id	sid	tid	token	lemma	pos
easat-9775	1	1	edelweiss	edelweiss	PROPN
easat-9775	1	2	applied	apply	VERB
easat-9775	1	3	science	science	NOUN
easat-9775	1	4	and	and	CCONJ
easat-9775	1	5	technology	technology	NOUN
easat-9775	1	6	issn	issn	PROPN
easat-9775	1	7	:	:	PUNCT
easat-9775	1	8	2576	2576	NUM
easat-9775	1	9	-	-	SYM
easat-9775	1	10	8484	8484	NUM
easat-9775	1	11	vol	vol	NOUN
easat-9775	1	12	.	.	PROPN
easat-9775	2	1	9	9	NUM
easat-9775	2	2	,	,	PUNCT
easat-9775	2	3	no	no	INTJ
easat-9775	2	4	.	.	NOUN
easat-9775	2	5	9	9	NUM
easat-9775	2	6	,	,	PUNCT
easat-9775	2	7	144	144	NUM
easat-9775	2	8	-	-	SYM
easat-9775	2	9	154	154	NUM
easat-9775	2	10	2025	2025	NUM
easat-9775	2	11	publisher	publisher	NOUN
easat-9775	2	12	:	:	PUNCT
easat-9775	2	13	learning	learn	VERB
easat-9775	2	14	gate	gate	NOUN
easat-9775	2	15	doi	doi	PROPN
easat-9775	2	16	:	:	PUNCT
easat-9775	2	17	10.55214/2576	10.55214/2576	NUM
easat-9775	2	18	-	-	PUNCT
easat-9775	2	19	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	2	20	©	©	PROPN
easat-9775	2	21	2025	2025	NUM
easat-9775	2	22	by	by	ADP
easat-9775	2	23	the	the	DET
easat-9775	2	24	author	author	NOUN
easat-9775	2	25	;	;	PUNCT
easat-9775	2	26	licensee	licensee	PROPN
easat-9775	2	27	learning	learning	NOUN
easat-9775	2	28	gate	gate	NOUN
easat-9775	3	1	©	©	PROPN
easat-9775	3	2	2025	2025	NUM
easat-9775	3	3	by	by	ADP
easat-9775	3	4	the	the	DET
easat-9775	3	5	author	author	NOUN
easat-9775	3	6	;	;	PUNCT
easat-9775	3	7	licensee	licensee	PROPN
easat-9775	3	8	learning	learning	NOUN
easat-9775	3	9	gate	gate	NOUN
easat-9775	3	10	history	history	NOUN
easat-9775	3	11	:	:	PUNCT
easat-9775	3	12	received	receive	VERB
easat-9775	3	13	:	:	PUNCT
easat-9775	3	14	1	1	NUM
easat-9775	3	15	july	july	NOUN
easat-9775	3	16	2025	2025	NUM
easat-9775	3	17	;	;	PUNCT
easat-9775	3	18	revised	revise	VERB
easat-9775	3	19	:	:	PUNCT
easat-9775	3	20	20	20	NUM
easat-9775	3	21	august	august	PROPN
easat-9775	3	22	2025	2025	NUM
easat-9775	3	23	;	;	PUNCT
easat-9775	3	24	accepted	accept	VERB
easat-9775	3	25	:	:	PUNCT
easat-9775	3	26	25	25	NUM
easat-9775	3	27	august	august	PROPN
easat-9775	3	28	2025	2025	NUM
easat-9775	3	29	;	;	PUNCT
easat-9775	3	30	published	publish	VERB
easat-9775	3	31	:	:	PUNCT
easat-9775	3	32	1	1	NUM
easat-9775	3	33	september	september	PROPN
easat-9775	3	34	2025	2025	NUM
easat-9775	3	35	*	*	PUNCT
easat-9775	3	36	correspondence	correspondence	NOUN
easat-9775	3	37	:	:	PUNCT
easat-9775	3	38	rmorocho@utmachala.edu.ec	rmorocho@utmachala.edu.ec	NOUN
easat-9775	3	39	a	a	DET
easat-9775	3	40	cloud	cloud	ADJ
easat-9775	3	41	-	-	PUNCT
easat-9775	3	42	accessible	accessible	ADJ
easat-9775	3	43	virtual	virtual	ADJ
easat-9775	3	44	lab	lab	NOUN
easat-9775	3	45	architecture	architecture	NOUN
easat-9775	3	46	for	for	ADP
easat-9775	3	47	teaching	teach	VERB
easat-9775	3	48	network	network	NOUN
easat-9775	3	49	automation	automation	NOUN
easat-9775	3	50	:	:	PUNCT
easat-9775	3	51	integrating	integrate	VERB
easat-9775	3	52	cisco	cisco	PROPN
easat-9775	3	53	packet	packet	NOUN
easat-9775	3	54	tracer	tracer	NOUN
easat-9775	3	55	rest	rest	NOUN
easat-9775	3	56	api	api	NOUN
easat-9775	3	57	with	with	ADP
easat-9775	3	58	docker	docker	PROPN
easat-9775	3	59	,	,	PUNCT
easat-9775	3	60	cloudflare	cloudflare	PROPN
easat-9775	3	61	tunnel	tunnel	NOUN
easat-9775	3	62	,	,	PUNCT
easat-9775	3	63	and	and	CCONJ
easat-9775	4	1	google	google	PROPN
easat-9775	4	2	colab	colab	PROPN
easat-9775	4	3	rodrigo	rodrigo	PROPN
easat-9775	4	4	fernando	fernando	PROPN
easat-9775	4	5	morocho	morocho	PROPN
easat-9775	5	1	román1	román1	PROPN
easat-9775	5	2	*	*	PROPN
easat-9775	5	3	1technical	1technical	PROPN
easat-9775	5	4	university	university	PROPN
easat-9775	5	5	of	of	ADP
easat-9775	5	6	machala	machala	PROPN
easat-9775	5	7	,	,	PUNCT
easat-9775	5	8	machala	machala	PROPN
easat-9775	5	9	,	,	PUNCT
easat-9775	5	10	ecuador	ecuador	PROPN
easat-9775	5	11	;	;	PUNCT
easat-9775	5	12	rmorocho@utmachala.edu.ec	rmorocho@utmachala.edu.ec	NOUN
easat-9775	5	13	(	(	PUNCT
easat-9775	5	14	r.f.m.r	r.f.m.r	PROPN
easat-9775	5	15	.	.	PUNCT
easat-9775	5	16	)	)	PUNCT
easat-9775	5	17	.	.	PUNCT
easat-9775	6	1	abstract	abstract	ADV
easat-9775	6	2	:	:	PUNCT
easat-9775	6	3	this	this	DET
easat-9775	6	4	study	study	NOUN
easat-9775	6	5	designed	design	VERB
easat-9775	6	6	and	and	CCONJ
easat-9775	6	7	evaluated	evaluate	VERB
easat-9775	6	8	a	a	DET
easat-9775	6	9	reproducible	reproducible	ADJ
easat-9775	6	10	,	,	PUNCT
easat-9775	6	11	cloud	cloud	ADJ
easat-9775	6	12	-	-	PUNCT
easat-9775	6	13	accessible	accessible	ADJ
easat-9775	6	14	virtual	virtual	ADJ
easat-9775	6	15	laboratory	laboratory	NOUN
easat-9775	6	16	architecture	architecture	NOUN
easat-9775	6	17	for	for	ADP
easat-9775	6	18	teaching	teach	VERB
easat-9775	6	19	network	network	NOUN
easat-9775	6	20	automation	automation	NOUN
easat-9775	6	21	in	in	ADP
easat-9775	6	22	higher	high	ADJ
easat-9775	6	23	education	education	NOUN
easat-9775	6	24	.	.	PUNCT
easat-9775	7	1	the	the	DET
easat-9775	7	2	goal	goal	NOUN
easat-9775	7	3	was	be	AUX
easat-9775	7	4	to	to	PART
easat-9775	7	5	address	address	VERB
easat-9775	7	6	the	the	DET
easat-9775	7	7	lack	lack	NOUN
easat-9775	7	8	of	of	ADP
easat-9775	7	9	cost	cost	NOUN
easat-9775	7	10	-	-	PUNCT
easat-9775	7	11	effective	effective	ADJ
easat-9775	7	12	and	and	CCONJ
easat-9775	7	13	scalable	scalable	ADJ
easat-9775	7	14	infrastructures	infrastructure	NOUN
easat-9775	7	15	that	that	PRON
easat-9775	7	16	enable	enable	VERB
easat-9775	7	17	students	student	NOUN
easat-9775	7	18	to	to	PART
easat-9775	7	19	develop	develop	VERB
easat-9775	7	20	automation	automation	NOUN
easat-9775	7	21	skills	skill	NOUN
easat-9775	7	22	aligned	align	VERB
easat-9775	7	23	with	with	ADP
easat-9775	7	24	current	current	ADJ
easat-9775	7	25	industry	industry	NOUN
easat-9775	7	26	demands	demand	NOUN
easat-9775	7	27	.	.	PUNCT
easat-9775	8	1	the	the	DET
easat-9775	8	2	proposed	propose	VERB
easat-9775	8	3	design	design	NOUN
easat-9775	8	4	integrated	integrate	VERB
easat-9775	8	5	cisco	cisco	PROPN
easat-9775	8	6	packet	packet	NOUN
easat-9775	8	7	tracer	tracer	NOUN
easat-9775	8	8	’s	’s	PART
easat-9775	8	9	rest	rest	PROPN
easat-9775	8	10	api	api	NOUN
easat-9775	8	11	,	,	PUNCT
easat-9775	8	12	docker	docker	PROPN
easat-9775	8	13	containerization	containerization	NOUN
easat-9775	8	14	,	,	PUNCT
easat-9775	8	15	cloudflare	cloudflare	NOUN
easat-9775	8	16	tunnel	tunnel	NOUN
easat-9775	8	17	,	,	PUNCT
easat-9775	8	18	and	and	CCONJ
easat-9775	8	19	google	google	PROPN
easat-9775	8	20	colab	colab	PROPN
easat-9775	8	21	to	to	PART
easat-9775	8	22	facilitate	facilitate	VERB
easat-9775	8	23	real	real	ADJ
easat-9775	8	24	-	-	PUNCT
easat-9775	8	25	time	time	NOUN
easat-9775	8	26	programmatic	programmatic	ADJ
easat-9775	8	27	interaction	interaction	NOUN
easat-9775	8	28	with	with	ADP
easat-9775	8	29	simulated	simulated	ADJ
easat-9775	8	30	networks	network	NOUN
easat-9775	8	31	through	through	ADP
easat-9775	8	32	python	python	PROPN
easat-9775	8	33	.	.	PUNCT
easat-9775	9	1	a	a	DET
easat-9775	9	2	design	design	NOUN
easat-9775	9	3	-	-	PUNCT
easat-9775	9	4	based	base	VERB
easat-9775	9	5	research	research	NOUN
easat-9775	9	6	(	(	PUNCT
easat-9775	9	7	dbr	dbr	PROPN
easat-9775	9	8	)	)	PUNCT
easat-9775	9	9	methodology	methodology	NOUN
easat-9775	9	10	was	be	AUX
easat-9775	9	11	adopted	adopt	VERB
easat-9775	9	12	,	,	PUNCT
easat-9775	9	13	and	and	CCONJ
easat-9775	9	14	a	a	DET
easat-9775	9	15	pilot	pilot	NOUN
easat-9775	9	16	was	be	AUX
easat-9775	9	17	conducted	conduct	VERB
easat-9775	9	18	with	with	ADP
easat-9775	9	19	35	35	NUM
easat-9775	9	20	undergraduate	undergraduate	ADJ
easat-9775	9	21	students	student	NOUN
easat-9775	9	22	enrolled	enrol	VERB
easat-9775	9	23	in	in	ADP
easat-9775	9	24	the	the	DET
easat-9775	9	25	“	"	PUNCT
easat-9775	9	26	network	network	NOUN
easat-9775	9	27	management	management	NOUN
easat-9775	9	28	”	"	PUNCT
easat-9775	9	29	course	course	NOUN
easat-9775	9	30	at	at	ADP
easat-9775	9	31	the	the	DET
easat-9775	9	32	technical	technical	ADJ
easat-9775	9	33	university	university	PROPN
easat-9775	9	34	of	of	ADP
easat-9775	9	35	machala	machala	PROPN
easat-9775	9	36	(	(	PUNCT
easat-9775	9	37	ecuador	ecuador	PROPN
easat-9775	9	38	)	)	PUNCT
easat-9775	9	39	.	.	PUNCT
easat-9775	10	1	the	the	DET
easat-9775	10	2	intervention	intervention	NOUN
easat-9775	10	3	consisted	consist	VERB
easat-9775	10	4	of	of	ADP
easat-9775	10	5	three	three	NUM
easat-9775	10	6	structured	structured	ADJ
easat-9775	10	7	labs	lab	NOUN
easat-9775	10	8	,	,	PUNCT
easat-9775	10	9	a	a	DET
easat-9775	10	10	pre	pre	NOUN
easat-9775	10	11	-	-	NOUN
easat-9775	10	12	test	test	NOUN
easat-9775	10	13	/	/	SYM
easat-9775	10	14	post	post	ADJ
easat-9775	10	15	-	-	ADJ
easat-9775	10	16	test	test	ADJ
easat-9775	10	17	assessment	assessment	NOUN
easat-9775	10	18	,	,	PUNCT
easat-9775	10	19	and	and	CCONJ
easat-9775	10	20	a	a	DET
easat-9775	10	21	perception	perception	NOUN
easat-9775	10	22	survey	survey	NOUN
easat-9775	10	23	.	.	PUNCT
easat-9775	11	1	findings	finding	NOUN
easat-9775	11	2	revealed	reveal	VERB
easat-9775	11	3	statistically	statistically	ADV
easat-9775	11	4	significant	significant	ADJ
easat-9775	11	5	learning	learning	NOUN
easat-9775	11	6	gains	gain	NOUN
easat-9775	11	7	,	,	PUNCT
easat-9775	11	8	with	with	ADP
easat-9775	11	9	post	post	ADJ
easat-9775	11	10	-	-	ADJ
easat-9775	11	11	test	test	ADJ
easat-9775	11	12	scores	score	NOUN
easat-9775	11	13	showing	show	VERB
easat-9775	11	14	marked	mark	VERB
easat-9775	11	15	improvement	improvement	NOUN
easat-9775	11	16	over	over	ADP
easat-9775	11	17	pre	pre	ADJ
easat-9775	11	18	-	-	ADJ
easat-9775	11	19	test	test	ADJ
easat-9775	11	20	results	result	NOUN
easat-9775	11	21	.	.	PUNCT
easat-9775	12	1	students	student	NOUN
easat-9775	12	2	also	also	ADV
easat-9775	12	3	reported	report	VERB
easat-9775	12	4	high	high	ADJ
easat-9775	12	5	satisfaction	satisfaction	NOUN
easat-9775	12	6	and	and	CCONJ
easat-9775	12	7	engagement	engagement	NOUN
easat-9775	12	8	,	,	PUNCT
easat-9775	12	9	highlighting	highlight	VERB
easat-9775	12	10	the	the	DET
easat-9775	12	11	accessibility	accessibility	NOUN
easat-9775	12	12	and	and	CCONJ
easat-9775	12	13	novelty	novelty	NOUN
easat-9775	12	14	of	of	ADP
easat-9775	12	15	combining	combine	VERB
easat-9775	12	16	cloud	cloud	NOUN
easat-9775	12	17	platforms	platform	NOUN
easat-9775	12	18	with	with	ADP
easat-9775	12	19	network	network	NOUN
easat-9775	12	20	simulators	simulator	NOUN
easat-9775	12	21	.	.	PUNCT
easat-9775	13	1	the	the	DET
easat-9775	13	2	study	study	NOUN
easat-9775	13	3	concludes	conclude	VERB
easat-9775	13	4	that	that	SCONJ
easat-9775	13	5	this	this	DET
easat-9775	13	6	architecture	architecture	NOUN
easat-9775	13	7	provides	provide	VERB
easat-9775	13	8	a	a	DET
easat-9775	13	9	feasible	feasible	ADJ
easat-9775	13	10	and	and	CCONJ
easat-9775	13	11	pedagogically	pedagogically	ADV
easat-9775	13	12	sound	sound	ADJ
easat-9775	13	13	model	model	NOUN
easat-9775	13	14	for	for	ADP
easat-9775	13	15	integrating	integrate	VERB
easat-9775	13	16	network	network	NOUN
easat-9775	13	17	automation	automation	NOUN
easat-9775	13	18	into	into	ADP
easat-9775	13	19	curricula	curricula	NOUN
easat-9775	13	20	.	.	PUNCT
easat-9775	14	1	practical	practical	ADJ
easat-9775	14	2	implications	implication	NOUN
easat-9775	14	3	include	include	VERB
easat-9775	14	4	lowering	lower	VERB
easat-9775	14	5	barriers	barrier	NOUN
easat-9775	14	6	to	to	ADP
easat-9775	14	7	access	access	NOUN
easat-9775	14	8	,	,	PUNCT
easat-9775	14	9	fostering	foster	VERB
easat-9775	14	10	active	active	ADJ
easat-9775	14	11	learning	learning	NOUN
easat-9775	14	12	,	,	PUNCT
easat-9775	14	13	and	and	CCONJ
