id	sid	tid	token	lemma	pos
gs-2546	1	1	microsoft	microsoft	PROPN
gs-2546	1	2	word	word	NOUN
gs-2546	1	3	fullpdf06012024	fullpdf06012024	VERB
gs-2546	1	4	georgian	georgian	ADJ
gs-2546	1	5	scientists/ქართველი	scientists/ქართველი	NOUN
gs-2546	1	6	მეცნიერები	მეცნიერები	NOUN
gs-2546	1	7	ტ.	ტ.	VERB
gs-2546	1	8	6	6	NUM
gs-2546	1	9	n	n	NUM
gs-2546	1	10	1	1	NUM
gs-2546	1	11	,	,	PUNCT
gs-2546	1	12	2024	2024	NUM
gs-2546	1	13	38	38	NUM
gs-2546	1	14	georgian	georgian	PROPN
gs-2546	1	15	scientists	scientist	NOUN
gs-2546	1	16	ქართველი	ქართველი	ADJ
gs-2546	1	17	მეცნიერები	მეცნიერები	PROPN
gs-2546	1	18	vol	vol	NOUN
gs-2546	1	19	.	.	PROPN
gs-2546	2	1	6	6	NUM
gs-2546	2	2	issue	issue	NOUN
gs-2546	2	3	1	1	NUM
gs-2546	2	4	,	,	PUNCT
gs-2546	2	5	2024	2024	NUM
gs-2546	2	6	https://doi.org/10.52340/gs.2024.06.01.07	https://doi.org/10.52340/gs.2024.06.01.07	NUM
gs-2546	2	7	the	the	DET
gs-2546	2	8	impact	impact	NOUN
gs-2546	2	9	of	of	ADP
gs-2546	2	10	artificial	artificial	ADJ
gs-2546	2	11	intelligence	intelligence	NOUN
gs-2546	2	12	in	in	ADP
gs-2546	2	13	the	the	DET
gs-2546	2	14	business	business	NOUN
gs-2546	2	15	process	process	NOUN
gs-2546	2	16	in	in	ADP
gs-2546	2	17	the	the	DET
gs-2546	2	18	phase	phase	NOUN
gs-2546	2	19	of	of	ADP
gs-2546	2	20	data	datum	NOUN
gs-2546	2	21	analytics	analytics	PROPN
gs-2546	2	22	lily	lily	PROPN
gs-2546	2	23	petriashvili	petriashvili	NOUN
gs-2546	2	24	;	;	PUNCT
gs-2546	2	25	irina	irina	PROPN
gs-2546	2	26	khomeriki	khomeriki	PROPN
gs-2546	2	27	georgian	georgian	PROPN
gs-2546	2	28	technical	technical	PROPN
gs-2546	2	29	university	university	PROPN
gs-2546	2	30	abstract	abstract	NOUN
gs-2546	2	31	one	one	NUM
gs-2546	2	32	of	of	ADP
gs-2546	2	33	the	the	DET
gs-2546	2	34	key	key	ADJ
gs-2546	2	35	areas	area	NOUN
gs-2546	2	36	of	of	ADP
gs-2546	2	37	an	an	DET
gs-2546	2	38	enterprise	enterprise	NOUN
gs-2546	2	39	facility	facility	NOUN
gs-2546	2	40	is	be	AUX
gs-2546	2	41	supply	supply	NOUN
gs-2546	2	42	,	,	PUNCT
gs-2546	2	43	which	which	PRON
gs-2546	2	44	consists	consist	VERB
gs-2546	2	45	of	of	ADP
gs-2546	2	46	a	a	DET
gs-2546	2	47	chain	chain	NOUN
gs-2546	2	48	of	of	ADP
gs-2546	2	49	operations	operation	NOUN
gs-2546	2	50	determining	determine	VERB
gs-2546	2	51	not	not	PART
gs-2546	2	52	only	only	ADV
gs-2546	2	53	the	the	DET
gs-2546	2	54	efficiency	efficiency	NOUN
gs-2546	2	55	of	of	ADP
gs-2546	2	56	the	the	DET
gs-2546	2	57	product	product	NOUN
gs-2546	2	58	distribution	distribution	NOUN
gs-2546	2	59	,	,	PUNCT
gs-2546	2	60	but	but	CCONJ
gs-2546	2	61	also	also	ADV
gs-2546	2	62	the	the	DET
gs-2546	2	63	quality	quality	NOUN
gs-2546	2	64	of	of	ADP
gs-2546	2	65	the	the	DET
gs-2546	2	66	product	product	NOUN
gs-2546	2	67	delivered	deliver	VERB
gs-2546	2	68	to	to	ADP
gs-2546	2	69	customers	customer	NOUN
gs-2546	2	70	.	.	PUNCT
gs-2546	3	1	a	a	DET
gs-2546	3	2	supply	supply	NOUN
gs-2546	3	3	chain	chain	NOUN
gs-2546	3	4	represents	represent	VERB
gs-2546	3	5	well	well	ADV
gs-2546	3	6	-	-	PUNCT
gs-2546	3	7	defined	define	VERB
gs-2546	3	8	and	and	CCONJ
gs-2546	3	9	efficiently	efficiently	ADV
gs-2546	3	10	managed	manage	VERB
gs-2546	3	11	organizational	organizational	ADJ
gs-2546	3	12	processes	process	NOUN
gs-2546	3	13	creating	create	VERB
gs-2546	3	14	all	all	DET
gs-2546	3	15	the	the	DET
gs-2546	3	16	conditions	condition	NOUN
gs-2546	3	17	for	for	SCONJ
gs-2546	3	18	customers	customer	NOUN
gs-2546	3	19	to	to	PART
gs-2546	3	20	receive	receive	VERB
gs-2546	3	21	high	high	ADJ
gs-2546	3	22	quality	quality	NOUN
gs-2546	3	23	product	product	NOUN
gs-2546	3	24	and	and	CCONJ
gs-2546	3	25	service	service	NOUN
gs-2546	3	26	.	.	PUNCT
gs-2546	4	1	this	this	DET
gs-2546	4	2	research	research	NOUN
gs-2546	4	3	explores	explore	VERB
gs-2546	4	4	the	the	DET
gs-2546	4	5	transformative	transformative	ADJ
gs-2546	4	6	influence	influence	NOUN
gs-2546	4	7	of	of	ADP
gs-2546	4	8	data	datum	NOUN
gs-2546	4	9	analysis	analysis	NOUN
gs-2546	4	10	and	and	CCONJ
gs-2546	4	11	digitalization	digitalization	NOUN
gs-2546	4	12	on	on	ADP
gs-2546	4	13	contemporary	contemporary	ADJ
gs-2546	4	14	supply	supply	NOUN
gs-2546	4	15	chain	chain	NOUN
gs-2546	4	16	management	management	NOUN
gs-2546	4	17	.	.	PUNCT
gs-2546	5	1	the	the	DET
gs-2546	5	2	integration	integration	NOUN
gs-2546	5	3	of	of	ADP
gs-2546	5	4	these	these	DET
gs-2546	5	5	technologies	technology	NOUN
gs-2546	5	6	has	have	AUX
gs-2546	5	7	redefined	redefine	VERB
gs-2546	5	8	the	the	DET
gs-2546	5	9	dynamics	dynamic	NOUN
gs-2546	5	10	of	of	ADP
gs-2546	5	11	decision	decision	NOUN
gs-2546	5	12	-	-	PUNCT
gs-2546	5	13	making	making	NOUN
gs-2546	5	14	,	,	PUNCT
gs-2546	5	15	visibility	visibility	NOUN
gs-2546	5	16	,	,	PUNCT
gs-2546	5	17	and	and	CCONJ
gs-2546	5	18	efficiency	efficiency	NOUN
gs-2546	5	19	within	within	ADP
gs-2546	5	20	supply	supply	NOUN
gs-2546	5	21	chain	chain	NOUN
gs-2546	5	22	processes	process	NOUN
gs-2546	5	23	.	.	PUNCT
gs-2546	6	1	we	we	PRON
gs-2546	6	2	investigate	investigate	VERB
gs-2546	6	3	the	the	DET
gs-2546	6	4	role	role	NOUN
gs-2546	6	5	of	of	ADP
gs-2546	6	6	data	datum	NOUN
gs-2546	6	7	analysis	analysis	NOUN
gs-2546	6	8	in	in	ADP
gs-2546	6	9	providing	provide	VERB
gs-2546	6	10	real	real	ADJ
gs-2546	6	11	-	-	PUNCT
gs-2546	6	12	time	time	NOUN
gs-2546	6	13	visibility	visibility	NOUN
gs-2546	6	14	,	,	PUNCT
gs-2546	6	15	predictive	predictive	ADJ
gs-2546	6	16	analytics	analytic	NOUN
gs-2546	6	17	for	for	ADP
gs-2546	6	18	demand	demand	NOUN
gs-2546	6	19	forecasting	forecasting	NOUN
gs-2546	6	20	,	,	PUNCT
gs-2546	6	21	and	and	CCONJ
gs-2546	6	22	effective	effective	ADJ
gs-2546	6	23	supply	supply	NOUN
gs-2546	6	24	chain	chain	NOUN
gs-2546	6	25	risk	risk	NOUN
gs-2546	6	26	management	management	NOUN
gs-2546	6	27	.	.	PUNCT
gs-2546	7	1	additionally	additionally	ADV
gs-2546	7	2	,	,	PUNCT
gs-2546	7	3	we	we	PRON
gs-2546	7	4	examine	examine	VERB
gs-2546	7	5	the	the	DET
gs-2546	7	6	impact	impact	NOUN
gs-2546	7	7	of	of	ADP
gs-2546	7	8	digitalization	digitalization	NOUN
gs-2546	7	9	through	through	ADP
gs-2546	7	10	the	the	DET
gs-2546	7	11	incorporation	incorporation	NOUN
gs-2546	7	12	of	of	ADP
gs-2546	7	13	technologies	technology	NOUN
gs-2546	7	14	such	such	ADJ
gs-2546	7	15	as	as	ADP
gs-2546	7	16	iot	iot	NOUN
gs-2546	7	17	,	,	PUNCT
gs-2546	7	18	blockchain	blockchain	NOUN
gs-2546	7	19	,	,	PUNCT
gs-2546	7	20	and	and	CCONJ
gs-2546	7	21	automation	automation	NOUN
gs-2546	7	22	.	.	PUNCT
gs-2546	8	1	keywords	keyword	NOUN
gs-2546	8	2	:	:	PUNCT
gs-2546	8	3	iot	iot	PROPN
gs-2546	8	4	,	,	PUNCT
gs-2546	8	5	scm	scm	PROPN
gs-2546	8	6	,	,	PUNCT
gs-2546	8	7	blockchain	blockchain	PROPN
gs-2546	8	8	supply	supply	PROPN
gs-2546	8	9	chain	chain	NOUN
gs-2546	8	10	management	management	NOUN
gs-2546	8	11	(	(	PUNCT
gs-2546	8	12	scm	scm	PROPN
gs-2546	8	13	)	)	PUNCT
gs-2546	8	14	is	be	AUX
gs-2546	8	15	a	a	DET
gs-2546	8	16	complicated	complicated	ADJ
gs-2546	8	17	diversified	diversified	ADJ
gs-2546	8	18	system	system	NOUN
gs-2546	8	19	that	that	PRON
gs-2546	8	20	is	be	AUX
gs-2546	8	21	dynamically	dynamically	ADV
gs-2546	8	22	changing	change	VERB
gs-2546	8	23	with	with	ADP
gs-2546	8	24	respect	respect	NOUN
gs-2546	8	25	to	to	ADP
gs-2546	8	26	the	the	DET
gs-2546	8	27	factors	factor	NOUN
gs-2546	8	28	such	such	ADJ
gs-2546	8	29	as	as	ADP
gs-2546	8	30	:	:	PUNCT
gs-2546	8	31	investment	investment	NOUN
gs-2546	8	32	policy	policy	NOUN
gs-2546	8	33	,	,	PUNCT
gs-2546	8	34	the	the	DET
gs-2546	8	35	level	level	NOUN
gs-2546	8	36	of	of	ADP
gs-2546	8	37	scientific	scientific	ADJ
gs-2546	8	38	and	and	CCONJ
gs-2546	8	39	technical	technical	ADJ
gs-2546	8	40	development	development	NOUN
gs-2546	8	41	,	,	PUNCT
gs-2546	8	42	the	the	DET
gs-2546	8	43	concentration	concentration	NOUN
gs-2546	8	44	of	of	ADP
gs-2546	8	45	suppliers	supplier	NOUN
gs-2546	8	46	and	and	CCONJ
gs-2546	8	47	customers	customer	NOUN
gs-2546	8	48	,	,	PUNCT
gs-2546	8	49	a	a	DET
gs-2546	8	50	geographical	geographical	ADJ
gs-2546	8	51	location	location	NOUN
gs-2546	8	52	of	of	ADP
gs-2546	8	53	the	the	DET
gs-2546	8	54	system	system	NOUN
gs-2546	8	55	users	user	NOUN
gs-2546	8	56	,	,	PUNCT
gs-2546	8	57	the	the	DET
gs-2546	8	58	level	level	NOUN
gs-2546	8	59	of	of	ADP
gs-2546	8	60	demand	demand	NOUN
gs-2546	8	61	and	and	CCONJ
gs-2546	8	62	dynamics	dynamic	NOUN
gs-2546	8	63	for	for	ADP
gs-2546	8	64	products	product	NOUN
gs-2546	8	65	/	/	SYM
gs-2546	8	66	services	service	NOUN
gs-2546	8	67	,	,	PUNCT
gs-2546	8	68	a	a	DET
gs-2546	8	69	competitive	competitive	ADJ
gs-2546	8	70	environment	environment	NOUN
gs-2546	8	71	,	,	PUNCT
gs-2546	8	72	warehousing	warehousing	NOUN
gs-2546	8	73	and	and	CCONJ
gs-2546	8	74	transportation	transportation	NOUN
gs-2546	8	75	service	service	NOUN
gs-2546	8	76	costs	cost	NOUN
gs-2546	8	77	and	and	CCONJ
gs-2546	8	78	more	more	ADJ
gs-2546	8	79	.	.	PUNCT
gs-2546	9	1	therefore	therefore	ADV
gs-2546	9	2	,	,	PUNCT
gs-2546	9	3	stemming	stem	VERB
gs-2546	9	4	from	from	ADP
gs-2546	9	5	the	the	DET
gs-2546	9	6	complexity	complexity	NOUN
gs-2546	9	7	of	of	ADP
gs-2546	9	8	obtaining	obtain	VERB
gs-2546	9	9	and	and	CCONJ
gs-2546	9	10	processing	processing	NOUN
gs-2546	9	11	of	of	ADP
gs-2546	9	12	information	information	NOUN
gs-2546	9	13	,	,	PUNCT
gs-2546	9	14	managers	manager	NOUN
gs-2546	9	15	can	can	AUX
gs-2546	9	16	not	not	PART
gs-2546	9	17	always	always	ADV
gs-2546	9	18	achieve	achieve	VERB
gs-2546	9	19	high	high	ADJ
gs-2546	9	20	levels	level	NOUN
gs-2546	9	21	of	of	ADP
gs-2546	9	22	supply	supply	NOUN
gs-2546	9	23	chain	chain	NOUN
gs-2546	9	24	optimization	optimization	NOUN
gs-2546	9	25	and	and	CCONJ
gs-2546	9	26	rationalization	rationalization	NOUN
gs-2546	9	27	.	.	PUNCT
gs-2546	10	1	in	in	ADP
gs-2546	10	2	addition	addition	NOUN
gs-2546	10	3	,	,	PUNCT
gs-2546	10	4	the	the	DET
gs-2546	10	5	supply	supply	NOUN
gs-2546	10	6	chain	chain	NOUN
gs-2546	10	7	constitutes	constitute	VERB
gs-2546	10	8	completely	completely	ADV
gs-2546	10	9	integrated	integrated	ADJ
gs-2546	10	10	and	and	CCONJ
gs-2546	10	11	customeroriented	customeroriente	VERB
gs-2546	10	12	system	system	NOUN
gs-2546	10	13	,	,	PUNCT
gs-2546	10	14	which	which	PRON
gs-2546	10	15	determines	determine	VERB
gs-2546	10	16	planning	planning	NOUN
