	of	ADP
easat-847	169	6	the	the	DET
easat-847	169	7	positive	positive	ADJ
easat-847	169	8	predictions	prediction	NOUN
easat-847	169	9	made	make	VERB
easat-847	169	10	by	by	ADP
easat-847	169	11	the	the	DET
easat-847	169	12	model	model	NOUN
easat-847	169	13	.	.	PUNCT
easat-847	170	1	in	in	ADP
easat-847	170	2	the	the	DET
easat-847	170	3	context	context	NOUN
easat-847	170	4	of	of	ADP
easat-847	170	5	environmental	environmental	ADJ
easat-847	170	6	sustainability	sustainability	NOUN
easat-847	170	7	,	,	PUNCT
easat-847	170	8	precision	precision	NOUN
easat-847	170	9	can	can	AUX
easat-847	170	10	be	be	AUX
easat-847	170	11	used	use	VERB
easat-847	170	12	to	to	PART
easat-847	170	13	evaluate	evaluate	VERB
easat-847	170	14	the	the	DET
easat-847	170	15	accuracy	accuracy	NOUN
easat-847	170	16	of	of	ADP
easat-847	170	17	the	the	DET
easat-847	170	18	model	model	NOUN
easat-847	170	19	in	in	ADP
easat-847	170	20	identifying	identify	VERB
easat-847	170	21	relevant	relevant	ADJ
easat-847	170	22	environmental	environmental	ADJ
easat-847	170	23	terms	term	NOUN
easat-847	170	24	or	or	CCONJ
easat-847	170	25	concepts	concept	NOUN
easat-847	170	26	in	in	ADP
easat-847	170	27	text	text	NOUN
easat-847	170	28	data	datum	NOUN
easat-847	170	29	by	by	ADP
easat-847	170	30	measuring	measure	VERB
easat-847	170	31	how	how	SCONJ
easat-847	170	32	many	many	ADJ
easat-847	170	33	of	of	ADP
easat-847	170	34	the	the	DET
easat-847	170	35	positive	positive	ADJ
easat-847	170	36	predictions	prediction	NOUN
easat-847	170	37	are	be	AUX
easat-847	170	38	actually	actually	ADV
easat-847	170	39	true	true	ADJ
easat-847	170	40	positives	positive	NOUN
easat-847	170	41	,	,	PUNCT
easat-847	170	42	which	which	PRON
easat-847	170	43	is	be	AUX
easat-847	170	44	calculated	calculate	VERB
easat-847	170	45	as	as	SCONJ
easat-847	170	46	follows	follow	VERB
easat-847	170	47	:	:	PUNCT
easat-847	170	48	𝑝𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑝𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	NOUN
easat-847	170	49	=	=	PUNCT
easat-847	170	50	𝑡𝑟𝑢𝑒	𝑡𝑟𝑢𝑒	VERB
easat-847	170	51	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒	NOUN
easat-847	170	52	𝑡𝑟𝑢𝑒	𝑡𝑟𝑢𝑒	PROPN
easat-847	170	53	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒+𝑓𝑎𝑙𝑠𝑒	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒+𝑓𝑎𝑙𝑠𝑒	PROPN
easat-847	170	54	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒	NOUN
easat-847	170	55	.	.	PUNCT
easat-847	171	1	(	(	PUNCT
easat-847	171	2	11	11	NUM
easat-847	171	3	)	)	PUNCT
easat-847	171	4	recall	recall	NOUN
easat-847	171	5	measures	measure	NOUN
easat-847	171	6	the	the	DET
easat-847	171	7	completeness	completeness	NOUN
easat-847	171	8	of	of	ADP
easat-847	171	9	the	the	DET
easat-847	171	10	positive	positive	ADJ
easat-847	171	11	predictions	prediction	NOUN
easat-847	171	12	made	make	VERB
easat-847	171	13	by	by	ADP
easat-847	171	14	the	the	DET
easat-847	171	15	model	model	NOUN
easat-847	171	16	.	.	PUNCT
easat-847	172	1	it	it	PRON
easat-847	172	2	measures	measure	VERB
easat-847	172	3	how	how	SCONJ
easat-847	172	4	many	many	ADJ
easat-847	172	5	of	of	ADP
easat-847	172	6	the	the	DET
easat-847	172	7	actual	actual	ADJ
easat-847	172	8	positives	positive	NOUN
easat-847	172	9	were	be	AUX
easat-847	172	10	correctly	correctly	ADV
easat-847	172	11	identified	identify	VERB
easat-847	172	12	by	by	ADP
easat-847	172	13	the	the	DET
easat-847	172	14	model	model	NOUN
easat-847	172	15	,	,	PUNCT
easat-847	172	16	and	and	CCONJ
easat-847	172	17	it	it	PRON
easat-847	172	18	is	be	AUX
easat-847	172	19	calculated	calculate	VERB
easat-847	172	20	as	as	ADP
easat-847	172	21	:	:	PUNCT
easat-847	172	22	𝑟𝑒𝑐𝑎𝑙𝑙	𝑟𝑒𝑐𝑎𝑙𝑙	X
easat-847	172	23	=	=	SYM
easat-847	172	24	𝑡𝑟𝑢𝑒	𝑡𝑟𝑢𝑒	PROPN
easat-847	172	25	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒	NOUN
easat-847	172	26	𝑡𝑟𝑢𝑒	𝑡𝑟𝑢𝑒	PROPN
easat-847	172	27	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒+𝑓𝑎𝑙𝑠𝑒	𝑝𝑜𝑠𝑖𝑡𝑖𝑣𝑒+𝑓𝑎𝑙𝑠𝑒	PROPN
easat-847	172	28	𝑛𝑒𝑔𝑎𝑡𝑖𝑣𝑒	𝑛𝑒𝑔𝑎𝑡𝑖𝑣𝑒	PROPN
easat-847	172	29	.	.	PUNCT
easat-847	173	1	(	(	PUNCT
easat-847	173	2	12	12	NUM
easat-847	173	3	)	)	PUNCT
easat-847	173	4	f	f	X
easat-847	173	5	-	-	PUNCT
easat-847	173	6	measure	measure	NOUN
easat-847	173	7	is	be	AUX
easat-847	173	8	a	a	DET
easat-847	173	9	weighted	weighted	ADJ
easat-847	173	10	average	average	NOUN
easat-847	173	11	of	of	ADP
easat-847	173	12	precision	precision	NOUN
easat-847	173	13	and	and	CCONJ
easat-847	173	14	recall	recall	NOUN
easat-847	173	15	that	that	PRON
easat-847	173	16	combines	combine	VERB
easat-847	173	17	the	the	DET
easat-847	173	18	two	two	NUM
easat-847	173	19	metrics	metric	NOUN
easat-847	173	20	into	into	ADP
easat-847	173	21	a	a	DET
easat-847	173	22	single	single	ADJ
easat-847	173	23	score	score	NOUN
easat-847	173	24	.	.	PUNCT
easat-847	174	1	it	it	PRON
easat-847	174	2	is	be	AUX
easat-847	174	3	calculated	calculate	VERB
easat-847	174	4	as	as	ADP
easat-847	174	5	the	the	DET
easat-847	174	6	harmonic	harmonic	ADJ
easat-847	174	7	mean	mean	NOUN
easat-847	174	8	of	of	ADP
easat-847	174	9	precision	precision	NOUN
easat-847	174	10	and	and	CCONJ
easat-847	174	11	recall	recall	NOUN
easat-847	174	12	.	.	PUNCT
easat-847	175	1	the	the	DET
easat-847	175	2	f	f	NOUN
easat-847	175	3	-	-	PUNCT
easat-847	175	4	measure	measure	NOUN
easat-847	175	5	is	be	AUX
easat-847	175	6	useful	useful	ADJ
easat-847	175	7	in	in	ADP
easat-847	175	8	situations	situation	NOUN
easat-847	175	9	where	where	SCONJ
easat-847	175	10	both	both	DET
easat-847	175	11	precision	precision	NOUN
easat-847	175	12	and	and	CCONJ
easat-847	175	13	recall	recall	NOUN
easat-847	175	14	are	be	AUX
easat-847	175	15	important	important	ADJ
easat-847	175	16	,	,	PUNCT
easat-847	175	17	and	and	CCONJ
easat-847	175	18	it	it	PRON
easat-847	175	19	can	can	AUX
easat-847	175	20	be	be	AUX
easat-847	175	21	used	use	VERB
easat-847	175	22	to	to	PART
easat-847	175	23	compare	compare	VERB
easat-847	175	24	the	the	DET
easat-847	175	25	performance	performance	NOUN
easat-847	175	26	of	of	ADP
easat-847	175	27	different	different	ADJ
easat-847	175	28	models	model	NOUN
easat-847	175	29	or	or	CCONJ
easat-847	175	30	techniques	technique	NOUN
easat-847	175	31	on	on	ADP
easat-847	175	32	the	the	DET
easat-847	175	33	same	same	ADJ
easat-847	175	34	dataset	dataset	NOUN
easat-847	175	35	.	.	PUNCT
easat-847	176	1	it	it	PRON
easat-847	176	2	is	be	AUX
easat-847	176	3	calculated	calculate	VERB
easat-847	176	4	as	as	ADP
easat-847	176	5	:	:	PUNCT
easat-847	176	6	𝐹	𝐹	PROPN
easat-847	176	7	−	−	PROPN
easat-847	176	8	𝑀𝑒𝑎𝑠𝑢𝑟𝑒	𝑀𝑒𝑎𝑠𝑢𝑟𝑒	PROPN
easat-847	176	9	=	=	SYM
easat-847	176	10	2	2	NUM
easat-847	176	11	×(𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	×(𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	NOUN
easat-847	176	12	×𝑅𝑒𝑐𝑎𝑙𝑙	×𝑅𝑒𝑐𝑎𝑙𝑙	NOUN
easat-847	176	13	)	)	PUNCT
easat-847	176	14	(	(	PUNCT
easat-847	176	15	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-847	176	16	)	)	PUNCT
easat-847	176	17	.	.	PUNCT
easat-847	177	1	(	(	PUNCT
easat-847	177	2	13	13	NUM
easat-847	177	3	)	)	SYM
easat-847	177	4	4	4	NUM
easat-847	177	5	.	.	NOUN
easat-847	177	6	results	result	NOUN
easat-847	177	7	and	and	CCONJ
easat-847	177	8	discussion	discussion	NOUN
easat-847	177	9	the	the	DET
easat-847	177	10	result	result	NOUN
easat-847	177	11	gained	gain	VERB
easat-847	177	12	from	from	ADP
easat-847	177	13	the	the	DET
easat-847	177	14	experiment	experiment	NOUN
easat-847	177	15	by	by	ADP
easat-847	177	16	using	use	VERB
easat-847	177	17	logistic	logistic	ADJ
easat-847	177	18	regression	regression	NOUN
easat-847	177	19	,	,	PUNCT
easat-847	177	20	random	random	ADJ
easat-847	177	21	forest	forest	NOUN
easat-847	177	22	,	,	PUNCT
easat-847	177	23	and	and	CCONJ
easat-847	177	24	support	support	VERB
easat-847	177	25	vector	vector	NOUN
easat-847	177	26	machine	machine	NOUN
easat-847	177	27	algorithms	algorithm	NOUN
easat-847	177	28	is	be	AUX
easat-847	177	29	shown	show	VERB
easat-847	177	30	in	in	ADP
easat-847	177	31	table	table	NOUN
easat-847	177	32	1	1	NUM
easat-847	177	33	.	.	PUNCT
easat-847	178	1	the	the	DET
easat-847	178	2	data	datum	NOUN
easat-847	178	3	from	from	ADP
easat-847	178	4	this	this	DET
easat-847	178	5	project	project	NOUN
easat-847	178	6	was	be	AUX
easat-847	178	7	collected	collect	VERB
easat-847	178	8	from	from	ADP
easat-847	178	9	social	social	ADJ
easat-847	178	10	networks	network	NOUN
easat-847	178	11	and	and	CCONJ
easat-847	178	12	accuracy	accuracy	NOUN
easat-847	178	13	,	,	PUNCT
easat-847	178	14	precision	precision	NOUN
easat-847	178	15	,	,	PUNCT
easat-847	178	16	recall	recall	NOUN
easat-847	178	17	,	,	PUNCT
easat-847	178	18	and	and	CCONJ
easat-847	178	19	f	f	X
easat-847	178	20	-	-	PUNCT
easat-847	178	21	measure	measure	NOUN
easat-847	178	22	were	be	AUX
easat-847	178	23	used	use	VERB
easat-847	178	24	to	to	PART
easat-847	178	25	evaluate	evaluate	VERB
easat-847	178	26	the	the	DET
easat-847	178	27	effectiveness	effectiveness	NOUN
easat-847	178	28	of	of	ADP
easat-847	178	29	classification	classification	NOUN
easat-847	178	30	models	model	NOUN
easat-847	178	31	.	.	PUNCT
easat-847	179	1	table	table	NOUN
easat-847	179	2	1	1	NUM
easat-847	179	3	.	.	PUNCT
easat-847	180	1	classification	classification	NOUN
easat-847	180	2	accuracy	accuracy	NOUN
easat-847	180	3	comparison	comparison	NOUN
easat-847	180	4	.	.	PUNCT
easat-847	181	1	topic	topic	NOUN
easat-847	181	2	logistic	logistic	ADJ
easat-847	181	3	regression	regression	NOUN
easat-847	181	4	random	random	ADJ
easat-847	181	5	forest	forest	NOUN
easat-847	181	6	support	support	NOUN
easat-847	181	7	vector	vector	NOUN
easat-847	181	8	machines	machine	NOUN
easat-847	181	9	positive	positive	ADJ
easat-847	181	10	0.78	0.78	NUM
easat-847	181	11	0.74	0.74	NUM
easat-847	181	12	0.89	0.89	NUM
easat-847	181	13	negative	negative	ADJ
easat-847	181	14	0.85	0.85	NUM
easat-847	181	15	0.82	0.82	NUM
easat-847	181	16	0.91	0.91	NUM
easat-847	181	17	table	table	NOUN
easat-847	181	18	1	1	NUM
easat-847	181	19	presents	present	VERB
easat-847	181	20	the	the	DET
easat-847	181	21	classification	classification	NOUN
easat-847	181	22	accuracy	accuracy	NOUN
easat-847	181	23	comparison	comparison	NOUN
easat-847	181	24	among	among	ADP
easat-847	181	25	the	the	DET
easat-847	181	26	three	three	NUM
easat-847	181	27	algorithms	algorithm	NOUN
easat-847	181	28	with	with	ADP
easat-847	181	29	tf	tf	PROPN
easat-847	181	30	/	/	SYM
easat-847	181	31	idf	idf	PROPN
easat-847	181	32	and	and	CCONJ
easat-847	181	33	cosine	cosine	NOUN
easat-847	181	34	similarity	similarity	NOUN
easat-847	181	35	.	.	PUNCT
easat-847	182	1	support	support	NOUN
easat-847	182	2	vector	vector	NOUN
easat-847	182	3	machines	machine	NOUN
easat-847	182	4	had	have	VERB
easat-847	182	5	the	the	DET
easat-847	182	6	highest	high	ADJ
easat-847	182	7	accuracy	accuracy	NOUN
easat-847	182	8	,	,	PUNCT
easat-847	182	9	while	while	SCONJ
easat-847	182	10	random	random	ADJ
easat-847	182	11	forest	forest	NOUN
easat-847	182	12	had	have	VERB
easat-847	182	13	the	the	DET
easat-847	182	14	lowest	low	ADJ
easat-847	182	15	.	.	PUNCT
easat-847	183	1	table	table	NOUN
easat-847	183	2	2	2	NUM
easat-847	183	3	.	.	PUNCT
easat-847	184	1	the	the	DET
easat-847	184	2	precision	precision	NOUN
easat-847	184	3	,	,	PUNCT
easat-847	184	4	recall	recall	NOUN