easat-9775	14	14	offering	offer	VERB
easat-9775	14	15	institutions	institution	NOUN
easat-9775	14	16	a	a	DET
easat-9775	14	17	scalable	scalable	ADJ
easat-9775	14	18	,	,	PUNCT
easat-9775	14	19	low	low	ADJ
easat-9775	14	20	-	-	PUNCT
easat-9775	14	21	cost	cost	NOUN
easat-9775	14	22	alternative	alternative	NOUN
easat-9775	14	23	to	to	ADP
easat-9775	14	24	physical	physical	ADJ
easat-9775	14	25	labs	lab	NOUN
easat-9775	14	26	.	.	PUNCT
easat-9775	15	1	keywords	keyword	NOUN
easat-9775	15	2	:	:	PUNCT
easat-9775	15	3	cisco	cisco	PROPN
easat-9775	15	4	packet	packet	NOUN
easat-9775	15	5	tracer	tracer	NOUN
easat-9775	15	6	,	,	PUNCT
easat-9775	15	7	cloud	cloud	NOUN
easat-9775	15	8	-	-	PUNCT
easat-9775	15	9	based	base	VERB
easat-9775	15	10	education	education	NOUN
easat-9775	15	11	,	,	PUNCT
easat-9775	15	12	constructivist	constructivist	NOUN
easat-9775	15	13	learning	learning	PROPN
easat-9775	15	14	,	,	PUNCT
easat-9775	15	15	docker	docker	PROPN
easat-9775	15	16	,	,	PUNCT
easat-9775	15	17	google	google	PROPN
easat-9775	15	18	colab	colab	PROPN
easat-9775	15	19	,	,	PUNCT
easat-9775	15	20	network	network	NOUN
easat-9775	15	21	automation	automation	NOUN
easat-9775	15	22	,	,	PUNCT
easat-9775	15	23	rest	rest	NOUN
easat-9775	15	24	apis	apis	ADJ
easat-9775	15	25	,	,	PUNCT
easat-9775	15	26	virtual	virtual	ADJ
easat-9775	15	27	laboratories	laboratory	NOUN
easat-9775	15	28	.	.	PUNCT
easat-9775	16	1	1	1	X
easat-9775	16	2	.	.	X
easat-9775	16	3	introduction	introduction	NOUN
easat-9775	16	4	the	the	DET
easat-9775	16	5	increasing	increase	VERB
easat-9775	16	6	complexity	complexity	NOUN
easat-9775	16	7	of	of	ADP
easat-9775	16	8	modern	modern	ADJ
easat-9775	16	9	networks	network	NOUN
easat-9775	16	10	and	and	CCONJ
easat-9775	16	11	the	the	DET
easat-9775	16	12	widespread	widespread	ADJ
easat-9775	16	13	adoption	adoption	NOUN
easat-9775	16	14	of	of	ADP
easat-9775	16	15	programmable	programmable	ADJ
easat-9775	16	16	infrastructures	infrastructure	NOUN
easat-9775	16	17	have	have	AUX
easat-9775	16	18	created	create	VERB
easat-9775	16	19	a	a	DET
easat-9775	16	20	growing	grow	VERB
easat-9775	16	21	demand	demand	NOUN
easat-9775	16	22	for	for	ADP
easat-9775	16	23	professionals	professional	NOUN
easat-9775	16	24	skilled	skille	VERB
easat-9775	16	25	in	in	ADP
easat-9775	16	26	network	network	NOUN
easat-9775	16	27	automation	automation	NOUN
easat-9775	16	28	.	.	PUNCT
easat-9775	17	1	as	as	SCONJ
easat-9775	17	2	organizations	organization	NOUN
easat-9775	17	3	transition	transition	NOUN
easat-9775	17	4	toward	toward	ADP
easat-9775	17	5	intent	intent	NOUN
easat-9775	17	6	-	-	PUNCT
easat-9775	17	7	based	base	VERB
easat-9775	17	8	networking	networking	NOUN
easat-9775	17	9	and	and	CCONJ
easat-9775	17	10	devops	devop	NOUN
easat-9775	17	11	practices	practice	NOUN
easat-9775	17	12	,	,	PUNCT
easat-9775	17	13	educational	educational	ADJ
easat-9775	17	14	institutions	institution	NOUN
easat-9775	17	15	face	face	VERB
easat-9775	17	16	the	the	DET
easat-9775	17	17	challenge	challenge	NOUN
easat-9775	17	18	of	of	ADP
easat-9775	17	19	updating	update	VERB
easat-9775	17	20	curricula	curricula	NOUN
easat-9775	17	21	to	to	PART
easat-9775	17	22	include	include	VERB
easat-9775	17	23	hands	hand	NOUN
easat-9775	17	24	-	-	PUNCT
easat-9775	17	25	on	on	ADP
easat-9775	17	26	training	training	NOUN
easat-9775	17	27	in	in	ADP
easat-9775	17	28	automation	automation	NOUN
easat-9775	17	29	,	,	PUNCT
easat-9775	17	30	scripting	scripting	NOUN
easat-9775	17	31	,	,	PUNCT
easat-9775	17	32	and	and	CCONJ
easat-9775	17	33	software	software	NOUN
easat-9775	17	34	-	-	PUNCT
easat-9775	17	35	defined	define	VERB
easat-9775	17	36	infrastructures	infrastructure	NOUN
easat-9775	17	37	[	[	X
easat-9775	17	38	1	1	NUM
easat-9775	17	39	,	,	PUNCT
easat-9775	17	40	2	2	NUM
easat-9775	17	41	]	]	PUNCT
easat-9775	17	42	.	.	PUNCT
easat-9775	18	1	however	however	ADV
easat-9775	18	2	,	,	PUNCT
easat-9775	18	3	deploying	deploy	VERB
easat-9775	18	4	physical	physical	ADJ
easat-9775	18	5	network	network	NOUN
easat-9775	18	6	laboratories	laboratory	NOUN
easat-9775	18	7	with	with	ADP
easat-9775	18	8	automation	automation	NOUN
easat-9775	18	9	capabilities	capability	NOUN
easat-9775	18	10	remains	remain	VERB
easat-9775	18	11	cost	cost	NOUN
easat-9775	18	12	-	-	PUNCT
easat-9775	18	13	prohibitive	prohibitive	ADJ
easat-9775	18	14	and	and	CCONJ
easat-9775	18	15	logistically	logistically	ADV
easat-9775	18	16	challenging	challenging	ADJ
easat-9775	18	17	,	,	PUNCT
easat-9775	18	18	particularly	particularly	ADV
easat-9775	18	19	for	for	ADP
easat-9775	18	20	institutions	institution	NOUN
easat-9775	18	21	with	with	ADP
easat-9775	18	22	limited	limited	ADJ
easat-9775	18	23	resources	resource	NOUN
easat-9775	18	24	[	[	X
easat-9775	18	25	3	3	NUM
easat-9775	18	26	]	]	PUNCT
easat-9775	18	27	.	.	PUNCT
easat-9775	19	1	virtual	virtual	ADJ
easat-9775	19	2	laboratories	laboratory	NOUN
easat-9775	19	3	have	have	AUX
easat-9775	19	4	emerged	emerge	VERB
easat-9775	19	5	as	as	ADP
easat-9775	19	6	a	a	DET
easat-9775	19	7	scalable	scalable	ADJ
easat-9775	19	8	and	and	CCONJ
easat-9775	19	9	accessible	accessible	ADJ
easat-9775	19	10	alternative	alternative	NOUN
easat-9775	19	11	to	to	ADP
easat-9775	19	12	physical	physical	ADJ
easat-9775	19	13	labs	lab	NOUN
easat-9775	19	14	.	.	PUNCT
easat-9775	20	1	tools	tool	NOUN
easat-9775	20	2	such	such	ADJ
easat-9775	20	3	as	as	ADP
easat-9775	20	4	cisco	cisco	PROPN
easat-9775	20	5	packet	packet	NOUN
easat-9775	20	6	tracer	tracer	NOUN
easat-9775	20	7	allow	allow	VERB
easat-9775	20	8	students	student	NOUN
easat-9775	20	9	to	to	PART
easat-9775	20	10	simulate	simulate	VERB
easat-9775	20	11	network	network	NOUN
easat-9775	20	12	devices	device	NOUN
easat-9775	20	13	and	and	CCONJ
easat-9775	20	14	protocols	protocol	NOUN
easat-9775	20	15	in	in	ADP
easat-9775	20	16	an	an	DET
easat-9775	20	17	interactive	interactive	ADJ
easat-9775	20	18	environment	environment	NOUN
easat-9775	20	19	without	without	ADP
easat-9775	20	20	requiring	require	VERB
easat-9775	20	21	hardware	hardware	NOUN
easat-9775	20	22	[	[	X
easat-9775	20	23	4	4	NUM
easat-9775	20	24	]	]	PUNCT
easat-9775	20	25	.	.	PUNCT
easat-9775	21	1	nonetheless	nonetheless	ADV
easat-9775	21	2	,	,	PUNCT
easat-9775	21	3	while	while	SCONJ
easat-9775	21	4	packet	packet	NOUN
easat-9775	21	5	tracer	tracer	NOUN
easat-9775	21	6	is	be	AUX
easat-9775	21	7	widely	widely	ADV
easat-9775	21	8	adopted	adopt	VERB
easat-9775	21	9	,	,	PUNCT
easat-9775	21	10	it	it	PRON
easat-9775	21	11	has	have	AUX
easat-9775	21	12	traditionally	traditionally	ADV
easat-9775	21	13	lacked	lack	VERB
easat-9775	21	14	built	build	VERB
easat-9775	21	15	-	-	PUNCT
easat-9775	21	16	in	in	ADP
easat-9775	21	17	support	support	NOUN
easat-9775	21	18	for	for	ADP
easat-9775	21	19	automation	automation	NOUN
easat-9775	21	20	workflows	workflow	NOUN
easat-9775	21	21	.	.	PUNCT
easat-9775	22	1	the	the	DET
easat-9775	22	2	introduction	introduction	NOUN
easat-9775	22	3	of	of	ADP
easat-9775	22	4	a	a	DET
easat-9775	22	5	rest	rest	NOUN
easat-9775	22	6	api	api	NOUN
easat-9775	22	7	in	in	ADP
easat-9775	22	8	recent	recent	ADJ
easat-9775	22	9	versions	version	NOUN
easat-9775	22	10	opens	open	VERB
easat-9775	22	11	new	new	ADJ
easat-9775	22	12	opportunities	opportunity	NOUN
easat-9775	22	13	for	for	ADP
easat-9775	22	14	integrating	integrate	VERB
easat-9775	22	15	automation	automation	NOUN
easat-9775	22	16	into	into	ADP
easat-9775	22	17	network	network	NOUN
easat-9775	22	18	simulations	simulation	NOUN
easat-9775	22	19	[	[	X
easat-9775	22	20	5	5	NUM
easat-9775	22	21	]	]	PUNCT
easat-9775	22	22	.	.	PUNCT
easat-9775	23	1	to	to	PART
easat-9775	23	2	execute	execute	VERB
easat-9775	23	3	automation	automation	NOUN
easat-9775	23	4	scripts	script	NOUN
easat-9775	23	5	in	in	ADP
easat-9775	23	6	an	an	DET
easat-9775	23	7	accessible	accessible	ADJ
easat-9775	23	8	environment	environment	NOUN
easat-9775	23	9	,	,	PUNCT
easat-9775	23	10	google	google	PROPN
easat-9775	23	11	colab	colab	PROPN
easat-9775	23	12	offers	offer	VERB
easat-9775	23	13	a	a	DET
easat-9775	23	14	cloud	cloud	NOUN
easat-9775	23	15	-	-	PUNCT
easat-9775	23	16	based	base	VERB
easat-9775	23	17	platform	platform	NOUN
easat-9775	23	18	where	where	SCONJ
easat-9775	23	19	learners	learner	NOUN
easat-9775	23	20	can	can	AUX
easat-9775	23	21	write	write	VERB
easat-9775	23	22	and	and	CCONJ
easat-9775	23	23	run	run	VERB
easat-9775	23	24	python	python	PROPN
easat-9775	23	25	code	code	NOUN
easat-9775	23	26	directly	directly	ADV
easat-9775	23	27	from	from	ADP
easat-9775	23	28	a	a	DET
easat-9775	23	29	browser	browser	NOUN
easat-9775	23	30	.	.	PUNCT
easat-9775	24	1	with	with	ADP
easat-9775	24	2	built	build	VERB
easat-9775	24	3	-	-	PUNCT
easat-9775	24	4	in	in	ADP
easat-9775	24	5	support	support	NOUN
easat-9775	24	6	for	for	ADP
easat-9775	24	7	python	python	NOUN
easat-9775	24	8	libraries	library	NOUN
easat-9775	24	9	such	such	ADJ
easat-9775	24	10	as	as	ADP
easat-9775	24	11	requests	request	NOUN
easat-9775	24	12	,	,	PUNCT
easat-9775	24	13	it	it	PRON
easat-9775	24	14	is	be	AUX
easat-9775	24	15	possible	possible	ADJ
easat-9775	24	16	to	to	PART
easat-9775	24	17	consume	consume	VERB
easat-9775	24	18	apis	apis	ADJ
easat-9775	24	19	,	,	PUNCT
easat-9775	24	20	process	process	VERB
easat-9775	24	21	json	json	NOUN
easat-9775	24	22	data	datum	NOUN
easat-9775	24	23	,	,	PUNCT
easat-9775	24	24	and	and	CCONJ
easat-9775	24	25	visualize	visualize	VERB
easat-9775	24	26	https://orcid.org/0000-0003-0194-5033	https://orcid.org/0000-0003-0194-5033	PROPN
easat-9775	24	27	145	145	NUM
easat-9775	24	28	edelweiss	edelweiss	PROPN
easat-9775	24	29	applied	apply	VERB
easat-9775	24	30	science	science	NOUN
easat-9775	24	31	and	and	CCONJ
easat-9775	24	32	technology	technology	NOUN
easat-9775	24	33	issn	issn	PROPN
easat-9775	24	34	:	:	PUNCT
easat-9775	24	35	2576	2576	NUM
easat-9775	24	36	-	-	SYM
easat-9775	24	37	8484	8484	NUM
easat-9775	24	38	vol	vol	NOUN
easat-9775	24	39	.	.	PROPN
easat-9775	25	1	9	9	NUM
easat-9775	25	2	,	,	PUNCT
easat-9775	25	3	no	no	INTJ
easat-9775	25	4	.	.	NOUN
easat-9775	25	5	9	9	NUM
easat-9775	25	6	:	:	SYM
easat-9775	25	7	144	144	NUM
easat-9775	25	8	-	-	SYM
easat-9775	25	9	154	154	NUM
easat-9775	25	10	,	,	PUNCT
easat-9775	25	11	2025	2025	NUM
easat-9775	25	12	doi	doi	NOUN
easat-9775	25	13	:	:	PUNCT
easat-9775	25	14	10.55214/2576	10.55214/2576	NUM
easat-9775	25	15	-	-	PUNCT
easat-9775	25	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	25	17	©	©	PROPN
easat-9775	25	18	2025	2025	NUM
easat-9775	25	19	by	by	ADP
easat-9775	25	20	the	the	DET
easat-9775	25	21	author	author	NOUN
easat-9775	25	22	;	;	PUNCT
easat-9775	25	23	licensee	licensee	PROPN
easat-9775	25	24	learning	learn	VERB
easat-9775	25	25	gate	gate	NOUN
easat-9775	25	26	results	result	NOUN
easat-9775	25	27	without	without	ADP
easat-9775	25	28	installing	instal	VERB
easat-9775	25	29	additional	additional	ADJ
easat-9775	25	30	software	software	NOUN
easat-9775	25	31	[	[	X
easat-9775	25	32	6	6	NUM
easat-9775	25	33	,	,	PUNCT
easat-9775	25	34	7	7	NUM
easat-9775	25	35	]	]	PUNCT
easat-9775	25	36	.	.	PUNCT
easat-9775	26	1	this	this	PRON
easat-9775	26	2	makes	make	VERB
easat-9775	26	3	colab	colab	PROPN
easat-9775	26	4	particularly	particularly	ADV
easat-9775	26	5	attractive	attractive	ADJ
easat-9775	26	6	for	for	ADP
easat-9775	26	7	educational	educational	ADJ
easat-9775	26	8	contexts	context	NOUN
easat-9775	26	9	seeking	seek	VERB
easat-9775	26	10	to	to	PART
easat-9775	26	11	lower	low	ADJ
easat-9775	26	12	entry	entry	NOUN
easat-9775	26	13	barriers	barrier	NOUN
easat-9775	26	14	for	for	ADP
easat-9775	26	15	students	student	NOUN