gs-2546	10	17	,	,	PUNCT
gs-2546	10	18	formation	formation	NOUN
gs-2546	10	19	,	,	PUNCT
gs-2546	10	20	administration	administration	NOUN
gs-2546	10	21	and	and	CCONJ
gs-2546	10	22	management	management	NOUN
gs-2546	10	23	processes	process	NOUN
gs-2546	10	24	for	for	ADP
gs-2546	10	25	internal	internal	ADJ
gs-2546	10	26	/	/	SYM
gs-2546	10	27	external	external	ADJ
gs-2546	10	28	material	material	NOUN
gs-2546	10	29	and	and	CCONJ
gs-2546	10	30	the	the	DET
gs-2546	10	31	related	relate	VERB
gs-2546	10	32	flows	flow	NOUN
gs-2546	10	33	and	and	CCONJ
gs-2546	10	34	formulates	formulate	VERB
gs-2546	10	35	the	the	DET
gs-2546	10	36	optimal	optimal	ADJ
gs-2546	10	37	factor	factor	NOUN
gs-2546	10	38	of	of	ADP
gs-2546	10	39	the	the	DET
gs-2546	10	40	added	add	VERB
gs-2546	10	41	value	value	NOUN
gs-2546	10	42	.	.	PUNCT
gs-2546	11	1	a	a	DET
gs-2546	11	2	technical	technical	ADJ
gs-2546	11	3	progress	progress	NOUN
gs-2546	11	4	has	have	AUX
gs-2546	11	5	brought	bring	VERB
gs-2546	11	6	new	new	ADJ
gs-2546	11	7	challenges	challenge	NOUN
gs-2546	11	8	to	to	ADP
gs-2546	11	9	the	the	DET
gs-2546	11	10	people	people	NOUN
gs-2546	11	11	as	as	ADP
gs-2546	11	12	to	to	ADP
gs-2546	11	13	how	how	SCONJ
gs-2546	11	14	healthy	healthy	ADJ
gs-2546	11	15	the	the	DET
gs-2546	11	16	products	product	NOUN
gs-2546	11	17	we	we	PRON
gs-2546	11	18	daily	daily	ADV
gs-2546	11	19	eat	eat	VERB
gs-2546	11	20	are	be	AUX
gs-2546	11	21	,	,	PUNCT
gs-2546	11	22	because	because	SCONJ
gs-2546	11	23	the	the	DET
gs-2546	11	24	number	number	NOUN
gs-2546	11	25	of	of	ADP
gs-2546	11	26	hazardous	hazardous	ADJ
gs-2546	11	27	products	product	NOUN
gs-2546	11	28	has	have	AUX
gs-2546	11	29	already	already	ADV
gs-2546	11	30	reached	reach	VERB
gs-2546	11	31	the	the	DET
gs-2546	11	32	apogee	apogee	NOUN
gs-2546	11	33	.	.	PUNCT
gs-2546	12	1	supply	supply	PROPN
gs-2546	12	2	chain	chain	NOUN
gs-2546	12	3	management	management	NOUN
gs-2546	12	4	faces	face	VERB
gs-2546	12	5	a	a	DET
gs-2546	12	6	paradigm	paradigm	NOUN
gs-2546	12	7	shift	shift	NOUN
gs-2546	12	8	with	with	ADP
gs-2546	12	9	the	the	DET
gs-2546	12	10	infusion	infusion	NOUN
gs-2546	12	11	of	of	ADP
gs-2546	12	12	data	datum	NOUN
gs-2546	12	13	analysis	analysis	NOUN
gs-2546	12	14	and	and	CCONJ
gs-2546	12	15	digitalization	digitalization	NOUN
gs-2546	12	16	.	.	PUNCT
gs-2546	13	1	this	this	DET
gs-2546	13	2	section	section	NOUN
gs-2546	13	3	introduces	introduce	VERB
gs-2546	13	4	the	the	DET
gs-2546	13	5	research	research	NOUN
gs-2546	13	6	,	,	PUNCT
gs-2546	13	7	emphasizing	emphasize	VERB
gs-2546	13	8	the	the	DET
gs-2546	13	9	significance	significance	NOUN
gs-2546	13	10	of	of	ADP
gs-2546	13	11	these	these	DET
gs-2546	13	12	technologies	technology	NOUN
gs-2546	13	13	in	in	ADP
gs-2546	13	14	reshaping	reshape	VERB
gs-2546	13	15	traditional	traditional	ADJ
gs-2546	13	16	supply	supply	NOUN
gs-2546	13	17	chain	chain	NOUN
gs-2546	13	18	practices	practice	NOUN
gs-2546	13	19	.	.	PUNCT
gs-2546	14	1	georgian	georgian	ADJ
gs-2546	14	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-2546	14	3	მეცნიერები	მეცნიერები	NOUN
gs-2546	14	4	ტ.	ტ.	VERB
gs-2546	14	5	6	6	NUM
gs-2546	14	6	n	n	NUM
gs-2546	14	7	1	1	NUM
gs-2546	14	8	,	,	PUNCT
gs-2546	14	9	2024	2024	NUM
gs-2546	14	10	39	39	NUM
gs-2546	14	11	main	main	ADJ
gs-2546	14	12	part	part	NOUN
gs-2546	14	13	.	.	PUNCT
gs-2546	15	1	nowadays	nowadays	ADV
gs-2546	15	2	,	,	PUNCT
gs-2546	15	3	the	the	DET
gs-2546	15	4	economic	economic	ADJ
gs-2546	15	5	potential	potential	NOUN
gs-2546	15	6	of	of	ADP
gs-2546	15	7	many	many	ADJ
gs-2546	15	8	countries	country	NOUN
gs-2546	15	9	depends	depend	VERB
gs-2546	15	10	almost	almost	ADV
gs-2546	15	11	entirely	entirely	ADV
gs-2546	15	12	on	on	ADP
gs-2546	15	13	exports	export	NOUN
gs-2546	15	14	.	.	PUNCT
gs-2546	16	1	in	in	ADP
gs-2546	16	2	such	such	ADJ
gs-2546	16	3	countries	country	NOUN
gs-2546	16	4	,	,	PUNCT
gs-2546	16	5	most	most	ADJ
gs-2546	16	6	people	people	NOUN
gs-2546	16	7	focus	focus	VERB
gs-2546	16	8	on	on	ADP
gs-2546	16	9	purchasing	purchase	VERB
gs-2546	16	10	cheap	cheap	ADJ
gs-2546	16	11	products	product	NOUN
gs-2546	16	12	giving	give	VERB
gs-2546	16	13	a	a	DET
gs-2546	16	14	good	good	ADJ
gs-2546	16	15	chance	chance	NOUN
gs-2546	16	16	to	to	PART
gs-2546	16	17	dishonest	dishonest	VERB
gs-2546	16	18	local	local	ADJ
gs-2546	16	19	entrepreneurs	entrepreneur	NOUN
gs-2546	16	20	and	and	CCONJ
gs-2546	16	21	exporters	exporter	NOUN
gs-2546	16	22	to	to	PART
gs-2546	16	23	add	add	VERB
gs-2546	16	24	hazardous	hazardous	ADJ
gs-2546	16	25	substances	substance	NOUN
gs-2546	16	26	to	to	ADP
gs-2546	16	27	the	the	DET
gs-2546	16	28	content	content	NOUN
gs-2546	16	29	of	of	ADP
gs-2546	16	30	products	product	NOUN
gs-2546	16	31	that	that	PRON
gs-2546	16	32	reduce	reduce	VERB
gs-2546	16	33	the	the	DET
gs-2546	16	34	operating	operating	NOUN
gs-2546	16	35	expenses	expense	NOUN
gs-2546	16	36	tied	tie	VERB
gs-2546	16	37	to	to	ADP
gs-2546	16	38	the	the	DET
gs-2546	16	39	production	production	NOUN
gs-2546	16	40	of	of	ADP
gs-2546	16	41	goods	good	NOUN
gs-2546	16	42	and	and	CCONJ
gs-2546	16	43	are	be	AUX
gs-2546	16	44	much	much	ADV
gs-2546	16	45	cheaper	cheap	ADJ
gs-2546	16	46	,	,	PUNCT
gs-2546	16	47	but	but	CCONJ
gs-2546	16	48	significantly	significantly	ADV
gs-2546	16	49	damage	damage	VERB
gs-2546	16	50	human	human	ADJ
gs-2546	16	51	health	health	NOUN
gs-2546	16	52	and	and	CCONJ
gs-2546	16	53	cause	cause	VERB
gs-2546	16	54	various	various	ADJ
gs-2546	16	55	diseases	disease	NOUN
gs-2546	16	56	.	.	PUNCT
gs-2546	17	1	such	such	ADJ
gs-2546	17	2	types	type	NOUN
gs-2546	17	3	of	of	ADP
gs-2546	17	4	products	product	NOUN
gs-2546	17	5	are	be	AUX
gs-2546	17	6	mainly	mainly	ADV
gs-2546	17	7	foodstuffs	foodstuff	NOUN
gs-2546	17	8	,	,	PUNCT
gs-2546	17	9	building	building	NOUN
gs-2546	17	10	materials	material	NOUN
gs-2546	17	11	,	,	PUNCT
gs-2546	17	12	clothing	clothing	NOUN
gs-2546	17	13	,	,	PUNCT
gs-2546	17	14	toys	toy	NOUN
gs-2546	17	15	,	,	PUNCT
gs-2546	17	16	etc	etc	X
gs-2546	17	17	.	.	X
gs-2546	17	18	data	datum	NOUN
gs-2546	17	19	analysis	analysis	NOUN
gs-2546	17	20	enables	enable	VERB
gs-2546	17	21	organizations	organization	NOUN
gs-2546	17	22	to	to	PART
gs-2546	17	23	make	make	VERB
gs-2546	17	24	informed	informed	ADJ
gs-2546	17	25	decisions	decision	NOUN
gs-2546	17	26	by	by	ADP
gs-2546	17	27	providing	provide	VERB
gs-2546	17	28	real	real	ADJ
gs-2546	17	29	-	-	PUNCT
gs-2546	17	30	time	time	NOUN
gs-2546	17	31	visibility	visibility	NOUN
gs-2546	17	32	into	into	ADP
gs-2546	17	33	supply	supply	NOUN
gs-2546	17	34	chain	chain	NOUN
gs-2546	17	35	processes	process	NOUN
gs-2546	17	36	,	,	PUNCT
gs-2546	17	37	enhancing	enhance	VERB
gs-2546	17	38	tracking	tracking	NOUN
gs-2546	17	39	capabilities	capability	NOUN
gs-2546	17	40	,	,	PUNCT
gs-2546	17	41	and	and	CCONJ
gs-2546	17	42	optimizing	optimize	VERB
gs-2546	17	43	overall	overall	ADJ
gs-2546	17	44	supply	supply	NOUN
gs-2546	17	45	chain	chain	NOUN
gs-2546	17	46	efficiency	efficiency	NOUN
gs-2546	17	47	.	.	PUNCT
gs-2546	18	1	the	the	DET
gs-2546	18	2	utilization	utilization	NOUN
gs-2546	18	3	of	of	ADP
gs-2546	18	4	predictive	predictive	ADJ
gs-2546	18	5	analytics	analytic	NOUN
gs-2546	18	6	,	,	PUNCT
gs-2546	18	7	leveraging	leverage	VERB
gs-2546	18	8	machine	machine	NOUN
gs-2546	18	9	learning	learning	NOUN
gs-2546	18	10	and	and	CCONJ
gs-2546	18	11	statistical	statistical	ADJ
gs-2546	18	12	models	model	NOUN
gs-2546	18	13	,	,	PUNCT
gs-2546	18	14	enhances	enhance	VERB
gs-2546	18	15	demand	demand	NOUN
gs-2546	18	16	forecasting	forecasting	NOUN
gs-2546	18	17	accuracy	accuracy	NOUN
gs-2546	18	18	,	,	PUNCT
gs-2546	18	19	leading	lead	VERB
gs-2546	18	20	to	to	ADP
gs-2546	18	21	efficient	efficient	ADJ
gs-2546	18	22	inventory	inventory	NOUN
gs-2546	18	23	management	management	NOUN
gs-2546	18	24	and	and	CCONJ
gs-2546	18	25	improved	improve	VERB
gs-2546	18	26	customer	customer	NOUN
gs-2546	18	27	satisfaction	satisfaction	NOUN
gs-2546	18	28	.	.	PUNCT
gs-2546	19	1	data	datum	NOUN
gs-2546	19	2	analysis	analysis	NOUN
gs-2546	19	3	plays	play	VERB
gs-2546	19	4	a	a	DET
gs-2546	19	5	crucial	crucial	ADJ
gs-2546	19	6	role	role	NOUN
gs-2546	19	7	in	in	ADP
gs-2546	19	8	identifying	identify	VERB
gs-2546	19	9	,	,	PUNCT
gs-2546	19	10	assessing	assess	VERB
gs-2546	19	11	,	,	PUNCT
gs-2546	19	12	and	and	CCONJ
gs-2546	19	13	mitigating	mitigate	VERB
gs-2546	19	14	risks	risk	NOUN
gs-2546	19	15	,	,	PUNCT
gs-2546	19	16	ensuring	ensure	VERB
gs-2546	19	17	supply	supply	NOUN
gs-2546	19	18	chain	chain	NOUN
gs-2546	19	19	resilience	resilience	NOUN
gs-2546	19	20	in	in	ADP
gs-2546	19	21	the	the	DET
gs-2546	19	22	face	face	NOUN
gs-2546	19	23	of	of	ADP
gs-2546	19	24	unforeseen	unforeseen	ADJ
gs-2546	19	25	disruptions	disruption	NOUN
gs-2546	19	26	.	.	PUNCT
gs-2546	20	1	today	today	NOUN
gs-2546	20	2	,	,	PUNCT
gs-2546	20	3	digitization	digitization	NOUN
gs-2546	20	4	has	have	AUX
gs-2546	20	5	become	become	VERB
gs-2546	20	6	pervasive	pervasive	ADJ
gs-2546	20	7	,	,	PUNCT
gs-2546	20	8	transforming	transform	VERB
gs-2546	20	9	and	and	CCONJ
gs-2546	20	10	influencing	influence	VERB
gs-2546	20	11	virtually	virtually	ADV
gs-2546	20	12	every	every	DET
gs-2546	20	13	aspect	aspect	NOUN
gs-2546	20	14	of	of	ADP
gs-2546	20	15	our	our	PRON
gs-2546	20	16	lives	life	NOUN
gs-2546	20	17	.	.	PUNCT
gs-2546	21	1	from	from	ADP
gs-2546	21	2	personal	personal	ADJ
gs-2546	21	3	interactions	interaction	NOUN
gs-2546	21	4	to	to	ADP
gs-2546	21	5	business	business	NOUN
gs-2546	21	6	operations	operation	NOUN
gs-2546	21	7	,	,	PUNCT
gs-2546	21	8	education	education	NOUN
gs-2546	21	9	,	,	PUNCT
gs-2546	21	10	healthcare	healthcare	PROPN
gs-2546	21	11	,	,	PUNCT
gs-2546	21	12	and	and	CCONJ
gs-2546	21	13	beyond	beyond	ADV
gs-2546	21	14	,	,	PUNCT
gs-2546	21	15	the	the	DET
gs-2546	21	16	impact	impact	NOUN
gs-2546	21	17	of	of	ADP
gs-2546	21	18	digitization	digitization	NOUN
gs-2546	21	19	is	be	AUX
gs-2546	21	20	profound	profound	ADJ
gs-2546	21	21	.	.	PUNCT
gs-2546	22	1	in	in	ADP
gs-2546	22	2	business	business	NOUN
gs-2546	22	3	and	and	CCONJ
gs-2546	22	4	industry	industry	NOUN
gs-2546	22	5	,	,	PUNCT