easat-847	184	5	and	and	CCONJ
easat-847	184	6	f	f	X
easat-847	184	7	-	-	PUNCT
easat-847	184	8	measure	measure	NOUN
easat-847	184	9	results	result	NOUN
easat-847	184	10	.	.	PUNCT
easat-847	185	1	machine	machine	NOUN
easat-847	185	2	learning	learn	VERB
easat-847	185	3	techniques	technique	NOUN
easat-847	185	4	testing	testing	NOUN
easat-847	185	5	performance	performance	NOUN
easat-847	185	6	precision	precision	NOUN
easat-847	185	7	recall	recall	VERB
easat-847	185	8	f1	f1	NOUN
easat-847	185	9	-	-	PUNCT
easat-847	185	10	score	score	NOUN
easat-847	185	11	logistic	logistic	ADJ
easat-847	185	12	regression	regression	NOUN
easat-847	185	13	83.87	83.87	NUM
easat-847	185	14	84.54	84.54	NUM
easat-847	185	15	82.25	82.25	NUM
easat-847	185	16	random	random	ADJ
easat-847	185	17	forest	forest	NOUN
easat-847	185	18	85.59	85.59	NUM
easat-847	185	19	82.14	82.14	NUM
easat-847	185	20	79.75	79.75	NUM
easat-847	185	21	support	support	NOUN
easat-847	185	22	vector	vector	NOUN
easat-847	185	23	machines	machine	NOUN
easat-847	185	24	89.47	89.47	NUM
easat-847	185	25	89.52	89.52	NUM
easat-847	185	26	89.64	89.64	NUM
easat-847	185	27	table	table	NOUN
easat-847	185	28	2	2	NUM
easat-847	185	29	shows	show	VERB
easat-847	185	30	the	the	DET
easat-847	185	31	results	result	NOUN
easat-847	185	32	of	of	ADP
easat-847	185	33	the	the	DET
easat-847	185	34	precision	precision	NOUN
easat-847	185	35	,	,	PUNCT
easat-847	185	36	recall	recall	NOUN
easat-847	185	37	,	,	PUNCT
easat-847	185	38	and	and	CCONJ
easat-847	185	39	f	f	X
easat-847	185	40	-	-	PUNCT
easat-847	185	41	measure	measure	NOUN
easat-847	185	42	of	of	ADP
easat-847	185	43	machine	machine	NOUN
easat-847	185	44	learning	learning	NOUN
easat-847	185	45	approaches	approach	NOUN
easat-847	185	46	.	.	PUNCT
easat-847	186	1	the	the	DET
easat-847	186	2	lowest	low	ADJ
easat-847	186	3	precision	precision	NOUN
easat-847	186	4	of	of	ADP
easat-847	186	5	the	the	DET
easat-847	186	6	models	model	NOUN
easat-847	186	7	is	be	AUX
easat-847	186	8	presented	present	VERB
easat-847	186	9	by	by	ADP
easat-847	186	10	logistic	logistic	ADJ
easat-847	186	11	regression	regression	NOUN
easat-847	186	12	83.87	83.87	NUM
easat-847	186	13	%	%	NOUN
easat-847	186	14	and	and	CCONJ
easat-847	186	15	a	a	DET
easat-847	186	16	recall	recall	NOUN
easat-847	186	17	of	of	ADP
easat-847	186	18	84.54	84.54	NUM
easat-847	186	19	%	%	NOUN
easat-847	186	20	in	in	ADP
easat-847	186	21	the	the	DET
easat-847	186	22	context	context	NOUN
easat-847	186	23	of	of	ADP
easat-847	186	24	logistic	logistic	ADJ
easat-847	186	25	regression	regression	NOUN
easat-847	186	26	means	mean	VERB
easat-847	186	27	that	that	SCONJ
easat-847	186	28	the	the	DET
easat-847	186	29	model	model	NOUN
easat-847	186	30	correctly	correctly	ADV
easat-847	186	31	identified	identify	VERB
easat-847	186	32	approximately	approximately	ADV
easat-847	186	33	84.54	84.54	NUM
easat-847	186	34	%	%	NOUN
easat-847	186	35	of	of	ADP
easat-847	186	36	all	all	DET
easat-847	186	37	actual	actual	ADJ
easat-847	186	38	positive	positive	ADJ
easat-847	186	39	instances	instance	NOUN
easat-847	186	40	in	in	ADP
easat-847	186	41	the	the	DET
easat-847	186	42	dataset	dataset	NOUN
easat-847	186	43	.	.	PUNCT
easat-847	187	1	the	the	DET
easat-847	187	2	logistic	logistic	ADJ
easat-847	187	3	regression	regression	NOUN
easat-847	187	4	model	model	NOUN
easat-847	187	5	achieved	achieve	VERB
easat-847	187	6	an	an	DET
easat-847	187	7	f1	f1	NOUN
easat-847	187	8	-	-	PUNCT
easat-847	187	9	score	score	NOUN
easat-847	187	10	of	of	ADP
easat-847	187	11	82.25	82.25	NUM
easat-847	187	12	%	%	NOUN
easat-847	187	13	,	,	PUNCT
easat-847	187	14	which	which	PRON
easat-847	187	15	indicates	indicate	VERB
easat-847	187	16	a	a	DET
easat-847	187	17	good	good	ADJ
easat-847	187	18	balance	balance	NOUN
easat-847	187	19	between	between	ADP
easat-847	187	20	precision	precision	NOUN
easat-847	187	21	and	and	CCONJ
easat-847	187	22	recall	recall	NOUN
easat-847	187	23	,	,	PUNCT
easat-847	187	24	and	and	CCONJ
easat-847	187	25	this	this	PRON
easat-847	187	26	suggests	suggest	VERB
easat-847	187	27	that	that	SCONJ
easat-847	187	28	the	the	DET
easat-847	187	29	model	model	NOUN
easat-847	187	30	has	have	VERB
easat-847	187	31	a	a	DET
easat-847	187	32	153	153	NUM
easat-847	187	33	edelweiss	edelweiss	PROPN
easat-847	187	34	applied	apply	VERB
easat-847	187	35	science	science	NOUN
easat-847	187	36	and	and	CCONJ
easat-847	187	37	technology	technology	NOUN
easat-847	187	38	issn	issn	PROPN
easat-847	187	39	:	:	PUNCT
easat-847	187	40	2576	2576	NUM
easat-847	187	41	-	-	SYM
easat-847	187	42	8484	8484	NUM
easat-847	187	43	vol	vol	NOUN
easat-847	187	44	.	.	PROPN
easat-847	187	45	8	8	NUM
easat-847	187	46	,	,	PUNCT
easat-847	187	47	no	no	INTJ
easat-847	187	48	.	.	NOUN
easat-847	188	1	3	3	NUM
easat-847	188	2	:	:	SYM
easat-847	188	3	145	145	NUM
easat-847	188	4	-	-	SYM
easat-847	188	5	155	155	NUM
easat-847	188	6	,	,	PUNCT
easat-847	188	7	2024	2024	NUM
easat-847	188	8	doi	doi	NOUN
easat-847	188	9	:	:	PUNCT
easat-847	188	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	188	11	©	©	PROPN
easat-847	188	12	2024	2024	NUM
easat-847	188	13	by	by	ADP
easat-847	188	14	the	the	DET
easat-847	188	15	authors	author	NOUN
easat-847	188	16	;	;	PUNCT
easat-847	188	17	licensee	licensee	PROPN
easat-847	188	18	learning	learning	NOUN
easat-847	188	19	gate	gate	VERB
easat-847	188	20	relatively	relatively	ADV
easat-847	188	21	low	low	ADJ
easat-847	188	22	rate	rate	NOUN
easat-847	188	23	of	of	ADP
easat-847	188	24	both	both	DET
easat-847	188	25	false	false	ADJ
easat-847	188	26	positives	positive	NOUN
easat-847	188	27	and	and	CCONJ
easat-847	188	28	false	false	ADJ
easat-847	188	29	negatives	negative	NOUN
easat-847	188	30	.	.	PUNCT
easat-847	189	1	also	also	ADV
easat-847	189	2	,	,	PUNCT
easat-847	189	3	a	a	DET
easat-847	189	4	precision	precision	NOUN
easat-847	189	5	of	of	ADP
easat-847	189	6	85.59	85.59	NUM
easat-847	189	7	%	%	NOUN
easat-847	189	8	for	for	ADP
easat-847	189	9	a	a	DET
easat-847	189	10	random	random	ADJ
easat-847	189	11	forest	forest	NOUN
easat-847	189	12	model	model	NOUN
easat-847	189	13	means	mean	VERB
easat-847	189	14	that	that	SCONJ
easat-847	189	15	approximately	approximately	ADV
easat-847	189	16	85.59	85.59	NUM
easat-847	189	17	%	%	NOUN
easat-847	189	18	of	of	ADP
easat-847	189	19	the	the	DET
easat-847	189	20	instances	instance	NOUN
easat-847	189	21	predicted	predict	VERB
easat-847	189	22	as	as	ADP
easat-847	189	23	positive	positive	ADJ
easat-847	189	24	by	by	ADP
easat-847	189	25	the	the	DET
easat-847	189	26	random	random	ADJ
easat-847	189	27	forest	forest	NOUN
easat-847	189	28	model	model	NOUN
easat-847	189	29	were	be	AUX
easat-847	189	30	indeed	indeed	ADV
easat-847	189	31	positive	positive	ADJ
easat-847	189	32	.	.	PUNCT
easat-847	190	1	however	however	ADV
easat-847	190	2	,	,	PUNCT
easat-847	190	3	an	an	DET
easat-847	190	4	f1	f1	NOUN
easat-847	190	5	-	-	PUNCT
easat-847	190	6	score	score	NOUN
easat-847	190	7	of	of	ADP
easat-847	190	8	79.75	79.75	NUM
easat-847	190	9	%	%	NOUN
easat-847	190	10	for	for	ADP
easat-847	190	11	a	a	DET
easat-847	190	12	random	random	ADJ
easat-847	190	13	forest	forest	NOUN
easat-847	190	14	model	model	NOUN
easat-847	190	15	is	be	AUX
easat-847	190	16	the	the	DET
easat-847	190	17	lowest	low	ADJ
easat-847	190	18	f1	f1	NOUN
easat-847	190	19	-	-	PUNCT
easat-847	190	20	score	score	NOUN
easat-847	190	21	.	.	PUNCT
easat-847	191	1	support	support	NOUN
easat-847	191	2	vector	vector	NOUN
easat-847	191	3	machine	machine	NOUN
easat-847	191	4	algorithm	algorithm	NOUN
easat-847	191	5	shows	show	VERB
easat-847	191	6	the	the	DET
easat-847	191	7	best	good	ADJ
easat-847	191	8	performance	performance	NOUN
easat-847	191	9	results	result	NOUN
easat-847	191	10	in	in	ADP
easat-847	191	11	accuracy	accuracy	NOUN
easat-847	191	12	,	,	PUNCT
easat-847	191	13	precision	precision	NOUN
easat-847	191	14	,	,	PUNCT
easat-847	191	15	recall	recall	NOUN
easat-847	191	16	,	,	PUNCT
easat-847	191	17	and	and	CCONJ
easat-847	191	18	f1	f1	NOUN
easat-847	191	19	-	-	PUNCT
easat-847	191	20	score	score	NOUN
easat-847	191	21	compared	compare	VERB
easat-847	191	22	to	to	ADP
easat-847	191	23	other	other	ADJ
easat-847	191	24	algorithms	algorithm	NOUN
easat-847	191	25	(	(	PUNCT
easat-847	191	26	89.47	89.47	NUM
easat-847	191	27	%	%	NOUN
easat-847	191	28	for	for	ADP
easat-847	191	29	precision	precision	NOUN
easat-847	191	30	,	,	PUNCT
easat-847	191	31	89.52	89.52	NUM
easat-847	191	32	%	%	NOUN
easat-847	191	33	for	for	ADP
easat-847	191	34	recall	recall	NOUN
easat-847	191	35	,	,	PUNCT
easat-847	191	36	and	and	CCONJ
easat-847	191	37	89.64	89.64	NUM
easat-847	191	38	%	%	NOUN
easat-847	191	39	for	for	ADP
easat-847	191	40	f1	f1	NOUN
easat-847	191	41	-	-	PUNCT
easat-847	191	42	score	score	NOUN
easat-847	191	43	)	)	PUNCT
easat-847	191	44	.	.	PUNCT
easat-847	192	1	in	in	ADP
easat-847	192	2	the	the	DET
easat-847	192	3	context	context	NOUN
easat-847	192	4	of	of	ADP
easat-847	192	5	machine	machine	NOUN
easat-847	192	6	learning	learning	NOUN
easat-847	192	7	,	,	PUNCT
easat-847	192	8	precision	precision	NOUN
easat-847	192	9	,	,	PUNCT
easat-847	192	10	recall	recall	NOUN
easat-847	192	11	,	,	PUNCT
easat-847	192	12	and	and	CCONJ
easat-847	192	13	f	f	X
easat-847	192	14	-	-	PUNCT
easat-847	192	15	measure	measure	NOUN
easat-847	192	16	are	be	AUX
easat-847	192	17	evaluation	evaluation	NOUN
easat-847	192	18	metrics	metric	NOUN
easat-847	192	19	used	use	VERB
easat-847	192	20	to	to	PART
easat-847	192	21	assess	assess	VERB
easat-847	192	22	the	the	DET
easat-847	192	23	performance	performance	NOUN
easat-847	192	24	of	of	ADP
easat-847	192	25	a	a	DET
easat-847	192	26	classification	classification	NOUN
easat-847	192	27	or	or	CCONJ
easat-847	192	28	information	information	NOUN
easat-847	192	29	retrieval	retrieval	NOUN
easat-847	192	30	system	system	NOUN
easat-847	192	31	.	.	PUNCT
easat-847	193	1	precision	precision	NOUN
easat-847	193	2	measures	measure	VERB
easat-847	193	3	the	the	DET
easat-847	193	4	accuracy	accuracy	NOUN
easat-847	193	5	of	of	ADP
easat-847	193	6	the	the	DET
easat-847	193	7	positive	positive	ADJ
easat-847	193	8	predictions	prediction	NOUN
easat-847	193	9	,	,	PUNCT
easat-847	193	10	and	and	CCONJ
easat-847	193	11	recall	recall	VERB
easat-847	193	12	measures	measure	NOUN
easat-847	193	13	the	the	DET
easat-847	193	14	ability	ability	NOUN
easat-847	193	15	of	of	ADP
easat-847	193	16	the	the	DET
easat-847	193	17	model	model	NOUN
easat-847	193	18	to	to	PART
easat-847	193	19	capture	capture	VERB
easat-847	193	20	all	all	DET
easat-847	193	21	the	the	DET
easat-847	193	22	actual	actual	ADJ
easat-847	193	23	positives	positive	NOUN
easat-847	193	24	.	.	PUNCT
easat-847	194	1	furthermore	furthermore	ADV
easat-847	194	2	,	,	PUNCT
easat-847	194	3	the	the	DET
easat-847	194	4	f1	f1	NOUN
easat-847	194	5	-	-	PUNCT
easat-847	194	6	score	score	NOUN
easat-847	194	7	combines	combine	VERB
easat-847	194	8	precision	precision	NOUN
easat-847	194	9	and	and	CCONJ
easat-847	194	10	recall	recall	VERB
easat-847	194	11	to	to	PART
easat-847	194	12	provide	provide	VERB
easat-847	194	13	a	a	DET
easat-847	194	14	single	single	ADJ
easat-847	194	15	metric	metric	NOUN
easat-847	194	16	that	that	PRON