easat-9775	26	16	.	.	PUNCT
easat-9775	27	1	a	a	DET
easat-9775	27	2	major	major	ADJ
easat-9775	27	3	limitation	limitation	NOUN
easat-9775	27	4	in	in	ADP
easat-9775	27	5	connecting	connect	VERB
easat-9775	27	6	local	local	ADJ
easat-9775	27	7	simulators	simulator	NOUN
easat-9775	27	8	like	like	ADP
easat-9775	27	9	packet	packet	NOUN
easat-9775	27	10	tracer	tracer	NOUN
easat-9775	27	11	with	with	ADP
easat-9775	27	12	cloud	cloud	NOUN
easat-9775	27	13	platforms	platform	NOUN
easat-9775	27	14	is	be	AUX
easat-9775	27	15	the	the	DET
easat-9775	27	16	absence	absence	NOUN
easat-9775	27	17	of	of	ADP
easat-9775	27	18	public	public	ADJ
easat-9775	27	19	ip	ip	NOUN
easat-9775	27	20	addresses	address	NOUN
easat-9775	27	21	or	or	CCONJ
easat-9775	27	22	open	open	ADJ
easat-9775	27	23	ports	port	NOUN
easat-9775	27	24	in	in	ADP
easat-9775	27	25	typical	typical	ADJ
easat-9775	27	26	classroom	classroom	NOUN
easat-9775	27	27	or	or	CCONJ
easat-9775	27	28	home	home	NOUN
easat-9775	27	29	environments	environment	NOUN
easat-9775	27	30	.	.	PUNCT
easat-9775	28	1	to	to	PART
easat-9775	28	2	address	address	VERB
easat-9775	28	3	this	this	PRON
easat-9775	28	4	,	,	PUNCT
easat-9775	28	5	technologies	technology	NOUN
easat-9775	28	6	such	such	ADJ
easat-9775	28	7	as	as	ADP
easat-9775	28	8	cloudflare	cloudflare	NOUN
easat-9775	28	9	tunnel	tunnel	NOUN
easat-9775	28	10	can	can	AUX
easat-9775	28	11	securely	securely	ADV
easat-9775	28	12	expose	expose	VERB
easat-9775	28	13	local	local	ADJ
easat-9775	28	14	services	service	NOUN
easat-9775	28	15	over	over	ADP
easat-9775	28	16	the	the	DET
easat-9775	28	17	internet	internet	NOUN
easat-9775	28	18	.	.	PUNCT
easat-9775	29	1	when	when	SCONJ
easat-9775	29	2	containerized	containerize	VERB
easat-9775	29	3	with	with	ADP
easat-9775	29	4	docker	docker	PROPN
easat-9775	29	5	,	,	PUNCT
easat-9775	29	6	this	this	DET
easat-9775	29	7	setup	setup	NOUN
easat-9775	29	8	becomes	become	VERB
easat-9775	29	9	portable	portable	ADJ
easat-9775	29	10	,	,	PUNCT
easat-9775	29	11	reproducible	reproducible	ADJ
easat-9775	29	12	,	,	PUNCT
easat-9775	29	13	and	and	CCONJ
easat-9775	29	14	easy	easy	ADJ
easat-9775	29	15	to	to	PART
easat-9775	29	16	deploy	deploy	VERB
easat-9775	29	17	,	,	PUNCT
easat-9775	29	18	providing	provide	VERB
easat-9775	29	19	a	a	DET
easat-9775	29	20	complete	complete	ADJ
easat-9775	29	21	cloud	cloud	NOUN
easat-9775	29	22	-	-	PUNCT
easat-9775	29	23	accessible	accessible	ADJ
easat-9775	29	24	automation	automation	NOUN
easat-9775	29	25	lab	lab	NOUN
easat-9775	30	1	[	[	X
easat-9775	30	2	8	8	NUM
easat-9775	30	3	,	,	PUNCT
easat-9775	30	4	9	9	NUM
easat-9775	30	5	]	]	PUNCT
easat-9775	30	6	.	.	PUNCT
easat-9775	31	1	despite	despite	SCONJ
easat-9775	31	2	the	the	DET
easat-9775	31	3	potential	potential	NOUN
easat-9775	31	4	of	of	ADP
easat-9775	31	5	each	each	DET
easat-9775	31	6	individual	individual	ADJ
easat-9775	31	7	component	component	NOUN
easat-9775	31	8	,	,	PUNCT
easat-9775	31	9	limited	limited	ADJ
easat-9775	31	10	research	research	NOUN
easat-9775	31	11	has	have	AUX
easat-9775	31	12	explored	explore	VERB
easat-9775	31	13	the	the	DET
easat-9775	31	14	pedagogical	pedagogical	ADJ
easat-9775	31	15	impact	impact	NOUN
easat-9775	31	16	of	of	ADP
easat-9775	31	17	integrating	integrate	VERB
easat-9775	31	18	packet	packet	NOUN
easat-9775	31	19	tracer	tracer	NOUN
easat-9775	31	20	,	,	PUNCT
easat-9775	31	21	docker	docker	PROPN
easat-9775	31	22	,	,	PUNCT
easat-9775	31	23	cloudflare	cloudflare	PROPN
easat-9775	31	24	tunnel	tunnel	NOUN
easat-9775	31	25	,	,	PUNCT
easat-9775	31	26	and	and	CCONJ
easat-9775	31	27	google	google	PROPN
easat-9775	31	28	colab	colab	PROPN
easat-9775	31	29	into	into	ADP
easat-9775	31	30	a	a	DET
easat-9775	31	31	unified	unified	ADJ
easat-9775	31	32	and	and	CCONJ
easat-9775	31	33	reproducible	reproducible	VERB
easat-9775	31	34	virtual	virtual	ADJ
easat-9775	31	35	lab	lab	NOUN
easat-9775	31	36	architecture	architecture	NOUN
easat-9775	31	37	.	.	PUNCT
easat-9775	32	1	furthermore	furthermore	ADV
easat-9775	32	2	,	,	PUNCT
easat-9775	32	3	most	most	ADJ
easat-9775	32	4	implementations	implementation	NOUN
easat-9775	32	5	emphasize	emphasize	VERB
easat-9775	32	6	technical	technical	ADJ
easat-9775	32	7	feasibility	feasibility	NOUN
easat-9775	32	8	rather	rather	ADV
easat-9775	32	9	than	than	ADP
easat-9775	32	10	educational	educational	ADJ
easat-9775	32	11	effectiveness	effectiveness	NOUN
easat-9775	32	12	or	or	CCONJ
easat-9775	32	13	alignment	alignment	NOUN
easat-9775	32	14	with	with	ADP
easat-9775	32	15	learning	learning	NOUN
easat-9775	32	16	theories	theory	NOUN
easat-9775	32	17	.	.	PUNCT
easat-9775	33	1	this	this	DET
easat-9775	33	2	study	study	NOUN
easat-9775	33	3	addresses	address	NOUN
easat-9775	33	4	that	that	DET
easat-9775	33	5	gap	gap	NOUN
easat-9775	33	6	by	by	ADP
easat-9775	33	7	designing	design	VERB
easat-9775	33	8	a	a	DET
easat-9775	33	9	constructivist	constructivist	NOUN
easat-9775	33	10	-	-	PUNCT
easat-9775	33	11	aligned	align	VERB
easat-9775	33	12	,	,	PUNCT
easat-9775	33	13	cloud	cloud	ADJ
easat-9775	33	14	-	-	PUNCT
easat-9775	33	15	accessible	accessible	ADJ
easat-9775	33	16	laboratory	laboratory	NOUN
easat-9775	33	17	that	that	PRON
easat-9775	33	18	enables	enable	VERB
easat-9775	33	19	students	student	NOUN
easat-9775	33	20	to	to	PART
easat-9775	33	21	interact	interact	VERB
easat-9775	33	22	programmatically	programmatically	ADV
easat-9775	33	23	with	with	ADP
easat-9775	33	24	virtual	virtual	ADJ
easat-9775	33	25	networks	network	NOUN
easat-9775	33	26	using	use	VERB
easat-9775	33	27	python	python	NOUN
easat-9775	33	28	and	and	CCONJ
easat-9775	33	29	rest	rest	VERB
easat-9775	33	30	apis	apis	ADJ
easat-9775	33	31	.	.	PUNCT
easat-9775	34	1	a	a	DET
easat-9775	34	2	pilot	pilot	NOUN
easat-9775	34	3	was	be	AUX
easat-9775	34	4	conducted	conduct	VERB
easat-9775	34	5	with	with	ADP
easat-9775	34	6	35	35	NUM
easat-9775	34	7	undergraduate	undergraduate	ADJ
easat-9775	34	8	students	student	NOUN
easat-9775	34	9	from	from	ADP
easat-9775	34	10	the	the	DET
easat-9775	34	11	technical	technical	ADJ
easat-9775	34	12	university	university	PROPN
easat-9775	34	13	of	of	ADP
easat-9775	34	14	machala	machala	PROPN
easat-9775	34	15	,	,	PUNCT
easat-9775	34	16	incorporating	incorporate	VERB
easat-9775	34	17	three	three	NUM
easat-9775	34	18	structured	structured	ADJ
easat-9775	34	19	lab	lab	NOUN
easat-9775	34	20	sessions	session	NOUN
easat-9775	34	21	,	,	PUNCT
easat-9775	34	22	a	a	DET
easat-9775	34	23	pre	pre	NOUN
easat-9775	34	24	-	-	NOUN
easat-9775	34	25	test	test	NOUN
easat-9775	34	26	/	/	SYM
easat-9775	34	27	post	post	ADJ
easat-9775	34	28	-	-	ADJ
easat-9775	34	29	test	test	NOUN
easat-9775	34	30	evaluation	evaluation	NOUN
easat-9775	34	31	,	,	PUNCT
easat-9775	34	32	and	and	CCONJ
easat-9775	34	33	a	a	DET
easat-9775	34	34	perception	perception	NOUN
easat-9775	34	35	survey	survey	NOUN
easat-9775	34	36	to	to	PART
easat-9775	34	37	assess	assess	VERB
easat-9775	34	38	learning	learn	VERB
easat-9775	34	39	outcomes	outcome	NOUN
easat-9775	34	40	and	and	CCONJ
easat-9775	34	41	student	student	NOUN
easat-9775	34	42	engagement	engagement	NOUN
easat-9775	34	43	.	.	PUNCT
easat-9775	35	1	the	the	DET
easat-9775	35	2	main	main	ADJ
easat-9775	35	3	contributions	contribution	NOUN
easat-9775	35	4	of	of	ADP
easat-9775	35	5	this	this	DET
easat-9775	35	6	work	work	NOUN
easat-9775	35	7	are	be	AUX
easat-9775	35	8	:	:	PUNCT
easat-9775	35	9	1	1	X
easat-9775	35	10	.	.	PUNCT
easat-9775	36	1	the	the	DET
easat-9775	36	2	design	design	NOUN
easat-9775	36	3	and	and	CCONJ
easat-9775	36	4	deployment	deployment	NOUN
easat-9775	36	5	of	of	ADP
easat-9775	36	6	an	an	DET
easat-9775	36	7	integrated	integrate	VERB
easat-9775	36	8	laboratory	laboratory	NOUN
easat-9775	36	9	using	use	VERB
easat-9775	36	10	widely	widely	ADV
easat-9775	36	11	available	available	ADJ
easat-9775	36	12	and	and	CCONJ
easat-9775	36	13	cost	cost	NOUN
easat-9775	36	14	-	-	PUNCT
easat-9775	36	15	free	free	ADJ
easat-9775	36	16	technologies	technology	NOUN
easat-9775	36	17	.	.	PUNCT
easat-9775	37	1	2	2	X
easat-9775	37	2	.	.	X
easat-9775	37	3	quantitative	quantitative	ADJ
easat-9775	37	4	evidence	evidence	NOUN
easat-9775	37	5	of	of	ADP
easat-9775	37	6	improved	improved	ADJ
easat-9775	37	7	learning	learn	VERB
easat-9775	37	8	outcomes	outcome	NOUN
easat-9775	37	9	after	after	ADP
easat-9775	37	10	structured	structured	ADJ
easat-9775	37	11	automation	automation	NOUN
easat-9775	37	12	labs	lab	NOUN
easat-9775	37	13	.	.	PUNCT
easat-9775	38	1	3	3	X
easat-9775	38	2	.	.	X
easat-9775	38	3	qualitative	qualitative	ADJ
easat-9775	38	4	analysis	analysis	NOUN
easat-9775	38	5	of	of	ADP
easat-9775	38	6	student	student	NOUN
easat-9775	38	7	perceptions	perception	NOUN
easat-9775	38	8	regarding	regard	VERB
easat-9775	38	9	usability	usability	NOUN
easat-9775	38	10	,	,	PUNCT
easat-9775	38	11	relevance	relevance	NOUN
easat-9775	38	12	,	,	PUNCT
easat-9775	38	13	and	and	CCONJ
easat-9775	38	14	satisfaction	satisfaction	NOUN
easat-9775	38	15	.	.	PUNCT
easat-9775	39	1	ultimately	ultimately	ADV
easat-9775	39	2	,	,	PUNCT
easat-9775	39	3	the	the	DET
easat-9775	39	4	proposed	propose	VERB
easat-9775	39	5	approach	approach	NOUN
easat-9775	39	6	democratizes	democratize	VERB
easat-9775	39	7	access	access	NOUN
easat-9775	39	8	to	to	ADP
easat-9775	39	9	modern	modern	ADJ
easat-9775	39	10	networking	networking	NOUN
easat-9775	39	11	education	education	NOUN
easat-9775	39	12	and	and	CCONJ
easat-9775	39	13	equips	equip	VERB
easat-9775	39	14	students	student	NOUN
easat-9775	39	15	with	with	ADP
easat-9775	39	16	practical	practical	ADJ
easat-9775	39	17	skills	skill	NOUN
easat-9775	39	18	aligned	align	VERB
easat-9775	39	19	with	with	ADP
easat-9775	39	20	current	current	ADJ
easat-9775	39	21	industry	industry	NOUN
easat-9775	39	22	trends	trend	NOUN
easat-9775	39	23	.	.	PUNCT
easat-9775	40	1	2	2	X
easat-9775	40	2	.	.	X
easat-9775	40	3	literature	literature	NOUN
easat-9775	40	4	review	review	VERB
easat-9775	40	5	2.1	2.1	NUM
easat-9775	40	6	.	.	PUNCT
easat-9775	41	1	network	network	NOUN
easat-9775	41	2	virtualization	virtualization	NOUN
easat-9775	41	3	and	and	CCONJ
easat-9775	41	4	automation	automation	NOUN
easat-9775	41	5	in	in	ADP
easat-9775	41	6	education	education	NOUN
easat-9775	41	7	the	the	DET
easat-9775	41	8	shift	shift	NOUN
easat-9775	41	9	from	from	ADP
easat-9775	41	10	hardware	hardware	NOUN
easat-9775	41	11	-	-	PUNCT
easat-9775	41	12	centric	centric	NOUN
easat-9775	41	13	to	to	ADP
easat-9775	41	14	software	software	NOUN
easat-9775	41	15	-	-	PUNCT
easat-9775	41	16	defined	define	VERB
easat-9775	41	17	networking	networking	NOUN
easat-9775	41	18	has	have	AUX
easat-9775	41	19	reshaped	reshape	VERB
easat-9775	41	20	how	how	SCONJ
easat-9775	41	21	networks	network	NOUN
easat-9775	41	22	are	be	AUX
easat-9775	41	23	designed	design	VERB
easat-9775	41	24	,	,	PUNCT
easat-9775	41	25	deployed	deploy	VERB
easat-9775	41	26	,	,	PUNCT
easat-9775	41	27	and	and	CCONJ
easat-9775	41	28	managed	manage	VERB
easat-9775	41	29	.	.	PUNCT
easat-9775	42	1	as	as	ADP
easat-9775	42	2	a	a	DET
easat-9775	42	3	result	result	NOUN
easat-9775	42	4	,	,	PUNCT
easat-9775	42	5	educational	educational	ADJ
easat-9775	42	6	institutions	institution	NOUN
easat-9775	42	7	are	be	AUX
easat-9775	42	8	expected	expect	VERB
easat-9775	42	9	to	to	PART
easat-9775	42	10	adapt	adapt	VERB
easat-9775	42	11	their	their	PRON
easat-9775	42	12	curricula	curricula	NOUN
easat-9775	42	13	to	to	PART
easat-9775	42	14	prepare	prepare	VERB
easat-9775	42	15	students	student	NOUN
easat-9775	42	16	for	for	ADP
easat-9775	42	17	programmable	programmable	ADJ
easat-9775	42	18	networks	network	NOUN