gs-2546	22	6	digitization	digitization	NOUN
gs-2546	22	7	is	be	AUX
gs-2546	22	8	seen	see	VERB
gs-2546	22	9	as	as	ADP
gs-2546	22	10	a	a	DET
gs-2546	22	11	fundamental	fundamental	ADJ
gs-2546	22	12	shift	shift	NOUN
gs-2546	22	13	that	that	PRON
gs-2546	22	14	goes	go	VERB
gs-2546	22	15	beyond	beyond	ADP
gs-2546	22	16	the	the	DET
gs-2546	22	17	adoption	adoption	NOUN
gs-2546	22	18	of	of	ADP
gs-2546	22	19	digital	digital	ADJ
gs-2546	22	20	technologies	technology	NOUN
gs-2546	22	21	.	.	PUNCT
gs-2546	23	1	it	it	PRON
gs-2546	23	2	involves	involve	VERB
gs-2546	23	3	the	the	DET
gs-2546	23	4	integration	integration	NOUN
gs-2546	23	5	of	of	ADP
gs-2546	23	6	digital	digital	ADJ
gs-2546	23	7	technologies	technology	NOUN
gs-2546	23	8	into	into	ADP
gs-2546	23	9	all	all	DET
gs-2546	23	10	aspects	aspect	NOUN
gs-2546	23	11	of	of	ADP
gs-2546	23	12	business	business	NOUN
gs-2546	23	13	processes	process	NOUN
gs-2546	23	14	,	,	PUNCT
gs-2546	23	15	fundamentally	fundamentally	ADV
gs-2546	23	16	changing	change	VERB
gs-2546	23	17	how	how	SCONJ
gs-2546	23	18	organizations	organization	NOUN
gs-2546	23	19	operate	operate	VERB
gs-2546	23	20	and	and	CCONJ
gs-2546	23	21	deliver	deliver	VERB
gs-2546	23	22	value	value	NOUN
gs-2546	23	23	.	.	PUNCT
gs-2546	24	1	this	this	PRON
gs-2546	24	2	includes	include	VERB
gs-2546	24	3	the	the	DET
gs-2546	24	4	use	use	NOUN
gs-2546	24	5	of	of	ADP
gs-2546	24	6	data	datum	NOUN
gs-2546	24	7	analytics	analytic	NOUN
gs-2546	24	8	,	,	PUNCT
gs-2546	24	9	cloud	cloud	NOUN
gs-2546	24	10	computing	computing	NOUN
gs-2546	24	11	,	,	PUNCT
gs-2546	24	12	artificial	artificial	ADJ
gs-2546	24	13	intelligence	intelligence	NOUN
gs-2546	24	14	,	,	PUNCT
gs-2546	24	15	and	and	CCONJ
gs-2546	24	16	the	the	DET
gs-2546	24	17	internet	internet	NOUN
gs-2546	24	18	of	of	ADP
gs-2546	24	19	things	thing	NOUN
gs-2546	24	20	(	(	PUNCT
gs-2546	24	21	iot	iot	NOUN
gs-2546	24	22	)	)	PUNCT
gs-2546	24	23	to	to	PART
gs-2546	24	24	optimize	optimize	VERB
gs-2546	24	25	operations	operation	NOUN
gs-2546	24	26	,	,	PUNCT
gs-2546	24	27	improve	improve	VERB
gs-2546	24	28	efficiency	efficiency	NOUN
gs-2546	24	29	,	,	PUNCT
gs-2546	24	30	and	and	CCONJ
gs-2546	24	31	create	create	VERB
gs-2546	24	32	new	new	ADJ
gs-2546	24	33	business	business	NOUN
gs-2546	24	34	models	model	NOUN
gs-2546	24	35	.	.	PUNCT
gs-2546	25	1	in	in	ADP
gs-2546	25	2	the	the	DET
gs-2546	25	3	realm	realm	NOUN
gs-2546	25	4	of	of	ADP
gs-2546	25	5	communication	communication	NOUN
gs-2546	25	6	,	,	PUNCT
gs-2546	25	7	digitization	digitization	NOUN
gs-2546	25	8	has	have	AUX
gs-2546	25	9	revolutionized	revolutionize	VERB
gs-2546	25	10	how	how	SCONJ
gs-2546	25	11	we	we	PRON
gs-2546	25	12	connect	connect	VERB
gs-2546	25	13	with	with	ADP
gs-2546	25	14	each	each	DET
gs-2546	25	15	other	other	ADJ
gs-2546	25	16	.	.	PUNCT
gs-2546	26	1	social	social	ADJ
gs-2546	26	2	media	medium	NOUN
gs-2546	26	3	,	,	PUNCT
gs-2546	26	4	instant	instant	ADJ
gs-2546	26	5	messaging	messaging	NOUN
gs-2546	26	6	,	,	PUNCT
gs-2546	26	7	video	video	NOUN
gs-2546	26	8	conferencing	conferencing	NOUN
gs-2546	26	9	,	,	PUNCT
gs-2546	26	10	and	and	CCONJ
gs-2546	26	11	other	other	ADJ
gs-2546	26	12	digital	digital	ADJ
gs-2546	26	13	communication	communication	NOUN
gs-2546	26	14	tools	tool	NOUN
gs-2546	26	15	have	have	AUX
gs-2546	26	16	transformed	transform	VERB
gs-2546	26	17	the	the	DET
gs-2546	26	18	way	way	NOUN
gs-2546	26	19	we	we	PRON
gs-2546	26	20	share	share	VERB
gs-2546	26	21	information	information	NOUN
gs-2546	26	22	and	and	CCONJ
gs-2546	26	23	stay	stay	VERB
gs-2546	26	24	connected	connected	ADJ
gs-2546	26	25	globally	globally	ADV
gs-2546	26	26	.	.	PUNCT
gs-2546	27	1	education	education	NOUN
gs-2546	27	2	has	have	AUX
gs-2546	27	3	undergone	undergo	VERB
gs-2546	27	4	a	a	DET
gs-2546	27	5	significant	significant	ADJ
gs-2546	27	6	transformation	transformation	NOUN
gs-2546	27	7	with	with	ADP
gs-2546	27	8	the	the	DET
gs-2546	27	9	digitization	digitization	NOUN
gs-2546	27	10	of	of	ADP
gs-2546	27	11	learning	learn	VERB
gs-2546	27	12	materials	material	NOUN
gs-2546	27	13	,	,	PUNCT
gs-2546	27	14	online	online	ADJ
gs-2546	27	15	courses	course	NOUN
gs-2546	27	16	,	,	PUNCT
gs-2546	27	17	and	and	CCONJ
gs-2546	27	18	virtual	virtual	ADJ
gs-2546	27	19	classrooms	classroom	NOUN
gs-2546	27	20	.	.	PUNCT
gs-2546	28	1	students	student	NOUN
gs-2546	28	2	now	now	ADV
gs-2546	28	3	have	have	VERB
gs-2546	28	4	access	access	NOUN
gs-2546	28	5	to	to	ADP
gs-2546	28	6	a	a	DET
gs-2546	28	7	wealth	wealth	NOUN
gs-2546	28	8	of	of	ADP
gs-2546	28	9	educational	educational	ADJ
gs-2546	28	10	resources	resource	NOUN
gs-2546	28	11	at	at	ADP
gs-2546	28	12	their	their	PRON
gs-2546	28	13	fingertips	fingertip	NOUN
gs-2546	28	14	,	,	PUNCT
gs-2546	28	15	breaking	break	VERB
gs-2546	28	16	down	down	ADP
gs-2546	28	17	geographical	geographical	ADJ
gs-2546	28	18	barriers	barrier	NOUN
gs-2546	28	19	and	and	CCONJ
gs-2546	28	20	providing	provide	VERB
gs-2546	28	21	opportunities	opportunity	NOUN
gs-2546	28	22	for	for	ADP
gs-2546	28	23	remote	remote	ADJ
gs-2546	28	24	learning	learning	NOUN
gs-2546	28	25	.	.	PUNCT
gs-2546	29	1	healthcare	healthcare	PROPN
gs-2546	29	2	has	have	AUX
gs-2546	29	3	embraced	embrace	VERB
gs-2546	29	4	digitization	digitization	NOUN
gs-2546	29	5	to	to	PART
gs-2546	29	6	enhance	enhance	VERB
gs-2546	29	7	patient	patient	ADJ
gs-2546	29	8	care	care	NOUN
gs-2546	29	9	,	,	PUNCT
gs-2546	29	10	streamline	streamline	VERB
gs-2546	29	11	administrative	administrative	ADJ
gs-2546	29	12	processes	process	NOUN
gs-2546	29	13	,	,	PUNCT
gs-2546	29	14	and	and	CCONJ
gs-2546	29	15	facilitate	facilitate	VERB
gs-2546	29	16	medical	medical	ADJ
gs-2546	29	17	research	research	NOUN
gs-2546	29	18	.	.	PUNCT
gs-2546	30	1	electronic	electronic	ADJ
gs-2546	30	2	health	health	NOUN
gs-2546	30	3	records	record	NOUN
gs-2546	30	4	,	,	PUNCT
gs-2546	30	5	telemedicine	telemedicine	NOUN
gs-2546	30	6	,	,	PUNCT
gs-2546	30	7	and	and	CCONJ
gs-2546	30	8	health	health	NOUN
gs-2546	30	9	monitoring	monitoring	NOUN
gs-2546	30	10	devices	device	NOUN
gs-2546	30	11	contribute	contribute	VERB
gs-2546	30	12	to	to	ADP
gs-2546	30	13	more	more	ADV
gs-2546	30	14	efficient	efficient	ADJ
gs-2546	30	15	and	and	CCONJ
gs-2546	30	16	accessible	accessible	ADJ
gs-2546	30	17	healthcare	healthcare	NOUN
gs-2546	30	18	services	service	NOUN
gs-2546	30	19	.	.	PUNCT
gs-2546	31	1	in	in	ADP
gs-2546	31	2	everyday	everyday	ADJ
gs-2546	31	3	life	life	NOUN
gs-2546	31	4	,	,	PUNCT
gs-2546	31	5	digitization	digitization	NOUN
gs-2546	31	6	has	have	AUX
gs-2546	31	7	become	become	VERB
gs-2546	31	8	ingrained	ingrain	VERB
gs-2546	31	9	.	.	PUNCT
gs-2546	32	1	smartphones	smartphone	NOUN
gs-2546	32	2	,	,	PUNCT
gs-2546	32	3	smart	smart	ADJ
gs-2546	32	4	homes	home	NOUN
gs-2546	32	5	,	,	PUNCT
gs-2546	32	6	and	and	CCONJ
gs-2546	32	7	wearable	wearable	ADJ
gs-2546	32	8	devices	device	NOUN
gs-2546	32	9	are	be	AUX
gs-2546	32	10	examples	example	NOUN
gs-2546	32	11	of	of	ADP
gs-2546	32	12	how	how	SCONJ
gs-2546	32	13	digital	digital	ADJ
gs-2546	32	14	technologies	technology	NOUN
gs-2546	32	15	have	have	AUX
gs-2546	32	16	seamlessly	seamlessly	ADV
gs-2546	32	17	integrated	integrate	VERB
gs-2546	32	18	into	into	ADP
gs-2546	32	19	our	our	PRON
gs-2546	32	20	routines	routine	NOUN
gs-2546	32	21	,	,	PUNCT
gs-2546	32	22	providing	provide	VERB
gs-2546	32	23	convenience	convenience	NOUN
gs-2546	32	24	and	and	CCONJ
gs-2546	32	25	connectivity	connectivity	NOUN
gs-2546	32	26	.	.	PUNCT
gs-2546	33	1	while	while	SCONJ
gs-2546	33	2	the	the	DET
gs-2546	33	3	benefits	benefit	NOUN
gs-2546	33	4	of	of	ADP
gs-2546	33	5	digitization	digitization	NOUN
gs-2546	33	6	are	be	AUX
gs-2546	33	7	immense	immense	ADJ
gs-2546	33	8	,	,	PUNCT
gs-2546	33	9	it	it	PRON
gs-2546	33	10	also	also	ADV
gs-2546	33	11	raises	raise	VERB
gs-2546	33	12	important	important	ADJ
gs-2546	33	13	considerations	consideration	NOUN
gs-2546	33	14	,	,	PUNCT
gs-2546	33	15	such	such	ADJ
gs-2546	33	16	as	as	ADP
gs-2546	33	17	data	data	NOUN
gs-2546	33	18	privacy	privacy	NOUN
gs-2546	33	19	,	,	PUNCT
gs-2546	33	20	cybersecurity	cybersecurity	NOUN
gs-2546	33	21	,	,	PUNCT
gs-2546	33	22	and	and	CCONJ
gs-2546	33	23	the	the	DET
gs-2546	33	24	digital	digital	ADJ
gs-2546	33	25	divide	divide	NOUN
gs-2546	33	26	.	.	PUNCT
gs-2546	34	1	as	as	SCONJ
gs-2546	34	2	we	we	PRON
gs-2546	34	3	continue	continue	VERB
gs-2546	34	4	to	to	PART
gs-2546	34	5	embrace	embrace	VERB
gs-2546	34	6	digitization	digitization	NOUN
gs-2546	34	7	,	,	PUNCT
gs-2546	34	8	it	it	PRON
gs-2546	34	9	is	be	AUX
gs-2546	34	10	crucial	crucial	ADJ
gs-2546	34	11	to	to	PART
gs-2546	34	12	address	address	VERB
gs-2546	34	13	these	these	DET
gs-2546	34	14	challenges	challenge	NOUN
gs-2546	34	15	to	to	PART
gs-2546	34	16	ensure	ensure	VERB
gs-2546	34	17	a	a	DET
gs-2546	34	18	balanced	balanced	ADJ
gs-2546	34	19	and	and	CCONJ
gs-2546	34	20	inclusive	inclusive	ADJ
gs-2546	34	21	digital	digital	ADJ
gs-2546	34	22	future[1	future[1	PROPN
gs-2546	34	23	]	]	PUNCT
gs-2546	34	24	.	.	PUNCT
gs-2546	35	1	iot	iot	PROPN
gs-2546	35	2	and	and	CCONJ
gs-2546	35	3	smart	smart	ADJ
gs-2546	35	4	sensors	sensor	NOUN
gs-2546	35	5	digitalization	digitalization	NOUN
gs-2546	35	6	,	,	PUNCT
gs-2546	35	7	incorporating	incorporate	VERB
gs-2546	35	8	iot	iot	NOUN
gs-2546	35	9	devices	device	NOUN
gs-2546	35	10	and	and	CCONJ
gs-2546	35	11	smart	smart	ADJ
gs-2546	35	12	sensors	sensor	NOUN
gs-2546	35	13	,	,	PUNCT
gs-2546	35	14	enhances	enhance	VERB
gs-2546	35	15	transparency	transparency	NOUN
gs-2546	35	16	and	and	CCONJ
gs-2546	35	17	accountability	accountability	NOUN
gs-2546	35	18	by	by	ADP
gs-2546	35	19	providing	provide	VERB
gs-2546	35	20	real	real	ADJ
gs-2546	35	21	-	-	PUNCT
gs-2546	35	22	time	time	NOUN
gs-2546	35	23	data	datum	NOUN
gs-2546	35	24	on	on	ADP
gs-2546	35	25	the	the	DET
gs-2546	35	26	condition	condition	NOUN
gs-2546	35	27	,	,	PUNCT
gs-2546	35	28	location	location	NOUN
gs-2546	35	29	,	,	PUNCT
gs-2546	35	30	and	and	CCONJ
gs-2546	35	31	status	status	NOUN
gs-2546	35	32	of	of	ADP
gs-2546	35	33	goods	good	NOUN
gs-2546	35	34	throughout	throughout	ADP
gs-2546	35	35	the	the	DET
gs-2546	35	36	supply	supply	NOUN
gs-2546	35	37	chain	chain	NOUN