easat-847	194	17	considers	consider	VERB
easat-847	194	18	both	both	DET
easat-847	194	19	false	false	ADJ
easat-847	194	20	positives	positive	NOUN
easat-847	194	21	and	and	CCONJ
easat-847	194	22	false	false	ADJ
easat-847	194	23	negatives	negative	NOUN
easat-847	194	24	.	.	PUNCT
easat-847	195	1	from	from	ADP
easat-847	195	2	this	this	DET
easat-847	195	3	research	research	NOUN
easat-847	195	4	,	,	PUNCT
easat-847	195	5	support	support	VERB
easat-847	195	6	vector	vector	NOUN
easat-847	195	7	machines	machine	NOUN
easat-847	195	8	(	(	PUNCT
easat-847	195	9	svm	svm	PROPN
easat-847	195	10	)	)	PUNCT
easat-847	195	11	can	can	AUX
easat-847	195	12	be	be	AUX
easat-847	195	13	a	a	DET
easat-847	195	14	suitable	suitable	ADJ
easat-847	195	15	machine	machine	NOUN
easat-847	195	16	learning	learn	VERB
easat-847	195	17	algorithm	algorithm	NOUN
easat-847	195	18	to	to	PART
easat-847	195	19	assess	assess	VERB
easat-847	195	20	the	the	DET
easat-847	195	21	impact	impact	NOUN
easat-847	195	22	of	of	ADP
easat-847	195	23	social	social	ADJ
easat-847	195	24	networks	network	NOUN
easat-847	195	25	on	on	ADP
easat-847	195	26	the	the	DET
easat-847	195	27	awareness	awareness	NOUN
easat-847	195	28	of	of	ADP
easat-847	195	29	environmental	environmental	ADJ
easat-847	195	30	sustainability	sustainability	NOUN
easat-847	195	31	.	.	PUNCT
easat-847	196	1	this	this	DET
easat-847	196	2	interpretability	interpretability	NOUN
easat-847	196	3	can	can	AUX
easat-847	196	4	help	help	VERB
easat-847	196	5	to	to	PART
easat-847	196	6	understand	understand	VERB
easat-847	196	7	what	what	PRON
easat-847	196	8	aspects	aspect	NOUN
easat-847	196	9	of	of	ADP
easat-847	196	10	social	social	ADJ
easat-847	196	11	network	network	NOUN
easat-847	196	12	activity	activity	NOUN
easat-847	196	13	influence	influence	NOUN
easat-847	196	14	environmental	environmental	ADJ
easat-847	196	15	awareness	awareness	NOUN
easat-847	196	16	.	.	PUNCT
easat-847	197	1	sentiment	sentiment	NOUN
easat-847	197	2	analysis	analysis	NOUN
easat-847	197	3	can	can	AUX
easat-847	197	4	offer	offer	VERB
easat-847	197	5	valuable	valuable	ADJ
easat-847	197	6	insights	insight	NOUN
easat-847	197	7	into	into	ADP
easat-847	197	8	environmental	environmental	ADJ
easat-847	197	9	sustainability	sustainability	NOUN
easat-847	197	10	awareness	awareness	NOUN
easat-847	197	11	by	by	ADP
easat-847	197	12	analyzing	analyze	VERB
easat-847	197	13	the	the	DET
easat-847	197	14	language	language	NOUN
easat-847	197	15	,	,	PUNCT
easat-847	197	16	opinions	opinion	NOUN
easat-847	197	17	,	,	PUNCT
easat-847	197	18	and	and	CCONJ
easat-847	197	19	emotions	emotion	NOUN
easat-847	197	20	expressed	express	VERB
easat-847	197	21	in	in	ADP
easat-847	197	22	online	online	ADJ
easat-847	197	23	content	content	NOUN
easat-847	197	24	,	,	PUNCT
easat-847	197	25	such	such	ADJ
easat-847	197	26	as	as	ADP
easat-847	197	27	social	social	ADJ
easat-847	197	28	media	medium	NOUN
easat-847	197	29	posts	post	NOUN
easat-847	197	30	,	,	PUNCT
easat-847	197	31	articles	article	NOUN
easat-847	197	32	,	,	PUNCT
easat-847	197	33	and	and	CCONJ
easat-847	197	34	forums	forum	NOUN
easat-847	197	35	.	.	PUNCT
easat-847	198	1	from	from	ADP
easat-847	198	2	these	these	DET
easat-847	198	3	results	result	NOUN
easat-847	198	4	,	,	PUNCT
easat-847	198	5	sentiment	sentiment	NOUN
easat-847	198	6	analysis	analysis	NOUN
easat-847	198	7	can	can	AUX
easat-847	198	8	gauge	gauge	VERB
easat-847	198	9	how	how	SCONJ
easat-847	198	10	people	people	NOUN
easat-847	198	11	feel	feel	VERB
easat-847	198	12	about	about	ADP
easat-847	198	13	environmental	environmental	ADJ
easat-847	198	14	sustainability	sustainability	NOUN
easat-847	198	15	initiatives	initiative	NOUN
easat-847	198	16	,	,	PUNCT
easat-847	198	17	policies	policy	NOUN
easat-847	198	18	,	,	PUNCT
easat-847	198	19	or	or	CCONJ
easat-847	198	20	events	event	NOUN
easat-847	198	21	.	.	PUNCT
easat-847	199	1	positive	positive	ADJ
easat-847	199	2	sentiment	sentiment	NOUN
easat-847	199	3	might	might	AUX
easat-847	199	4	indicate	indicate	VERB
easat-847	199	5	widespread	widespread	ADJ
easat-847	199	6	support	support	NOUN
easat-847	199	7	and	and	CCONJ
easat-847	199	8	enthusiasm	enthusiasm	NOUN
easat-847	199	9	for	for	ADP
easat-847	199	10	sustainability	sustainability	NOUN
easat-847	199	11	efforts	effort	NOUN
easat-847	199	12	,	,	PUNCT
easat-847	199	13	while	while	SCONJ
easat-847	199	14	negative	negative	ADJ
easat-847	199	15	sentiment	sentiment	NOUN
easat-847	199	16	could	could	AUX
easat-847	199	17	signal	signal	VERB
easat-847	199	18	dissatisfaction	dissatisfaction	NOUN
easat-847	199	19	or	or	CCONJ
easat-847	199	20	skepticism	skepticism	NOUN
easat-847	199	21	.	.	PUNCT
easat-847	200	1	also	also	ADV
easat-847	200	2	,	,	PUNCT
easat-847	200	3	by	by	ADP
easat-847	200	4	analyzing	analyze	VERB
easat-847	200	5	sentiments	sentiment	NOUN
easat-847	200	6	over	over	ADP
easat-847	200	7	time	time	NOUN
easat-847	200	8	,	,	PUNCT
easat-847	200	9	it	it	PRON
easat-847	200	10	becomes	become	VERB
easat-847	200	11	possible	possible	ADJ
easat-847	200	12	to	to	PART
easat-847	200	13	identify	identify	VERB
easat-847	200	14	trends	trend	NOUN
easat-847	200	15	in	in	ADP
easat-847	200	16	public	public	ADJ
easat-847	200	17	awareness	awareness	NOUN
easat-847	200	18	and	and	CCONJ
easat-847	200	19	concern	concern	NOUN
easat-847	200	20	for	for	ADP
easat-847	200	21	environmental	environmental	ADJ
easat-847	200	22	issues	issue	NOUN
easat-847	200	23	.	.	PUNCT
easat-847	201	1	for	for	ADP
easat-847	201	2	instance	instance	NOUN
easat-847	201	3	,	,	PUNCT
easat-847	201	4	an	an	DET
easat-847	201	5	increase	increase	NOUN
easat-847	201	6	in	in	ADP
easat-847	201	7	positive	positive	ADJ
easat-847	201	8	sentiment	sentiment	NOUN
easat-847	201	9	might	might	AUX
easat-847	201	10	suggest	suggest	VERB
easat-847	201	11	growing	grow	VERB
easat-847	201	12	interest	interest	NOUN
easat-847	201	13	in	in	ADP
easat-847	201	14	or	or	CCONJ
easat-847	201	15	awareness	awareness	NOUN
easat-847	201	16	of	of	ADP
easat-847	201	17	sustainability	sustainability	NOUN
easat-847	201	18	-	-	PUNCT
easat-847	201	19	related	relate	VERB
easat-847	201	20	topics	topic	NOUN
easat-847	201	21	.	.	PUNCT
easat-847	202	1	understanding	understand	VERB
easat-847	202	2	sentiment	sentiment	NOUN
easat-847	202	3	can	can	AUX
easat-847	202	4	also	also	ADV
easat-847	202	5	shed	shed	VERB
easat-847	202	6	light	light	NOUN
easat-847	202	7	on	on	ADP
easat-847	202	8	the	the	DET
easat-847	202	9	influence	influence	NOUN
easat-847	202	10	of	of	ADP
easat-847	202	11	key	key	ADJ
easat-847	202	12	figures	figure	NOUN
easat-847	202	13	or	or	CCONJ
easat-847	202	14	influencers	influencer	NOUN
easat-847	202	15	in	in	ADP
easat-847	202	16	driving	drive	VERB
easat-847	202	17	conversations	conversation	NOUN
easat-847	202	18	around	around	ADP
easat-847	202	19	environmental	environmental	ADJ
easat-847	202	20	sustainability	sustainability	NOUN
easat-847	202	21	.	.	PUNCT
easat-847	203	1	positive	positive	ADJ
easat-847	203	2	sentiment	sentiment	NOUN
easat-847	203	3	among	among	ADP
easat-847	203	4	influential	influential	ADJ
easat-847	203	5	figures	figure	NOUN
easat-847	203	6	could	could	AUX
easat-847	203	7	amplify	amplify	VERB
easat-847	203	8	awareness	awareness	NOUN
easat-847	203	9	and	and	CCONJ
easat-847	203	10	engagement	engagement	NOUN
easat-847	203	11	in	in	ADP
easat-847	203	12	sustainability	sustainability	NOUN
easat-847	203	13	efforts	effort	NOUN
easat-847	203	14	.	.	PUNCT
easat-847	204	1	negative	negative	ADJ
easat-847	204	2	sentiment	sentiment	NOUN
easat-847	204	3	can	can	AUX
easat-847	204	4	provide	provide	VERB
easat-847	204	5	constructive	constructive	ADJ
easat-847	204	6	feedback	feedback	NOUN
easat-847	204	7	.	.	PUNCT
easat-847	205	1	by	by	ADP
easat-847	205	2	examining	examine	VERB
easat-847	205	3	why	why	SCONJ
easat-847	205	4	certain	certain	ADJ
easat-847	205	5	sustainability	sustainability	NOUN
easat-847	205	6	initiatives	initiative	NOUN
easat-847	205	7	are	be	AUX
easat-847	205	8	perceived	perceive	VERB
easat-847	205	9	negatively	negatively	ADV
easat-847	205	10	,	,	PUNCT
easat-847	205	11	organizations	organization	NOUN
easat-847	205	12	can	can	AUX
easat-847	205	13	refine	refine	VERB
easat-847	205	14	their	their	PRON
easat-847	205	15	approaches	approach	NOUN
easat-847	205	16	,	,	PUNCT
easat-847	205	17	address	address	NOUN
easat-847	205	18	misconceptions	misconception	NOUN
easat-847	205	19	,	,	PUNCT
easat-847	205	20	or	or	CCONJ
easat-847	205	21	adapt	adapt	VERB
easat-847	205	22	strategies	strategy	NOUN
easat-847	205	23	to	to	PART
easat-847	205	24	better	well	ADV
easat-847	205	25	resonate	resonate	VERB
easat-847	205	26	with	with	ADP
easat-847	205	27	their	their	PRON
easat-847	205	28	audience	audience	NOUN
easat-847	205	29	.	.	PUNCT
easat-847	206	1	by	by	ADP
easat-847	206	2	leveraging	leverage	VERB
easat-847	206	3	sentiment	sentiment	NOUN
easat-847	206	4	analysis	analysis	NOUN
easat-847	206	5	,	,	PUNCT
easat-847	206	6	organizations	organization	NOUN
easat-847	206	7	,	,	PUNCT
easat-847	206	8	policymakers	policymaker	NOUN
easat-847	206	9	,	,	PUNCT
easat-847	206	10	and	and	CCONJ
easat-847	206	11	businesses	business	NOUN
easat-847	206	12	can	can	AUX
easat-847	206	13	gain	gain	VERB
easat-847	206	14	deeper	deep	ADJ
easat-847	206	15	insights	insight	NOUN
easat-847	206	16	into	into	ADP
easat-847	206	17	public	public	ADJ
easat-847	206	18	attitudes	attitude	NOUN
easat-847	206	19	and	and	CCONJ
easat-847	206	20	perceptions	perception	NOUN
easat-847	206	21	towards	towards	ADP
easat-847	206	22	environmental	environmental	ADJ
easat-847	206	23	sustainability	sustainability	NOUN
easat-847	206	24	.	.	PUNCT
easat-847	207	1	these	these	DET
easat-847	207	2	insights	insight	NOUN
easat-847	207	3	can	can	AUX
easat-847	207	4	inform	inform	VERB
easat-847	207	5	strategies	strategy	NOUN
easat-847	207	6	to	to	PART
easat-847	207	7	enhance	enhance	VERB
easat-847	207	8	awareness	awareness	NOUN
easat-847	207	9	,	,	PUNCT
easat-847	207	10	engagement	engagement	NOUN
easat-847	207	11	,	,	PUNCT
easat-847	207	12	and	and	CCONJ
easat-847	207	13	the	the	DET
easat-847	207	14	effectiveness	effectiveness	NOUN
easat-847	207	15	of	of	ADP
easat-847	207	16	sustainability	sustainability	NOUN
easat-847	207	17	initiatives	initiative	NOUN
easat-847	207	18	.	.	PUNCT
easat-847	208	1	5	5	X
easat-847	208	2	.	.	X
easat-847	208	3	conclusion	conclusion	NOUN
easat-847	208	4	in	in	ADP
easat-847	208	5	this	this	DET
easat-847	208	6	particular	particular	ADJ
easat-847	208	7	implementation	implementation	NOUN
easat-847	208	8	,	,	PUNCT
easat-847	208	9	the	the	DET
easat-847	208	10	application	application	NOUN
easat-847	208	11	of	of	ADP
easat-847	208	12	machine	machine	NOUN
easat-847	208	13	learning	learning	NOUN
easat-847	208	14	serves	serve	VERB
easat-847	208	15	as	as	ADP
easat-847	208	16	a	a	DET
easat-847	208	17	highly	highly	ADV
easat-847	208	18	effective	effective	ADJ
easat-847	208	19	tool	tool	NOUN
easat-847	208	20	for	for	ADP
easat-847	208	21	the	the	DET
easat-847	208	22	purpose	purpose	NOUN
easat-847	208	23	of	of	ADP
easat-847	208	24	sentiment	sentiment	NOUN
easat-847	208	25	analysis	analysis	NOUN
easat-847	208	26	.	.	PUNCT
easat-847	209	1	this	this	DET
easat-847	209	2	process	process	NOUN