easat-9775	42	19	and	and	CCONJ
easat-9775	42	20	automation	automation	NOUN
easat-9775	42	21	-	-	PUNCT
easat-9775	42	22	driven	drive	VERB
easat-9775	42	23	environments	environment	NOUN
easat-9775	42	24	.	.	PUNCT
easat-9775	43	1	network	network	NOUN
easat-9775	43	2	virtualization	virtualization	NOUN
easat-9775	43	3	provides	provide	VERB
easat-9775	43	4	a	a	DET
easat-9775	43	5	foundation	foundation	NOUN
easat-9775	43	6	for	for	ADP
easat-9775	43	7	scalable	scalable	ADJ
easat-9775	43	8	,	,	PUNCT
easat-9775	43	9	reusable	reusable	ADJ
easat-9775	43	10	,	,	PUNCT
easat-9775	43	11	and	and	CCONJ
easat-9775	43	12	cost	cost	NOUN
easat-9775	43	13	-	-	PUNCT
easat-9775	43	14	effective	effective	ADJ
easat-9775	43	15	laboratory	laboratory	NOUN
easat-9775	43	16	environments	environment	NOUN
easat-9775	43	17	where	where	SCONJ
easat-9775	43	18	students	student	NOUN
easat-9775	43	19	can	can	AUX
easat-9775	43	20	simulate	simulate	VERB
easat-9775	43	21	real	real	ADJ
easat-9775	43	22	-	-	PUNCT
easat-9775	43	23	world	world	NOUN
easat-9775	43	24	scenarios	scenario	NOUN
easat-9775	43	25	without	without	ADP
easat-9775	43	26	the	the	DET
easat-9775	43	27	constraints	constraint	NOUN
easat-9775	43	28	of	of	ADP
easat-9775	43	29	physical	physical	ADJ
easat-9775	43	30	devices	device	NOUN
easat-9775	43	31	[	[	X
easat-9775	43	32	10	10	NUM
easat-9775	43	33	]	]	PUNCT
easat-9775	43	34	.	.	PUNCT
easat-9775	44	1	tools	tool	NOUN
easat-9775	44	2	such	such	ADJ
easat-9775	44	3	as	as	ADP
easat-9775	44	4	cisco	cisco	PROPN
easat-9775	44	5	packet	packet	NOUN
easat-9775	44	6	tracer	tracer	NOUN
easat-9775	44	7	,	,	PUNCT
easat-9775	44	8	gns3	gns3	NOUN
easat-9775	44	9	,	,	PUNCT
easat-9775	44	10	and	and	CCONJ
easat-9775	44	11	eve	eve	PROPN
easat-9775	44	12	-	-	PUNCT
easat-9775	44	13	ng	ng	PROPN
easat-9775	44	14	are	be	AUX
easat-9775	44	15	widely	widely	ADV
easat-9775	44	16	used	use	VERB
easat-9775	44	17	in	in	ADP
easat-9775	44	18	networking	network	VERB
easat-9775	44	19	education	education	NOUN
easat-9775	44	20	.	.	PUNCT
easat-9775	45	1	these	these	DET
easat-9775	45	2	platforms	platform	NOUN
easat-9775	45	3	enable	enable	VERB
easat-9775	45	4	students	student	NOUN
easat-9775	45	5	to	to	PART
easat-9775	45	6	build	build	VERB
easat-9775	45	7	,	,	PUNCT
easat-9775	45	8	configure	configure	NOUN
easat-9775	45	9	,	,	PUNCT
easat-9775	45	10	and	and	CCONJ
easat-9775	45	11	test	test	NOUN
easat-9775	45	12	network	network	NOUN
easat-9775	45	13	topologies	topology	NOUN
easat-9775	45	14	in	in	ADP
easat-9775	45	15	a	a	DET
easat-9775	45	16	controlled	control	VERB
easat-9775	45	17	and	and	CCONJ
easat-9775	45	18	safe	safe	ADJ
easat-9775	45	19	environment	environment	NOUN
easat-9775	46	1	[	[	X
easat-9775	46	2	11	11	NUM
easat-9775	46	3	]	]	PUNCT
easat-9775	46	4	.	.	PUNCT
easat-9775	47	1	while	while	SCONJ
easat-9775	47	2	these	these	DET
easat-9775	47	3	simulators	simulator	NOUN
easat-9775	47	4	are	be	AUX
easat-9775	47	5	essential	essential	ADJ
easat-9775	47	6	,	,	PUNCT
easat-9775	47	7	they	they	PRON
easat-9775	47	8	often	often	ADV
easat-9775	47	9	require	require	VERB
easat-9775	47	10	complementary	complementary	ADJ
easat-9775	47	11	approaches	approach	NOUN
easat-9775	47	12	to	to	PART
easat-9775	47	13	foster	foster	VERB
easat-9775	47	14	deeper	deep	ADJ
easat-9775	47	15	engagement	engagement	NOUN
easat-9775	47	16	with	with	ADP
easat-9775	47	17	automation	automation	NOUN
easat-9775	47	18	and	and	CCONJ
easat-9775	47	19	programming	programming	NOUN
easat-9775	47	20	concepts	concept	NOUN
easat-9775	47	21	[	[	X
easat-9775	47	22	12	12	NUM
easat-9775	47	23	]	]	PUNCT
easat-9775	47	24	.	.	PUNCT
easat-9775	48	1	recent	recent	ADJ
easat-9775	48	2	meta	meta	ADJ
easat-9775	48	3	-	-	PUNCT
easat-9775	48	4	analytic	analytic	ADJ
easat-9775	48	5	evidence	evidence	NOUN
easat-9775	48	6	underscores	underscore	VERB
easat-9775	48	7	the	the	DET
easat-9775	48	8	substantial	substantial	ADJ
easat-9775	48	9	pedagogical	pedagogical	ADJ
easat-9775	48	10	benefits	benefit	NOUN
easat-9775	48	11	of	of	ADP
easat-9775	48	12	virtual	virtual	ADJ
easat-9775	48	13	laboratory	laboratory	NOUN
easat-9775	48	14	interventions	intervention	NOUN
easat-9775	48	15	.	.	PUNCT
easat-9775	49	1	li	li	PROPN
easat-9775	49	2	and	and	CCONJ
easat-9775	49	3	liang	liang	PROPN
easat-9775	50	1	[	[	X
easat-9775	50	2	13	13	NUM
easat-9775	50	3	]	]	PUNCT
easat-9775	50	4	reported	report	VERB
easat-9775	50	5	a	a	DET
easat-9775	50	6	significant	significant	ADJ
easat-9775	50	7	effect	effect	NOUN
easat-9775	50	8	size	size	NOUN
easat-9775	50	9	(	(	PUNCT
easat-9775	50	10	hedges	hedge	NOUN
easat-9775	50	11	’	'	PUNCT
easat-9775	50	12	g	g	PROPN
easat-9775	50	13	≈	≈	PROPN
easat-9775	50	14	0.686	0.686	NUM
easat-9775	50	15	)	)	PUNCT
easat-9775	50	16	,	,	PUNCT
easat-9775	50	17	with	with	ADP
easat-9775	50	18	particularly	particularly	ADV
easat-9775	50	19	strong	strong	ADJ
easat-9775	50	20	impacts	impact	NOUN
easat-9775	50	21	on	on	ADP
easat-9775	50	22	student	student	NOUN
easat-9775	50	23	motivation	motivation	NOUN
easat-9775	50	24	(	(	PUNCT
easat-9775	50	25	g	g	PROPN
easat-9775	50	26	≈	≈	PROPN
easat-9775	50	27	3.571	3.571	NUM
easat-9775	50	28	)	)	PUNCT
easat-9775	50	29	and	and	CCONJ
easat-9775	50	30	engagement	engagement	NOUN
easat-9775	50	31	(	(	PUNCT
easat-9775	50	32	g	g	PROPN
easat-9775	50	33	≈	≈	PROPN
easat-9775	50	34	2.888	2.888	NUM
easat-9775	50	35	)	)	PUNCT
easat-9775	50	36	.	.	PUNCT
easat-9775	51	1	these	these	DET
easat-9775	51	2	findings	finding	NOUN
easat-9775	51	3	highlight	highlight	VERB
easat-9775	51	4	the	the	DET
easat-9775	51	5	role	role	NOUN
easat-9775	51	6	of	of	ADP
easat-9775	51	7	virtual	virtual	ADJ
easat-9775	51	8	labs	lab	NOUN
easat-9775	51	9	not	not	PART
easat-9775	51	10	only	only	ADV
easat-9775	51	11	as	as	ADP
easat-9775	51	12	supplementary	supplementary	ADJ
easat-9775	51	13	tools	tool	NOUN
easat-9775	51	14	but	but	CCONJ
easat-9775	51	15	also	also	ADV
easat-9775	51	16	as	as	ADP
easat-9775	51	17	demonstrably	demonstrably	ADV
easat-9775	51	18	effective	effective	ADJ
easat-9775	51	19	drivers	driver	NOUN
easat-9775	51	20	of	of	ADP
easat-9775	51	21	learning	learn	VERB
easat-9775	51	22	outcomes	outcome	NOUN
easat-9775	51	23	.	.	PUNCT
easat-9775	52	1	in	in	ADP
easat-9775	52	2	this	this	DET
easat-9775	52	3	context	context	NOUN
easat-9775	52	4	,	,	PUNCT
easat-9775	52	5	network	network	NOUN
easat-9775	52	6	automation	automation	NOUN
easat-9775	52	7	is	be	AUX
easat-9775	52	8	emerging	emerge	VERB
easat-9775	52	9	as	as	ADP
easat-9775	52	10	a	a	DET
easat-9775	52	11	critical	critical	ADJ
easat-9775	52	12	competency	competency	NOUN
easat-9775	52	13	.	.	PUNCT
easat-9775	53	1	the	the	DET
easat-9775	53	2	adoption	adoption	NOUN
easat-9775	53	3	of	of	ADP
easat-9775	53	4	devops	devop	NOUN
easat-9775	53	5	practices	practice	NOUN
easat-9775	53	6	in	in	ADP
easat-9775	53	7	network	network	NOUN
easat-9775	53	8	operations	operation	NOUN
easat-9775	53	9	—	—	PUNCT
easat-9775	53	10	such	such	ADJ
easat-9775	53	11	as	as	ADP
easat-9775	53	12	infrastructure	infrastructure	NOUN
easat-9775	53	13	as	as	ADP
easat-9775	53	14	code	code	NOUN
easat-9775	53	15	(	(	PUNCT
easat-9775	53	16	iac	iac	PROPN
easat-9775	53	17	)	)	PUNCT
easat-9775	53	18	,	,	PUNCT
easat-9775	53	19	automated	automate	VERB
easat-9775	53	20	provisioning	provisioning	NOUN
easat-9775	53	21	,	,	PUNCT
easat-9775	53	22	and	and	CCONJ
easat-9775	53	23	continuous	continuous	ADJ
easat-9775	53	24	monitoring	monitoring	NOUN
easat-9775	53	25	—	—	PUNCT
easat-9775	53	26	requires	require	VERB
easat-9775	53	27	educational	educational	ADJ
easat-9775	53	28	approaches	approach	NOUN
easat-9775	53	29	that	that	PRON
easat-9775	53	30	move	move	VERB
easat-9775	53	31	beyond	beyond	ADP
easat-9775	53	32	configuration	configuration	NOUN
easat-9775	53	33	tasks	task	NOUN
easat-9775	53	34	and	and	CCONJ
easat-9775	53	35	embrace	embrace	VERB
easat-9775	53	36	programmable	programmable	ADJ
easat-9775	53	37	interfaces	interface	NOUN
easat-9775	53	38	and	and	CCONJ
easat-9775	53	39	scripting	script	VERB
easat-9775	53	40	[	[	X
easat-9775	53	41	14	14	NUM
easat-9775	53	42	]	]	PUNCT
easat-9775	53	43	.	.	PUNCT
easat-9775	54	1	integrating	integrate	VERB
easat-9775	54	2	such	such	ADJ
easat-9775	54	3	practices	practice	NOUN
easat-9775	54	4	into	into	ADP
easat-9775	54	5	teaching	teaching	NOUN
easat-9775	54	6	fosters	foster	VERB
easat-9775	54	7	both	both	DET
easat-9775	54	8	technical	technical	ADJ
easat-9775	54	9	proficiency	proficiency	NOUN
easat-9775	54	10	and	and	CCONJ
easat-9775	54	11	an	an	DET
easat-9775	54	12	automation	automation	NOUN
easat-9775	54	13	-	-	PUNCT
easat-9775	54	14	oriented	orient	VERB
easat-9775	54	15	mindset	mindset	NOUN
easat-9775	54	16	,	,	PUNCT
easat-9775	54	17	which	which	PRON
easat-9775	54	18	are	be	AUX
easat-9775	54	19	essential	essential	ADJ
easat-9775	54	20	in	in	ADP
easat-9775	54	21	netdevops	netdevop	NOUN
easat-9775	54	22	roles	role	NOUN
easat-9775	54	23	[	[	X
easat-9775	54	24	1	1	NUM
easat-9775	54	25	]	]	PUNCT
easat-9775	54	26	.	.	PUNCT
easat-9775	55	1	146	146	NUM
easat-9775	55	2	edelweiss	edelweiss	PROPN
easat-9775	55	3	applied	apply	VERB
easat-9775	55	4	science	science	NOUN
easat-9775	55	5	and	and	CCONJ
easat-9775	55	6	technology	technology	NOUN
easat-9775	55	7	issn	issn	PROPN
easat-9775	55	8	:	:	PUNCT
easat-9775	55	9	2576	2576	NUM
easat-9775	55	10	-	-	SYM
easat-9775	55	11	8484	8484	NUM
easat-9775	55	12	vol	vol	NOUN
easat-9775	55	13	.	.	PROPN
easat-9775	56	1	9	9	NUM
easat-9775	56	2	,	,	PUNCT
easat-9775	56	3	no	no	INTJ
easat-9775	56	4	.	.	NOUN
easat-9775	56	5	9	9	NUM
easat-9775	56	6	:	:	SYM
easat-9775	56	7	144	144	NUM
easat-9775	56	8	-	-	SYM
easat-9775	56	9	154	154	NUM
easat-9775	56	10	,	,	PUNCT
easat-9775	56	11	2025	2025	NUM
easat-9775	56	12	doi	doi	NOUN
easat-9775	56	13	:	:	PUNCT
easat-9775	56	14	10.55214/2576	10.55214/2576	NUM
easat-9775	56	15	-	-	PUNCT
easat-9775	56	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	56	17	©	©	PROPN
easat-9775	56	18	2025	2025	NUM
easat-9775	56	19	by	by	ADP
easat-9775	56	20	the	the	DET
easat-9775	56	21	author	author	NOUN
easat-9775	56	22	;	;	PUNCT
easat-9775	56	23	licensee	licensee	PROPN
easat-9775	56	24	learning	learning	NOUN
easat-9775	56	25	gate	gate	NOUN
easat-9775	56	26	2.2	2.2	NUM
easat-9775	56	27	.	.	PUNCT
easat-9775	57	1	rest	rest	NOUN
easat-9775	57	2	apis	apis	ADJ
easat-9775	57	3	and	and	CCONJ
easat-9775	57	4	json	json	NOUN
easat-9775	57	5	in	in	ADP
easat-9775	57	6	network	network	NOUN
easat-9775	57	7	learning	learn	VERB
easat-9775	57	8	rest	rest	NOUN
easat-9775	57	9	(	(	PUNCT
easat-9775	57	10	representational	representational	ADJ
easat-9775	57	11	state	state	NOUN
easat-9775	57	12	transfer	transfer	NOUN
easat-9775	57	13	)	)	PUNCT
easat-9775	57	14	apis	apis	PROPN
easat-9775	57	15	are	be	AUX
easat-9775	57	16	the	the	DET
easat-9775	57	17	de	de	X
easat-9775	57	18	facto	facto	X
easat-9775	57	19	standard	standard	NOUN
easat-9775	57	20	for	for	ADP
easat-9775	57	21	interacting	interact	VERB
easat-9775	57	22	with	with	ADP
easat-9775	57	23	network	network	NOUN
easat-9775	57	24	devices	device	NOUN
easat-9775	57	25	and	and	CCONJ
easat-9775	57	26	services	service	NOUN
easat-9775	57	27	.	.	PUNCT
easat-9775	58	1	unlike	unlike	ADP
easat-9775	58	2	traditional	traditional	ADJ
easat-9775	58	3	cli	cli	NOUN
easat-9775	58	4	-	-	PUNCT
easat-9775	58	5	based	base	VERB
easat-9775	58	6	configuration	configuration	NOUN
easat-9775	58	7	,	,	PUNCT
easat-9775	58	8	rest	rest	NOUN
easat-9775	58	9	apis	apis	ADV
easat-9775	58	10	provide	provide	VERB
easat-9775	58	11	programmatic	programmatic	ADJ
easat-9775	58	12	access	access	NOUN
easat-9775	58	13	to	to	ADP