gs-2546	35	38	.	.	PUNCT
gs-2546	36	1	the	the	DET
gs-2546	36	2	integration	integration	NOUN
gs-2546	36	3	of	of	ADP
gs-2546	36	4	blockchain	blockchain	PROPN
gs-2546	36	5	technology	technology	PROPN
gs-2546	36	6	ensures	ensure	VERB
gs-2546	36	7	traceability	traceability	NOUN
gs-2546	36	8	and	and	CCONJ
gs-2546	36	9	transparency	transparency	NOUN
gs-2546	36	10	,	,	PUNCT
gs-2546	36	11	reducing	reduce	VERB
gs-2546	36	12	the	the	DET
gs-2546	36	13	risk	risk	NOUN
gs-2546	36	14	of	of	ADP
gs-2546	36	15	fraud	fraud	NOUN
gs-2546	36	16	and	and	CCONJ
gs-2546	36	17	optimizing	optimize	VERB
gs-2546	36	18	the	the	DET
gs-2546	36	19	efficiency	efficiency	NOUN
gs-2546	36	20	of	of	ADP
gs-2546	36	21	supply	supply	NOUN
gs-2546	36	22	chain	chain	NOUN
gs-2546	36	23	processes	process	NOUN
gs-2546	36	24	.	.	PUNCT
gs-2546	37	1	georgian	georgian	ADJ
gs-2546	37	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-2546	37	3	მეცნიერები	მეცნიერები	NOUN
gs-2546	37	4	ტ.	ტ.	VERB
gs-2546	37	5	6	6	NUM
gs-2546	37	6	n	n	NUM
gs-2546	37	7	1	1	NUM
gs-2546	37	8	,	,	PUNCT
gs-2546	37	9	2024	2024	NUM
gs-2546	37	10	40	40	NUM
gs-2546	37	11	automation	automation	NOUN
gs-2546	37	12	and	and	CCONJ
gs-2546	37	13	robotics	robotic	NOUN
gs-2546	37	14	streamline	streamline	VERB
gs-2546	37	15	supply	supply	NOUN
gs-2546	37	16	chain	chain	NOUN
gs-2546	37	17	processes	process	NOUN
gs-2546	37	18	,	,	PUNCT
gs-2546	37	19	leading	lead	VERB
gs-2546	37	20	to	to	ADP
gs-2546	37	21	increased	increase	VERB
gs-2546	37	22	efficiency	efficiency	NOUN
gs-2546	37	23	,	,	PUNCT
gs-2546	37	24	reduced	reduce	VERB
gs-2546	37	25	operational	operational	ADJ
gs-2546	37	26	costs	cost	NOUN
gs-2546	37	27	,	,	PUNCT
gs-2546	37	28	and	and	CCONJ
gs-2546	37	29	faster	fast	ADJ
gs-2546	37	30	order	order	NOUN
gs-2546	37	31	fulfillment	fulfillment	NOUN
gs-2546	37	32	.	.	PUNCT
gs-2546	38	1	data	datum	NOUN
gs-2546	38	2	security	security	NOUN
gs-2546	38	3	and	and	CCONJ
gs-2546	38	4	privacy	privacy	NOUN
gs-2546	38	5	:	:	PUNCT
gs-2546	38	6	as	as	SCONJ
gs-2546	38	7	organizations	organization	NOUN
gs-2546	38	8	rely	rely	VERB
gs-2546	38	9	on	on	ADP
gs-2546	38	10	data	datum	NOUN
gs-2546	38	11	for	for	ADP
gs-2546	38	12	decision	decision	NOUN
gs-2546	38	13	-	-	PUNCT
gs-2546	38	14	making	making	NOUN
gs-2546	38	15	,	,	PUNCT
gs-2546	38	16	securing	secure	VERB
gs-2546	38	17	sensitive	sensitive	ADJ
gs-2546	38	18	information	information	NOUN
gs-2546	38	19	becomes	become	VERB
gs-2546	38	20	paramount	paramount	ADJ
gs-2546	38	21	,	,	PUNCT
gs-2546	38	22	requiring	require	VERB
gs-2546	38	23	robust	robust	ADJ
gs-2546	38	24	cybersecurity	cybersecurity	NOUN
gs-2546	38	25	measures	measure	NOUN
gs-2546	38	26	.	.	PUNCT
gs-2546	39	1	seamless	seamless	ADJ
gs-2546	39	2	integration	integration	NOUN
gs-2546	39	3	of	of	ADP
gs-2546	39	4	diverse	diverse	ADJ
gs-2546	39	5	technologies	technology	NOUN
gs-2546	39	6	poses	pose	VERB
gs-2546	39	7	a	a	DET
gs-2546	39	8	challenge	challenge	NOUN
gs-2546	39	9	,	,	PUNCT
gs-2546	39	10	emphasizing	emphasize	VERB
gs-2546	39	11	the	the	DET
gs-2546	39	12	need	need	NOUN
gs-2546	39	13	for	for	ADP
gs-2546	39	14	interoperable	interoperable	ADJ
gs-2546	39	15	systems	system	NOUN
gs-2546	39	16	and	and	CCONJ
gs-2546	39	17	platforms	platform	NOUN
gs-2546	39	18	for	for	ADP
gs-2546	39	19	effective	effective	ADJ
gs-2546	39	20	communication	communication	NOUN
gs-2546	39	21	across	across	ADP
gs-2546	39	22	the	the	DET
gs-2546	39	23	supply	supply	NOUN
gs-2546	39	24	chain	chain	NOUN
gs-2546	39	25	ecosystem	ecosystem	NOUN
gs-2546	39	26	.	.	PUNCT
gs-2546	40	1	the	the	DET
gs-2546	40	2	future	future	NOUN
gs-2546	40	3	of	of	ADP
gs-2546	40	4	supply	supply	NOUN
gs-2546	40	5	chain	chain	NOUN
gs-2546	40	6	management	management	NOUN
gs-2546	40	7	lies	lie	VERB
gs-2546	40	8	in	in	ADP
gs-2546	40	9	the	the	DET
gs-2546	40	10	continued	continue	VERB
gs-2546	40	11	evolution	evolution	NOUN
gs-2546	40	12	of	of	ADP
gs-2546	40	13	artificial	artificial	ADJ
gs-2546	40	14	intelligence	intelligence	NOUN
gs-2546	40	15	and	and	CCONJ
gs-2546	40	16	machine	machine	NOUN
gs-2546	40	17	learning	learning	NOUN
gs-2546	40	18	,	,	PUNCT
gs-2546	40	19	promising	promise	VERB
gs-2546	40	20	advancements	advancement	NOUN
gs-2546	40	21	in	in	ADP
gs-2546	40	22	demand	demand	NOUN
gs-2546	40	23	forecasting	forecasting	NOUN
gs-2546	40	24	,	,	PUNCT
gs-2546	40	25	routing	routing	NOUN
gs-2546	40	26	,	,	PUNCT
gs-2546	40	27	and	and	CCONJ
gs-2546	40	28	scheduling	scheduling	NOUN
gs-2546	40	29	.	.	PUNCT
gs-2546	41	1	[	[	X
gs-2546	41	2	2	2	NUM
gs-2546	41	3	-	-	SYM
gs-2546	41	4	3	3	NUM
gs-2546	41	5	]	]	PUNCT
gs-2546	41	6	sustainability	sustainability	NOUN
gs-2546	41	7	and	and	CCONJ
gs-2546	41	8	circular	circular	ADJ
gs-2546	41	9	supply	supply	NOUN
gs-2546	41	10	chains	chain	NOUN
gs-2546	41	11	:	:	PUNCT
gs-2546	41	12	emerging	emerge	VERB
gs-2546	41	13	trends	trend	NOUN
gs-2546	41	14	focus	focus	VERB
gs-2546	41	15	on	on	ADP
gs-2546	41	16	leveraging	leverage	VERB
gs-2546	41	17	data	datum	NOUN
gs-2546	41	18	for	for	ADP
gs-2546	41	19	sustainable	sustainable	ADJ
gs-2546	41	20	practices	practice	NOUN
gs-2546	41	21	,	,	PUNCT
gs-2546	41	22	assessing	assess	VERB
gs-2546	41	23	and	and	CCONJ
gs-2546	41	24	improving	improve	VERB
gs-2546	41	25	the	the	DET
gs-2546	41	26	environmental	environmental	ADJ
gs-2546	41	27	impact	impact	NOUN
gs-2546	41	28	of	of	ADP
gs-2546	41	29	supply	supply	NOUN
gs-2546	41	30	chain	chain	NOUN
gs-2546	41	31	activities	activity	NOUN
gs-2546	41	32	.	.	PUNCT
gs-2546	42	1	the	the	DET
gs-2546	42	2	purpose	purpose	NOUN
gs-2546	42	3	of	of	ADP
gs-2546	42	4	our	our	PRON
gs-2546	42	5	research	research	NOUN
gs-2546	42	6	is	be	AUX
gs-2546	42	7	to	to	PART
gs-2546	42	8	carry	carry	VERB
gs-2546	42	9	out	out	ADP
gs-2546	42	10	an	an	DET
gs-2546	42	11	analysis	analysis	NOUN
gs-2546	42	12	of	of	ADP
gs-2546	42	13	the	the	DET
gs-2546	42	14	product	product	NOUN
gs-2546	42	15	identification	identification	NOUN
gs-2546	42	16	information	information	NOUN
gs-2546	42	17	and	and	CCONJ
gs-2546	42	18	to	to	PART
gs-2546	42	19	identify	identify	VERB
gs-2546	42	20	hazardous	hazardous	ADJ
gs-2546	42	21	products	product	NOUN
gs-2546	42	22	at	at	ADP
gs-2546	42	23	the	the	DET
gs-2546	42	24	customs	custom	NOUN
gs-2546	42	25	checkpoints	checkpoint	NOUN
gs-2546	42	26	and	and	CCONJ
gs-2546	42	27	the	the	DET
gs-2546	42	28	locations	location	NOUN
gs-2546	42	29	the	the	DET
gs-2546	42	30	vendible	vendible	ADJ
gs-2546	42	31	items	item	NOUN
gs-2546	42	32	are	be	AUX
gs-2546	42	33	delivered	deliver	VERB
gs-2546	42	34	to	to	ADP
gs-2546	42	35	customers	customer	NOUN
gs-2546	42	36	from	from	ADP
gs-2546	42	37	.	.	PUNCT
gs-2546	43	1	through	through	ADP
gs-2546	43	2	this	this	DET
gs-2546	43	3	experimental	experimental	ADJ
gs-2546	43	4	research	research	NOUN
gs-2546	43	5	,	,	PUNCT
gs-2546	43	6	we	we	PRON
gs-2546	43	7	have	have	AUX
gs-2546	43	8	highlighted	highlight	VERB
gs-2546	43	9	several	several	ADJ
gs-2546	43	10	commodity	commodity	NOUN
gs-2546	43	11	groups	group	NOUN
gs-2546	43	12	and	and	CCONJ
gs-2546	43	13	substances	substance	NOUN
gs-2546	43	14	that	that	PRON
gs-2546	43	15	are	be	AUX
gs-2546	43	16	potentially	potentially	ADV
gs-2546	43	17	harmful	harmful	ADJ
gs-2546	43	18	and	and	CCONJ
gs-2546	43	19	dangerous	dangerous	ADJ
gs-2546	43	20	to	to	ADP
gs-2546	43	21	human	human	ADJ
gs-2546	43	22	health	health	NOUN
gs-2546	43	23	.	.	PUNCT
gs-2546	44	1	the	the	DET
gs-2546	44	2	table	table	NOUN
gs-2546	44	3	below	below	ADV
gs-2546	44	4	shows	show	VERB
gs-2546	44	5	three	three	NUM
gs-2546	44	6	groups	group	NOUN
gs-2546	44	7	with	with	ADP
gs-2546	44	8	the	the	DET
gs-2546	44	9	subgroups	subgroup	NOUN
gs-2546	44	10	of	of	ADP
gs-2546	44	11	toxic	toxic	ADJ
gs-2546	44	12	elements	element	NOUN
gs-2546	44	13	and	and	CCONJ
gs-2546	44	14	their	their	PRON
gs-2546	44	15	admissible	admissible	ADJ
gs-2546	44	16	indicators	indicator	NOUN
gs-2546	44	17	.	.	PUNCT
gs-2546	45	1	commodity	commodity	NOUN
gs-2546	45	2	group	group	PROPN
gs-2546	45	3	toxic	toxic	ADJ
gs-2546	45	4	elements	element	NOUN
gs-2546	45	5	admissible	admissible	ADJ
gs-2546	45	6	indicator	indicator	NOUN
gs-2546	45	7	an	an	DET
gs-2546	45	8	indicator	indicator	NOUN
gs-2546	45	9	higher	high	ADJ
gs-2546	45	10	than	than	SCONJ
gs-2546	45	11	allowed	allow	VERB
gs-2546	45	12	%	%	NOUN
gs-2546	45	13	customer	customer	NOUN
gs-2546	45	14	age	age	NOUN
gs-2546	45	15	meat	meat	NOUN
gs-2546	45	16	and	and	CCONJ
gs-2546	45	17	meat	meat	NOUN
gs-2546	45	18	products	product	NOUN
gs-2546	45	19	lead	lead	VERB
gs-2546	45	20	a	a	DET
gs-2546	45	21	0,1	0,1	NUM
gs-2546	45	22	28	28	NUM
gs-2546	45	23	%	%	NOUN
gs-2546	45	24	adolescent	adolescent	ADJ
gs-2546	45	25	and	and	CCONJ
gs-2546	45	26	adult	adult	NOUN
gs-2546	45	27	arsenic	arsenic	NOUN
gs-2546	45	28	b	b	PROPN
gs-2546	45	29	0,05	0,05	NUM
gs-2546	45	30	10	10	NUM
gs-2546	45	31	%	%	NOUN
gs-2546	45	32	cadmium	cadmium	NOUN
gs-2546	45	33	c	c	NOUN
gs-2546	45	34	0,3	0,3	NUM
gs-2546	45	35	28	28	NUM
gs-2546	45	36	%	%	NOUN
gs-2546	45	37	grison	grison	NOUN
gs-2546	45	38	d	d	X
gs-2546	45	39	inadmissible	inadmissible	ADJ
gs-2546	45	40	3	3	NUM
gs-2546	45	41	-	-	SYM
gs-2546	45	42	5	5	NUM
gs-2546	45	43	%	%	NOUN
gs-2546	45	44	milk	milk	NOUN
gs-2546	45	45	and	and	CCONJ
gs-2546	45	46	dairy	dairy	NOUN
gs-2546	45	47	products	product	NOUN
gs-2546	45	48	lead	lead	VERB
gs-2546	45	49	a	a	DET
gs-2546	45	50	0,05	0,05	NUM
gs-2546	45	51	26	26	NUM
gs-2546	45	52	%	%	NOUN
gs-2546	45	53	adolescent	adolescent	ADJ
gs-2546	45	54	and	and	CCONJ
gs-2546	45	55	adult	adult	NOUN
gs-2546	45	56	arsenic	arsenic	NOUN
gs-2546	45	57	b	b	PROPN
gs-2546	45	58	0,05	0,05	NUM
gs-2546	45	59	8	8	NUM
gs-2546	45	60	%	%	NOUN
gs-2546	45	61	cadmium	cadmium	NOUN
gs-2546	45	62	c	c	NOUN
gs-2546	45	63	0,02	0,02	NUM
gs-2546	45	64	11	11	NUM
gs-2546	45	65	%	%	NOUN
gs-2546	45	66	pesticides	pesticide	NOUN
gs-2546	45	67	d	d	X
gs-2546	45	68	0,01	0,01	NUM
gs-2546	45	69	15	15	NUM
gs-2546	45	70	%	%	NOUN
gs-2546	45	71	toys	toy	NOUN
gs-2546	45	72	antimony	antimony	VERB
gs-2546	45	73	a	a	DET
gs-2546	45	74	0.75	0.75	NUM
gs-2546	45	75	29	29	NUM
gs-2546	45	76	%	%	NOUN
gs-2546	45	77	adults	adult	NOUN