easat-847	209	3	involves	involve	VERB
easat-847	209	4	the	the	DET
easat-847	209	5	identification	identification	NOUN
easat-847	209	6	and	and	CCONJ
easat-847	209	7	analysis	analysis	NOUN
easat-847	209	8	of	of	ADP
easat-847	209	9	individuals	individual	NOUN
easat-847	209	10	'	'	PART
easat-847	209	11	opinions	opinion	NOUN
easat-847	209	12	,	,	PUNCT
easat-847	209	13	attitudes	attitude	NOUN
easat-847	209	14	,	,	PUNCT
easat-847	209	15	and	and	CCONJ
easat-847	209	16	emotions	emotion	NOUN
easat-847	209	17	with	with	ADP
easat-847	209	18	regards	regard	NOUN
easat-847	209	19	to	to	ADP
easat-847	209	20	the	the	DET
easat-847	209	21	topic	topic	NOUN
easat-847	209	22	of	of	ADP
easat-847	209	23	environmental	environmental	ADJ
easat-847	209	24	sustainability	sustainability	NOUN
easat-847	209	25	.	.	PUNCT
easat-847	210	1	by	by	ADP
easat-847	210	2	conducting	conduct	VERB
easat-847	210	3	sentiment	sentiment	NOUN
easat-847	210	4	analysis	analysis	NOUN
easat-847	210	5	,	,	PUNCT
easat-847	210	6	one	one	NUM
easat-847	210	7	gains	gain	VERB
easat-847	210	8	a	a	DET
easat-847	210	9	deeper	deep	ADJ
easat-847	210	10	understanding	understanding	NOUN
easat-847	210	11	of	of	ADP
easat-847	210	12	people	people	NOUN
easat-847	210	13	's	's	PART
easat-847	210	14	perceptions	perception	NOUN
easat-847	210	15	and	and	CCONJ
easat-847	210	16	attitudes	attitude	NOUN
easat-847	210	17	towards	towards	ADP
easat-847	210	18	environmental	environmental	ADJ
easat-847	210	19	issues	issue	NOUN
easat-847	210	20	and	and	CCONJ
easat-847	210	21	sustainability	sustainability	NOUN
easat-847	210	22	initiatives	initiative	NOUN
easat-847	210	23	.	.	PUNCT
easat-847	211	1	moreover	moreover	ADV
easat-847	211	2	,	,	PUNCT
easat-847	211	3	the	the	DET
easat-847	211	4	cla	cla	PROPN
easat-847	211	5	ssification	ssification	NOUN
easat-847	211	6	of	of	ADP
easat-847	211	7	sentiments	sentiment	NOUN
easat-847	211	8	into	into	ADP
easat-847	211	9	positive	positive	ADJ
easat-847	211	10	or	or	CCONJ
easat-847	211	11	negative	negative	ADJ
easat-847	211	12	categories	category	NOUN
easat-847	211	13	further	further	ADJ
easat-847	211	14	aids	aid	NOUN
easat-847	211	15	in	in	ADP
easat-847	211	16	the	the	DET
easat-847	211	17	analysis	analysis	NOUN
easat-847	211	18	of	of	ADP
easat-847	211	19	textual	textual	ADJ
easat-847	211	20	data	datum	NOUN
easat-847	211	21	.	.	PUNCT
easat-847	212	1	opinion	opinion	NOUN
easat-847	212	2	mining	mining	NOUN
easat-847	212	3	tasks	task	NOUN
easat-847	212	4	greatly	greatly	ADV
easat-847	212	5	benefit	benefit	VERB
easat-847	212	6	from	from	ADP
easat-847	212	7	the	the	DET
easat-847	212	8	utilization	utilization	NOUN
easat-847	212	9	of	of	ADP
easat-847	212	10	powerful	powerful	ADJ
easat-847	212	11	supervised	supervised	ADJ
easat-847	212	12	learning	learning	NOUN
easat-847	212	13	algorithms	algorithm	NOUN
easat-847	212	14	such	such	ADJ
easat-847	212	15	as	as	ADP
easat-847	212	16	logistic	logistic	ADJ
easat-847	212	17	regression	regression	NOUN
easat-847	212	18	,	,	PUNCT
easat-847	212	19	decision	decision	NOUN
easat-847	212	20	trees	tree	NOUN
easat-847	212	21	,	,	PUNCT
easat-847	212	22	or	or	CCONJ
easat-847	212	23	support	support	VERB
easat-847	212	24	vector	vector	NOUN
easat-847	212	25	machines	machine	NOUN
easat-847	212	26	.	.	PUNCT
easat-847	213	1	prior	prior	ADV
easat-847	213	2	to	to	ADP
easat-847	213	3	the	the	DET
easat-847	213	4	application	application	NOUN
easat-847	213	5	of	of	ADP
easat-847	213	6	these	these	DET
easat-847	213	7	algorithms	algorithm	NOUN
easat-847	213	8	,	,	PUNCT
easat-847	213	9	it	it	PRON
easat-847	213	10	was	be	AUX
easat-847	213	11	common	common	ADJ
easat-847	213	12	practice	practice	NOUN
easat-847	213	13	to	to	ADP
easat-847	213	14	preprocess	preprocess	NOUN
easat-847	213	15	and	and	CCONJ
easat-847	213	16	analyze	analyze	VERB
easat-847	213	17	text	text	NOUN
easat-847	213	18	data	datum	NOUN
easat-847	213	19	using	use	VERB
easat-847	213	20	techniques	technique	NOUN
easat-847	213	21	such	such	ADJ
easat-847	213	22	as	as	ADP
easat-847	213	23	tf	tf	PROPN
easat-847	213	24	/	/	SYM
easat-847	213	25	idf	idf	PROPN
easat-847	213	26	and	and	CCONJ
easat-847	213	27	cosine	cosine	NOUN
easat-847	213	28	similarity	similarity	NOUN
easat-847	213	29	.	.	PUNCT
easat-847	214	1	sentiment	sentiment	NOUN
easat-847	214	2	analysis	analysis	NOUN
easat-847	214	3	proves	prove	VERB
easat-847	214	4	to	to	PART
easat-847	214	5	be	be	AUX
easat-847	214	6	a	a	DET
easat-847	214	7	valuable	valuable	ADJ
easat-847	214	8	approach	approach	NOUN
easat-847	214	9	to	to	ADP
easat-847	214	10	comprehending	comprehend	VERB
easat-847	214	11	individuals	individual	NOUN
easat-847	214	12	'	'	PART
easat-847	214	13	attitudes	attitude	NOUN
easat-847	214	14	and	and	CCONJ
easat-847	214	15	opinions	opinion	NOUN
easat-847	214	16	regarding	regard	VERB
easat-847	214	17	environmental	environmental	ADJ
easat-847	214	18	sustainability	sustainability	NOUN
easat-847	214	19	.	.	PUNCT
easat-847	215	1	the	the	DET
easat-847	215	2	analysis	analysis	NOUN
easat-847	215	3	involves	involve	VERB
easat-847	215	4	the	the	DET
easat-847	215	5	examination	examination	NOUN
easat-847	215	6	of	of	ADP
easat-847	215	7	language	language	NOUN
easat-847	215	8	data	datum	NOUN
easat-847	215	9	,	,	PUNCT
easat-847	215	10	such	such	ADJ
easat-847	215	11	as	as	ADP
easat-847	215	12	social	social	ADJ
easat-847	215	13	media	medium	NOUN
easat-847	215	14	posts	post	NOUN
easat-847	215	15	or	or	CCONJ
easat-847	215	16	customer	customer	NOUN
easat-847	215	17	reviews	review	NOUN
easat-847	215	18	,	,	PUNCT
easat-847	215	19	in	in	ADP
easat-847	215	20	order	order	NOUN
easat-847	215	21	to	to	PART
easat-847	215	22	determine	determine	VERB
easat-847	215	23	whether	whether	SCONJ
easat-847	215	24	the	the	DET
easat-847	215	25	sentiments	sentiment	NOUN
easat-847	215	26	expressed	express	VERB
easat-847	215	27	are	be	AUX
easat-847	215	28	positive	positive	ADJ
easat-847	215	29	or	or	CCONJ
easat-847	215	30	negative	negative	ADJ
easat-847	215	31	.	.	PUNCT
easat-847	216	1	in	in	ADP
easat-847	216	2	conclusion	conclusion	NOUN
easat-847	216	3	,	,	PUNCT
easat-847	216	4	sentiment	sentiment	NOUN
easat-847	216	5	analysis	analysis	NOUN
easat-847	216	6	can	can	AUX
easat-847	216	7	be	be	AUX
easat-847	216	8	a	a	DET
easat-847	216	9	useful	useful	ADJ
easat-847	216	10	tool	tool	NOUN
easat-847	216	11	for	for	ADP
easat-847	216	12	tracking	track	VERB
easat-847	216	13	progress	progress	NOUN
easat-847	216	14	,	,	PUNCT
easat-847	216	15	identifying	identify	VERB
easat-847	216	16	influencers	influencer	NOUN
easat-847	216	17	,	,	PUNCT
easat-847	216	18	monitoring	monitor	VERB
easat-847	216	19	public	public	ADJ
easat-847	216	20	perceptions	perception	NOUN
easat-847	216	21	of	of	ADP
easat-847	216	22	environmental	environmental	ADJ
easat-847	216	23	sustainability	sustainability	NOUN
easat-847	216	24	,	,	PUNCT
easat-847	216	25	and	and	CCONJ
easat-847	216	26	enhancing	enhance	VERB
easat-847	216	27	communication	communication	NOUN
easat-847	216	28	.	.	PUNCT
easat-847	217	1	organizations	organization	NOUN
easat-847	217	2	can	can	AUX
easat-847	217	3	more	more	ADV
easat-847	217	4	effectively	effectively	ADV
easat-847	217	5	engage	engage	VERB
easat-847	217	6	and	and	CCONJ
easat-847	217	7	inspire	inspire	VERB
easat-847	217	8	the	the	DET
easat-847	217	9	public	public	NOUN
easat-847	217	10	to	to	PART
easat-847	217	11	adopt	adopt	VERB
easat-847	217	12	sustainable	sustainable	ADJ
easat-847	217	13	habits	habit	NOUN
easat-847	217	14	by	by	ADP
easat-847	217	15	utilizing	utilize	VERB
easat-847	217	16	sentiment	sentiment	NOUN
easat-847	217	17	analysis	analysis	NOUN
easat-847	217	18	.	.	PUNCT
easat-847	218	1	154	154	NUM
easat-847	218	2	edelweiss	edelweiss	PROPN
easat-847	218	3	applied	apply	VERB
easat-847	218	4	science	science	NOUN
easat-847	218	5	and	and	CCONJ
easat-847	218	6	technology	technology	NOUN
easat-847	218	7	issn	issn	PROPN
easat-847	218	8	:	:	PUNCT
easat-847	218	9	2576	2576	NUM
easat-847	218	10	-	-	SYM
easat-847	218	11	8484	8484	NUM
easat-847	218	12	vol	vol	NOUN
easat-847	218	13	.	.	PROPN
easat-847	218	14	8	8	NUM
easat-847	218	15	,	,	PUNCT
easat-847	218	16	no	no	INTJ
easat-847	218	17	.	.	NOUN
easat-847	219	1	3	3	NUM
easat-847	219	2	:	:	SYM
easat-847	219	3	145	145	NUM
easat-847	219	4	-	-	SYM
easat-847	219	5	155	155	NUM
easat-847	219	6	,	,	PUNCT
easat-847	219	7	2024	2024	NUM
easat-847	219	8	doi	doi	NOUN
easat-847	219	9	:	:	PUNCT
easat-847	219	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	219	11	©	©	PROPN
easat-847	219	12	2024	2024	NUM
easat-847	219	13	by	by	ADP
easat-847	219	14	the	the	DET
easat-847	219	15	authors	author	NOUN
easat-847	219	16	;	;	PUNCT
easat-847	219	17	licensee	licensee	PROPN
easat-847	219	18	learning	learning	PROPN
easat-847	219	19	gate	gate	PROPN
easat-847	219	20	funding	funding	PROPN
easat-847	219	21	:	:	PUNCT
easat-847	219	22	this	this	DET
easat-847	219	23	research	research	NOUN
easat-847	219	24	is	be	AUX
easat-847	219	25	supported	support	VERB
easat-847	219	26	by	by	ADP
easat-847	219	27	suan	suan	PROPN
easat-847	219	28	sunandha	sunandha	PROPN
easat-847	219	29	rajabhat	rajabhat	PROPN
easat-847	219	30	university	university	PROPN
easat-847	219	31	,	,	PUNCT
easat-847	219	32	thailand	thailand	PROPN
easat-847	219	33	(	(	PUNCT
easat-847	219	34	grant	grant	PROPN
easat-847	219	35	number	number	NOUN
easat-847	219	36	:	:	PUNCT
easat-847	219	37	pd036602007	pd036602007	ADJ
easat-847	219	38	)	)	PUNCT
easat-847	219	39	.	.	PUNCT
easat-847	220	1	institutional	institutional	ADJ
easat-847	220	2	review	review	PROPN
easat-847	220	3	board	board	NOUN
easat-847	220	4	statement	statement	NOUN
easat-847	220	5	:	:	PUNCT
easat-847	220	6	not	not	PART
easat-847	220	7	applicable	applicable	ADJ
easat-847	220	8	.	.	PUNCT
easat-847	221	1	transparency	transparency	NOUN
easat-847	221	2	:	:	PUNCT
easat-847	221	3	the	the	DET
easat-847	221	4	authors	author	NOUN
easat-847	221	5	confirm	confirm	VERB
easat-847	221	6	that	that	SCONJ
easat-847	221	7	the	the	DET
easat-847	221	8	manuscript	manuscript	NOUN
easat-847	221	9	is	be	AUX
easat-847	221	10	an	an	DET
easat-847	221	11	honest	honest	ADJ
easat-847	221	12	,	,	PUNCT
easat-847	221	13	accurate	accurate	ADJ
easat-847	221	14	,	,	PUNCT
easat-847	221	15	and	and	CCONJ
easat-847	221	16	transparent	transparent	ADJ
easat-847	221	17	account	account	NOUN
easat-847	221	18	of	of	ADP
easat-847	221	19	the	the	DET
easat-847	221	20	study	study	NOUN
easat-847	221	21	;	;	PUNCT
easat-847	221	22	that	that	SCONJ
easat-847	221	23	no	no	DET
easat-847	221	24	vital	vital	ADJ
easat-847	221	25	features	feature	NOUN
easat-847	221	26	of	of	ADP
easat-847	221	27	the	the	DET
easat-847	221	28	study	study	NOUN
easat-847	221	29	have	have	AUX
easat-847	221	30	been	be	AUX
easat-847	221	31	omitted	omit	VERB
easat-847	221	32	;	;	PUNCT
easat-847	221	33	and	and	CCONJ
easat-847	221	34	that	that	SCONJ
easat-847	221	35	any	any	DET
easat-847	221	36	discrepancies	discrepancy	NOUN
easat-847	221	37	from	from	ADP
easat-847	221	38	the	the	DET
easat-847	221	39	study	study	NOUN
easat-847	221	40	as	as	SCONJ
easat-847	221	41	planned	plan	VERB
easat-847	221	42	have	have	AUX
easat-847	221	43	been	be	AUX
easat-847	221	44	explained	explain	VERB
easat-847	221	45	.	.	PUNCT