easat-9775	58	14	configuration	configuration	NOUN
easat-9775	58	15	,	,	PUNCT
easat-9775	58	16	monitoring	monitoring	NOUN
easat-9775	58	17	,	,	PUNCT
easat-9775	58	18	and	and	CCONJ
easat-9775	58	19	automation	automation	NOUN
easat-9775	58	20	functions	function	NOUN
easat-9775	58	21	.	.	PUNCT
easat-9775	59	1	this	this	PRON
easat-9775	59	2	promotes	promote	VERB
easat-9775	59	3	reproducibility	reproducibility	NOUN
easat-9775	59	4	and	and	CCONJ
easat-9775	59	5	scalability	scalability	NOUN
easat-9775	59	6	[	[	X
easat-9775	59	7	15	15	NUM
easat-9775	59	8	]	]	PUNCT
easat-9775	59	9	.	.	PUNCT
easat-9775	60	1	in	in	ADP
easat-9775	60	2	educational	educational	ADJ
easat-9775	60	3	settings	setting	NOUN
easat-9775	60	4	,	,	PUNCT
easat-9775	60	5	introducing	introduce	VERB
easat-9775	60	6	rest	rest	NOUN
easat-9775	60	7	apis	apis	PROPN
easat-9775	60	8	enables	enable	VERB
easat-9775	60	9	students	student	NOUN
easat-9775	60	10	to	to	PART
easat-9775	60	11	interact	interact	VERB
easat-9775	60	12	with	with	ADP
easat-9775	60	13	network	network	NOUN
easat-9775	60	14	elements	element	NOUN
easat-9775	60	15	in	in	ADP
easat-9775	60	16	a	a	DET
easat-9775	60	17	structured	structured	ADJ
easat-9775	60	18	and	and	CCONJ
easat-9775	60	19	abstracted	abstract	VERB
easat-9775	60	20	manner	manner	NOUN
easat-9775	60	21	,	,	PUNCT
easat-9775	60	22	aligning	align	VERB
easat-9775	60	23	with	with	ADP
easat-9775	60	24	modern	modern	ADJ
easat-9775	60	25	software	software	NOUN
easat-9775	60	26	practices	practice	NOUN
easat-9775	60	27	.	.	PUNCT
easat-9775	61	1	json	json	NOUN
easat-9775	61	2	(	(	PUNCT
easat-9775	61	3	javascript	javascript	NOUN
easat-9775	61	4	object	object	NOUN
easat-9775	61	5	notation	notation	NOUN
easat-9775	61	6	)	)	PUNCT
easat-9775	61	7	is	be	AUX
easat-9775	61	8	the	the	DET
easat-9775	61	9	preferred	prefer	VERB
easat-9775	61	10	data	data	NOUN
easat-9775	61	11	interchange	interchange	NOUN
easat-9775	61	12	format	format	NOUN
easat-9775	61	13	in	in	ADP
easat-9775	61	14	rest	rest	NOUN
easat-9775	61	15	interactions	interaction	NOUN
easat-9775	61	16	.	.	PUNCT
easat-9775	62	1	its	its	PRON
easat-9775	62	2	simplicity	simplicity	NOUN
easat-9775	62	3	,	,	PUNCT
easat-9775	62	4	readability	readability	NOUN
easat-9775	62	5	,	,	PUNCT
easat-9775	62	6	and	and	CCONJ
easat-9775	62	7	compatibility	compatibility	NOUN
easat-9775	62	8	with	with	ADP
easat-9775	62	9	programming	programming	NOUN
easat-9775	62	10	languages	language	NOUN
easat-9775	62	11	such	such	ADJ
easat-9775	62	12	as	as	ADP
easat-9775	62	13	python	python	NOUN
easat-9775	62	14	make	make	VERB
easat-9775	62	15	it	it	PRON
easat-9775	62	16	ideal	ideal	ADJ
easat-9775	62	17	for	for	ADP
easat-9775	62	18	teaching	teach	VERB
easat-9775	62	19	structured	structured	ADJ
easat-9775	62	20	data	datum	NOUN
easat-9775	62	21	representation	representation	NOUN
easat-9775	62	22	and	and	CCONJ
easat-9775	62	23	processing	processing	NOUN
easat-9775	62	24	.	.	PUNCT
easat-9775	63	1	when	when	SCONJ
easat-9775	63	2	students	student	NOUN
easat-9775	63	3	learn	learn	VERB
easat-9775	63	4	to	to	PART
easat-9775	63	5	parse	parse	VERB
easat-9775	63	6	and	and	CCONJ
easat-9775	63	7	manipulate	manipulate	VERB
easat-9775	63	8	json	json	NOUN
easat-9775	63	9	using	use	VERB
easat-9775	63	10	python	python	NOUN
easat-9775	63	11	libraries	library	NOUN
easat-9775	63	12	(	(	PUNCT
easat-9775	63	13	e.g.	e.g.	ADV
easat-9775	63	14	,	,	PUNCT
easat-9775	63	15	json	json	NOUN
easat-9775	63	16	,	,	PUNCT
easat-9775	63	17	requests	request	NOUN
easat-9775	63	18	)	)	PUNCT
easat-9775	63	19	,	,	PUNCT
easat-9775	63	20	they	they	PRON
easat-9775	63	21	acquire	acquire	VERB
easat-9775	63	22	essential	essential	ADJ
easat-9775	63	23	skills	skill	NOUN
easat-9775	63	24	for	for	ADP
easat-9775	63	25	working	work	VERB
easat-9775	63	26	in	in	ADP
easat-9775	63	27	programmable	programmable	ADJ
easat-9775	63	28	environments	environment	NOUN
easat-9775	63	29	and	and	CCONJ
easat-9775	63	30	bridging	bridge	VERB
easat-9775	63	31	the	the	DET
easat-9775	63	32	gap	gap	NOUN
easat-9775	63	33	between	between	ADP
easat-9775	63	34	network	network	NOUN
easat-9775	63	35	configuration	configuration	NOUN
easat-9775	63	36	and	and	CCONJ
easat-9775	63	37	software	software	NOUN
easat-9775	63	38	development	development	NOUN
easat-9775	64	1	[	[	X
easat-9775	64	2	16	16	NUM
easat-9775	64	3	,	,	PUNCT
easat-9775	64	4	17	17	NUM
easat-9775	64	5	]	]	PUNCT
easat-9775	64	6	.	.	PUNCT
easat-9775	65	1	from	from	ADP
easat-9775	65	2	a	a	DET
easat-9775	65	3	pedagogical	pedagogical	ADJ
easat-9775	65	4	perspective	perspective	NOUN
easat-9775	65	5	,	,	PUNCT
easat-9775	65	6	rest	rest	NOUN
easat-9775	65	7	interaction	interaction	NOUN
easat-9775	65	8	encourages	encourage	VERB
easat-9775	65	9	a	a	DET
easat-9775	65	10	constructivist	constructivist	ADJ
easat-9775	65	11	approach	approach	NOUN
easat-9775	65	12	to	to	ADP
easat-9775	65	13	learning	learning	NOUN
easat-9775	65	14	,	,	PUNCT
easat-9775	65	15	where	where	SCONJ
easat-9775	65	16	students	student	NOUN
easat-9775	65	17	actively	actively	ADV
easat-9775	65	18	explore	explore	VERB
easat-9775	65	19	,	,	PUNCT
easat-9775	65	20	build	build	VERB
easat-9775	65	21	,	,	PUNCT
easat-9775	65	22	and	and	CCONJ
easat-9775	65	23	troubleshoot	troubleshoot	VERB
easat-9775	65	24	through	through	ADP
easat-9775	65	25	real	real	ADJ
easat-9775	65	26	api	api	NOUN
easat-9775	65	27	calls	call	NOUN
easat-9775	65	28	,	,	PUNCT
easat-9775	65	29	thereby	thereby	ADV
easat-9775	65	30	reinforcing	reinforce	VERB
easat-9775	65	31	theoretical	theoretical	ADJ
easat-9775	65	32	concepts	concept	NOUN
easat-9775	65	33	through	through	ADP
easat-9775	65	34	experimentation	experimentation	NOUN
easat-9775	65	35	[	[	X
easat-9775	65	36	18	18	NUM
easat-9775	65	37	]	]	PUNCT
easat-9775	65	38	.	.	PUNCT
easat-9775	66	1	2.3	2.3	NUM
easat-9775	66	2	.	.	PUNCT
easat-9775	67	1	cloud	cloud	NOUN
easat-9775	67	2	-	-	PUNCT
easat-9775	67	3	based	base	VERB
easat-9775	67	4	learning	learning	NOUN
easat-9775	67	5	platforms	platform	NOUN
easat-9775	67	6	and	and	CCONJ
easat-9775	67	7	reproducibility	reproducibility	NOUN
easat-9775	67	8	cloud	cloud	NOUN
easat-9775	67	9	-	-	PUNCT
easat-9775	67	10	based	base	VERB
easat-9775	67	11	platforms	platform	NOUN
easat-9775	67	12	are	be	AUX
easat-9775	67	13	increasingly	increasingly	ADV
easat-9775	67	14	relevant	relevant	ADJ
easat-9775	67	15	in	in	ADP
easat-9775	67	16	education	education	NOUN
easat-9775	67	17	,	,	PUNCT
easat-9775	67	18	as	as	SCONJ
easat-9775	67	19	they	they	PRON
easat-9775	67	20	provide	provide	VERB
easat-9775	67	21	on	on	ADP
easat-9775	67	22	-	-	PUNCT
easat-9775	67	23	demand	demand	NOUN
easat-9775	67	24	access	access	NOUN
easat-9775	67	25	to	to	ADP
easat-9775	67	26	computing	compute	VERB
easat-9775	67	27	resources	resource	NOUN
easat-9775	67	28	without	without	ADP
easat-9775	67	29	requiring	require	VERB
easat-9775	67	30	local	local	ADJ
easat-9775	67	31	infrastructure	infrastructure	NOUN
easat-9775	67	32	.	.	PUNCT
easat-9775	68	1	google	google	PROPN
easat-9775	68	2	colab	colab	PROPN
easat-9775	68	3	,	,	PUNCT
easat-9775	68	4	in	in	ADP
easat-9775	68	5	particular	particular	ADJ
easat-9775	68	6	,	,	PUNCT
easat-9775	68	7	offers	offer	VERB
easat-9775	68	8	a	a	DET
easat-9775	68	9	browser	browser	NOUN
easat-9775	68	10	-	-	PUNCT
easat-9775	68	11	based	base	VERB
easat-9775	68	12	environment	environment	NOUN
easat-9775	68	13	where	where	SCONJ
easat-9775	68	14	students	student	NOUN
easat-9775	68	15	can	can	AUX
easat-9775	68	16	run	run	VERB
easat-9775	68	17	python	python	PROPN
easat-9775	68	18	code	code	NOUN
easat-9775	68	19	,	,	PUNCT
easat-9775	68	20	access	access	NOUN
easat-9775	68	21	preinstalled	preinstalle	VERB
easat-9775	68	22	libraries	library	NOUN
easat-9775	68	23	,	,	PUNCT
easat-9775	68	24	and	and	CCONJ
easat-9775	68	25	collaborate	collaborate	VERB
easat-9775	68	26	in	in	ADP
easat-9775	68	27	real	real	ADJ
easat-9775	68	28	time	time	NOUN
easat-9775	68	29	[	[	X
easat-9775	68	30	6	6	NUM
easat-9775	68	31	]	]	PUNCT
easat-9775	68	32	.	.	PUNCT
easat-9775	69	1	this	this	PRON
easat-9775	69	2	reduces	reduce	VERB
easat-9775	69	3	technical	technical	ADJ
easat-9775	69	4	barriers	barrier	NOUN
easat-9775	69	5	for	for	ADP
easat-9775	69	6	learners	learner	NOUN
easat-9775	69	7	and	and	CCONJ
easat-9775	69	8	provides	provide	VERB
easat-9775	69	9	a	a	DET
easat-9775	69	10	consistent	consistent	ADJ
easat-9775	69	11	environment	environment	NOUN
easat-9775	69	12	across	across	ADP
easat-9775	69	13	different	different	ADJ
easat-9775	69	14	devices	device	NOUN
easat-9775	70	1	[	[	X
easat-9775	70	2	7	7	NUM
easat-9775	70	3	]	]	PUNCT
easat-9775	70	4	.	.	PUNCT
easat-9775	71	1	containerization	containerization	NOUN
easat-9775	71	2	technologies	technology	NOUN
easat-9775	71	3	such	such	ADJ
easat-9775	71	4	as	as	ADP
easat-9775	71	5	docker	docker	PROPN
easat-9775	71	6	further	far	ADV
easat-9775	71	7	enhance	enhance	VERB
easat-9775	71	8	reproducibility	reproducibility	NOUN
easat-9775	71	9	by	by	ADP
easat-9775	71	10	packaging	packaging	NOUN
easat-9775	71	11	applications	application	NOUN
easat-9775	71	12	together	together	ADV
easat-9775	71	13	with	with	ADP
easat-9775	71	14	their	their	PRON
easat-9775	71	15	dependencies	dependency	NOUN
easat-9775	71	16	.	.	PUNCT
easat-9775	72	1	this	this	PRON
easat-9775	72	2	ensures	ensure	VERB
easat-9775	72	3	that	that	SCONJ
easat-9775	72	4	experiments	experiment	NOUN
easat-9775	72	5	and	and	CCONJ
easat-9775	72	6	learning	learn	VERB
easat-9775	72	7	activities	activity	NOUN
easat-9775	72	8	can	can	AUX
easat-9775	72	9	be	be	AUX
easat-9775	72	10	consistently	consistently	ADV
easat-9775	72	11	replicated	replicate	VERB
easat-9775	72	12	across	across	ADP
easat-9775	72	13	operating	operating	NOUN
easat-9775	72	14	systems	system	NOUN
easat-9775	72	15	and	and	CCONJ
easat-9775	72	16	institutions	institution	NOUN
easat-9775	72	17	[	[	X
easat-9775	72	18	19	19	NUM
easat-9775	72	19	]	]	PUNCT
easat-9775	72	20	.	.	PUNCT
easat-9775	73	1	in	in	ADP
easat-9775	73	2	networking	network	VERB
easat-9775	73	3	education	education	NOUN
easat-9775	73	4	,	,	PUNCT
easat-9775	73	5	containerized	containerize	VERB
easat-9775	73	6	environments	environment	NOUN
easat-9775	73	7	allow	allow	VERB
easat-9775	73	8	educators	educator	NOUN
easat-9775	73	9	to	to	PART
easat-9775	73	10	distribute	distribute	VERB
easat-9775	73	11	preconfigured	preconfigured	ADJ
easat-9775	73	12	lab	lab	NOUN
easat-9775	73	13	setups	setup	NOUN
easat-9775	73	14	that	that	PRON
easat-9775	73	15	students	student	NOUN
easat-9775	73	16	can	can	AUX
easat-9775	73	17	launch	launch	VERB
easat-9775	73	18	quickly	quickly	ADV
easat-9775	73	19	and	and	CCONJ
easat-9775	73	20	uniformly	uniformly	ADV
easat-9775	74	1	[	[	X
easat-9775	74	2	9	9	NUM
easat-9775	74	3	]	]	PUNCT
easat-9775	74	4	.	.	PUNCT
easat-9775	75	1	recent	recent	ADJ
easat-9775	75	2	studies	study	NOUN
easat-9775	75	3	emphasize	emphasize	VERB
easat-9775	75	4	that	that	SCONJ
easat-9775	75	5	cloud	cloud	NOUN
easat-9775	75	6	-	-	PUNCT
easat-9775	75	7	based	base	VERB
easat-9775	75	8	deployment	deployment	NOUN
easat-9775	75	9	of	of	ADP
easat-9775	75	10	networking	network	VERB
easat-9775	75	11	labs	lab	NOUN
easat-9775	75	12	significantly	significantly	ADV
easat-9775	75	13	improves	improve	VERB
easat-9775	75	14	scalability	scalability	NOUN
easat-9775	75	15	and	and	CCONJ
easat-9775	75	16	accessibility	accessibility	NOUN
easat-9775	75	17	.	.	PUNCT
easat-9775	76	1	al	al	PROPN
easat-9775	76	2	-	-	PUNCT
easat-9775	76	3	zubaidie	zubaidie	PROPN
easat-9775	76	4	,	,	PUNCT
easat-9775	76	5	et	et	PROPN
easat-9775	76	6	al	al	PROPN
easat-9775	76	7	.	.	PUNCT
easat-9775	77	1	[	[	X
easat-9775	77	2	20	20	NUM