gs-2546	45	78	arsenic	arsenic	NOUN
gs-2546	45	79	b	b	NOUN
gs-2546	45	80	0.4	0.4	NUM
gs-2546	45	81	14	14	NUM
gs-2546	45	82	%	%	NOUN
gs-2546	45	83	cadmium	cadmium	NOUN
gs-2546	45	84	c	c	NOUN
gs-2546	45	85	0.1	0.1	NUM
gs-2546	45	86	17	17	NUM
gs-2546	45	87	%	%	NOUN
gs-2546	45	88	mercury	mercury	NOUN
gs-2546	45	89	d	d	NOUN
gs-2546	45	90	0.18	0.18	NUM
gs-2546	45	91	36	36	NUM
gs-2546	45	92	%	%	NOUN
gs-2546	45	93	georgian	georgian	ADJ
gs-2546	45	94	scientists/ქართველი	scientists/ქართველი	NOUN
gs-2546	45	95	მეცნიერები	მეცნიერები	NOUN
gs-2546	45	96	ტ.	ტ.	VERB
gs-2546	45	97	6	6	NUM
gs-2546	45	98	n	n	NUM
gs-2546	45	99	1	1	NUM
gs-2546	45	100	,	,	PUNCT
gs-2546	45	101	2024	2024	NUM
gs-2546	45	102	41	41	NUM
gs-2546	45	103	the	the	DET
gs-2546	45	104	large	large	ADJ
gs-2546	45	105	amount	amount	NOUN
gs-2546	45	106	of	of	ADP
gs-2546	45	107	accumulated	accumulate	VERB
gs-2546	45	108	information	information	NOUN
gs-2546	45	109	about	about	ADP
gs-2546	45	110	products	product	NOUN
gs-2546	45	111	and	and	CCONJ
gs-2546	45	112	different	different	ADJ
gs-2546	45	113	types	type	NOUN
gs-2546	45	114	of	of	ADP
gs-2546	45	115	households	household	NOUN
gs-2546	45	116	allows	allow	VERB
gs-2546	45	117	us	we	PRON
gs-2546	45	118	to	to	PART
gs-2546	45	119	benefit	benefit	VERB
gs-2546	45	120	from	from	ADP
gs-2546	45	121	machine	machine	NOUN
gs-2546	45	122	learning	learn	VERB
gs-2546	45	123	to	to	PART
gs-2546	45	124	identify	identify	VERB
gs-2546	45	125	the	the	DET
gs-2546	45	126	data	datum	NOUN
gs-2546	45	127	and	and	CCONJ
gs-2546	45	128	take	take	VERB
gs-2546	45	129	the	the	DET
gs-2546	45	130	following	follow	VERB
gs-2546	45	131	measures	measure	NOUN
gs-2546	45	132	.	.	PUNCT
gs-2546	46	1	after	after	ADP
gs-2546	46	2	identifying	identify	VERB
gs-2546	46	3	the	the	DET
gs-2546	46	4	product	product	NOUN
gs-2546	46	5	(	(	PUNCT
gs-2546	46	6	prepared	prepare	VERB
gs-2546	46	7	for	for	ADP
gs-2546	46	8	sale	sale	NOUN
gs-2546	46	9	)	)	PUNCT
gs-2546	46	10	identification	identification	NOUN
gs-2546	46	11	records	record	NOUN
gs-2546	46	12	it	it	PRON
gs-2546	46	13	is	be	AUX
gs-2546	46	14	possible	possible	ADJ
gs-2546	46	15	to	to	PART
gs-2546	46	16	carry	carry	VERB
gs-2546	46	17	out	out	ADP
gs-2546	46	18	information	information	NOUN
gs-2546	46	19	analysis	analysis	NOUN
gs-2546	46	20	on	on	ADP
gs-2546	46	21	the	the	DET
gs-2546	46	22	basis	basis	NOUN
gs-2546	46	23	of	of	ADP
gs-2546	46	24	a	a	DET
gs-2546	46	25	pre	pre	ADJ
gs-2546	46	26	-	-	ADJ
gs-2546	46	27	designed	design	VERB
gs-2546	46	28	algorithm	algorithm	NOUN
gs-2546	46	29	.	.	PUNCT
gs-2546	47	1	according	accord	VERB
gs-2546	47	2	to	to	ADP
gs-2546	47	3	the	the	DET
gs-2546	47	4	content	content	NOUN
gs-2546	47	5	of	of	ADP
gs-2546	47	6	the	the	DET
gs-2546	47	7	received	receive	VERB
gs-2546	47	8	message	message	NOUN
gs-2546	47	9	,	,	PUNCT
gs-2546	47	10	an	an	DET
gs-2546	47	11	information	information	NOUN
gs-2546	47	12	management	management	NOUN
gs-2546	47	13	center	center	NOUN
gs-2546	47	14	operator	operator	NOUN
gs-2546	47	15	analyzes	analyze	VERB
gs-2546	47	16	the	the	DET
gs-2546	47	17	received	received	ADJ
gs-2546	47	18	information	information	NOUN
gs-2546	47	19	and	and	CCONJ
gs-2546	47	20	reveals	reveal	VERB
gs-2546	47	21	its	its	PRON
gs-2546	47	22	main	main	ADJ
gs-2546	47	23	part	part	NOUN
gs-2546	47	24	the	the	DET
gs-2546	47	25	incident	incident	NOUN
gs-2546	47	26	type	type	NOUN
gs-2546	47	27	and	and	CCONJ
gs-2546	47	28	automatically	automatically	ADV
gs-2546	47	29	selects	select	VERB
gs-2546	47	30	the	the	DET
gs-2546	47	31	category	category	NOUN
gs-2546	47	32	of	of	ADP
gs-2546	47	33	toxic	toxic	ADJ
gs-2546	47	34	elements	element	NOUN
gs-2546	47	35	the	the	DET
gs-2546	47	36	admissible	admissible	ADJ
gs-2546	47	37	indicator	indicator	NOUN
gs-2546	47	38	of	of	ADP
gs-2546	47	39	which	which	PRON
gs-2546	47	40	is	be	AUX
gs-2546	47	41	predetermined	predetermine	VERB
gs-2546	47	42	in	in	ADP
gs-2546	47	43	the	the	DET
gs-2546	47	44	algorithm	algorithm	NOUN
gs-2546	47	45	[	[	X
gs-2546	47	46	4	4	NUM
gs-2546	47	47	-	-	SYM
gs-2546	47	48	5	5	NUM
gs-2546	47	49	]	]	PUNCT
gs-2546	47	50	.	.	PUNCT
gs-2546	48	1	then	then	ADV
gs-2546	48	2	,	,	PUNCT
gs-2546	48	3	the	the	DET
gs-2546	48	4	recorded	recorded	ADJ
gs-2546	48	5	information	information	NOUN
gs-2546	48	6	will	will	AUX
gs-2546	48	7	be	be	AUX
gs-2546	48	8	sent	send	VERB
gs-2546	48	9	to	to	ADP
gs-2546	48	10	all	all	DET
gs-2546	48	11	active	active	ADJ
gs-2546	48	12	operators	operator	NOUN
gs-2546	48	13	in	in	ADP
gs-2546	48	14	order	order	NOUN
gs-2546	48	15	to	to	PART
gs-2546	48	16	thoroughly	thoroughly	ADV
gs-2546	48	17	analyze	analyze	VERB
gs-2546	48	18	the	the	DET
gs-2546	48	19	relevant	relevant	ADJ
gs-2546	48	20	data	datum	NOUN
gs-2546	48	21	for	for	ADP
gs-2546	48	22	each	each	DET
gs-2546	48	23	product	product	NOUN
gs-2546	48	24	[	[	X
gs-2546	48	25	6	6	NUM
gs-2546	48	26	]	]	PUNCT
gs-2546	48	27	.	.	PUNCT
gs-2546	49	1	the	the	DET
gs-2546	49	2	operator	operator	NOUN
gs-2546	49	3	's	's	PART
gs-2546	49	4	task	task	NOUN
gs-2546	49	5	is	be	AUX
gs-2546	49	6	to	to	PART
gs-2546	49	7	identify	identify	VERB
gs-2546	49	8	the	the	DET
gs-2546	49	9	product	product	NOUN
gs-2546	49	10	containing	contain	VERB
gs-2546	49	11	the	the	DET
gs-2546	49	12	most	most	ADV
gs-2546	49	13	harmful	harmful	ADJ
gs-2546	49	14	concentrations	concentration	NOUN
gs-2546	49	15	.	.	PUNCT
gs-2546	50	1	to	to	PART
gs-2546	50	2	do	do	VERB
gs-2546	50	3	this	this	PRON
gs-2546	50	4	,	,	PUNCT
gs-2546	50	5	the	the	DET
gs-2546	50	6	main	main	ADJ
gs-2546	50	7	process	process	NOUN
gs-2546	50	8	is	be	AUX
gs-2546	50	9	to	to	AUX
gs-2546	50	10	pre	pre	VERB
gs-2546	50	11	-	-	NOUN
gs-2546	50	12	process	process	NOUN
gs-2546	50	13	and	and	CCONJ
gs-2546	50	14	analyze	analyze	VERB
gs-2546	50	15	the	the	DET
gs-2546	50	16	data	datum	NOUN
gs-2546	50	17	and	and	CCONJ
gs-2546	50	18	develop	develop	VERB
gs-2546	50	19	the	the	DET
gs-2546	50	20	appropriate	appropriate	ADJ
gs-2546	50	21	algorithms	algorithm	NOUN
gs-2546	50	22	for	for	ADP
gs-2546	50	23	machine	machine	NOUN
gs-2546	50	24	learning	learning	NOUN
gs-2546	50	25	.	.	PUNCT
gs-2546	51	1	frequently	frequently	ADV
gs-2546	51	2	,	,	PUNCT
gs-2546	51	3	we	we	PRON
gs-2546	51	4	are	be	AUX
gs-2546	51	5	given	give	VERB
gs-2546	51	6	the	the	DET
gs-2546	51	7	minimum	minimum	ADJ
gs-2546	51	8	possibility	possibility	NOUN
gs-2546	51	9	to	to	PART
gs-2546	51	10	control	control	VERB
gs-2546	51	11	the	the	DET
gs-2546	51	12	process	process	NOUN
gs-2546	51	13	at	at	ADP
gs-2546	51	14	the	the	DET
gs-2546	51	15	primary	primary	ADJ
gs-2546	51	16	data	data	NOUN
gs-2546	51	17	collection	collection	NOUN
gs-2546	51	18	stage	stage	NOUN
gs-2546	51	19	and	and	CCONJ
gs-2546	51	20	,	,	PUNCT
gs-2546	51	21	therefore	therefore	ADV
gs-2546	51	22	,	,	PUNCT
gs-2546	51	23	the	the	DET
gs-2546	51	24	following	follow	VERB
gs-2546	51	25	anomalous	anomalous	ADJ
gs-2546	51	26	data	datum	NOUN
gs-2546	51	27	occur	occur	VERB
gs-2546	51	28	habitually	habitually	ADV
gs-2546	51	29	:	:	PUNCT
gs-2546	51	30	external	external	ADJ
gs-2546	51	31	values	value	NOUN
gs-2546	51	32	of	of	ADP
gs-2546	51	33	the	the	DET
gs-2546	51	34	spectrum	spectrum	NOUN
gs-2546	51	35	for	for	ADP
gs-2546	51	36	example	example	NOUN
gs-2546	51	37	,	,	PUNCT
gs-2546	51	38	adverse	adverse	ADJ
gs-2546	51	39	effects	effect	NOUN
gs-2546	51	40	arising	arise	VERB
gs-2546	51	41	while	while	SCONJ
gs-2546	51	42	transporting	transport	VERB
gs-2546	51	43	the	the	DET
gs-2546	51	44	products	product	NOUN
gs-2546	51	45	or	or	CCONJ
gs-2546	51	46	breaking	break	VERB
gs-2546	51	47	the	the	DET
gs-2546	51	48	packaging	packaging	NOUN
gs-2546	51	49	requirements	requirement	NOUN
gs-2546	51	50	;	;	PUNCT
gs-2546	51	51	impossible	impossible	ADJ
gs-2546	51	52	data	datum	NOUN
gs-2546	51	53	identification	identification	NOUN
gs-2546	51	54	;	;	PUNCT
gs-2546	51	55	incomplete	incomplete	ADJ
gs-2546	51	56	data	datum	NOUN
gs-2546	51	57	;	;	PUNCT
gs-2546	51	58	data	datum	NOUN
gs-2546	51	59	inappropriate	inappropriate	ADJ
gs-2546	51	60	for	for	ADP
gs-2546	51	61	learning	learn	VERB
gs-2546	51	62	for	for	ADP
gs-2546	51	63	example	example	NOUN
gs-2546	51	64	,	,	PUNCT
gs-2546	51	65	information	information	NOUN
gs-2546	51	66	not	not	PART
gs-2546	51	67	related	relate	VERB
gs-2546	51	68	to	to	ADP
gs-2546	51	69	the	the	DET
gs-2546	51	70	suitability	suitability	NOUN
gs-2546	51	71	of	of	ADP
gs-2546	51	72	the	the	DET
gs-2546	51	73	product	product	NOUN
gs-2546	51	74	.	.	PUNCT
gs-2546	52	1	analyzing	analyze	VERB
gs-2546	52	2	the	the	DET
gs-2546	52	3	data	datum	NOUN
gs-2546	52	4	without	without	ADP
gs-2546	52	5	filtering	filter	VERB
gs-2546	52	6	these	these	PRON
gs-2546	52	7	and	and	CCONJ
gs-2546	52	8	many	many	ADJ
gs-2546	52	9	other	other	ADJ
gs-2546	52	10	anomalous	anomalous	ADJ
gs-2546	52	11	cases	case	NOUN
gs-2546	52	12	can	can	AUX
gs-2546	52	13	lead	lead	VERB
gs-2546	52	14	us	we	PRON
gs-2546	52	15	to	to	ADP
gs-2546	52	16	erroneous	erroneous	ADJ
gs-2546	52	17	results	result	NOUN
gs-2546	52	18	.	.	PUNCT
gs-2546	53	1	we	we	PRON
gs-2546	53	2	use	use	VERB
gs-2546	53	3	python	python	NOUN
gs-2546	53	4	–	–	PUNCT
gs-2546	53	5	a	a	DET
gs-2546	53	6	programming	programming	NOUN
gs-2546	53	7	language	language	NOUN
gs-2546	53	8	–	–	PUNCT
gs-2546	53	9	for	for	ADP
gs-2546	53	10	the	the	DET
gs-2546	53	11	data	data	NOUN
gs-2546	53	12	processing	processing	NOUN
gs-2546	53	13	and	and	CCONJ
gs-2546	53	14	analysis	analysis	NOUN
gs-2546	53	15	.	.	PUNCT
gs-2546	54	1	initially	initially	ADV
gs-2546	54	2	,	,	PUNCT
gs-2546	54	3	we	we	PRON
gs-2546	54	4	remove	remove	VERB
gs-2546	54	5	"	"	PUNCT
gs-2546	54	6	triage"-type	triage"-type	PROPN
gs-2546	54	7	actions	action	NOUN
gs-2546	54	8	(	(	PUNCT
gs-2546	54	9	the	the	DET
gs-2546	54	10	action	action	NOUN
gs-2546	54	11	,	,	PUNCT
gs-2546	54	12	when	when	SCONJ
gs-2546	54	13	several	several	ADJ
gs-2546	54	14	operators	operator	NOUN
gs-2546	54	15	process	process	VERB
gs-2546	54	16	information	information	NOUN
gs-2546	54	17	simultaneously	simultaneously	ADV
gs-2546	54	18	):	):	PUNCT
gs-2546	54	19	#	#	NOUN
gs-2546	54	20	keep	keep	NOUN
gs-2546	54	21	=	=	NOUN
gs-2546	54	22	false	false	NOUN