easat-847	222	1	this	this	DET
easat-847	222	2	study	study	NOUN
easat-847	222	3	followed	follow	VERB
easat-847	222	4	all	all	DET
easat-847	222	5	ethical	ethical	ADJ
easat-847	222	6	practices	practice	NOUN
easat-847	222	7	during	during	ADP
easat-847	222	8	writing	writing	NOUN
easat-847	222	9	.	.	PUNCT
easat-847	223	1	competing	compete	VERB
easat-847	223	2	interests	interest	NOUN
easat-847	223	3	:	:	PUNCT
easat-847	223	4	the	the	DET
easat-847	223	5	authors	author	NOUN
easat-847	223	6	declare	declare	VERB
easat-847	223	7	that	that	SCONJ
easat-847	223	8	they	they	PRON
easat-847	223	9	have	have	VERB
easat-847	223	10	no	no	DET
easat-847	223	11	competing	compete	VERB
easat-847	223	12	interests	interest	NOUN
easat-847	223	13	.	.	PUNCT
easat-847	224	1	authors	author	NOUN
easat-847	224	2	’	'	PUNCT
easat-847	224	3	contributions	contribution	NOUN
easat-847	224	4	:	:	PUNCT
easat-847	224	5	all	all	DET
easat-847	224	6	authors	author	NOUN
easat-847	224	7	contributed	contribute	VERB
easat-847	224	8	equally	equally	ADV
easat-847	224	9	to	to	ADP
easat-847	224	10	the	the	DET
easat-847	224	11	conception	conception	NOUN
easat-847	224	12	and	and	CCONJ
easat-847	224	13	design	design	NOUN
easat-847	224	14	of	of	ADP
easat-847	224	15	the	the	DET
easat-847	224	16	study	study	NOUN
easat-847	224	17	.	.	PUNCT
easat-847	225	1	all	all	DET
easat-847	225	2	authors	author	NOUN
easat-847	225	3	have	have	AUX
easat-847	225	4	read	read	VERB
easat-847	225	5	and	and	CCONJ
easat-847	225	6	agreed	agree	VERB
easat-847	225	7	to	to	ADP
easat-847	225	8	the	the	DET
easat-847	225	9	published	publish	VERB
easat-847	225	10	version	version	NOUN
easat-847	225	11	of	of	ADP
easat-847	225	12	the	the	DET
easat-847	225	13	manuscript	manuscript	NOUN
easat-847	225	14	.	.	PUNCT
easat-847	226	1	copyright	copyright	NOUN
easat-847	226	2	:	:	PUNCT
easat-847	226	3	©	©	PROPN
easat-847	226	4	2024	2024	NUM
easat-847	226	5	by	by	ADP
easat-847	226	6	the	the	DET
easat-847	226	7	authors	author	NOUN
easat-847	226	8	.	.	PUNCT
easat-847	227	1	this	this	DET
easat-847	227	2	article	article	NOUN
easat-847	227	3	is	be	AUX
easat-847	227	4	an	an	DET
easat-847	227	5	open	open	ADJ
easat-847	227	6	access	access	NOUN
easat-847	227	7	article	article	NOUN
easat-847	227	8	distributed	distribute	VERB
easat-847	227	9	under	under	ADP
easat-847	227	10	the	the	DET
easat-847	227	11	terms	term	NOUN
easat-847	227	12	and	and	CCONJ
easat-847	227	13	conditions	condition	NOUN
easat-847	227	14	of	of	ADP
easat-847	227	15	the	the	DET
easat-847	227	16	creative	creative	ADJ
easat-847	227	17	commons	common	NOUN
easat-847	227	18	attribution	attribution	NOUN
easat-847	227	19	(	(	PUNCT
easat-847	227	20	cc	cc	NOUN
easat-847	227	21	by	by	ADP
easat-847	227	22	)	)	PUNCT
easat-847	227	23	license	license	NOUN
easat-847	227	24	(	(	PUNCT
easat-847	227	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-847	227	26	)	)	PUNCT
easat-847	227	27	.	.	PUNCT
easat-847	228	1	references	reference	NOUN
easat-847	228	2	[	[	X
easat-847	228	3	1	1	NUM
easat-847	228	4	]	]	X
easat-847	228	5	department	department	NOUN
easat-847	228	6	of	of	ADP
easat-847	228	7	statistics	statistic	NOUN
easat-847	228	8	in	in	ADP
easat-847	228	9	the	the	DET
easat-847	228	10	sumy	sumy	PROPN
easat-847	228	11	region	region	NOUN
easat-847	228	12	,	,	PUNCT
easat-847	228	13	"	"	PUNCT
easat-847	228	14	department	department	NOUN
easat-847	228	15	of	of	ADP
easat-847	228	16	statistics	statistic	NOUN
easat-847	228	17	in	in	ADP
easat-847	228	18	the	the	DET
easat-847	228	19	sumy	sumy	PROPN
easat-847	228	20	region	region	NOUN
easat-847	228	21	,	,	PUNCT
easat-847	228	22	"	"	PUNCT
easat-847	228	23	retrieved	retrieve	VERB
easat-847	228	24	:	:	PUNCT
easat-847	228	25	http://sumy.ukrstat.gov.ua/?menu=105&level=3/.	http://sumy.ukrstat.gov.ua/?menu=105&level=3/.	PROPN
easat-847	228	26	[	[	X
easat-847	228	27	accessed	access	VERB
easat-847	228	28	31	31	NUM
easat-847	228	29	-	-	SYM
easat-847	228	30	03	03	NUM
easat-847	228	31	-	-	SYM
easat-847	228	32	2015	2015	NUM
easat-847	228	33	]	]	PUNCT
easat-847	228	34	,	,	PUNCT
easat-847	228	35	2015	2015	NUM
easat-847	228	36	.	.	PUNCT
easat-847	229	1	[	[	X
easat-847	229	2	2	2	X
easat-847	229	3	]	]	PUNCT
easat-847	229	4	world	world	NOUN
easat-847	229	5	wide	wide	ADJ
easat-847	229	6	fund	fund	NOUN
easat-847	229	7	for	for	ADP
easat-847	229	8	nature	nature	NOUN
easat-847	229	9	,	,	PUNCT
easat-847	229	10	"	"	PUNCT
easat-847	229	11	world	world	NOUN
easat-847	229	12	wide	wide	ADJ
easat-847	229	13	fund	fund	NOUN
easat-847	229	14	for	for	ADP
easat-847	229	15	nature	nature	NOUN
easat-847	229	16	,	,	PUNCT
easat-847	229	17	"	"	PUNCT
easat-847	229	18	retrieved	retrieve	VERB
easat-847	229	19	:	:	PUNCT
easat-847	229	20	https://wwf.panda.org/wwf_news/?337389/nothing-natural-about-natures-steep-decline-wwf-report-revealsstaggering-extent-of-human-impact-on-planet	https://wwf.panda.org/wwf_news/?337389/nothing-natural-about-natures-steep-decline-wwf-report-revealsstaggering-extent-of-human-impact-on-planet	NOUN
easat-847	229	21	.	.	PUNCT
easat-847	230	1	[	[	X
easat-847	230	2	accessed	access	VERB
easat-847	230	3	16	16	NUM
easat-847	230	4	-	-	PUNCT
easat-847	230	5	02	02	NUM
easat-847	230	6	-	-	NUM
easat-847	230	7	2023	2023	NUM
easat-847	230	8	]	]	PUNCT
easat-847	230	9	,	,	PUNCT
easat-847	230	10	2023	2023	NUM
easat-847	230	11	.	.	PUNCT
easat-847	231	1	[	[	X
easat-847	231	2	3	3	NUM
easat-847	231	3	]	]	X
easat-847	231	4	natural	natural	ADJ
easat-847	231	5	-	-	PUNCT
easat-847	231	6	resource	resource	NOUN
easat-847	231	7	use	use	NOUN
easat-847	231	8	and	and	CCONJ
easat-847	231	9	environmental	environmental	ADJ
easat-847	231	10	impacts	impact	NOUN
easat-847	231	11	,	,	PUNCT
easat-847	231	12	"	"	PUNCT
easat-847	231	13	natural	natural	ADJ
easat-847	231	14	-	-	PUNCT
easat-847	231	15	resource	resource	NOUN
easat-847	231	16	use	use	NOUN
easat-847	231	17	and	and	CCONJ
easat-847	231	18	environmental	environmental	ADJ
easat-847	231	19	impacts	impact	NOUN
easat-847	231	20	,	,	PUNCT
easat-847	231	21	"	"	PUNCT
easat-847	231	22	retrieved	retrieve	VERB
easat-847	231	23	:	:	PUNCT
easat-847	231	24	https://www.oneplanetnetwork.org/sdg-12/natural-resource-use-environmental-impacts	https://www.oneplanetnetwork.org/sdg-12/natural-resource-use-environmental-impact	NOUN
easat-847	231	25	.	.	PUNCT
easat-847	232	1	[	[	X
easat-847	232	2	accessed	access	VERB
easat-847	232	3	26	26	NUM
easat-847	232	4	-	-	SYM
easat-847	232	5	01	01	NUM
easat-847	232	6	-	-	PUNCT
easat-847	232	7	2023	2023	NUM
easat-847	232	8	]	]	PUNCT
easat-847	232	9	,	,	PUNCT
easat-847	232	10	2023	2023	NUM
easat-847	232	11	.	.	PUNCT
easat-847	233	1	[	[	X
easat-847	233	2	4	4	NUM
easat-847	233	3	]	]	ADJ
easat-847	233	4	climate	climate	NOUN
easat-847	233	5	change	change	NOUN
easat-847	233	6	management	management	NOUN
easat-847	233	7	and	and	CCONJ
easat-847	233	8	coordination	coordination	NOUN
easat-847	233	9	,	,	PUNCT
easat-847	233	10	"	"	PUNCT
easat-847	233	11	climate	climate	NOUN
easat-847	233	12	change	change	NOUN
easat-847	233	13	management	management	NOUN
easat-847	233	14	and	and	CCONJ
easat-847	233	15	coordination	coordination	NOUN
easat-847	233	16	,	,	PUNCT
easat-847	233	17	"	"	PUNCT
easat-847	233	18	retrieved	retrieve	VERB
easat-847	233	19	:	:	PUNCT
easat-847	233	20	https://climate.onep.go.th/en_us/knowledge/thailand-vs-climate-change/	https://climate.onep.go.th/en_us/knowledge/thailand-vs-climate-change/	PROPN
easat-847	233	21	[	[	X
easat-847	233	22	accessed	access	VERB
easat-847	233	23	29	29	NUM
easat-847	233	24	-	-	SYM
easat-847	233	25	01	01	NUM
easat-847	233	26	-	-	PUNCT
easat-847	233	27	2023	2023	NUM
easat-847	233	28	]	]	PUNCT
easat-847	233	29	,	,	PUNCT
easat-847	233	30	2023	2023	NUM
easat-847	233	31	.	.	PUNCT
easat-847	234	1	[	[	X
easat-847	234	2	5	5	NUM
easat-847	234	3	]	]	PUNCT
easat-847	234	4	co2	co2	NOUN
easat-847	234	5	emissions	emission	NOUN
easat-847	234	6	by	by	ADP
easat-847	234	7	country	country	NOUN
easat-847	234	8	,	,	PUNCT
easat-847	234	9	"	"	PUNCT
easat-847	234	10	co2	co2	NOUN
easat-847	234	11	emissions	emission	NOUN
easat-847	234	12	by	by	ADP
easat-847	234	13	country	country	NOUN
easat-847	234	14	,	,	PUNCT
easat-847	234	15	"	"	PUNCT
easat-847	234	16	retrieved	retrieve	VERB
easat-847	234	17	:	:	PUNCT
easat-847	234	18	https://www.worldometers.info/co2emissions/co2-emissions-by-country/.	https://www.worldometers.info/co2emissions/co2-emissions-by-country/.	NOUN
easat-847	235	1	[	[	X
easat-847	235	2	accessed	access	VERB
easat-847	235	3	29	29	NUM
easat-847	235	4	-	-	SYM
easat-847	235	5	01	01	NUM
easat-847	235	6	-	-	PUNCT
easat-847	235	7	2023	2023	NUM
easat-847	235	8	]	]	PUNCT
easat-847	235	9	,	,	PUNCT
easat-847	235	10	2023	2023	NUM
easat-847	235	11	.	.	PUNCT
easat-847	236	1	[	[	X
easat-847	236	2	6	6	NUM
easat-847	236	3	]	]	PUNCT
easat-847	236	4	climate	climate	NOUN
easat-847	236	5	change	change	NOUN
easat-847	236	6	performance	performance	NOUN
easat-847	236	7	index	index	NOUN
easat-847	236	8	,	,	PUNCT
easat-847	236	9	"	"	PUNCT
easat-847	236	10	climate	climate	NOUN
easat-847	236	11	change	change	NOUN
easat-847	236	12	performance	performance	NOUN
easat-847	236	13	index	index	NOUN
easat-847	236	14	,	,	PUNCT
easat-847	236	15	"	"	PUNCT
easat-847	236	16	retrieved	retrieve	VERB
easat-847	236	17	:	:	PUNCT
easat-847	236	18	https://ccpi.org/country/tha/.	https://ccpi.org/country/tha/.	NUM
easat-847	237	1	[	[	PUNCT
easat-847	237	2	accessed	access	VERB
easat-847	237	3	29	29	NUM
easat-847	237	4	-	-	SYM
easat-847	237	5	01	01	NUM
easat-847	237	6	-	-	PUNCT
easat-847	237	7	2023	2023	NUM
easat-847	237	8	]	]	PUNCT
easat-847	237	9	,	,	PUNCT
easat-847	237	10	2023	2023	NUM
easat-847	237	11	.	.	PUNCT
easat-847	238	1	[	[	X
easat-847	238	2	7	7	NUM
easat-847	238	3	]	]	ADJ
easat-847	238	4	a.	a.	NOUN
easat-847	238	5	ligthart	ligthart	NOUN
easat-847	238	6	,	,	PUNCT
easat-847	238	7	c.	c.	PROPN
easat-847	238	8	catal	catal	PROPN
easat-847	238	9	,	,	PUNCT
easat-847	238	10	and	and	CCONJ
easat-847	238	11	b.	b.	PROPN
easat-847	238	12	tekinerdogan	tekinerdogan	PROPN
easat-847	238	13	,	,	PUNCT
easat-847	238	14	"	"	PUNCT
easat-847	238	15	systematic	systematic	ADJ
easat-847	238	16	reviews	review	NOUN
easat-847	238	17	in	in	ADP
easat-847	238	18	sentiment	sentiment	NOUN
easat-847	238	19	analysis	analysis	NOUN
easat-847	238	20	:	:	PUNCT
easat-847	238	21	a	a	DET
easat-847	238	22	tertiary	tertiary	ADJ
easat-847	238	23	study	study	NOUN
easat-847	238	24	,	,	PUNCT
easat-847	238	25	"	"	PUNCT
easat-847	238	26	artificial	artificial	ADJ
easat-847	238	27	intelligence	intelligence	NOUN
easat-847	238	28	review	review	NOUN
easat-847	238	29	,	,	PUNCT
easat-847	238	30	vol	vol	NOUN
easat-847	238	31	.	.	PROPN
easat-847	238	32	54	54	NUM
easat-847	238	33	,	,	PUNCT
easat-847	238	34	no	no	INTJ
easat-847	238	35	.	.	NOUN
easat-847	238	36	7	7	NUM
easat-847	238	37	,	,	PUNCT
easat-847	238	38	pp	pp	ADJ
easat-847	238	39	.	.	PUNCT
easat-847	239	1	4997–5053	4997–5053	NUM
easat-847	239	2	,	,	PUNCT
easat-847	239	3	2021	2021	NUM
easat-847	239	4	.	.	PUNCT
easat-847	240	1	https://doi.org/10.1007/s10462-021-09973-3	https://doi.org/10.1007/s10462-021-09973-3	NOUN
easat-847	241	1	[	[	X
easat-847	241	2	8	8	NUM
easat-847	241	3	]	]	PUNCT
easat-847	241	4	m.	m.	NOUN