easat-9775	77	3	]	]	PUNCT
easat-9775	77	4	demonstrated	demonstrate	VERB
easat-9775	77	5	how	how	SCONJ
easat-9775	77	6	frameworks	framework	NOUN
easat-9775	77	7	using	use	VERB
easat-9775	77	8	netkit	netkit	NOUN
easat-9775	77	9	with	with	ADP
easat-9775	77	10	aws	aws	PROPN
easat-9775	77	11	ec2	ec2	PROPN
easat-9775	77	12	enhance	enhance	NOUN
easat-9775	77	13	portability	portability	NOUN
easat-9775	77	14	,	,	PUNCT
easat-9775	77	15	reproducibility	reproducibility	NOUN
easat-9775	77	16	,	,	PUNCT
easat-9775	77	17	and	and	CCONJ
easat-9775	77	18	on	on	ADP
easat-9775	77	19	-	-	PUNCT
easat-9775	77	20	demand	demand	NOUN
easat-9775	77	21	access	access	NOUN
easat-9775	77	22	for	for	ADP
easat-9775	77	23	students	student	NOUN
easat-9775	77	24	,	,	PUNCT
easat-9775	77	25	while	while	SCONJ
easat-9775	77	26	also	also	ADV
easat-9775	77	27	reducing	reduce	VERB
easat-9775	77	28	hardware	hardware	NOUN
easat-9775	77	29	barriers	barrier	NOUN
easat-9775	77	30	and	and	CCONJ
easat-9775	77	31	improving	improve	VERB
easat-9775	77	32	institutional	institutional	ADJ
easat-9775	77	33	efficiency	efficiency	NOUN
easat-9775	77	34	.	.	PUNCT
easat-9775	78	1	combining	combine	VERB
easat-9775	78	2	google	google	PROPN
easat-9775	78	3	colab	colab	PROPN
easat-9775	78	4	with	with	ADP
easat-9775	78	5	tunneling	tunneling	NOUN
easat-9775	78	6	tools	tool	NOUN
easat-9775	78	7	like	like	ADP
easat-9775	78	8	cloudflare	cloudflare	NOUN
easat-9775	78	9	tunnel	tunnel	NOUN
easat-9775	78	10	and	and	CCONJ
easat-9775	78	11	simulators	simulator	NOUN
easat-9775	78	12	like	like	ADP
easat-9775	78	13	packet	packet	NOUN
easat-9775	78	14	tracer	tracer	NOUN
easat-9775	78	15	creates	create	VERB
easat-9775	78	16	a	a	DET
easat-9775	78	17	novel	novel	ADJ
easat-9775	78	18	pedagogical	pedagogical	ADJ
easat-9775	78	19	model	model	NOUN
easat-9775	78	20	that	that	PRON
easat-9775	78	21	bridges	bridge	NOUN
easat-9775	78	22	local	local	ADJ
easat-9775	78	23	and	and	CCONJ
easat-9775	78	24	remote	remote	ADJ
easat-9775	78	25	resources	resource	NOUN
easat-9775	78	26	.	.	PUNCT
easat-9775	79	1	this	this	DET
easat-9775	79	2	integration	integration	NOUN
easat-9775	79	3	enables	enable	VERB
easat-9775	79	4	real	real	ADJ
easat-9775	79	5	-	-	PUNCT
easat-9775	79	6	time	time	NOUN
easat-9775	79	7	interaction	interaction	NOUN
easat-9775	79	8	with	with	ADP
easat-9775	79	9	simulations	simulation	NOUN
easat-9775	79	10	running	run	VERB
easat-9775	79	11	on	on	ADP
easat-9775	79	12	local	local	ADJ
easat-9775	79	13	machines	machine	NOUN
easat-9775	79	14	while	while	SCONJ
easat-9775	79	15	maintaining	maintain	VERB
easat-9775	79	16	the	the	DET
easat-9775	79	17	usability	usability	NOUN
easat-9775	79	18	and	and	CCONJ
easat-9775	79	19	shareability	shareability	NOUN
easat-9775	79	20	of	of	ADP
easat-9775	79	21	cloud	cloud	NOUN
easat-9775	79	22	platforms	platform	NOUN
easat-9775	79	23	.	.	PUNCT
easat-9775	80	1	few	few	ADJ
easat-9775	80	2	studies	study	NOUN
easat-9775	80	3	have	have	AUX
easat-9775	80	4	systematically	systematically	ADV
easat-9775	80	5	explored	explore	VERB
easat-9775	80	6	this	this	DET
easat-9775	80	7	combination	combination	NOUN
easat-9775	80	8	in	in	ADP
easat-9775	80	9	educational	educational	ADJ
easat-9775	80	10	contexts	contexts	NOUN
easat-9775	80	11	,	,	PUNCT
easat-9775	80	12	and	and	CCONJ
easat-9775	80	13	even	even	ADV
easat-9775	80	14	fewer	few	ADJ
easat-9775	80	15	have	have	AUX
easat-9775	80	16	evaluated	evaluate	VERB
easat-9775	80	17	its	its	PRON
easat-9775	80	18	impact	impact	NOUN
easat-9775	80	19	on	on	ADP
easat-9775	80	20	student	student	NOUN
easat-9775	80	21	learning	learn	VERB
easat-9775	80	22	outcomes	outcome	NOUN
easat-9775	80	23	and	and	CCONJ
easat-9775	80	24	engagement	engagement	NOUN
easat-9775	80	25	.	.	PUNCT
easat-9775	81	1	2.4	2.4	NUM
easat-9775	81	2	.	.	PUNCT
easat-9775	81	3	pedagogical	pedagogical	ADJ
easat-9775	81	4	foundations	foundation	NOUN
easat-9775	81	5	and	and	CCONJ
easat-9775	81	6	virtual	virtual	ADJ
easat-9775	81	7	labs	lab	NOUN
easat-9775	81	8	the	the	DET
easat-9775	81	9	design	design	NOUN
easat-9775	81	10	of	of	ADP
easat-9775	81	11	technology	technology	NOUN
easat-9775	81	12	-	-	PUNCT
easat-9775	81	13	enhanced	enhance	VERB
easat-9775	81	14	learning	learning	NOUN
easat-9775	81	15	environments	environment	NOUN
easat-9775	81	16	should	should	AUX
easat-9775	81	17	be	be	AUX
easat-9775	81	18	grounded	ground	VERB
easat-9775	81	19	in	in	ADP
easat-9775	81	20	educational	educational	ADJ
easat-9775	81	21	theory	theory	NOUN
easat-9775	81	22	.	.	PUNCT
easat-9775	82	1	constructivist	constructivist	ADJ
easat-9775	82	2	frameworks	framework	NOUN
easat-9775	82	3	,	,	PUNCT
easat-9775	82	4	such	such	ADJ
easat-9775	82	5	as	as	ADP
easat-9775	82	6	those	those	PRON
easat-9775	82	7	proposed	propose	VERB
easat-9775	82	8	by	by	ADP
easat-9775	82	9	piaget	piaget	NOUN
easat-9775	82	10	and	and	CCONJ
easat-9775	82	11	vygotsky	vygotsky	NOUN
easat-9775	82	12	,	,	PUNCT
easat-9775	82	13	emphasize	emphasize	VERB
easat-9775	82	14	active	active	ADJ
easat-9775	82	15	learning	learning	NOUN
easat-9775	82	16	,	,	PUNCT
easat-9775	82	17	discovery	discovery	NOUN
easat-9775	82	18	,	,	PUNCT
easat-9775	82	19	and	and	CCONJ
easat-9775	82	20	knowledge	knowledge	NOUN
easat-9775	82	21	construction	construction	NOUN
easat-9775	82	22	through	through	ADP
easat-9775	82	23	interaction	interaction	NOUN
easat-9775	82	24	and	and	CCONJ
easat-9775	82	25	feedback	feedback	NOUN
easat-9775	82	26	[	[	X
easat-9775	82	27	18	18	NUM
easat-9775	82	28	]	]	PUNCT
easat-9775	82	29	.	.	PUNCT
easat-9775	83	1	virtual	virtual	ADJ
easat-9775	83	2	labs	labs	PROPN
easat-9775	83	3	align	align	VERB
easat-9775	83	4	with	with	ADP
easat-9775	83	5	these	these	DET
easat-9775	83	6	principles	principle	NOUN
easat-9775	83	7	by	by	ADP
easat-9775	83	8	offering	offer	VERB
easat-9775	83	9	exploratory	exploratory	ADJ
easat-9775	83	10	environments	environment	NOUN
easat-9775	83	11	where	where	SCONJ
easat-9775	83	12	students	student	NOUN
easat-9775	83	13	experiment	experiment	VERB
easat-9775	83	14	,	,	PUNCT
easat-9775	83	15	reflect	reflect	VERB
easat-9775	83	16	,	,	PUNCT
easat-9775	83	17	and	and	CCONJ
easat-9775	83	18	iterate	iterate	NOUN
easat-9775	83	19	.	.	PUNCT
easat-9775	84	1	furthermore	furthermore	ADV
easat-9775	84	2	,	,	PUNCT
easat-9775	84	3	interactive	interactive	ADJ
easat-9775	84	4	notebooks	notebook	NOUN
easat-9775	84	5	like	like	ADP
easat-9775	84	6	those	those	PRON
easat-9775	84	7	used	use	VERB
easat-9775	84	8	in	in	ADP
easat-9775	84	9	colab	colab	PROPN
easat-9775	84	10	support	support	NOUN
easat-9775	84	11	guided	guide	VERB
easat-9775	84	12	inquiry	inquiry	NOUN
easat-9775	84	13	,	,	PUNCT
easat-9775	84	14	a	a	DET
easat-9775	84	15	key	key	ADJ
easat-9775	84	16	component	component	NOUN
easat-9775	84	17	of	of	ADP
easat-9775	84	18	constructivist	constructivist	ADJ
easat-9775	84	19	pedagogy	pedagogy	NOUN
easat-9775	84	20	[	[	X
easat-9775	84	21	21	21	NUM
easat-9775	84	22	]	]	PUNCT
easat-9775	84	23	.	.	PUNCT
easat-9775	85	1	through	through	ADP
easat-9775	85	2	immediate	immediate	ADJ
easat-9775	85	3	feedback	feedback	NOUN
easat-9775	85	4	,	,	PUNCT
easat-9775	85	5	visualization	visualization	NOUN
easat-9775	85	6	,	,	PUNCT
easat-9775	85	7	and	and	CCONJ
easat-9775	85	8	step	step	NOUN
easat-9775	85	9	-	-	PUNCT
easat-9775	85	10	bystep	bystep	NOUN
easat-9775	85	11	experimentation	experimentation	NOUN
easat-9775	85	12	,	,	PUNCT
easat-9775	85	13	students	student	NOUN
easat-9775	85	14	build	build	VERB
easat-9775	85	15	conceptual	conceptual	ADJ
easat-9775	85	16	understanding	understanding	NOUN
easat-9775	85	17	and	and	CCONJ
easat-9775	85	18	computational	computational	ADJ
easat-9775	85	19	thinking	thinking	NOUN
easat-9775	85	20	simultaneously	simultaneously	ADV
easat-9775	85	21	.	.	PUNCT
easat-9775	86	1	147	147	NUM
easat-9775	86	2	edelweiss	edelweiss	PROPN
easat-9775	86	3	applied	apply	VERB
easat-9775	86	4	science	science	NOUN
easat-9775	86	5	and	and	CCONJ
easat-9775	86	6	technology	technology	NOUN
easat-9775	86	7	issn	issn	PROPN
easat-9775	86	8	:	:	PUNCT
easat-9775	86	9	2576	2576	NUM
easat-9775	86	10	-	-	SYM
easat-9775	86	11	8484	8484	NUM
easat-9775	86	12	vol	vol	NOUN
easat-9775	86	13	.	.	PROPN
easat-9775	87	1	9	9	NUM
easat-9775	87	2	,	,	PUNCT
easat-9775	87	3	no	no	INTJ
easat-9775	87	4	.	.	NOUN
easat-9775	87	5	9	9	NUM
easat-9775	87	6	:	:	SYM
easat-9775	87	7	144	144	NUM
easat-9775	87	8	-	-	SYM
easat-9775	87	9	154	154	NUM
easat-9775	87	10	,	,	PUNCT
easat-9775	87	11	2025	2025	NUM
easat-9775	87	12	doi	doi	NOUN
easat-9775	87	13	:	:	PUNCT
easat-9775	87	14	10.55214/2576	10.55214/2576	NUM
easat-9775	87	15	-	-	PUNCT
easat-9775	87	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	87	17	©	©	PROPN
easat-9775	87	18	2025	2025	NUM
easat-9775	87	19	by	by	ADP
easat-9775	87	20	the	the	DET
easat-9775	87	21	author	author	NOUN
easat-9775	87	22	;	;	PUNCT
easat-9775	87	23	licensee	licensee	PROPN
easat-9775	87	24	learning	learning	NOUN
easat-9775	87	25	gate	gate	VERB
easat-9775	87	26	more	more	ADV
easat-9775	87	27	recent	recent	ADJ
easat-9775	87	28	contributions	contribution	NOUN
easat-9775	87	29	extend	extend	VERB
easat-9775	87	30	this	this	DET
easat-9775	87	31	paradigm	paradigm	NOUN
easat-9775	87	32	by	by	ADP
easat-9775	87	33	integrating	integrate	VERB
easat-9775	87	34	advanced	advanced	ADJ
easat-9775	87	35	technologies	technology	NOUN
easat-9775	87	36	into	into	ADP
easat-9775	87	37	virtual	virtual	ADJ
easat-9775	87	38	laboratories	laboratory	NOUN
easat-9775	87	39	.	.	PUNCT
easat-9775	88	1	terkaj	terkaj	PROPN
easat-9775	88	2	,	,	PUNCT
easat-9775	88	3	et	et	PROPN
easat-9775	88	4	al	al	PROPN
easat-9775	88	5	.	.	PUNCT
easat-9775	89	1	[	[	X
easat-9775	89	2	22	22	NUM
easat-9775	89	3	]	]	PUNCT
easat-9775	89	4	proposed	propose	VERB
easat-9775	89	5	a	a	DET
easat-9775	89	6	comprehensive	comprehensive	ADJ
easat-9775	89	7	framework	framework	NOUN
easat-9775	89	8	that	that	PRON
easat-9775	89	9	incorporates	incorporate	VERB
easat-9775	89	10	digital	digital	ADJ
easat-9775	89	11	twin	twin	ADJ
easat-9775	89	12	architectures	architecture	NOUN
easat-9775	89	13	and	and	CCONJ
easat-9775	89	14	xr	xr	PROPN
easat-9775	89	15	technologies	technology	NOUN
easat-9775	89	16	to	to	PART
easat-9775	89	17	create	create	VERB
easat-9775	89	18	immersive	immersive	ADJ
easat-9775	89	19	,	,	PUNCT
easat-9775	89	20	safe	safe	ADJ
easat-9775	89	21	,	,	PUNCT
easat-9775	89	22	and	and	CCONJ
easat-9775	89	23	cost	cost	NOUN
easat-9775	89	24	-	-	PUNCT
easat-9775	89	25	effective	effective	ADJ
easat-9775	89	26	environments	environment	NOUN
easat-9775	89	27	in	in	ADP
easat-9775	89	28	engineering	engineering	NOUN
easat-9775	89	29	education	education	NOUN
easat-9775	89	30	.	.	PUNCT
easat-9775	90	1	similarly	similarly	ADV
easat-9775	90	2	,	,	PUNCT
easat-9775	90	3	sellberg	sellberg	PROPN
easat-9775	90	4	,	,	PUNCT
easat-9775	90	5	et	et	PROPN
easat-9775	90	6	al	al	PROPN
easat-9775	90	7	.	.	PUNCT
easat-9775	91	1	[	[	X
easat-9775	91	2	23	23	NUM
easat-9775	91	3	]	]	PUNCT
easat-9775	91	4	conducted	conduct	VERB
easat-9775	91	5	a	a	DET
easat-9775	91	6	scoping	scope	VERB
easat-9775	91	7	review	review	NOUN
easat-9775	91	8	of	of	ADP
easat-9775	91	9	synthetic	synthetic	ADJ
easat-9775	91	10	virtual	virtual	ADJ
easat-9775	91	11	laboratories	laboratory	NOUN
easat-9775	91	12	across	across	ADP
easat-9775	91	13	stem	stem	NOUN
easat-9775	91	14	disciplines	discipline	NOUN
easat-9775	91	15	,	,	PUNCT
easat-9775	91	16	concluding	conclude	VERB
easat-9775	91	17	that	that	SCONJ
easat-9775	91	18	these	these	DET
easat-9775	91	19	models	model	NOUN
easat-9775	91	20	promote	promote	VERB
easat-9775	91	21	inclusivity	inclusivity	NOUN