gs-2546	54	23	the	the	DET
gs-2546	54	24	parameter	parameter	NOUN
gs-2546	54	25	provides	provide	VERB
gs-2546	54	26	a	a	DET
gs-2546	54	27	complete	complete	ADJ
gs-2546	54	28	deletion	deletion	NOUN
gs-2546	54	29	of	of	ADP
gs-2546	54	30	the	the	DET
gs-2546	54	31	duplicated	duplicate	VERB
gs-2546	54	32	records	record	NOUN
gs-2546	54	33	.	.	PUNCT
gs-2546	55	1	df_orig	df_orig	NOUN
gs-2546	55	2	=	=	PUNCT
gs-2546	55	3	df_orig.drop_duplicates(subset=['call_id	df_orig.drop_duplicates(subset=['call_id	PROPN
gs-2546	55	4	'	'	PART
gs-2546	55	5	]	]	PUNCT
gs-2546	55	6	,	,	PUNCT
gs-2546	55	7	keep	keep	VERB
gs-2546	55	8	=	=	NOUN
gs-2546	55	9	false	false	ADJ
gs-2546	55	10	)	)	PUNCT
gs-2546	55	11	it	it	PRON
gs-2546	55	12	is	be	AUX
gs-2546	55	13	important	important	ADJ
gs-2546	55	14	that	that	SCONJ
gs-2546	55	15	the	the	DET
gs-2546	55	16	following	follow	VERB
gs-2546	55	17	columns	column	NOUN
gs-2546	55	18	are	be	AUX
gs-2546	55	19	not	not	PART
gs-2546	55	20	filled	fill	VERB
gs-2546	55	21	in	in	ADP
gs-2546	55	22	:	:	PUNCT
gs-2546	55	23	expulsion	expulsion	NOUN
gs-2546	55	24	of	of	ADP
gs-2546	55	25	incomplete	incomplete	ADJ
gs-2546	55	26	data	datum	NOUN
gs-2546	55	27	from	from	ADP
gs-2546	55	28	the	the	DET
gs-2546	55	29	following	follow	VERB
gs-2546	55	30	columns	column	NOUN
gs-2546	55	31	is	be	AUX
gs-2546	55	32	important	important	ADJ
gs-2546	55	33	:	:	PUNCT
gs-2546	55	34	#	#	NOUN
gs-2546	55	35	dropna	dropna	NOUN
gs-2546	55	36	მეთოდი	მეთოდი	PROPN
gs-2546	55	37	how='any	how='any	NOUN
gs-2546	55	38	'	'	PUNCT
gs-2546	55	39	by	by	ADP
gs-2546	55	40	specifying	specify	VERB
gs-2546	55	41	the	the	DET
gs-2546	55	42	parameter	parameter	NOUN
gs-2546	55	43	,	,	PUNCT
gs-2546	55	44	all	all	DET
gs-2546	55	45	the	the	DET
gs-2546	55	46	lines	line	NOUN
gs-2546	55	47	,	,	PUNCT
gs-2546	55	48	containing	contain	VERB
gs-2546	55	49	,	,	PUNCT
gs-2546	55	50	at	at	ADP
gs-2546	55	51	least	least	ADJ
gs-2546	55	52	,	,	PUNCT
gs-2546	55	53	one	one	NUM
gs-2546	55	54	of	of	ADP
gs-2546	55	55	the	the	DET
gs-2546	55	56	given	give	VERB
gs-2546	55	57	columns	column	NOUN
gs-2546	55	58	without	without	ADP
gs-2546	55	59	data	datum	NOUN
gs-2546	55	60	,	,	PUNCT
gs-2546	55	61	can	can	AUX
gs-2546	55	62	be	be	AUX
gs-2546	55	63	removed	remove	VERB
gs-2546	55	64	.	.	PUNCT
gs-2546	56	1	df_orig.dropna(subset=['case_id	df_orig.dropna(subset=['case_id	PROPN
gs-2546	56	2	'	'	PUNCT
gs-2546	56	3	,	,	PUNCT
gs-2546	56	4	'	'	PUNCT
gs-2546	56	5	prod_id	prod_id	PROPN
gs-2546	56	6	'	'	PUNCT
gs-2546	56	7	,	,	PUNCT
gs-2546	56	8	'	'	PUNCT
gs-2546	56	9	date_created	date_created	ADJ
gs-2546	56	10	'	'	PUNCT
gs-2546	56	11	,	,	PUNCT
gs-2546	56	12	'	'	PUNCT
gs-2546	56	13	case_template_id	case_template_id	PROPN
gs-2546	56	14	'	'	PUNCT
gs-2546	56	15	,	,	PUNCT
gs-2546	56	16	'	'	PUNCT
gs-2546	56	17	no	no	DET
gs-2546	56	18	m	m	NOUN
gs-2546	56	19	'	'	PUNCT
gs-2546	56	20	,	,	PUNCT
gs-2546	56	21	'	'	PUNCT
gs-2546	56	22	categories	category	NOUN
gs-2546	56	23	'	'	PART
gs-2546	56	24	,	,	PUNCT
gs-2546	56	25	'	'	PUNCT
gs-2546	56	26	spent_mins	spent_min	NOUN
gs-2546	56	27	'	'	NUM
gs-2546	56	28	]	]	PUNCT
gs-2546	56	29	,	,	PUNCT
gs-2546	56	30	how='any	how='any	NOUN
gs-2546	56	31	'	'	PUNCT
gs-2546	56	32	,	,	PUNCT
gs-2546	56	33	inplace	inplace	VERB
gs-2546	56	34	=	=	SYM
gs-2546	56	35	true	true	ADJ
gs-2546	56	36	)	)	PUNCT
gs-2546	56	37	#	#	NOUN
gs-2546	56	38	identification	identification	NOUN
gs-2546	56	39	numbers	number	NOUN
gs-2546	56	40	with	with	ADP
gs-2546	56	41	non	non	ADJ
gs-2546	56	42	-	-	ADJ
gs-2546	56	43	standard	standard	ADJ
gs-2546	56	44	lengths	length	NOUN
gs-2546	56	45	can	can	AUX
gs-2546	56	46	be	be	AUX
gs-2546	56	47	deleted	delete	VERB
gs-2546	56	48	.	.	PUNCT
gs-2546	57	1	df	df	PROPN
gs-2546	57	2	=	=	PROPN
gs-2546	57	3	df[df['nom'].map(len	df[df['nom'].map(len	PROPN
gs-2546	57	4	)	)	PUNCT
gs-2546	58	1	<	<	X
gs-2546	58	2	=	=	ADJ
gs-2546	58	3	13	13	NUM
gs-2546	58	4	]	]	X
gs-2546	58	5	df[df['nom'].str.match(pattern	df[df['nom'].str.match(pattern	ADJ
gs-2546	58	6	)	)	PUNCT
gs-2546	58	7	]	]	PUNCT
gs-2546	59	1	#	#	NOUN
gs-2546	59	2	anomalous	anomalous	ADJ
gs-2546	59	3	cases	case	NOUN
gs-2546	59	4	occurred	occur	VERB
gs-2546	59	5	due	due	ADP
gs-2546	59	6	to	to	ADP
gs-2546	59	7	a	a	DET
gs-2546	59	8	variety	variety	NOUN
gs-2546	59	9	of	of	ADP
gs-2546	59	10	reasons	reason	NOUN
gs-2546	59	11	can	can	AUX
gs-2546	59	12	be	be	AUX
gs-2546	59	13	deleted	delete	VERB
gs-2546	59	14	.	.	PUNCT
gs-2546	60	1	we	we	PRON
gs-2546	60	2	have	have	AUX
gs-2546	60	3	categorized	categorize	VERB
gs-2546	60	4	the	the	DET
gs-2546	60	5	customers	customer	NOUN
gs-2546	60	6	'	'	PART
gs-2546	60	7	age	age	NOUN
gs-2546	60	8	under	under	ADP
gs-2546	60	9	one	one	NUM
gs-2546	60	10	hot	hot	ADJ
gs-2546	60	11	encoding	encoding	NOUN
gs-2546	60	12	method	method	NOUN
gs-2546	60	13	,	,	PUNCT
gs-2546	60	14	while	while	SCONJ
gs-2546	60	15	we	we	PRON
gs-2546	60	16	have	have	AUX
gs-2546	60	17	selected	select	VERB
gs-2546	60	18	the	the	DET
gs-2546	60	19	following	follow	VERB
gs-2546	60	20	transitional	transitional	ADJ
gs-2546	60	21	age	age	NOUN
gs-2546	60	22	as	as	ADP
gs-2546	60	23	categories	category	NOUN
gs-2546	60	24	:	:	PUNCT
gs-2546	60	25	0	0	NUM
gs-2546	60	26	-	-	SYM
gs-2546	60	27	40	40	NUM
gs-2546	60	28	days	day	NOUN
gs-2546	60	29	old	old	ADJ
gs-2546	60	30	;	;	PUNCT
gs-2546	60	31	among	among	ADP
gs-2546	60	32	the	the	DET
gs-2546	60	33	ages	age	NOUN
gs-2546	60	34	of	of	ADP
gs-2546	60	35	1	1	NUM
gs-2546	60	36	,	,	PUNCT
gs-2546	60	37	6	6	NUM
gs-2546	60	38	,	,	PUNCT
gs-2546	60	39	15	15	NUM
gs-2546	60	40	,	,	PUNCT
gs-2546	60	41	60	60	NUM
gs-2546	60	42	.	.	PUNCT
gs-2546	61	1	we	we	PRON
gs-2546	61	2	have	have	AUX
gs-2546	61	3	divided	divide	VERB
gs-2546	61	4	the	the	DET
gs-2546	61	5	age	age	NOUN
gs-2546	61	6	into	into	ADP
gs-2546	61	7	the	the	DET
gs-2546	61	8	following	follow	VERB
gs-2546	61	9	categories	category	NOUN
gs-2546	61	10	(	(	PUNCT
gs-2546	61	11	see	see	VERB
gs-2546	61	12	the	the	DET
gs-2546	61	13	illustration	illustration	NOUN
gs-2546	61	14	in	in	ADP
gs-2546	61	15	figure	figure	NOUN
gs-2546	61	16	1	1	NUM
gs-2546	61	17	):	):	PUNCT
gs-2546	61	18	georgian	georgian	ADJ
gs-2546	61	19	scientists/ქართველი	scientists/ქართველი	NOUN
gs-2546	61	20	მეცნიერები	მეცნიერები	NOUN
gs-2546	61	21	ტ.	ტ.	VERB
gs-2546	61	22	6	6	NUM
gs-2546	61	23	n	n	NUM
gs-2546	61	24	1	1	NUM
gs-2546	61	25	,	,	PUNCT
gs-2546	61	26	2024	2024	NUM
gs-2546	61	27	42	42	NUM
gs-2546	61	28	figure	figure	NOUN
gs-2546	61	29	1	1	NUM
gs-2546	61	30	we	we	PRON
gs-2546	61	31	use	use	VERB
gs-2546	61	32	python	python	NOUN
gs-2546	61	33	programming	programming	NOUN
gs-2546	61	34	and	and	CCONJ
gs-2546	61	35	a	a	DET
gs-2546	61	36	set	set	NOUN
gs-2546	61	37	of	of	ADP
gs-2546	61	38	machines	machine	NOUN
gs-2546	61	39	weka	weka	PROPN
gs-2546	61	40	(	(	PUNCT
gs-2546	61	41	a	a	DET
gs-2546	61	42	collection	collection	NOUN
gs-2546	61	43	of	of	ADP
gs-2546	61	44	machine	machine	NOUN
gs-2546	61	45	learning	learn	VERB
gs-2546	61	46	algorithms	algorithm	NOUN
gs-2546	61	47	for	for	ADP
gs-2546	61	48	data	data	NOUN
gs-2546	61	49	mining	mining	NOUN
gs-2546	61	50	tasks	task	NOUN
gs-2546	61	51	)	)	PUNCT
gs-2546	61	52	for	for	ADP
gs-2546	61	53	the	the	DET
gs-2546	61	54	data	datum	NOUN
gs-2546	61	55	analysis	analysis	NOUN
gs-2546	61	56	and	and	CCONJ
gs-2546	61	57	visualization	visualization	NOUN
gs-2546	61	58	.	.	PUNCT
gs-2546	62	1	weka	weka	PROPN
gs-2546	62	2	constitutes	constitute	VERB
gs-2546	62	3	a	a	DET
gs-2546	62	4	collection	collection	NOUN
gs-2546	62	5	of	of	ADP
gs-2546	62	6	machine	machine	NOUN
gs-2546	62	7	learning	learn	VERB
gs-2546	62	8	algorithms	algorithm	NOUN
gs-2546	62	9	and	and	CCONJ
gs-2546	62	10	,	,	PUNCT
gs-2546	62	11	also	also	ADV
gs-2546	62	12	,	,	PUNCT
gs-2546	62	13	contains	contain	VERB
gs-2546	62	14	the	the	DET
gs-2546	62	15	tools	tool	NOUN
gs-2546	62	16	that	that	PRON
gs-2546	62	17	can	can	AUX
gs-2546	62	18	be	be	AUX
gs-2546	62	19	used	use	VERB
gs-2546	62	20	for	for	ADP
gs-2546	62	21	data	datum	NOUN
gs-2546	62	22	pre	pre	ADJ
gs-2546	62	23	-	-	ADJ
gs-2546	62	24	processing	processing	ADJ
gs-2546	62	25	,	,	PUNCT
gs-2546	62	26	classification	classification	NOUN
gs-2546	62	27	,	,	PUNCT
gs-2546	62	28	clustering	clustering	NOUN
gs-2546	62	29	,	,	PUNCT
gs-2546	62	30	association	association	NOUN
gs-2546	62	31	rules	rule	NOUN
gs-2546	62	32	and	and	CCONJ
gs-2546	62	33	visualization	visualization	NOUN
gs-2546	62	34	[	[	X
gs-2546	62	35	2	2	NUM
gs-2546	62	36	]	]	PUNCT
gs-2546	62	37	.	.	PUNCT
gs-2546	63	1	we	we	PRON
gs-2546	63	2	used	use	VERB
gs-2546	63	3	weka	weka	PROPN
gs-2546	63	4	visualization	visualization	NOUN
gs-2546	63	5	tools	tool	NOUN
gs-2546	63	6	to	to	PART
gs-2546	63	7	create	create	VERB
gs-2546	63	8	visual	visual	ADJ
gs-2546	63	9	representation	representation	NOUN
gs-2546	63	10	of	of	ADP
gs-2546	63	11	the	the	DET
gs-2546	63	12	correlation	correlation	NOUN
gs-2546	63	13	coefficient	coefficient	NOUN
gs-2546	63	14	for	for	ADP
gs-2546	63	15	the	the	DET
gs-2546	63	16	data	datum	NOUN
gs-2546	63	17	.	.	PUNCT
gs-2546	64	1	the	the	DET
gs-2546	64	2	visualization	visualization	NOUN
gs-2546	64	3	fragments	fragment	NOUN
gs-2546	64	4	are	be	AUX
gs-2546	64	5	listed	list	VERB
gs-2546	64	6	below	below	ADP
gs-2546	64	7	,	,	PUNCT
gs-2546	64	8	which	which	PRON
gs-2546	64	9	should	should	AUX
gs-2546	64	10	approximately	approximately	ADV
gs-2546	64	11	give	give	VERB
gs-2546	64	12	us	we	PRON
gs-2546	64	13	a	a	DET
gs-2546	64	14	model	model	NOUN
gs-2546	64	15	for	for	ADP
gs-2546	64	16	the	the	DET
gs-2546	64	17	interdependence	interdependence	NOUN
gs-2546	64	18	of	of	ADP
gs-2546	64	19	data	data	PROPN
gs-2546	64	20	.	.	PUNCT
gs-2546	65	1	figure	figure	NOUN
gs-2546	65	2	2	2	NUM
gs-2546	65	3	below	below	ADV
gs-2546	65	4	shows	show	VERB
gs-2546	65	5	the	the	DET
gs-2546	65	6	relationship	relationship	NOUN
gs-2546	65	7	between	between	ADP
gs-2546	65	8	the	the	DET
gs-2546	65	9	concentration	concentration	NOUN
gs-2546	65	10	indicator	indicator	NOUN
gs-2546	65	11	and	and	CCONJ
gs-2546	65	12	unacceptable	unacceptable	ADJ
gs-2546	65	13	quantities	quantity	NOUN
gs-2546	65	14	of	of	ADP
gs-2546	65	15	admissible	admissible	ADJ