easat-847	241	5	j.	j.	PROPN
easat-847	241	6	awan	awan	PROPN
easat-847	241	7	et	et	PROPN
easat-847	241	8	al	al	PROPN
easat-847	241	9	.	.	PROPN
easat-847	241	10	,	,	PUNCT
easat-847	241	11	"	"	PUNCT
easat-847	241	12	fake	fake	ADJ
easat-847	241	13	news	news	NOUN
easat-847	241	14	data	data	NOUN
easat-847	241	15	exploration	exploration	NOUN
easat-847	241	16	and	and	CCONJ
easat-847	241	17	analytics	analytic	NOUN
easat-847	241	18	,	,	PUNCT
easat-847	241	19	"	"	PUNCT
easat-847	241	20	electronics	electronic	NOUN
easat-847	241	21	,	,	PUNCT
easat-847	241	22	vol	vol	NOUN
easat-847	241	23	.	.	PROPN
easat-847	241	24	10	10	NUM
easat-847	241	25	,	,	PUNCT
easat-847	241	26	no	no	INTJ
easat-847	241	27	.	.	NOUN
easat-847	241	28	19	19	NUM
easat-847	241	29	,	,	PUNCT
easat-847	241	30	p.	p.	NOUN
easat-847	241	31	2326	2326	NUM
easat-847	241	32	,	,	PUNCT
easat-847	241	33	2021	2021	NUM
easat-847	241	34	.	.	PUNCT
easat-847	242	1	https://doi.org/10.3390/electronics10192326	https://doi.org/10.3390/electronics10192326	NOUN
easat-847	243	1	[	[	X
easat-847	243	2	9	9	NUM
easat-847	243	3	]	]	PUNCT
easat-847	243	4	k.	k.	NOUN
easat-847	243	5	kularbphettong	kularbphettong	PROPN
easat-847	243	6	,	,	PUNCT
easat-847	243	7	"	"	PUNCT
easat-847	243	8	the	the	DET
easat-847	243	9	awareness	awareness	NOUN
easat-847	243	10	of	of	ADP
easat-847	243	11	environment	environment	NOUN
easat-847	243	12	conservation	conservation	NOUN
easat-847	243	13	based	base	VERB
easat-847	243	14	on	on	ADP
easat-847	243	15	opinion	opinion	NOUN
easat-847	243	16	data	datum	NOUN
easat-847	243	17	mining	mining	NOUN
easat-847	243	18	from	from	ADP
easat-847	243	19	social	social	ADJ
easat-847	243	20	media	medium	NOUN
easat-847	243	21	,	,	PUNCT
easat-847	243	22	"	"	PUNCT
easat-847	243	23	geomate	geomate	PROPN
easat-847	243	24	journal	journal	NOUN
easat-847	243	25	,	,	PUNCT
easat-847	243	26	vol	vol	NOUN
easat-847	243	27	.	.	PROPN
easat-847	243	28	17	17	NUM
easat-847	243	29	,	,	PUNCT
easat-847	243	30	no	no	INTJ
easat-847	243	31	.	.	NOUN
easat-847	243	32	61	61	NUM
easat-847	243	33	,	,	PUNCT
easat-847	243	34	pp	pp	ADJ
easat-847	243	35	.	.	PUNCT
easat-847	244	1	74	74	NUM
easat-847	244	2	-	-	SYM
easat-847	244	3	79	79	NUM
easat-847	244	4	,	,	PUNCT
easat-847	244	5	2019	2019	NUM
easat-847	244	6	.	.	PUNCT
easat-847	244	7	https://doi.org/10.21660/2019.61.4700	https://doi.org/10.21660/2019.61.4700	PROPN
easat-847	245	1	[	[	X
easat-847	245	2	10	10	NUM
easat-847	245	3	]	]	X
easat-847	245	4	n.	n.	PROPN
easat-847	245	5	f.	f.	PROPN
easat-847	245	6	baarir	baarir	PROPN
easat-847	245	7	and	and	CCONJ
easat-847	245	8	a.	a.	NOUN
easat-847	245	9	djeffal	djeffal	PROPN
easat-847	245	10	,	,	PUNCT
easat-847	245	11	"	"	PUNCT
easat-847	245	12	fake	fake	ADJ
easat-847	245	13	news	news	NOUN
easat-847	245	14	detection	detection	NOUN
easat-847	245	15	using	use	VERB
easat-847	245	16	machine	machine	NOUN
easat-847	245	17	learning	learning	NOUN
easat-847	245	18	,	,	PUNCT
easat-847	245	19	"	"	PUNCT
easat-847	245	20	in	in	ADP
easat-847	245	21	2020	2020	NUM
easat-847	245	22	2nd	2nd	ADJ
easat-847	245	23	international	international	ADJ
easat-847	245	24	workshop	workshop	NOUN
easat-847	245	25	on	on	ADP
easat-847	245	26	human	human	ADJ
easat-847	245	27	-	-	PUNCT
easat-847	245	28	centric	centric	ADJ
easat-847	245	29	smart	smart	ADJ
easat-847	245	30	environments	environment	NOUN
easat-847	245	31	for	for	ADP
easat-847	245	32	health	health	NOUN
easat-847	245	33	and	and	CCONJ
easat-847	245	34	well	well	ADV
easat-847	245	35	-	-	PUNCT
easat-847	245	36	being	be	AUX
easat-847	245	37	(	(	PUNCT
easat-847	245	38	ihsh	ihsh	NOUN
easat-847	245	39	)	)	PUNCT
easat-847	245	40	,	,	PUNCT
easat-847	245	41	2021	2021	NUM
easat-847	245	42	,	,	PUNCT
easat-847	245	43	pp	pp	ADJ
easat-847	245	44	.	.	PUNCT
easat-847	246	1	125	125	NUM
easat-847	246	2	-	-	SYM
easat-847	246	3	130	130	NUM
easat-847	246	4	.	.	PUNCT
easat-847	247	1	[	[	X
easat-847	247	2	11	11	NUM
easat-847	247	3	]	]	PUNCT
easat-847	247	4	a.	a.	NOUN
easat-847	247	5	hadeer	hadeer	NOUN
easat-847	247	6	,	,	PUNCT
easat-847	247	7	t.	t.	NOUN
easat-847	247	8	issa	issa	NOUN
easat-847	247	9	,	,	PUNCT
easat-847	247	10	and	and	CCONJ
easat-847	247	11	s.	s.	PROPN
easat-847	247	12	sherif	sherif	PROPN
easat-847	247	13	,	,	PUNCT
easat-847	247	14	"	"	PUNCT
easat-847	247	15	detection	detection	NOUN
easat-847	247	16	of	of	ADP
easat-847	247	17	online	online	ADJ
easat-847	247	18	fake	fake	ADJ
easat-847	247	19	news	news	NOUN
easat-847	247	20	using	use	VERB
easat-847	247	21	n	n	CCONJ
easat-847	247	22	-	-	PUNCT
easat-847	247	23	gram	gram	NOUN
easat-847	247	24	analysis	analysis	NOUN
easat-847	247	25	and	and	CCONJ
easat-847	247	26	machine	machine	NOUN
easat-847	247	27	learning	learn	VERB
easat-847	247	28	techniques	technique	NOUN
easat-847	247	29	,	,	PUNCT
easat-847	247	30	"	"	PUNCT
easat-847	247	31	presented	present	VERB
easat-847	247	32	at	at	ADP
easat-847	247	33	the	the	DET
easat-847	247	34	international	international	ADJ
easat-847	247	35	conference	conference	NOUN
easat-847	247	36	on	on	ADP
easat-847	247	37	intelligent	intelligent	ADJ
easat-847	247	38	secure	secure	ADJ
easat-847	247	39	and	and	CCONJ
easat-847	247	40	dependable	dependable	ADJ
easat-847	247	41	systems	system	NOUN
easat-847	247	42	in	in	ADP
easat-847	247	43	distributed	distribute	VERB
easat-847	247	44	and	and	CCONJ
easat-847	247	45	cloud	cloud	ADJ
easat-847	247	46	environments	environment	NOUN
easat-847	247	47	,	,	PUNCT
easat-847	247	48	pp	pp	ADV
easat-847	247	49	.	.	PUNCT
easat-847	248	1	127	127	NUM
easat-847	248	2	-	-	SYM
easat-847	248	3	138	138	NUM
easat-847	248	4	,	,	PUNCT
easat-847	248	5	2017	2017	NUM
easat-847	248	6	.	.	PUNCT
easat-847	249	1	[	[	X
easat-847	249	2	12	12	NUM
easat-847	249	3	]	]	X
easat-847	249	4	n.	n.	PROPN
easat-847	249	5	r.	r.	PROPN
easat-847	249	6	ramadhanti	ramadhanti	PROPN
easat-847	249	7	and	and	CCONJ
easat-847	249	8	s.	s.	PROPN
easat-847	249	9	mariyah	mariyah	PROPN
easat-847	249	10	,	,	PUNCT
easat-847	249	11	"	"	PUNCT
easat-847	249	12	document	document	NOUN
easat-847	249	13	similarity	similarity	NOUN
easat-847	249	14	detection	detection	NOUN
easat-847	249	15	using	use	VERB
easat-847	249	16	indonesian	indonesian	ADJ
easat-847	249	17	language	language	PROPN
easat-847	249	18	word2vec	word2vec	X
easat-847	249	19	model	model	NOUN
easat-847	249	20	,	,	PUNCT
easat-847	249	21	"	"	PUNCT
easat-847	249	22	presented	present	VERB
easat-847	249	23	at	at	ADP
easat-847	249	24	the	the	DET
easat-847	249	25	3	3	NUM
easat-847	249	26	rd	rd	PROPN
easat-847	249	27	international	international	ADJ
easat-847	249	28	conference	conference	NOUN
easat-847	249	29	on	on	ADP
easat-847	249	30	informatics	informatic	NOUN
easat-847	249	31	and	and	CCONJ
easat-847	249	32	computational	computational	ADJ
easat-847	249	33	sciences	science	NOUN
easat-847	249	34	(	(	PUNCT
easat-847	249	35	icicos	icico	NOUN
easat-847	249	36	)	)	PUNCT
easat-847	249	37	,	,	PUNCT
easat-847	249	38	pp	pp	ADJ
easat-847	249	39	.	.	PUNCT
easat-847	250	1	1	1	NUM
easat-847	250	2	-	-	SYM
easat-847	250	3	6	6	NUM
easat-847	250	4	,	,	PUNCT
easat-847	250	5	2019	2019	NUM
easat-847	250	6	.	.	PUNCT
easat-847	251	1	[	[	X
easat-847	251	2	13	13	NUM
easat-847	251	3	]	]	X
easat-847	251	4	j.	j.	PROPN
easat-847	251	5	singh	singh	PROPN
easat-847	251	6	and	and	CCONJ
easat-847	251	7	p.	p.	PROPN
easat-847	251	8	tripathi	tripathi	PROPN
easat-847	251	9	,	,	PUNCT
easat-847	251	10	"	"	PUNCT
easat-847	251	11	sentiment	sentiment	NOUN
easat-847	251	12	analysis	analysis	NOUN
easat-847	251	13	of	of	ADP
easat-847	251	14	twitter	twitter	NOUN
easat-847	251	15	data	datum	NOUN
easat-847	251	16	by	by	ADP
easat-847	251	17	making	make	VERB
easat-847	251	18	use	use	NOUN
easat-847	251	19	of	of	ADP
easat-847	251	20	svm	svm	ADJ
easat-847	251	21	,	,	PUNCT
easat-847	251	22	random	random	ADJ
easat-847	251	23	forest	forest	NOUN
easat-847	251	24	and	and	CCONJ
easat-847	251	25	decision	decision	NOUN
easat-847	251	26	tree	tree	NOUN
easat-847	251	27	algorithm	algorithm	NOUN
easat-847	251	28	,	,	PUNCT
easat-847	251	29	"	"	PUNCT
easat-847	251	30	presented	present	VERB
easat-847	251	31	at	at	ADP
easat-847	251	32	the	the	DET
easat-847	251	33	2021	2021	NUM
easat-847	251	34	10th	10th	ADJ
easat-847	251	35	ieee	ieee	NOUN
easat-847	251	36	international	international	ADJ
easat-847	251	37	conference	conference	NOUN
easat-847	251	38	on	on	ADP
easat-847	251	39	communication	communication	NOUN
easat-847	251	40	systems	system	NOUN
easat-847	251	41	and	and	CCONJ
easat-847	251	42	network	network	NOUN
easat-847	251	43	technologies	technology	NOUN
easat-847	251	44	(	(	PUNCT
easat-847	251	45	csnt	csnt	NOUN
easat-847	251	46	)	)	PUNCT
easat-847	251	47	,	,	PUNCT
easat-847	251	48	bhopal	bhopal	NOUN
easat-847	251	49	,	,	PUNCT
easat-847	251	50	india	india	PROPN
easat-847	251	51	,	,	PUNCT
easat-847	251	52	2021	2021	NUM
easat-847	251	53	,	,	PUNCT
easat-847	251	54	pp	pp	ADJ
easat-847	251	55	.	.	PUNCT
easat-847	252	1	193	193	NUM
easat-847	252	2	-	-	SYM
easat-847	252	3	198	198	NUM
easat-847	252	4	,	,	PUNCT
easat-847	252	5	,	,	PUNCT
easat-847	252	6	2021	2021	NUM
easat-847	252	7	.	.	PUNCT
easat-847	253	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	NOUN
easat-847	253	2	about	about	ADP
easat-847	253	3	:	:	PUNCT
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easat-847	253	6	https://wwf.panda.org/wwf_news/?337389/nothing-natural-about-natures-steep-decline-wwf-report-reveals-staggering-extent-of-human-impact-on-planet	https://wwf.panda.org/wwf_news/?337389/nothing-natural-about-natures-steep-decline-wwf-report-reveals-staggering-extent-of-human-impact-on-planet	NOUN
easat-847	253	7	about	about	ADP
easat-847	253	8	:	:	PUNCT
easat-847	253	9	blank	blank	ADJ
easat-847	253	10	about	about	ADP
easat-847	253	11	:	:	PUNCT
easat-847	253	12	blank	blank	ADJ
easat-847	253	13	about	about	ADP
easat-847	253	14	:	:	PUNCT
easat-847	253	15	blank	blank	ADJ
easat-847	253	16	about	about	ADP
easat-847	253	17	:	:	PUNCT
easat-847	253	18	blank	blank	ADJ
easat-847	253	19	about	about	ADP
easat-847	253	20	:	:	PUNCT
easat-847	253	21	blank	blank	ADJ
easat-847	253	22	about	about	ADP
easat-847	253	23	:	:	PUNCT
easat-847	253	24	blank	blank	ADJ
easat-847	253	25	about	about	ADP
easat-847	253	26	:	:	PUNCT
easat-847	253	27	blank	blank	ADJ
easat-847	253	28	about	about	ADP
easat-847	253	29	:	:	PUNCT
easat-847	253	30	blank	blank	PROPN
easat-847	253	31	155	155	NUM
easat-847	253	32	edelweiss	edelweiss	PROPN
easat-847	253	33	applied	apply	VERB
easat-847	253	34	science	science	NOUN
easat-847	253	35	and	and	CCONJ
easat-847	253	36	technology	technology	NOUN
easat-847	253	37	issn	issn	PROPN
easat-847	253	38	:	:	PUNCT
easat-847	253	39	2576	2576	NUM
easat-847	253	40	-	-	SYM
easat-847	253	41	8484	8484	NUM
easat-847	253	42	vol	vol	NOUN
easat-847	253	43	.	.	PROPN
easat-847	254	1	8	8	NUM
easat-847	254	2	,	,	PUNCT
easat-847	254	3	no	no	INTJ
easat-847	254	4	.	.	NOUN
easat-847	255	1	3	3	NUM
easat-847	255	2	:	:	SYM
easat-847	255	3	145	145	NUM
easat-847	255	4	-	-	SYM
easat-847	255	5	155	155	NUM
easat-847	255	6	,	,	PUNCT
easat-847	255	7	2024	2024	NUM
easat-847	255	8	doi	doi	NOUN
easat-847	255	9	:	:	PUNCT
easat-847	255	10	10.55214/25768484.v8i3.847	10.55214/25768484.v8i3.847	PROPN