easat-9775	91	22	and	and	CCONJ
easat-9775	91	23	active	active	ADJ
easat-9775	91	24	learning	learning	NOUN
easat-9775	91	25	while	while	SCONJ
easat-9775	91	26	reshaping	reshape	VERB
easat-9775	91	27	traditional	traditional	ADJ
easat-9775	91	28	pedagogical	pedagogical	ADJ
easat-9775	91	29	practices	practice	NOUN
easat-9775	91	30	.	.	PUNCT
easat-9775	92	1	in	in	ADP
easat-9775	92	2	summary	summary	NOUN
easat-9775	92	3	,	,	PUNCT
easat-9775	92	4	the	the	DET
easat-9775	92	5	convergence	convergence	NOUN
easat-9775	92	6	of	of	ADP
easat-9775	92	7	simulation	simulation	NOUN
easat-9775	92	8	tools	tool	NOUN
easat-9775	92	9	,	,	PUNCT
easat-9775	92	10	cloud	cloud	NOUN
easat-9775	92	11	platforms	platform	NOUN
easat-9775	92	12	,	,	PUNCT
easat-9775	92	13	and	and	CCONJ
easat-9775	92	14	containerized	containerized	ADJ
easat-9775	92	15	environments	environment	NOUN
easat-9775	92	16	provides	provide	VERB
easat-9775	92	17	an	an	DET
easat-9775	92	18	unprecedented	unprecedented	ADJ
easat-9775	92	19	opportunity	opportunity	NOUN
easat-9775	92	20	to	to	PART
easat-9775	92	21	democratize	democratize	VERB
easat-9775	92	22	access	access	NOUN
easat-9775	92	23	to	to	ADP
easat-9775	92	24	modern	modern	ADJ
easat-9775	92	25	network	network	NOUN
easat-9775	92	26	education	education	NOUN
easat-9775	92	27	.	.	PUNCT
easat-9775	93	1	however	however	ADV
easat-9775	93	2	,	,	PUNCT
easat-9775	93	3	there	there	PRON
easat-9775	93	4	remains	remain	VERB
easat-9775	93	5	a	a	DET
easat-9775	93	6	research	research	NOUN
easat-9775	93	7	gap	gap	NOUN
easat-9775	93	8	in	in	ADP
easat-9775	93	9	evaluating	evaluate	VERB
easat-9775	93	10	integrated	integrate	VERB
easat-9775	93	11	lab	lab	NOUN
easat-9775	93	12	models	model	NOUN
easat-9775	93	13	that	that	PRON
easat-9775	93	14	combine	combine	VERB
easat-9775	93	15	all	all	DET
easat-9775	93	16	these	these	DET
easat-9775	93	17	components	component	NOUN
easat-9775	93	18	in	in	ADP
easat-9775	93	19	a	a	DET
easat-9775	93	20	cohesive	cohesive	ADJ
easat-9775	93	21	,	,	PUNCT
easat-9775	93	22	pedagogically	pedagogically	ADV
easat-9775	93	23	grounded	ground	VERB
easat-9775	93	24	strategy	strategy	NOUN
easat-9775	93	25	.	.	PUNCT
easat-9775	94	1	3	3	X
easat-9775	94	2	.	.	X
easat-9775	94	3	methodology	methodology	NOUN
easat-9775	94	4	this	this	DET
easat-9775	94	5	study	study	NOUN
easat-9775	94	6	adopted	adopt	VERB
easat-9775	94	7	a	a	DET
easat-9775	94	8	design	design	NOUN
easat-9775	94	9	-	-	PUNCT
easat-9775	94	10	based	base	VERB
easat-9775	94	11	research	research	NOUN
easat-9775	94	12	(	(	PUNCT
easat-9775	94	13	dbr	dbr	PROPN
easat-9775	94	14	)	)	PUNCT
easat-9775	94	15	approach	approach	NOUN
easat-9775	94	16	to	to	PART
easat-9775	94	17	iteratively	iteratively	ADV
easat-9775	94	18	develop	develop	VERB
easat-9775	94	19	,	,	PUNCT
easat-9775	94	20	implement	implement	VERB
easat-9775	94	21	,	,	PUNCT
easat-9775	94	22	and	and	CCONJ
easat-9775	94	23	evaluate	evaluate	VERB
easat-9775	94	24	a	a	DET
easat-9775	94	25	virtual	virtual	ADJ
easat-9775	94	26	laboratory	laboratory	NOUN
easat-9775	94	27	environment	environment	NOUN
easat-9775	94	28	aimed	aim	VERB
easat-9775	94	29	at	at	ADP
easat-9775	94	30	teaching	teach	VERB
easat-9775	94	31	network	network	NOUN
easat-9775	94	32	automation	automation	NOUN
easat-9775	94	33	and	and	CCONJ
easat-9775	94	34	virtualization	virtualization	NOUN
easat-9775	94	35	.	.	PUNCT
easat-9775	95	1	dbr	dbr	PROPN
easat-9775	95	2	is	be	AUX
easat-9775	95	3	well	well	ADV
easat-9775	95	4	-	-	PUNCT
easat-9775	95	5	suited	suit	VERB
easat-9775	95	6	for	for	ADP
easat-9775	95	7	educational	educational	ADJ
easat-9775	95	8	technology	technology	NOUN
easat-9775	95	9	research	research	NOUN
easat-9775	95	10	as	as	SCONJ
easat-9775	95	11	it	it	PRON
easat-9775	95	12	allows	allow	VERB
easat-9775	95	13	the	the	DET
easat-9775	95	14	exploration	exploration	NOUN
easat-9775	95	15	of	of	ADP
easat-9775	95	16	innovative	innovative	ADJ
easat-9775	95	17	instructional	instructional	ADJ
easat-9775	95	18	strategies	strategy	NOUN
easat-9775	95	19	in	in	ADP
easat-9775	95	20	real	real	ADJ
easat-9775	95	21	-	-	PUNCT
easat-9775	95	22	world	world	NOUN
easat-9775	95	23	learning	learning	NOUN
easat-9775	95	24	settings	setting	NOUN
easat-9775	95	25	[	[	X
easat-9775	95	26	24	24	NUM
easat-9775	95	27	,	,	PUNCT
easat-9775	95	28	25	25	NUM
easat-9775	95	29	]	]	PUNCT
easat-9775	95	30	.	.	PUNCT
easat-9775	96	1	the	the	DET
easat-9775	96	2	goal	goal	NOUN
easat-9775	96	3	was	be	AUX
easat-9775	96	4	to	to	PART
easat-9775	96	5	assess	assess	VERB
easat-9775	96	6	both	both	CCONJ
easat-9775	96	7	the	the	DET
easat-9775	96	8	pedagogical	pedagogical	ADJ
easat-9775	96	9	effectiveness	effectiveness	NOUN
easat-9775	96	10	and	and	CCONJ
easat-9775	96	11	technical	technical	ADJ
easat-9775	96	12	feasibility	feasibility	NOUN
easat-9775	96	13	of	of	ADP
easat-9775	96	14	a	a	DET
easat-9775	96	15	cloud	cloud	NOUN
easat-9775	96	16	-	-	PUNCT
easat-9775	96	17	accessible	accessible	ADJ
easat-9775	96	18	,	,	PUNCT
easat-9775	96	19	reproducible	reproducible	ADJ
easat-9775	96	20	lab	lab	NOUN
easat-9775	96	21	infrastructure	infrastructure	NOUN
easat-9775	96	22	using	use	VERB
easat-9775	96	23	cisco	cisco	PROPN
easat-9775	96	24	packet	packet	NOUN
easat-9775	96	25	tracer	tracer	NOUN
easat-9775	96	26	,	,	PUNCT
easat-9775	96	27	docker	docker	PROPN
easat-9775	96	28	,	,	PUNCT
easat-9775	96	29	cloudflare	cloudflare	PROPN
easat-9775	96	30	tunnel	tunnel	NOUN
easat-9775	96	31	,	,	PUNCT
easat-9775	96	32	and	and	CCONJ
easat-9775	96	33	google	google	PROPN
easat-9775	96	34	colab	colab	PROPN
easat-9775	96	35	.	.	PUNCT
easat-9775	97	1	3.1	3.1	NUM
easat-9775	97	2	.	.	PUNCT
easat-9775	97	3	context	context	NOUN
easat-9775	97	4	and	and	CCONJ
easat-9775	97	5	participants	participant	NOUN
easat-9775	97	6	the	the	DET
easat-9775	97	7	pilot	pilot	NOUN
easat-9775	97	8	was	be	AUX
easat-9775	97	9	conducted	conduct	VERB
easat-9775	97	10	with	with	ADP
easat-9775	97	11	35	35	NUM
easat-9775	97	12	undergraduate	undergraduate	ADJ
easat-9775	97	13	students	student	NOUN
easat-9775	97	14	enrolled	enrol	VERB
easat-9775	97	15	in	in	ADP
easat-9775	97	16	the	the	DET
easat-9775	97	17	"	"	PUNCT
easat-9775	97	18	network	network	NOUN
easat-9775	97	19	management	management	NOUN
easat-9775	97	20	"	"	PUNCT
easat-9775	97	21	course	course	NOUN
easat-9775	97	22	of	of	ADP
easat-9775	97	23	the	the	DET
easat-9775	97	24	information	information	NOUN
easat-9775	97	25	technology	technology	NOUN
easat-9775	97	26	program	program	NOUN
easat-9775	97	27	at	at	ADP
easat-9775	97	28	universidad	universidad	PROPN
easat-9775	97	29	técnica	técnica	PROPN
easat-9775	97	30	de	de	PROPN
easat-9775	97	31	machala	machala	PROPN
easat-9775	97	32	,	,	PUNCT
easat-9775	97	33	ecuador	ecuador	NOUN
easat-9775	97	34	.	.	PUNCT
easat-9775	98	1	the	the	DET
easat-9775	98	2	students	student	NOUN
easat-9775	98	3	had	have	AUX
easat-9775	98	4	completed	complete	VERB
easat-9775	98	5	foundational	foundational	ADJ
easat-9775	98	6	coursework	coursework	NOUN
easat-9775	98	7	in	in	ADP
easat-9775	98	8	networking	network	VERB
easat-9775	98	9	and	and	CCONJ
easat-9775	98	10	were	be	AUX
easat-9775	98	11	familiar	familiar	ADJ
easat-9775	98	12	with	with	ADP
easat-9775	98	13	tools	tool	NOUN
easat-9775	98	14	such	such	ADJ
easat-9775	98	15	as	as	ADP
easat-9775	98	16	packet	packet	NOUN
easat-9775	98	17	tracer	tracer	NOUN
easat-9775	98	18	.	.	PUNCT
easat-9775	99	1	this	this	DET
easat-9775	99	2	intervention	intervention	NOUN
easat-9775	99	3	was	be	AUX
easat-9775	99	4	part	part	NOUN
easat-9775	99	5	of	of	ADP
easat-9775	99	6	a	a	DET
easat-9775	99	7	scheduled	schedule	VERB
easat-9775	99	8	module	module	NOUN
easat-9775	99	9	on	on	ADP
easat-9775	99	10	"	"	PUNCT
easat-9775	99	11	virtualization	virtualization	NOUN
easat-9775	99	12	and	and	CCONJ
easat-9775	99	13	automation	automation	NOUN
easat-9775	99	14	of	of	ADP
easat-9775	99	15	networks	network	NOUN
easat-9775	99	16	"	"	PUNCT
easat-9775	99	17	and	and	CCONJ
easat-9775	99	18	constituted	constitute	VERB
easat-9775	99	19	a	a	DET
easat-9775	99	20	core	core	NOUN
easat-9775	99	21	component	component	NOUN
easat-9775	99	22	of	of	ADP
easat-9775	99	23	the	the	DET
easat-9775	99	24	course	course	NOUN
easat-9775	99	25	’s	’s	PART
easat-9775	99	26	practical	practical	ADJ
easat-9775	99	27	activities	activity	NOUN
easat-9775	99	28	.	.	PUNCT
easat-9775	100	1	3.2	3.2	NUM
easat-9775	100	2	.	.	PUNCT
easat-9775	100	3	architecture	architecture	NOUN
easat-9775	100	4	of	of	ADP
easat-9775	100	5	the	the	DET
easat-9775	100	6	virtual	virtual	ADJ
easat-9775	100	7	lab	lab	NOUN
easat-9775	100	8	the	the	DET
easat-9775	100	9	laboratory	laboratory	NOUN
easat-9775	100	10	architecture	architecture	NOUN
easat-9775	100	11	integrated	integrate	VERB
easat-9775	100	12	four	four	NUM
easat-9775	100	13	technologies	technology	NOUN
easat-9775	100	14	to	to	PART
easat-9775	100	15	allow	allow	VERB
easat-9775	100	16	remote	remote	ADJ
easat-9775	100	17	interaction	interaction	NOUN
easat-9775	100	18	with	with	ADP
easat-9775	100	19	a	a	DET
easat-9775	100	20	simulated	simulated	ADJ
easat-9775	100	21	network	network	NOUN
easat-9775	100	22	environment	environment	NOUN
easat-9775	100	23	:	:	PUNCT
easat-9775	100	24	•	•	NUM
easat-9775	100	25	cisco	cisco	PROPN
easat-9775	100	26	packet	packet	NOUN
easat-9775	100	27	tracer	tracer	NOUN
easat-9775	100	28	8.2.2	8.2.2	NUM
easat-9775	100	29	,	,	PUNCT
easat-9775	100	30	running	run	VERB
easat-9775	100	31	locally	locally	ADV
easat-9775	100	32	,	,	PUNCT
easat-9775	100	33	exposed	expose	VERB
easat-9775	100	34	its	its	PRON
easat-9775	100	35	rest	rest	NOUN
easat-9775	100	36	api	api	NOUN
easat-9775	100	37	to	to	PART
easat-9775	100	38	allow	allow	VERB
easat-9775	100	39	automation	automation	NOUN
easat-9775	100	40	via	via	ADP
easat-9775	100	41	http	http	ADJ
easat-9775	100	42	requests	request	NOUN
easat-9775	100	43	[	[	X
easat-9775	100	44	4	4	NUM
easat-9775	100	45	]	]	PUNCT
easat-9775	100	46	.	.	PUNCT
easat-9775	101	1	•	•	NUM
easat-9775	101	2	docker	docker	PROPN
easat-9775	101	3	containerized	containerize	VERB
easat-9775	101	4	a	a	DET
easat-9775	101	5	lightweight	lightweight	ADJ
easat-9775	101	6	cloudflare	cloudflare	NOUN
easat-9775	101	7	tunnel	tunnel	NOUN
easat-9775	101	8	client	client	NOUN
easat-9775	101	9	to	to	PART
easat-9775	101	10	securely	securely	ADV
easat-9775	101	11	expose	expose	VERB
easat-9775	101	12	the	the	DET
easat-9775	101	13	local	local	ADJ
easat-9775	101	14	packet	packet	NOUN
easat-9775	101	15	tracer	tracer	NOUN
easat-9775	101	16	api	api	NOUN
easat-9775	101	17	to	to	ADP
easat-9775	101	18	the	the	DET
easat-9775	101	19	internet	internet	NOUN
easat-9775	101	20	without	without	ADP
easat-9775	101	21	requiring	require	VERB
easat-9775	101	22	port	port	NOUN
easat-9775	101	23	forwarding	forwarding	NOUN
easat-9775	101	24	or	or	CCONJ
easat-9775	101	25	static	static	ADJ
easat-9775	101	26	ips	ip	NOUN
easat-9775	101	27	.	.	PUNCT
easat-9775	102	1	•	•	NUM
easat-9775	102	2	cloudflare	cloudflare	PROPN
easat-9775	102	3	tunnel	tunnel	NOUN
easat-9775	102	4	,	,	PUNCT
easat-9775	102	5	a	a	DET
easat-9775	102	6	secure	secure	ADJ
easat-9775	102	7	tunneling	tunneling	NOUN
easat-9775	102	8	service	service	NOUN
easat-9775	102	9	,	,	PUNCT
easat-9775	102	10	bridged	bridge	VERB
easat-9775	102	11	google	google	PROPN
easat-9775	102	12	colab	colab	PROPN
easat-9775	102	13	and	and	CCONJ
easat-9775	102	14	the	the	DET
easat-9775	102	15	local	local	ADJ
easat-9775	102	16	simulation	simulation	NOUN
easat-9775	102	17	by	by	ADP
easat-9775	102	18	creating	create	VERB
easat-9775	102	19	a	a	DET
easat-9775	102	20	public	public	ADJ
easat-9775	102	21	endpoint	endpoint	NOUN