gs-2546	65	16	substances	substance	NOUN
gs-2546	65	17	.	.	PUNCT
gs-2546	66	1	each	each	DET
gs-2546	66	2	point	point	NOUN
gs-2546	66	3	on	on	ADP
gs-2546	66	4	the	the	DET
gs-2546	66	5	graph	graph	NOUN
gs-2546	66	6	represents	represent	VERB
gs-2546	66	7	a	a	DET
gs-2546	66	8	separate	separate	ADJ
gs-2546	66	9	case	case	NOUN
gs-2546	66	10	.	.	PUNCT
gs-2546	67	1	the	the	DET
gs-2546	67	2	content	content	NOUN
gs-2546	67	3	of	of	ADP
gs-2546	67	4	the	the	DET
gs-2546	67	5	substances	substance	NOUN
gs-2546	67	6	not	not	PART
gs-2546	67	7	allowed	allow	VERB
gs-2546	67	8	in	in	ADP
gs-2546	67	9	the	the	DET
gs-2546	67	10	product	product	NOUN
gs-2546	67	11	is	be	AUX
gs-2546	67	12	filled	fill	VERB
gs-2546	67	13	with	with	ADP
gs-2546	67	14	orange	orange	PROPN
gs-2546	67	15	color	color	NOUN
gs-2546	67	16	,	,	PUNCT
gs-2546	67	17	while	while	SCONJ
gs-2546	67	18	those	those	PRON
gs-2546	67	19	that	that	PRON
gs-2546	67	20	are	be	AUX
gs-2546	67	21	identified	identify	VERB
gs-2546	67	22	and	and	CCONJ
gs-2546	67	23	marked	mark	VERB
gs-2546	67	24	with	with	ADP
gs-2546	67	25	an	an	DET
gs-2546	67	26	admissible	admissible	ADJ
gs-2546	67	27	quantitative	quantitative	ADJ
gs-2546	67	28	indicator	indicator	NOUN
gs-2546	67	29	with	with	ADP
gs-2546	67	30	blue	blue	ADJ
gs-2546	67	31	color	color	NOUN
gs-2546	67	32	.	.	PUNCT
gs-2546	68	1	georgian	georgian	ADJ
gs-2546	68	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-2546	68	3	მეცნიერები	მეცნიერები	NOUN
gs-2546	68	4	ტ.	ტ.	VERB
gs-2546	68	5	6	6	NUM
gs-2546	68	6	n	n	NUM
gs-2546	68	7	1	1	NUM
gs-2546	68	8	,	,	PUNCT
gs-2546	68	9	2024	2024	NUM
gs-2546	68	10	43	43	NUM
gs-2546	68	11	figure	figure	NOUN
gs-2546	68	12	2	2	NUM
gs-2546	68	13	in	in	ADP
gs-2546	68	14	the	the	DET
gs-2546	68	15	graph	graph	NOUN
gs-2546	68	16	we	we	PRON
gs-2546	68	17	can	can	AUX
gs-2546	68	18	create	create	VERB
gs-2546	68	19	result	result	NOUN
gs-2546	68	20	of	of	ADP
gs-2546	68	21	the	the	DET
gs-2546	68	22	analysis	analysis	NOUN
gs-2546	68	23	carried	carry	VERB
gs-2546	68	24	out	out	ADP
gs-2546	68	25	by	by	ADP
gs-2546	68	26	different	different	ADJ
gs-2546	68	27	operators	operator	NOUN
gs-2546	68	28	to	to	PART
gs-2546	68	29	identify	identify	VERB
gs-2546	68	30	one	one	NUM
gs-2546	68	31	harmful	harmful	ADJ
gs-2546	68	32	substance	substance	NOUN
gs-2546	68	33	.	.	PUNCT
gs-2546	69	1	weka	weka	PROPN
gs-2546	69	2	tools	tool	NOUN
gs-2546	69	3	allow	allow	VERB
gs-2546	69	4	us	we	PRON
gs-2546	69	5	to	to	PART
gs-2546	69	6	analyze	analyze	VERB
gs-2546	69	7	the	the	DET
gs-2546	69	8	product	product	NOUN
gs-2546	69	9	in	in	ADP
gs-2546	69	10	accordance	accordance	NOUN
gs-2546	69	11	with	with	ADP
gs-2546	69	12	various	various	ADJ
gs-2546	69	13	parameters	parameter	NOUN
gs-2546	69	14	and	and	CCONJ
gs-2546	69	15	visualize	visualize	VERB
gs-2546	69	16	it	it	PRON
gs-2546	69	17	.	.	PUNCT
gs-2546	70	1	conclusion	conclusion	NOUN
gs-2546	70	2	.	.	PUNCT
gs-2546	71	1	artificial	artificial	ADJ
gs-2546	71	2	intelligence	intelligence	NOUN
gs-2546	71	3	is	be	AUX
gs-2546	71	4	recommended	recommend	VERB
gs-2546	71	5	to	to	PART
gs-2546	71	6	be	be	AUX
gs-2546	71	7	used	use	VERB
gs-2546	71	8	in	in	ADP
gs-2546	71	9	the	the	DET
gs-2546	71	10	supply	supply	NOUN
gs-2546	71	11	chain	chain	NOUN
gs-2546	71	12	,	,	PUNCT
gs-2546	71	13	since	since	SCONJ
gs-2546	71	14	it	it	PRON
gs-2546	71	15	is	be	AUX
gs-2546	71	16	one	one	NUM
gs-2546	71	17	of	of	ADP
gs-2546	71	18	the	the	DET
gs-2546	71	19	most	most	ADV
gs-2546	71	20	effective	effective	ADJ
gs-2546	71	21	tools	tool	NOUN
gs-2546	71	22	for	for	ADP
gs-2546	71	23	monitoring	monitor	VERB
gs-2546	71	24	and	and	CCONJ
gs-2546	71	25	controlling	control	VERB
gs-2546	71	26	the	the	DET
gs-2546	71	27	delivery	delivery	NOUN
gs-2546	71	28	of	of	ADP
gs-2546	71	29	safe	safe	ADJ
gs-2546	71	30	products	product	NOUN
gs-2546	71	31	.	.	PUNCT
gs-2546	72	1	through	through	ADP
gs-2546	72	2	the	the	DET
gs-2546	72	3	python	python	NOUN
gs-2546	72	4	programming	programming	NOUN
gs-2546	72	5	language	language	NOUN
gs-2546	72	6	,	,	PUNCT
gs-2546	72	7	we	we	PRON
gs-2546	72	8	perform	perform	VERB
gs-2546	72	9	extract	extract	NOUN
gs-2546	72	10	,	,	PUNCT
gs-2546	72	11	transform	transform	NOUN
gs-2546	72	12	,	,	PUNCT
gs-2546	72	13	load	load	NOUN
gs-2546	72	14	(	(	PUNCT
gs-2546	72	15	etl	etl	NOUN
gs-2546	72	16	)	)	PUNCT
gs-2546	72	17	and	and	CCONJ
gs-2546	72	18	data	datum	NOUN
gs-2546	72	19	preprocessing	preprocesse	VERB
gs-2546	72	20	operations	operation	NOUN
gs-2546	72	21	,	,	PUNCT
gs-2546	72	22	as	as	ADP
gs-2546	72	23	a	a	DET
gs-2546	72	24	result	result	NOUN
gs-2546	72	25	of	of	ADP
gs-2546	72	26	which	which	PRON
gs-2546	72	27	,	,	PUNCT
gs-2546	72	28	a	a	DET
gs-2546	72	29	collection	collection	NOUN
gs-2546	72	30	of	of	ADP
gs-2546	72	31	the	the	DET
gs-2546	72	32	data	datum	NOUN
gs-2546	72	33	with	with	ADP
gs-2546	72	34	the	the	DET
gs-2546	72	35	structure	structure	NOUN
gs-2546	72	36	required	require	VERB
gs-2546	72	37	for	for	ADP
gs-2546	72	38	machine	machine	NOUN
gs-2546	72	39	learning	learning	NOUN
gs-2546	72	40	has	have	AUX
gs-2546	72	41	been	be	AUX
gs-2546	72	42	obtained	obtain	VERB
gs-2546	72	43	.	.	PUNCT
gs-2546	73	1	using	use	VERB
gs-2546	73	2	the	the	DET
gs-2546	73	3	python	python	NOUN
gs-2546	73	4	programming	programming	NOUN
gs-2546	73	5	language	language	NOUN
gs-2546	73	6	(	(	PUNCT
gs-2546	73	7	the	the	DET
gs-2546	73	8	product	product	NOUN
gs-2546	73	9	exported	export	VERB
gs-2546	73	10	3	3	NUM
gs-2546	73	11	years	year	NOUN
gs-2546	73	12	ago	ago	ADV
gs-2546	73	13	)	)	PUNCT
gs-2546	73	14	and	and	CCONJ
gs-2546	73	15	weka	weka	PROPN
gs-2546	73	16	tools	tool	NOUN
gs-2546	73	17	we	we	PRON
gs-2546	73	18	have	have	AUX
gs-2546	73	19	analyzed	analyze	VERB
gs-2546	73	20	the	the	DET
gs-2546	73	21	obtained	obtain	VERB
gs-2546	73	22	dataset	dataset	NOUN
gs-2546	73	23	and	and	CCONJ
gs-2546	73	24	identified	identify	VERB
gs-2546	73	25	,	,	PUNCT
gs-2546	73	26	deleted	delete	VERB
gs-2546	73	27	and	and	CCONJ
gs-2546	73	28	corrected	correct	VERB
gs-2546	73	29	anomalous	anomalous	ADJ
gs-2546	73	30	cases	case	NOUN
gs-2546	73	31	that	that	PRON
gs-2546	73	32	,	,	PUNCT
gs-2546	73	33	if	if	SCONJ
gs-2546	73	34	not	not	PART
gs-2546	73	35	taking	take	VERB
gs-2546	73	36	them	they	PRON
gs-2546	73	37	into	into	ADP
gs-2546	73	38	consideration	consideration	NOUN
gs-2546	73	39	,	,	PUNCT
gs-2546	73	40	could	could	AUX
gs-2546	73	41	have	have	AUX
gs-2546	73	42	negatively	negatively	ADV
gs-2546	73	43	affected	affect	VERB
gs-2546	73	44	the	the	DET
gs-2546	73	45	results	result	NOUN
gs-2546	73	46	of	of	ADP
gs-2546	73	47	machine	machine	NOUN
gs-2546	73	48	learning	learning	NOUN
gs-2546	73	49	.	.	PUNCT
gs-2546	74	1	thus	thus	ADV
gs-2546	74	2	,	,	PUNCT
gs-2546	74	3	we	we	PRON
gs-2546	74	4	are	be	AUX
gs-2546	74	5	given	give	VERB
gs-2546	74	6	the	the	DET
gs-2546	74	7	results	result	NOUN
gs-2546	74	8	that	that	PRON
gs-2546	74	9	allow	allow	VERB
gs-2546	74	10	us	we	PRON
gs-2546	74	11	to	to	PART
gs-2546	74	12	protect	protect	VERB
gs-2546	74	13	people	people	NOUN
gs-2546	74	14	from	from	ADP
gs-2546	74	15	hazardous	hazardous	ADJ
gs-2546	74	16	products	product	NOUN
gs-2546	74	17	.	.	PUNCT
gs-2546	75	1	references	reference	NOUN
gs-2546	75	2	:	:	PUNCT
gs-2546	75	3	1	1	X
gs-2546	75	4	.	.	X
gs-2546	75	5	tamar	tamar	PROPN
gs-2546	75	6	bitchikashvili	bitchikashvili	PROPN
gs-2546	75	7	,	,	PUNCT
gs-2546	75	8	liliy	liliy	ADJ
gs-2546	75	9	petriashvili	petriashvili	NOUN
gs-2546	75	10	,	,	PUNCT
gs-2546	75	11	and	and	CCONJ
gs-2546	75	12	luka	luka	PROPN
gs-2546	75	13	kavtelishvili	kavtelishvili	PROPN
gs-2546	75	14	jang	jang	PROPN
gs-2546	75	15	.	.	PUNCT
gs-2546	75	16	2023	2023	NUM
gs-2546	75	17	.	.	PUNCT
gs-2546	76	1	“	"	PUNCT
gs-2546	76	2	digitalization	digitalization	NOUN
gs-2546	76	3	of	of	ADP
gs-2546	76	4	management	management	NOUN
gs-2546	76	5	of	of	ADP
gs-2546	76	6	a	a	DET
gs-2546	76	7	higher	high	ADJ
gs-2546	76	8	educational	educational	ADJ
gs-2546	76	9	institution	institution	NOUN
gs-2546	76	10	,	,	PUNCT
gs-2546	76	11	national	national	ADJ
gs-2546	76	12	and	and	CCONJ
gs-2546	76	13	international	international	ADJ
gs-2546	76	14	challenges	challenge	NOUN
gs-2546	76	15	and	and	CCONJ
gs-2546	76	16	ways	way	NOUN
gs-2546	76	17	of	of	ADP
gs-2546	76	18	solution	solution	NOUN
gs-2546	76	19	”	"	PUNCT
gs-2546	76	20	.	.	PUNCT
gs-2546	77	1	world	world	NOUN
gs-2546	77	2	science	science	PROPN
gs-2546	77	3	,	,	PUNCT
gs-2546	77	4	no	no	INTJ
gs-2546	77	5	.	.	NOUN
gs-2546	77	6	3(81	3(81	NUM
gs-2546	77	7	)	)	PUNCT
gs-2546	77	8	(	(	PUNCT
gs-2546	77	9	september	september	PROPN
gs-2546	77	10	)	)	PUNCT
gs-2546	77	11	.	.	PUNCT
gs-2546	78	1	https://doi.org/10.31435/rsglobal_ws/30092023/8032	https://doi.org/10.31435/rsglobal_ws/30092023/8032	NOUN
gs-2546	79	1	2	2	X
gs-2546	79	2	.	.	PUNCT
gs-2546	79	3	doborjginidze	doborjginidze	PROPN
gs-2546	79	4	g.	g.	PROPN
gs-2546	79	5	,	,	PUNCT
gs-2546	79	6	petriashvili	petriashvili	PROPN
gs-2546	79	7	l.	l.	PROPN
gs-2546	79	8	(	(	PUNCT
gs-2546	79	9	2020	2020	NUM
gs-2546	79	10	)	)	PUNCT
gs-2546	79	11	“	"	PUNCT
gs-2546	79	12	improving	improve	VERB
gs-2546	79	13	efficiency	efficiency	NOUN
gs-2546	79	14	of	of	ADP
gs-2546	79	15	inventory	inventory	NOUN
gs-2546	79	16	identification	identification	NOUN
gs-2546	79	17	system	system	NOUN
gs-2546	79	18	”	"	PUNCT
gs-2546	79	19	european	european	PROPN
gs-2546	79	20	science	science	PROPN
gs-2546	79	21	review	review	PROPN
gs-2546	79	22	,	,	PUNCT
gs-2546	79	23	issue	issue	NOUN
gs-2546	79	24	1	1	NUM
gs-2546	79	25	-	-	SYM
gs-2546	79	26	2	2	NUM
gs-2546	79	27	.	.	PUNCT
gs-2546	79	28	doi	doi	NOUN
gs-2546	79	29	:	:	PUNCT
gs-2546	79	30	https://doi.org/10.29013/esr-20-1.2-8488	https://doi.org/10.29013/esr-20-1.2-8488	PROPN
gs-2546	79	31	pages	page	NOUN
gs-2546	79	32	:	:	PUNCT
gs-2546	79	33	84	84	NUM
gs-2546	79	34	–	–	SYM
gs-2546	79	35	88	88	NUM
gs-2546	79	36	3	3	NUM
gs-2546	79	37	.	.	PUNCT
gs-2546	79	38	giorgi	giorgi	NOUN
gs-2546	79	39	doborjginidze	doborjginidze	PROPN
gs-2546	79	40	,	,	PUNCT
gs-2546	79	41	lily	lily	ADJ
gs-2546	79	42	petriashvili	petriashvili	NOUN
gs-2546	79	43	,	,	PUNCT
gs-2546	79	44	mariam	mariam	PROPN