easat-847	255	11	©	©	PROPN
easat-847	255	12	2024	2024	NUM
easat-847	255	13	by	by	ADP
easat-847	255	14	the	the	DET
easat-847	255	15	authors	author	NOUN
easat-847	255	16	;	;	PUNCT
easat-847	255	17	licensee	licensee	PROPN
easat-847	255	18	learning	learning	NOUN
easat-847	255	19	gate	gate	NOUN
easat-847	256	1	[	[	X
easat-847	256	2	14	14	NUM
easat-847	256	3	]	]	PUNCT
easat-847	256	4	s.	s.	PROPN
easat-847	256	5	clark	clark	PROPN
easat-847	256	6	and	and	CCONJ
easat-847	256	7	r.	r.	PROPN
easat-847	256	8	wicentwoski	wicentwoski	PROPN
easat-847	256	9	,	,	PUNCT
easat-847	256	10	"	"	PUNCT
easat-847	256	11	swatcs	swatcs	NOUN
easat-847	256	12	:	:	PUNCT
easat-847	256	13	combining	combine	VERB
easat-847	256	14	simple	simple	ADJ
easat-847	256	15	classifiers	classifier	NOUN
easat-847	256	16	with	with	ADP
easat-847	256	17	estimated	estimate	VERB
easat-847	256	18	accuracy	accuracy	NOUN
easat-847	256	19	,	,	PUNCT
easat-847	256	20	"	"	PUNCT
easat-847	256	21	in	in	ADP
easat-847	256	22	second	second	ADJ
easat-847	256	23	joint	joint	ADJ
easat-847	256	24	conference	conference	NOUN
easat-847	256	25	on	on	ADP
easat-847	256	26	lexical	lexical	ADJ
easat-847	256	27	and	and	CCONJ
easat-847	256	28	computational	computational	ADJ
easat-847	256	29	semantics	semantic	NOUN
easat-847	256	30	(	(	PUNCT
easat-847	256	31	*	*	PUNCT
easat-847	256	32	sem	sem	NOUN
easat-847	256	33	)	)	PUNCT
easat-847	256	34	,	,	PUNCT
easat-847	256	35	volume	volume	NOUN
easat-847	256	36	2	2	NUM
easat-847	256	37	:	:	PUNCT
easat-847	256	38	proceedings	proceeding	NOUN
easat-847	256	39	of	of	ADP
easat-847	256	40	the	the	DET
easat-847	256	41	seventh	seventh	ADJ
easat-847	256	42	international	international	ADJ
easat-847	256	43	workshop	workshop	NOUN
easat-847	256	44	on	on	ADP
easat-847	256	45	semantic	semantic	ADJ
easat-847	256	46	evaluation	evaluation	NOUN
easat-847	256	47	(	(	PUNCT
easat-847	256	48	semeval	semeval	NOUN
easat-847	256	49	2013	2013	NUM
easat-847	256	50	)	)	PUNCT
easat-847	256	51	,	,	PUNCT
easat-847	256	52	2013	2013	NUM
easat-847	256	53	,	,	PUNCT
easat-847	256	54	pp	pp	ADJ
easat-847	256	55	.	.	PUNCT
easat-847	257	1	425	425	NUM
easat-847	257	2	-	-	SYM
easat-847	257	3	429	429	NUM
easat-847	257	4	.	.	PUNCT
easat-847	258	1	[	[	X
easat-847	258	2	15	15	NUM
easat-847	258	3	]	]	X
easat-847	258	4	b.	b.	PROPN
easat-847	258	5	bahrawi	bahrawi	PROPN
easat-847	258	6	,	,	PUNCT
easat-847	258	7	"	"	PUNCT
easat-847	258	8	sentiment	sentiment	NOUN
easat-847	258	9	analysis	analysis	NOUN
easat-847	258	10	using	use	VERB
easat-847	258	11	random	random	ADJ
easat-847	258	12	forest	forest	NOUN
easat-847	258	13	algorithm	algorithm	NOUN
easat-847	258	14	-	-	PUNCT
easat-847	258	15	online	online	ADJ
easat-847	258	16	social	social	ADJ
easat-847	258	17	media	medium	NOUN
easat-847	258	18	based	base	VERB
easat-847	258	19	,	,	PUNCT
easat-847	258	20	"	"	PUNCT
easat-847	258	21	journal	journal	NOUN
easat-847	258	22	of	of	ADP
easat-847	258	23	information	information	NOUN
easat-847	258	24	technology	technology	NOUN
easat-847	258	25	and	and	CCONJ
easat-847	258	26	its	its	PRON
easat-847	258	27	utilization	utilization	NOUN
easat-847	258	28	,	,	PUNCT
easat-847	258	29	vol	vol	NOUN
easat-847	258	30	.	.	PROPN
easat-847	258	31	2	2	NUM
easat-847	258	32	,	,	PUNCT
easat-847	258	33	no	no	INTJ
easat-847	258	34	.	.	NOUN
easat-847	258	35	2	2	NUM
easat-847	258	36	,	,	PUNCT
easat-847	258	37	pp	pp	ADJ
easat-847	258	38	.	.	PUNCT
easat-847	259	1	29	29	NUM
easat-847	259	2	-	-	SYM
easat-847	259	3	33	33	NUM
easat-847	259	4	,	,	PUNCT
easat-847	259	5	2019	2019	NUM
easat-847	259	6	.	.	PUNCT
easat-847	260	1	https://doi.org/10.30818/jitu.2.2.2695	https://doi.org/10.30818/jitu.2.2.2695	X
easat-847	260	2	[	[	X
easat-847	260	3	16	16	NUM
easat-847	260	4	]	]	PUNCT
easat-847	260	5	p.	p.	PROPN
easat-847	260	6	karthika	karthika	PROPN
easat-847	260	7	,	,	PUNCT
easat-847	260	8	m.	m.	PROPN
easat-847	260	9	r.	r.	PROPN
easat-847	260	10	,	,	PUNCT
easat-847	260	11	and	and	CCONJ
easat-847	260	12	r.	r.	PROPN
easat-847	260	13	manoranjithem	manoranjithem	PROPN
easat-847	260	14	,	,	PUNCT
easat-847	260	15	"	"	PUNCT
easat-847	260	16	sentiment	sentiment	NOUN
easat-847	260	17	analysis	analysis	NOUN
easat-847	260	18	of	of	ADP
easat-847	260	19	social	social	ADJ
easat-847	260	20	media	medium	NOUN
easat-847	260	21	network	network	NOUN
easat-847	260	22	using	use	VERB
easat-847	260	23	random	random	ADJ
easat-847	260	24	forest	forest	NOUN
easat-847	260	25	algorithm	algorithm	NOUN
easat-847	260	26	,	,	PUNCT
easat-847	260	27	"	"	PUNCT
easat-847	260	28	presented	present	VERB
easat-847	260	29	at	at	ADP
easat-847	260	30	the	the	DET
easat-847	260	31	2019	2019	NUM
easat-847	260	32	ieee	ieee	NOUN
easat-847	260	33	international	international	ADJ
easat-847	260	34	conference	conference	NOUN
easat-847	260	35	on	on	ADP
easat-847	260	36	intelligent	intelligent	ADJ
easat-847	260	37	techniques	technique	NOUN
easat-847	260	38	in	in	ADP
easat-847	260	39	control	control	NOUN
easat-847	260	40	,	,	PUNCT
easat-847	260	41	optimization	optimization	NOUN
easat-847	260	42	and	and	CCONJ
easat-847	260	43	signal	signal	NOUN
easat-847	260	44	processing	processing	NOUN
easat-847	260	45	(	(	PUNCT
easat-847	260	46	incos	incos	PROPN
easat-847	260	47	)	)	PUNCT
easat-847	260	48	,	,	PUNCT
easat-847	260	49	tamilnadu	tamilnadu	PROPN
easat-847	260	50	,	,	PUNCT
easat-847	260	51	india	india	PROPN
easat-847	260	52	,	,	PUNCT
easat-847	260	53	2019	2019	NUM
easat-847	260	54	,	,	PUNCT
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easat-847	260	56	.	.	PUNCT
easat-847	261	1	1	1	NUM
easat-847	261	2	-	-	SYM
easat-847	261	3	5	5	NUM
easat-847	261	4	,	,	PUNCT
easat-847	261	5	2019	2019	NUM
easat-847	261	6	.	.	PUNCT
easat-847	262	1	[	[	X
easat-847	262	2	17	17	NUM
easat-847	262	3	]	]	X
easat-847	262	4	s.	s.	PROPN
easat-847	262	5	bhattacharjee	bhattacharjee	PROPN
easat-847	262	6	,	,	PUNCT
easat-847	262	7	a.	a.	PROPN
easat-847	262	8	das	das	PROPN
easat-847	262	9	,	,	PUNCT
easat-847	262	10	u.	u.	PROPN
easat-847	262	11	bhattacharya	bhattacharya	PROPN
easat-847	262	12	,	,	PUNCT
easat-847	262	13	s.	s.	PROPN
easat-847	262	14	k.	k.	PROPN
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easat-847	262	16	,	,	PUNCT
easat-847	262	17	and	and	CCONJ
easat-847	262	18	s.	s.	PROPN
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easat-847	262	20	,	,	PUNCT
easat-847	262	21	"	"	PUNCT
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easat-847	262	28	,	,	PUNCT
easat-847	262	29	"	"	PUNCT
easat-847	262	30	presented	present	VERB
easat-847	262	31	at	at	ADP
easat-847	262	32	the	the	DET
easat-847	262	33	2015	2015	NUM
easat-847	262	34	ieee	ieee	NOUN
easat-847	262	35	2nd	2nd	PROPN
easat-847	262	36	international	international	ADJ
easat-847	262	37	conference	conference	NOUN
easat-847	262	38	on	on	ADP
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easat-847	262	40	trends	trend	NOUN
easat-847	262	41	in	in	ADP
easat-847	262	42	information	information	NOUN
easat-847	262	43	systems	system	NOUN
easat-847	262	44	(	(	PUNCT
easat-847	262	45	retis	retis	NOUN
easat-847	262	46	)	)	PUNCT
easat-847	262	47	,	,	PUNCT
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easat-847	262	49	,	,	PUNCT
easat-847	262	50	india	india	PROPN
easat-847	262	51	,	,	PUNCT
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easat-847	262	53	,	,	PUNCT
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easat-847	262	55	.	.	PUNCT
easat-847	263	1	27	27	NUM
easat-847	263	2	-	-	SYM
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easat-847	263	4	,	,	PUNCT
easat-847	263	5	2015	2015	NUM
easat-847	263	6	.	.	PUNCT
easat-847	264	1	[	[	X
easat-847	264	2	18	18	NUM
easat-847	264	3	]	]	X
easat-847	264	4	s.	s.	PROPN
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easat-847	264	6	,	,	PUNCT
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easat-847	264	8	praveen	praveen	PROPN
easat-847	264	9	,	,	PUNCT
easat-847	264	10	k.	k.	PROPN
easat-847	264	11	s.	s.	PROPN
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easat-847	264	13	,	,	PUNCT
easat-847	264	14	and	and	CCONJ
easat-847	264	15	s.	s.	PROPN
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easat-847	264	17	,	,	PUNCT
easat-847	264	18	"	"	PUNCT
easat-847	264	19	sentiment	sentiment	NOUN
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easat-847	264	22	social	social	ADJ
easat-847	264	23	media	medium	NOUN
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easat-847	264	27	technique	technique	NOUN
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easat-847	264	29	r	r	NOUN
easat-847	264	30	language	language	NOUN
easat-847	264	31	,	,	PUNCT
easat-847	264	32	"	"	PUNCT
easat-847	264	33	journal	journal	NOUN
easat-847	264	34	of	of	ADP
easat-847	264	35	chemical	chemical	NOUN
easat-847	264	36	and	and	CCONJ
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easat-847	264	38	sciences	science	NOUN
easat-847	264	39	,	,	PUNCT
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easat-847	264	41	.	.	PROPN
easat-847	264	42	6	6	NUM
easat-847	264	43	,	,	PUNCT
easat-847	264	44	pp	pp	ADJ
easat-847	264	45	.	.	PUNCT
easat-847	265	1	124	124	NUM
easat-847	265	2	-	-	SYM
easat-847	265	3	128	128	NUM
easat-847	265	4	,	,	PUNCT
easat-847	265	5	2017	2017	NUM
easat-847	265	6	.	.	PUNCT
easat-847	266	1	[	[	X
easat-847	266	2	19	19	NUM
easat-847	266	3	]	]	PUNCT
easat-847	266	4	a.	a.	NOUN
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easat-847	266	7	a.	a.	PROPN
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easat-847	266	12	,	,	PUNCT
easat-847	266	13	and	and	CCONJ
easat-847	266	14	k.	k.	PROPN
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easat-847	266	17	"	"	PUNCT
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easat-847	266	21	and	and	CCONJ
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easat-847	266	23	analysis	analysis	NOUN
easat-847	266	24	,	,	PUNCT
easat-847	266	25	"	"	PUNCT
easat-847	266	26	international	international	ADJ
easat-847	266	27	journal	journal	NOUN
easat-847	266	28	of	of	ADP
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easat-847	266	32	information	information	NOUN
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easat-847	266	34	,	,	PUNCT
easat-847	266	35	vol	vol	NOUN
easat-847	266	36	.	.	PROPN
easat-847	266	37	6	6	NUM
easat-847	266	38	,	,	PUNCT
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easat-847	266	40	.	.	NOUN
easat-847	266	41	6	6	NUM
easat-847	266	42	,	,	PUNCT
easat-847	266	43	pp	pp	ADJ
easat-847	266	44	.	.	PUNCT
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easat-847	267	2	-	-	SYM
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easat-847	267	4	,	,	PUNCT
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easat-847	267	6	.	.	PUNCT
easat-847	268	1	[	[	X
easat-847	268	2	20	20	NUM
easat-847	268	3	]	]	X
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easat-847	268	5	r.	r.	PROPN
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easat-847	268	11	"	"	PUNCT
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easat-847	268	13	analysis	analysis	NOUN
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easat-847	268	16	for	for	ADP
easat-847	268	17	e	e	NOUN
easat-847	268	18	-	-	NOUN
easat-847	268	19	shopping	shopping	ADJ
easat-847	268	20	websites	website	NOUN
easat-847	268	21	,	,	PUNCT
easat-847	268	22	"	"	PUNCT
easat-847	268	23	international	international	ADJ
easat-847	268	24	journal	journal	NOUN
easat-847	268	25	of	of	ADP
easat-847	268	26	computational	computational	ADJ
easat-847	268	27	science	science	NOUN
easat-847	268	28	,	,	PUNCT
easat-847	268	29	vol	vol	NOUN
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easat-847	269	1	6	6	NUM
easat-847	269	2	,	,	PUNCT
easat-847	269	3	no	no	INTJ
easat-847	269	4	.	.	NOUN
easat-847	269	5	1	1	NUM
easat-847	269	6	,	,	PUNCT
easat-847	269	7	p.	p.	NOUN
easat-847	269	8	19966	19966	NUM
easat-847	269	9	,	,	PUNCT
easat-847	269	10	2017	2017	NUM
easat-847	269	11	.	.	PUNCT
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easat-847	270	3	21	21	NUM
easat-847	270	4	]	]	X
easat-847	270	5	b.	b.	PROPN
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easat-847	270	11	"	"	PUNCT
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easat-847	270	15	in	in	ADP
easat-847	270	16	thai	thai	ADJ
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easat-847	270	19	aspects	aspect	NOUN
easat-847	270	20	in	in	ADP
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easat-847	270	24	"	"	PUNCT
easat-847	270	25	in	in	ADP
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easat-847	270	32	computer	computer	NOUN
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easat-847	270	34	and	and	CCONJ
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easat-847	270	37	(	(	PUNCT
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easat-847	270	39	)	)	PUNCT
easat-847	270	40	,	,	PUNCT
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easat-847	270	42	,	,	PUNCT
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easat-847	271	1	1	1	NUM
easat-847	271	2	-	-	SYM
easat-847	271	3	6	6	NUM
easat-847	271	4	.	.	PUNCT
easat-847	272	1	[	[	X
easat-847	272	2	22	22	NUM
easat-847	272	3	]	]	PUNCT
easat-847	272	4	a.	a.	NOUN
easat-847	272	5	tweety	tweety	PROPN
easat-847	272	6	,	,	PUNCT
easat-847	272	7	"	"	PUNCT
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easat-847	272	14	library	library	NOUN
easat-847	272	15	,	,	PUNCT
easat-847	272	16	"	"	PUNCT
easat-847	272	17	retrieved	retrieve	VERB
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easat-847	273	1	[	[	X
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easat-847	273	4	-	-	SYM
easat-847	273	5	012023	012023	NUM
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easat-847	273	8	2023	2023	NUM
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easat-847	274	1	[	[	X
easat-847	274	2	23	23	NUM
easat-847	274	3	]	]	PUNCT
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easat-847	274	6	,	,	PUNCT
easat-847	274	7	x.	x.	PROPN
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easat-847	274	9	,	,	PUNCT
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easat-847	274	13	and	and	CCONJ
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easat-847	274	16	,	,	PUNCT
easat-847	274	17	"	"	PUNCT
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easat-847	274	19	analysis	analysis	NOUN
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easat-847	274	36	international	international	ADJ
easat-847	274	37	conference	conference	NOUN
easat-847	274	38	,	,	PUNCT
easat-847	274	39	adma	adma	NOUN
easat-847	274	40	2016	2016	NUM
easat-847	274	41	,	,	PUNCT
easat-847	274	42	gold	gold	NOUN
easat-847	274	43	coast	coast	NOUN
easat-847	274	44	,	,	PUNCT
easat-847	274	45	qld	qld	PROPN
easat-847	274	46	,	,	PUNCT
easat-847	274	47	australia	australia	PROPN
easat-847	274	48	,	,	PUNCT
easat-847	274	49	december	december	PROPN
easat-847	274	50	12	12	NUM
easat-847	274	51	-15	-15	SYM
easat-847	274	52	,	,	PUNCT
easat-847	274	53	2016	2016	NUM
easat-847	274	54	,	,	PUNCT
easat-847	274	55	proceedings	proceeding	NOUN
easat-847	274	56	12	12	NUM
easat-847	274	57	,	,	PUNCT
easat-847	274	58	2016	2016	NUM
easat-847	274	59	,	,	PUNCT
easat-847	274	60	pp	pp	ADJ
easat-847	274	61	.	.	PUNCT
easat-847	275	1	807	807	NUM
easat-847	275	2	-	-	SYM
easat-847	275	3	810	810	NUM
easat-847	275	4	.	.	PUNCT
easat-847	276	1	[	[	X
easat-847	276	2	24	24	NUM
easat-847	276	3	]	]	PUNCT
easat-847	276	4	z.	z.	PROPN
easat-847	276	5	jianqiang	jianqiang	PROPN
easat-847	276	6	and	and	CCONJ
easat-847	276	7	g.	g.	PROPN
easat-847	276	8	xiaolin	xiaolin	PROPN
easat-847	276	9	,	,	PUNCT
easat-847	276	10	"	"	PUNCT
easat-847	276	11	comparison	comparison	NOUN
easat-847	276	12	research	research	NOUN
easat-847	276	13	on	on	ADP
easat-847	276	14	text	text	NOUN
easat-847	276	15	pre	pre	ADJ
easat-847	276	16	-	-	ADJ
easat-847	276	17	processing	processing	ADJ
easat-847	276	18	methods	method	NOUN
easat-847	276	19	on	on	ADP
easat-847	276	20	twitter	twitter	NOUN
easat-847	276	21	sentiment	sentiment	NOUN
easat-847	276	22	analysis	analysis	NOUN
easat-847	276	23	,	,	PUNCT
easat-847	276	24	"	"	PUNCT
easat-847	276	25	ieee	ieee	NOUN
easat-847	276	26	access	access	NOUN
easat-847	276	27	,	,	PUNCT
easat-847	276	28	vol	vol	NOUN
easat-847	276	29	.	.	PROPN
easat-847	276	30	5	5	NUM
easat-847	276	31	,	,	PUNCT
easat-847	276	32	pp	pp	ADJ
easat-847	276	33	.	.	PUNCT
easat-847	276	34	2870	2870	NUM
easat-847	276	35	-	-	SYM
easat-847	276	36	2879	2879	NUM
easat-847	276	37	,	,	PUNCT
easat-847	276	38	2017	2017	NUM
easat-847	276	39	.	.	PUNCT
easat-847	277	1	[	[	X
easat-847	277	2	25	25	NUM
easat-847	277	3	]	]	X
easat-847	277	4	s.	s.	PROPN
easat-847	277	5	symeonidis	symeonidis	PROPN
easat-847	277	6	,	,	PUNCT
easat-847	277	7	d.	d.	PROPN
easat-847	277	8	effrosynidis	effrosynidis	PROPN
easat-847	277	9	,	,	PUNCT
easat-847	277	10	and	and	CCONJ
easat-847	277	11	a.	a.	NOUN
easat-847	277	12	arampatzis	arampatzi	NOUN
easat-847	277	13	,	,	PUNCT
easat-847	277	14	"	"	PUNCT
easat-847	277	15	a	a	DET
easat-847	277	16	comparative	comparative	ADJ
easat-847	277	17	evaluation	evaluation	NOUN
easat-847	277	18	of	of	ADP
easat-847	277	19	pre	pre	ADJ
easat-847	277	20	-	-	ADJ
easat-847	277	21	processing	processing	ADJ
easat-847	277	22	techniques	technique	NOUN
easat-847	277	23	and	and	CCONJ
easat-847	277	24	their	their	PRON
easat-847	277	25	interactions	interaction	NOUN
easat-847	277	26	for	for	ADP
easat-847	277	27	twitter	twitter	NOUN
easat-847	277	28	sentiment	sentiment	NOUN
easat-847	277	29	analysis	analysis	NOUN
easat-847	277	30	,	,	PUNCT
easat-847	277	31	"	"	PUNCT
easat-847	277	32	expert	expert	NOUN
easat-847	277	33	systems	system	NOUN
easat-847	277	34	with	with	ADP
easat-847	277	35	applications	application	NOUN
easat-847	277	36	,	,	PUNCT
easat-847	277	37	vol	vol	NOUN
easat-847	277	38	.	.	PROPN
easat-847	277	39	110	110	NUM
easat-847	277	40	,	,	PUNCT
easat-847	277	41	pp	pp	ADJ
easat-847	277	42	.	.	PUNCT
easat-847	277	43	298	298	NUM
easat-847	277	44	-	-	SYM
easat-847	277	45	310	310	NUM
easat-847	277	46	,	,	PUNCT
easat-847	277	47	2018	2018	NUM
easat-847	277	48	.	.	PUNCT
easat-847	278	1	https://doi.org/10.1016/j.eswa.2018.06.022	https://doi.org/10.1016/j.eswa.2018.06.022	X
easat-847	279	1	[	[	X
easat-847	279	2	26	26	NUM
easat-847	279	3	]	]	X
easat-847	279	4	thai	thai	PROPN
easat-847	279	5	stop	stop	PROPN
easat-847	279	6	word	word	NOUN
easat-847	279	7	,	,	PUNCT
easat-847	279	8	retrieved	retrieve	VERB
easat-847	279	9	:	:	PUNCT
easat-847	279	10	sign	sign	VERB
easat-847	279	11	in	in	ADP
easat-847	279	12	to	to	ADP
easat-847	279	13	github	github	PROPN
easat-847	279	14	·	·	PUNCT
easat-847	279	15	github	github	PROPN
easat-847	279	16	.	.	PUNCT
easat-847	280	1	2023	2023	NUM
easat-847	280	2	.	.	PUNCT
easat-847	281	1	[	[	X
easat-847	281	2	27	27	NUM
easat-847	281	3	]	]	PUNCT
easat-847	281	4	pythainlp	pythainlp	ADJ
easat-847	281	5	library	library	NOUN
easat-847	281	6	,	,	PUNCT
easat-847	281	7	"	"	PUNCT
easat-847	281	8	pythainlp	pythainlp	VERB
easat-847	281	9	5.0.1	5.0.1	NUM
easat-847	281	10	,	,	PUNCT
easat-847	281	11	"	"	PUNCT
easat-847	281	12	retrieved	retrieve	VERB
easat-847	281	13	:	:	PUNCT
easat-847	281	14	https://pypi.org/project/pythainlp/.	https://pypi.org/project/pythainlp/.	PROPN
easat-847	281	15	2023	2023	NUM
easat-847	281	16	.	.	PUNCT
easat-847	282	1	[	[	X
easat-847	282	2	28	28	NUM
easat-847	282	3	]	]	X
easat-847	282	4	a.	a.	NOUN
easat-847	282	5	dey	dey	PROPN
easat-847	282	6	,	,	PUNCT
easat-847	282	7	m.	m.	NOUN
easat-847	282	8	jenamani	jenamani	PROPN
easat-847	282	9	,	,	PUNCT
easat-847	282	10	and	and	CCONJ
easat-847	282	11	j.	j.	PROPN
easat-847	282	12	j.	j.	PROPN
easat-847	282	13	thakkar	thakkar	PROPN
easat-847	282	14	,	,	PUNCT
easat-847	282	15	"	"	PUNCT
easat-847	282	16	lexical	lexical	ADJ
easat-847	282	17	tf	tf	PROPN
easat-847	282	18	-	-	PUNCT
easat-847	282	19	idf	idf	PROPN
easat-847	282	20	:	:	PUNCT
easat-847	282	21	an	an	DET
easat-847	282	22	n	n	CCONJ
easat-847	282	23	-	-	PUNCT
easat-847	282	24	gram	gram	NOUN
easat-847	282	25	feature	feature	NOUN
easat-847	282	26	space	space	NOUN
easat-847	282	27	for	for	ADP
easat-847	282	28	cross	cross	ADJ
easat-847	282	29	-	-	ADJ
easat-847	282	30	domain	domain	ADJ
easat-847	282	31	classification	classification	NOUN
easat-847	282	32	of	of	ADP
easat-847	282	33	sentiment	sentiment	NOUN
easat-847	282	34	reviews	review	NOUN
easat-847	282	35	,	,	PUNCT
easat-847	282	36	"	"	PUNCT
easat-847	282	37	in	in	ADP
easat-847	282	38	international	international	ADJ
easat-847	282	39	conference	conference	NOUN
easat-847	282	40	on	on	ADP
easat-847	282	41	pattern	pattern	NOUN
easat-847	282	42	recognition	recognition	NOUN
easat-847	282	43	and	and	CCONJ
easat-847	282	44	machine	machine	NOUN
easat-847	282	45	intelligence	intelligence	NOUN
easat-847	282	46	,	,	PUNCT
easat-847	282	47	2017	2017	NUM
easat-847	282	48	,	,	PUNCT
easat-847	282	49	pp	pp	ADJ
easat-847	282	50	.	.	PUNCT
easat-847	283	1	380	380	NUM
easat-847	283	2	-	-	SYM
easat-847	283	3	386	386	NUM
easat-847	283	4	.	.	PUNCT
easat-847	284	1	[	[	X
easat-847	284	2	29	29	NUM
easat-847	284	3	]	]	PUNCT
easat-847	284	4	p.	p.	PROPN
easat-847	284	5	max	max	PROPN
easat-847	284	6	bramer	bramer	PROPN
easat-847	284	7	,	,	PUNCT
easat-847	284	8	"	"	PUNCT
easat-847	284	9	principles	principle	NOUN
easat-847	284	10	of	of	ADP
easat-847	284	11	data	datum	NOUN
easat-847	284	12	mining	mining	NOUN
easat-847	284	13	.	.	PUNCT
easat-847	284	14	"	"	PUNCT
easat-847	285	1	london	london	PROPN
easat-847	285	2	:	:	PUNCT
easat-847	285	3	springer	springer	NOUN
easat-847	285	4	,	,	PUNCT
easat-847	285	5	2007	2007	NUM
easat-847	285	6	,	,	PUNCT
easat-847	285	7	pp	pp	ADJ
easat-847	285	8	.	.	PUNCT
easat-847	286	1	173	173	NUM
easat-847	286	2	-	-	SYM
easat-847	286	3	176	176	NUM
easat-847	286	4	.	.	PUNCT
easat-847	287	1	about	about	ADP
easat-847	287	2	:	:	PUNCT
easat-847	287	3	blank	blank	ADJ
easat-847	287	4	about	about	ADP
easat-847	287	5	:	:	PUNCT
easat-847	287	6	blank	blank	ADJ
easat-847	287	7	about	about	ADP
easat-847	287	8	:	:	PUNCT
easat-847	287	9	blank	blank	ADJ
easat-847	287	10	about	about	ADP
easat-847	287	11	:	:	PUNCT
easat-847	287	12	blank	blank	ADJ
easat-847	287	13	https://github.com/login	https://github.com/login	PROPN
easat-847	287	14	https://github.com/login	https://github.com/login	PROPN
easat-847	288	1	about	about	ADP
easat-847	288	2	:	:	PUNCT
easat-847	288	3	blank	blank	ADJ