gs-2546	79	45	inaishvili	inaishvili	PROPN
gs-2546	79	46	(	(	PUNCT
gs-2546	79	47	2021	2021	NUM
gs-2546	79	48	)	)	PUNCT
gs-2546	79	49	optimization	optimization	NOUN
gs-2546	79	50	of	of	ADP
gs-2546	79	51	inventory	inventory	NOUN
gs-2546	79	52	management	management	NOUN
gs-2546	79	53	in	in	ADP
gs-2546	79	54	the	the	DET
gs-2546	79	55	supply	supply	NOUN
gs-2546	79	56	chain	chain	NOUN
gs-2546	79	57	.	.	PUNCT
gs-2546	80	1	journal	journal	NOUN
gs-2546	80	2	of	of	ADP
gs-2546	80	3	communication	communication	NOUN
gs-2546	80	4	and	and	CCONJ
gs-2546	80	5	computer	computer	NOUN
gs-2546	80	6	,	,	PUNCT
gs-2546	80	7	david	david	PROPN
gs-2546	80	8	publishing	publishing	PROPN
gs-2546	80	9	company	company	NOUN
gs-2546	80	10	16	16	NUM
gs-2546	80	11	(	(	PUNCT
gs-2546	80	12	2021	2021	NUM
gs-2546	80	13	)	)	PUNCT
gs-2546	80	14	1	1	NUM
gs-2546	80	15	-	-	SYM
gs-2546	80	16	5	5	NUM
gs-2546	80	17	doi	doi	NOUN
gs-2546	80	18	:	:	PUNCT
gs-2546	80	19	https://doi.org/10.17265/1548-7709/2021.01.001	https://doi.org/10.17265/1548-7709/2021.01.001	NOUN
gs-2546	80	20	georgian	georgian	ADJ
gs-2546	80	21	scientists/ქართველი	scientists/ქართველი	NOUN
gs-2546	80	22	მეცნიერები	მეცნიერები	NOUN
gs-2546	80	23	ტ.	ტ.	VERB
gs-2546	80	24	6	6	NUM
gs-2546	80	25	n	n	NUM
gs-2546	80	26	1	1	NUM
gs-2546	80	27	,	,	PUNCT
gs-2546	80	28	2024	2024	NUM
gs-2546	80	29	44	44	NUM
gs-2546	80	30	4	4	NUM
gs-2546	80	31	.	.	PUNCT
gs-2546	80	32	giorgi	giorgi	NOUN
gs-2546	80	33	doborjginidze	doborjginidze	PROPN
gs-2546	80	34	,	,	PUNCT
gs-2546	80	35	lily	lily	ADJ
gs-2546	80	36	petriashvili	petriashvili	NOUN
gs-2546	80	37	,	,	PUNCT
gs-2546	80	38	&	&	CCONJ
gs-2546	80	39	mariam	mariam	PROPN
gs-2546	80	40	inaishvili	inaishvili	PROPN
gs-2546	80	41	.	.	PUNCT
gs-2546	81	1	(	(	PUNCT
gs-2546	81	2	2020	2020	NUM
gs-2546	81	3	)	)	PUNCT
gs-2546	81	4	.	.	PUNCT
gs-2546	82	1	improve	improve	VERB
gs-2546	82	2	efficiency	efficiency	NOUN
gs-2546	82	3	and	and	CCONJ
gs-2546	82	4	reliability	reliability	NOUN
gs-2546	82	5	of	of	ADP
gs-2546	82	6	supply	supply	NOUN
gs-2546	82	7	chains	chain	NOUN
gs-2546	82	8	using	use	VERB
gs-2546	82	9	smart	smart	ADJ
gs-2546	82	10	contracts	contract	NOUN
gs-2546	82	11	.	.	PUNCT
gs-2546	83	1	international	international	PROPN
gs-2546	83	2	academy	academy	PROPN
gs-2546	83	3	journal	journal	PROPN
gs-2546	83	4	web	web	NOUN
gs-2546	83	5	of	of	ADP
gs-2546	83	6	scholar	scholar	NOUN
gs-2546	83	7	,	,	PUNCT
gs-2546	83	8	(	(	PUNCT
gs-2546	83	9	8(50	8(50	NUM
gs-2546	83	10	)	)	PUNCT
gs-2546	83	11	,	,	PUNCT
gs-2546	83	12	16	16	NUM
gs-2546	83	13	.	.	PUNCT
gs-2546	83	14	https://doi.org/10.31435/rsglobal_wos/30122020/7261	https://doi.org/10.31435/rsglobal_wos/30122020/7261	X
gs-2546	84	1	5	5	X
gs-2546	84	2	.	.	X
gs-2546	84	3	kiknadze	kiknadze	PROPN
gs-2546	84	4	,	,	PUNCT
gs-2546	84	5	m.	m.	NOUN
gs-2546	84	6	,	,	PUNCT
gs-2546	84	7	zhvania	zhvania	PROPN
gs-2546	84	8	,	,	PUNCT
gs-2546	84	9	t.	t.	PROPN
gs-2546	84	10	,	,	PUNCT
gs-2546	84	11	kapanadze	kapanadze	PROPN
gs-2546	84	12	,	,	PUNCT
gs-2546	84	13	d.	d.	PROPN
gs-2546	84	14	,	,	PUNCT
gs-2546	84	15	&	&	CCONJ
gs-2546	84	16	petriashvili	petriashvili	PROPN
gs-2546	84	17	,	,	PUNCT
gs-2546	84	18	l.	l.	PROPN
gs-2546	84	19	(	(	PUNCT
gs-2546	84	20	2023	2023	NUM
gs-2546	84	21	)	)	PUNCT
gs-2546	84	22	.	.	PUNCT
gs-2546	85	1	innovative	innovative	ADJ
gs-2546	85	2	model	model	NOUN
gs-2546	85	3	design	design	NOUN
gs-2546	85	4	for	for	ADP
gs-2546	85	5	the	the	DET
gs-2546	85	6	management	management	NOUN
gs-2546	85	7	of	of	ADP
gs-2546	85	8	regional	regional	ADJ
gs-2546	85	9	sustainable	sustainable	ADJ
gs-2546	85	10	development	development	NOUN
gs-2546	85	11	.	.	PUNCT
gs-2546	86	1	essays	essay	NOUN
gs-2546	86	2	on	on	ADP
gs-2546	86	3	economics	economics	PROPN
gs-2546	86	4	&	&	CCONJ
gs-2546	86	5	international	international	ADJ
gs-2546	86	6	relations	relation	NOUN
gs-2546	86	7	,	,	PUNCT
gs-2546	86	8	59	59	NUM
gs-2546	86	9	.	.	NOUN
gs-2546	86	10	6	6	NUM
gs-2546	86	11	.	.	X
gs-2546	86	12	doborjginize	doborjginize	PROPN
gs-2546	86	13	giorgi	giorgi	PROPN
gs-2546	86	14	,	,	PUNCT
gs-2546	86	15	petriashvili	petriashvili	ADJ
gs-2546	86	16	lily	lily	NOUN
gs-2546	86	17	(	(	PUNCT
gs-2546	86	18	december	december	PROPN
gs-2546	86	19	16	16	NUM
gs-2546	86	20	-	-	SYM
gs-2546	86	21	18	18	NUM
gs-2546	86	22	,	,	PUNCT
gs-2546	86	23	2020	2020	NUM
gs-2546	86	24	)	)	PUNCT
gs-2546	86	25	implementing	implement	VERB
gs-2546	86	26	blockchain	blockchain	PROPN
gs-2546	86	27	in	in	ADP
gs-2546	86	28	supply	supply	NOUN
gs-2546	86	29	chain	chain	NOUN
gs-2546	86	30	management	management	NOUN
gs-2546	86	31	in	in	ADP
gs-2546	86	32	tallinn	tallinn	PROPN
gs-2546	86	33	,	,	PUNCT
gs-2546	86	34	estonia	estonia	PROPN
gs-2546	86	35	.	.	PUNCT
gs-2546	87	1	ხელოვნური	ხელოვნური	PROPN
gs-2546	87	2	ინტელექტის	ინტელექტის	PROPN
gs-2546	87	3	გავლენა	გავლენა	PROPN
gs-2546	87	4	ბიზნეს	ბიზნეს	NOUN
gs-2546	87	5	პროცესების	პროცესების	NOUN
gs-2546	87	6	მონაცემთა	მონაცემთა	NOUN
gs-2546	87	7	ანალიზზე	ანალიზზე	NOUN
gs-2546	87	8	ლილი	ლილი	NOUN
gs-2546	87	9	პეტრიაშვილი	პეტრიაშვილი	NOUN
gs-2546	87	10	,	,	PUNCT
gs-2546	87	11	ირინა	ირინა	NOUN
gs-2546	87	12	ხომერიკი	ხომერიკი	NOUN
gs-2546	87	13	საქართველოს	საქართველოს	NOUN
gs-2546	87	14	ტექნიკური	ტექნიკური	PROPN
gs-2546	87	15	უნივერსიტეტი	უნივერსიტეტი	PROPN
gs-2546	87	16	აბსტრაქტი	აბსტრაქტი	PROPN
gs-2546	87	17	საწარმოს	საწარმოს	PROPN
gs-2546	87	18	ობიექტის	ობიექტის	PROPN
gs-2546	87	19	ერთ-ერთი	ერთ-ერთი	NOUN
gs-2546	87	20	მთავარი	მთავარი	NOUN
gs-2546	87	21	სფეროა	სფეროა	ADV
gs-2546	87	22	მიწოდება	მიწოდება	ADJ
gs-2546	87	23	,	,	PUNCT
gs-2546	87	24	რომელიც	რომელიც	PROPN
gs-2546	87	25	შედგება	შედგება	PROPN
gs-2546	87	26	ოპერაციების	ოპერაციების	PROPN
gs-2546	87	27	ჯაჭვისაგან	ჯაჭვისაგან	PROPN
gs-2546	87	28	,	,	PUNCT
gs-2546	87	29	რომელიც	რომელიც	ADJ
gs-2546	87	30	განსაზღვრავს	განსაზღვრავს	PROPN
gs-2546	87	31	არა	არა	NOUN
gs-2546	87	32	მხოლოდ	მხოლოდ	PROPN
gs-2546	87	33	პროდუქტის	პროდუქტის	PROPN
gs-2546	87	34	განაწილების	განაწილების	PROPN
gs-2546	87	35	ეფექტურობას	ეფექტურობას	PROPN
gs-2546	87	36	,	,	PUNCT
gs-2546	87	37	არამედ	არამედ	NOUN
gs-2546	87	38	მომხმარებლებზე	მომხმარებლებზე	PRON
gs-2546	87	39	მიწოდებული	მიწოდებული	PROPN
gs-2546	87	40	პროდუქტის	პროდუქტის	PROPN
gs-2546	87	41	ხარისხსაც.	ხარისხსაც.	PROPN
gs-2546	87	42	მიწოდების	მიწოდების	PROPN
gs-2546	87	43	ჯაჭვი	ჯაჭვი	PROPN
gs-2546	87	44	წარმოადგენს	წარმოადგენს	PROPN
gs-2546	87	45	კარგად	კარგად	ADJ
gs-2546	87	46	განსაზღვრულ	განსაზღვრულ	PROPN
gs-2546	87	47	და	და	PROPN
gs-2546	87	48	ეფექტურად	ეფექტურად	PROPN
gs-2546	87	49	მართულ	მართულ	PROPN
gs-2546	87	50	ორგანიზაციულ	ორგანიზაციულ	NOUN
gs-2546	87	51	პროცესებს	პროცესებს	NOUN
gs-2546	87	52	,	,	PUNCT
gs-2546	87	53	რაც	რაც	VERB
gs-2546	87	54	ქმნის	ქმნის	PROPN
gs-2546	87	55	ყველა	ყველა	VERB
gs-2546	87	56	პირობას	პირობას	PROPN
gs-2546	87	57	მომხმარებლისთვის	მომხმარებლისთვის	PROPN
gs-2546	87	58	მაღალი	მაღალი	PROPN
gs-2546	87	59	ხარისხის	ხარისხის	PROPN
gs-2546	87	60	პროდუქტისა	პროდუქტისა	PROPN
gs-2546	87	61	და	და	NOUN
gs-2546	87	62	მომსახურების	მომსახურების	ADV
gs-2546	87	63	მისაღებად.	მისაღებად.	NOUN
gs-2546	87	64	ნაშრომში	ნაშრომში	ADJ
gs-2546	87	65	წარმოდგენილია	წარმოდგენილია	VERB
gs-2546	87	66	მონაცემთა	მონაცემთა	NOUN
gs-2546	87	67	ანალიზისა	ანალიზისა	VERB
gs-2546	87	68	და	და	PROPN
gs-2546	87	69	დიგიტალიზაციის	დიგიტალიზაციის	PROPN
gs-2546	87	70	ტრანსფორმაციულ	ტრანსფორმაციულ	VERB
gs-2546	87	71	გავლენა	გავლენა	PROPN
gs-2546	87	72	მიწოდების	მიწოდების	PROPN
gs-2546	87	73	ჯაჭვის	ჯაჭვის	PROPN
gs-2546	87	74	თანამედროვე	თანამედროვე	PROPN
gs-2546	87	75	მენეჯმენტზე.	მენეჯმენტზე.	PROPN
gs-2546	87	76	სხვადასხვა	სხვადასხვა	PROPN
gs-2546	87	77	ტექნოლოგიების	ტექნოლოგიების	PROPN
gs-2546	87	78	ინტეგრაციამ	ინტეგრაციამ	PROPN
gs-2546	87	79	ხელახლა	ხელახლა	NOUN
gs-2546	87	80	განსაზღვრა	განსაზღვრა	PROPN
gs-2546	87	81	გადაწყვეტილების	გადაწყვეტილების	PROPN
gs-2546	87	82	მიღების	მიღების	PROPN
gs-2546	87	83	,	,	PUNCT
gs-2546	87	84	ხილვადობისა	ხილვადობისა	AUX
gs-2546	87	85	და	და	PROPN
gs-2546	87	86	ეფექტურობის	ეფექტურობის	VERB
gs-2546	87	87	დინამიკა	დინამიკა	PROPN
gs-2546	87	88	მიწოდების	მიწოდების	PROPN
gs-2546	87	89	ჯაჭვის	ჯაჭვის	PROPN
gs-2546	87	90	პროცესებში.	პროცესებში.	VERB
gs-2546	87	91	ჩვენს	ჩვენს	VERB
gs-2546	87	92	მიერ	მიერ	PROPN
gs-2546	87	93	ჩატარებული	ჩატარებული	PROPN
gs-2546	87	94	კვლევის	კვლევის	PROPN
gs-2546	87	95	საფუძველზე	საფუძველზე	PROPN
gs-2546	87	96	მივირეთ	მივირეთ	PROPN
gs-2546	87	97	მონაცემთა	მონაცემთა	VERB
gs-2546	87	98	ანალიზის	ანალიზის	PROPN
gs-2546	87	99	როლის	როლის	PROPN
gs-2546	87	100	ეფექტურობა	ეფექტურობა	PROPN
gs-2546	88	1	რეალურ	რეალურ	NUM
gs-2546	88	2	დროში	დროში	PROPN
gs-2546	88	3	ხილვადობის	ხილვადობის	ADJ
gs-2546	88	4	უზრუნველსაყოფად	უზრუნველსაყოფად	PROPN
gs-2546	88	5	,	,	PUNCT
gs-2546	88	6	მოთხოვნის	მოთხოვნის	ADJ
gs-2546	88	7	პროგნოზირების	პროგნოზირების	NOUN
gs-2546	88	8	,	,	PUNCT
gs-2546	88	9	ანალიტიზისა	ანალიტიზისა	VERB
gs-2546	88	10	და	და	PROPN
gs-2546	88	11	მიწოდების	მიწოდების	PROPN
gs-2546	88	12	ჯაჭვის	ჯაჭვის	PROPN
gs-2546	88	13	რისკის	რისკის	VERB
gs-2546	88	14	ეფექტურ	ეფექტურ	NOUN
gs-2546	88	15	მართვაში.	მართვაში.	PROPN
gs-2546	88	16	გარდა	გარდა	NOUN
gs-2546	88	17	ამისა	ამისა	NOUN
gs-2546	88	18	,	,	PUNCT
gs-2546	88	19	ჩვენ	ჩვენ	PROPN
gs-2546	88	20	განვიხილავთ	განვიხილავთ	NOUN
gs-2546	88	21	დიგიტალიზაციის	დიგიტალიზაციის	VERB
gs-2546	88	22	გავლენას	გავლენას	PROPN
gs-2546	88	23	ისეთი	ისეთი	PROPN
gs-2546	88	24	ტექნოლოგიების	ტექნოლოგიების	PROPN
gs-2546	88	25	ინკორპორაციის	ინკორპორაციის	PROPN
gs-2546	88	26	გზით	გზით	NOUN
gs-2546	88	27	,	,	PUNCT
gs-2546	88	28	როგორიცაა	როგორიცაა	ADJ
gs-2546	88	29	iot	iot	NOUN
gs-2546	88	30	,	,	PUNCT
gs-2546	88	31	blockchain	blockchain	PROPN
gs-2546	88	32	და	და	PROPN
gs-2546	88	33	პროცესების	პროცესების	PROPN
gs-2546	88	34	ავტომატიზაცია.	ავტომატიზაცია.	ADJ
gs-2546	88	35	საკვანძო	საკვანძო	PROPN
gs-2546	88	36	სიტყვები	სიტყვები	NOUN
gs-2546	88	37	:	:	PUNCT
gs-2546	88	38	საგნების	საგნების	PROPN
gs-2546	88	39	ინტერნეტი	ინტერნეტი	NOUN
gs-2546	88	40	,	,	PUNCT
gs-2546	88	41	მიწოდების	მიწოდების	ADJ
gs-2546	88	42	ჯაჭვის	ჯაჭვის	NOUN
gs-2546	88	43	მართვა	მართვა	NOUN
gs-2546	88	44	,	,	PUNCT
gs-2546	88	45	ხელოვნური	ხელოვნური	X
gs-2546	88	46	ინტელექტი	ინტელექტი	NOUN