easat-9775	102	22	that	that	PRON
easat-9775	102	23	redirected	redirect	VERB
easat-9775	102	24	traffic	traffic	NOUN
easat-9775	102	25	to	to	ADP
easat-9775	102	26	the	the	DET
easat-9775	102	27	internal	internal	ADJ
easat-9775	102	28	api	api	NOUN
easat-9775	102	29	[	[	X
easat-9775	102	30	8	8	NUM
easat-9775	102	31	]	]	PUNCT
easat-9775	102	32	.	.	PUNCT
easat-9775	103	1	•	•	NUM
easat-9775	103	2	google	google	PROPN
easat-9775	103	3	colab	colab	PROPN
easat-9775	103	4	was	be	AUX
easat-9775	103	5	used	use	VERB
easat-9775	103	6	as	as	ADP
easat-9775	103	7	the	the	DET
easat-9775	103	8	cloud	cloud	NOUN
easat-9775	103	9	interface	interface	NOUN
easat-9775	103	10	where	where	SCONJ
easat-9775	103	11	students	student	NOUN
easat-9775	103	12	executed	execute	VERB
easat-9775	103	13	python	python	NOUN
easat-9775	103	14	code	code	NOUN
easat-9775	103	15	to	to	PART
easat-9775	103	16	send	send	VERB
easat-9775	103	17	and	and	CCONJ
easat-9775	103	18	receive	receive	VERB
easat-9775	103	19	requests	request	NOUN
easat-9775	103	20	from	from	ADP
easat-9775	103	21	the	the	DET
easat-9775	103	22	simulation	simulation	NOUN
easat-9775	103	23	.	.	PUNCT
easat-9775	104	1	this	this	DET
easat-9775	104	2	setup	setup	NOUN
easat-9775	104	3	was	be	AUX
easat-9775	104	4	reproducible	reproducible	ADJ
easat-9775	104	5	,	,	PUNCT
easat-9775	104	6	platform	platform	NOUN
easat-9775	104	7	-	-	PUNCT
easat-9775	104	8	independent	independent	ADJ
easat-9775	104	9	,	,	PUNCT
easat-9775	104	10	and	and	CCONJ
easat-9775	104	11	required	require	VERB
easat-9775	104	12	no	no	DET
easat-9775	104	13	local	local	ADJ
easat-9775	104	14	installation	installation	NOUN
easat-9775	104	15	beyond	beyond	ADP
easat-9775	104	16	packet	packet	NOUN
easat-9775	104	17	tracer	tracer	NOUN
easat-9775	104	18	and	and	CCONJ
easat-9775	104	19	docker	docker	NOUN
easat-9775	104	20	,	,	PUNCT
easat-9775	104	21	making	make	VERB
easat-9775	104	22	it	it	PRON
easat-9775	104	23	highly	highly	ADV
easat-9775	104	24	suitable	suitable	ADJ
easat-9775	104	25	for	for	ADP
easat-9775	104	26	scalable	scalable	ADJ
easat-9775	104	27	deployment	deployment	NOUN
easat-9775	104	28	.	.	PUNCT
easat-9775	105	1	the	the	DET
easat-9775	105	2	architecture	architecture	NOUN
easat-9775	105	3	is	be	AUX
easat-9775	105	4	illustrated	illustrate	VERB
easat-9775	105	5	in	in	ADP
easat-9775	105	6	figure	figure	NOUN
easat-9775	105	7	1	1	NUM
easat-9775	105	8	.	.	NOUN
easat-9775	105	9	148	148	NUM
easat-9775	105	10	edelweiss	edelweiss	PROPN
easat-9775	105	11	applied	apply	VERB
easat-9775	105	12	science	science	NOUN
easat-9775	105	13	and	and	CCONJ
easat-9775	105	14	technology	technology	NOUN
easat-9775	105	15	issn	issn	PROPN
easat-9775	105	16	:	:	PUNCT
easat-9775	105	17	2576	2576	NUM
easat-9775	105	18	-	-	SYM
easat-9775	105	19	8484	8484	NUM
easat-9775	105	20	vol	vol	NOUN
easat-9775	105	21	.	.	PROPN
easat-9775	106	1	9	9	NUM
easat-9775	106	2	,	,	PUNCT
easat-9775	106	3	no	no	INTJ
easat-9775	106	4	.	.	NOUN
easat-9775	106	5	9	9	NUM
easat-9775	106	6	:	:	SYM
easat-9775	106	7	144	144	NUM
easat-9775	106	8	-	-	SYM
easat-9775	106	9	154	154	NUM
easat-9775	106	10	,	,	PUNCT
easat-9775	106	11	2025	2025	NUM
easat-9775	106	12	doi	doi	NOUN
easat-9775	106	13	:	:	PUNCT
easat-9775	106	14	10.55214/2576	10.55214/2576	NUM
easat-9775	106	15	-	-	PUNCT
easat-9775	106	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	106	17	©	©	PROPN
easat-9775	106	18	2025	2025	NUM
easat-9775	106	19	by	by	ADP
easat-9775	106	20	the	the	DET
easat-9775	106	21	author	author	NOUN
easat-9775	106	22	;	;	PUNCT
easat-9775	106	23	licensee	licensee	PROPN
easat-9775	106	24	learning	learn	VERB
easat-9775	106	25	gate	gate	NOUN
easat-9775	106	26	figure	figure	NOUN
easat-9775	106	27	1	1	NUM
easat-9775	106	28	.	.	PUNCT
easat-9775	107	1	architecture	architecture	NOUN
easat-9775	107	2	of	of	ADP
easat-9775	107	3	the	the	DET
easat-9775	107	4	virtual	virtual	ADJ
easat-9775	107	5	lab	lab	NOUN
easat-9775	107	6	for	for	ADP
easat-9775	107	7	network	network	NOUN
easat-9775	107	8	automation	automation	NOUN
easat-9775	107	9	.	.	PUNCT
easat-9775	108	1	note	note	NOUN
easat-9775	108	2	:	:	PUNCT
easat-9775	108	3	the	the	DET
easat-9775	108	4	figure	figure	NOUN
easat-9775	108	5	illustrates	illustrate	VERB
easat-9775	108	6	the	the	DET
easat-9775	108	7	integration	integration	NOUN
easat-9775	108	8	of	of	ADP
easat-9775	108	9	cisco	cisco	PROPN
easat-9775	108	10	packet	packet	NOUN
easat-9775	108	11	tracer	tracer	NOUN
easat-9775	108	12	rest	rest	NOUN
easat-9775	108	13	api	api	NOUN
easat-9775	108	14	with	with	ADP
easat-9775	108	15	docker	docker	PROPN
easat-9775	108	16	,	,	PUNCT
easat-9775	108	17	cloudflare	cloudflare	PROPN
easat-9775	108	18	tunnel	tunnel	NOUN
easat-9775	108	19	,	,	PUNCT
easat-9775	108	20	and	and	CCONJ
easat-9775	108	21	google	google	PROPN
easat-9775	108	22	colab	colab	PROPN
easat-9775	108	23	to	to	PART
easat-9775	108	24	enable	enable	VERB
easat-9775	108	25	cloud	cloud	NOUN
easat-9775	108	26	-	-	PUNCT
easat-9775	108	27	accessible	accessible	ADJ
easat-9775	108	28	and	and	CCONJ
easat-9775	108	29	reproducible	reproducible	ADJ
easat-9775	108	30	network	network	NOUN
easat-9775	108	31	automation	automation	NOUN
easat-9775	108	32	labs	lab	NOUN
easat-9775	108	33	.	.	PUNCT
easat-9775	109	1	the	the	DET
easat-9775	109	2	local	local	ADJ
easat-9775	109	3	execution	execution	NOUN
easat-9775	109	4	of	of	ADP
easat-9775	109	5	cisco	cisco	PROPN
easat-9775	109	6	packet	packet	NOUN
easat-9775	109	7	tracer	tracer	NOUN
easat-9775	109	8	and	and	CCONJ
easat-9775	109	9	the	the	DET
easat-9775	109	10	docker	docker	NOUN
easat-9775	109	11	-	-	PUNCT
easat-9775	109	12	based	base	VERB
easat-9775	109	13	cloudflare	cloudflare	NOUN
easat-9775	109	14	tunnel	tunnel	NOUN
easat-9775	109	15	was	be	AUX
easat-9775	109	16	performed	perform	VERB
easat-9775	109	17	on	on	ADP
easat-9775	109	18	a	a	DET
easat-9775	109	19	machine	machine	NOUN
easat-9775	109	20	running	run	VERB
easat-9775	109	21	windows	window	NOUN
easat-9775	109	22	11	11	NUM
easat-9775	109	23	pro	pro	NOUN
easat-9775	109	24	.	.	PUNCT
easat-9775	110	1	the	the	DET
easat-9775	110	2	hardware	hardware	NOUN
easat-9775	110	3	configuration	configuration	NOUN
easat-9775	110	4	included	include	VERB
easat-9775	110	5	a	a	DET
easat-9775	110	6	12th	12th	ADJ
easat-9775	110	7	-	-	PUNCT
easat-9775	110	8	generation	generation	NOUN
easat-9775	110	9	intel	intel	NOUN
easat-9775	110	10	core	core	NOUN
easat-9775	110	11	i7	i7	NOUN
easat-9775	110	12	processor	processor	NOUN
easat-9775	110	13	,	,	PUNCT
easat-9775	110	14	16	16	NUM
easat-9775	110	15	gb	gb	NOUN
easat-9775	110	16	of	of	ADP
easat-9775	110	17	ram	ram	NOUN
easat-9775	110	18	,	,	PUNCT
easat-9775	110	19	and	and	CCONJ
easat-9775	110	20	a	a	DET
easat-9775	110	21	512	512	NUM
easat-9775	110	22	gb	gb	NOUN
easat-9775	110	23	ssd	ssd	NOUN
easat-9775	110	24	.	.	PUNCT
easat-9775	111	1	although	although	SCONJ
easat-9775	111	2	the	the	DET
easat-9775	111	3	laboratory	laboratory	NOUN
easat-9775	111	4	was	be	AUX
easat-9775	111	5	tested	test	VERB
easat-9775	111	6	in	in	ADP
easat-9775	111	7	a	a	DET
easat-9775	111	8	single	single	ADJ
easat-9775	111	9	operating	operating	NOUN
easat-9775	111	10	system	system	NOUN
easat-9775	111	11	environment	environment	NOUN
easat-9775	111	12	(	(	PUNCT
easat-9775	111	13	windows	window	NOUN
easat-9775	111	14	)	)	PUNCT
easat-9775	111	15	,	,	PUNCT
easat-9775	111	16	the	the	DET
easat-9775	111	17	components	component	NOUN
easat-9775	111	18	involved	involve	VERB
easat-9775	111	19	—	—	PUNCT
easat-9775	111	20	docker	docker	PROPN
easat-9775	111	21	,	,	PUNCT
easat-9775	111	22	cloudflare	cloudflare	PROPN
easat-9775	111	23	tunnel	tunnel	NOUN
easat-9775	111	24	,	,	PUNCT
easat-9775	111	25	and	and	CCONJ
easat-9775	111	26	the	the	DET
easat-9775	111	27	packet	packet	NOUN
easat-9775	111	28	tracer	tracer	NOUN
easat-9775	111	29	rest	rest	NOUN
easat-9775	111	30	api	api	NOUN
easat-9775	111	31	—	—	PUNCT
easat-9775	111	32	are	be	AUX
easat-9775	111	33	compatible	compatible	ADJ
easat-9775	111	34	with	with	ADP
easat-9775	111	35	other	other	ADJ
easat-9775	111	36	platforms	platform	NOUN
easat-9775	111	37	such	such	ADJ
easat-9775	111	38	as	as	ADP
easat-9775	111	39	linux	linux	PROPN
easat-9775	111	40	and	and	CCONJ
easat-9775	111	41	macos	maco	NOUN
easat-9775	111	42	.	.	PUNCT
easat-9775	112	1	no	no	DET
easat-9775	112	2	performance	performance	NOUN
easat-9775	112	3	issues	issue	NOUN
easat-9775	112	4	were	be	AUX
easat-9775	112	5	observed	observe	VERB
easat-9775	112	6	during	during	ADP
easat-9775	112	7	the	the	DET
easat-9775	112	8	pilot	pilot	NOUN
easat-9775	112	9	with	with	ADP
easat-9775	112	10	35	35	NUM
easat-9775	112	11	undergraduate	undergraduate	ADJ
easat-9775	112	12	students	student	NOUN
easat-9775	112	13	,	,	PUNCT
easat-9775	112	14	suggesting	suggest	VERB
easat-9775	112	15	that	that	SCONJ
easat-9775	112	16	the	the	DET
easat-9775	112	17	proposed	propose	VERB
easat-9775	112	18	architecture	architecture	NOUN
easat-9775	112	19	is	be	AUX
easat-9775	112	20	scalable	scalable	ADJ
easat-9775	112	21	and	and	CCONJ
easat-9775	112	22	stable	stable	ADJ
easat-9775	112	23	for	for	ADP
easat-9775	112	24	medium	medium	ADJ
easat-9775	112	25	-	-	PUNCT
easat-9775	112	26	scale	scale	NOUN
easat-9775	112	27	educational	educational	ADJ
easat-9775	112	28	deployments	deployment	NOUN
easat-9775	112	29	.	.	PUNCT
easat-9775	113	1	nonetheless	nonetheless	ADV
easat-9775	113	2	,	,	PUNCT
easat-9775	113	3	instructors	instructor	NOUN
easat-9775	113	4	intending	intend	VERB
easat-9775	113	5	to	to	PART
easat-9775	113	6	reproduce	reproduce	VERB
easat-9775	113	7	this	this	DET
easat-9775	113	8	setup	setup	NOUN
easat-9775	113	9	should	should	AUX
easat-9775	113	10	ensure	ensure	VERB
easat-9775	113	11	that	that	SCONJ
easat-9775	113	12	their	their	PRON
easat-9775	113	13	local	local	ADJ
easat-9775	113	14	machines	machine	NOUN
easat-9775	113	15	meet	meet	VERB
easat-9775	113	16	at	at	ADV
easat-9775	113	17	least	least	ADJ
easat-9775	113	18	similar	similar	ADJ
easat-9775	113	19	specifications	specification	NOUN
easat-9775	113	20	for	for	ADP
easat-9775	113	21	optimal	optimal	ADJ
easat-9775	113	22	performance	performance	NOUN
easat-9775	113	23	.	.	PUNCT
easat-9775	114	1	3.3	3.3	NUM
easat-9775	114	2	.	.	PUNCT
easat-9775	115	1	instructional	instructional	ADJ
easat-9775	115	2	design	design	NOUN
easat-9775	115	3	and	and	CCONJ
easat-9775	115	4	activities	activity	NOUN
easat-9775	115	5	the	the	DET
easat-9775	115	6	intervention	intervention	NOUN
easat-9775	115	7	was	be	AUX
easat-9775	115	8	structured	structure	VERB
easat-9775	115	9	into	into	ADP
easat-9775	115	10	three	three	NUM
easat-9775	115	11	progressive	progressive	ADJ
easat-9775	115	12	labs	lab	NOUN
easat-9775	115	13	,	,	PUNCT
easat-9775	115	14	each	each	PRON
easat-9775	115	15	implemented	implement	VERB
easat-9775	115	16	as	as	ADP
easat-9775	115	17	a	a	DET
easat-9775	115	18	google	google	PROPN
easat-9775	115	19	colab	colab	PROPN
easat-9775	115	20	notebook	notebook	NOUN
easat-9775	115	21	:	:	PUNCT
easat-9775	115	22	1	1	X
easat-9775	115	23	.	.	X
easat-9775	115	24	device	device	NOUN
easat-9775	115	25	discovery	discovery	NOUN
easat-9775	115	26	:	:	PUNCT
easat-9775	115	27	students	student	NOUN
easat-9775	115	28	used	use	VERB
easat-9775	115	29	http	http	NOUN
easat-9775	115	30	get	get	VERB
easat-9775	115	31	methods	method	NOUN
easat-9775	115	32	to	to	PART
easat-9775	115	33	query	query	VERB
easat-9775	115	34	connected	connected	ADJ
easat-9775	115	35	network	network	NOUN
easat-9775	115	36	devices	device	NOUN
easat-9775	115	37	and	and	CCONJ
easat-9775	115	38	retrieve	retrieve	VERB
easat-9775	115	39	interface	interface	NOUN
easat-9775	115	40	data	datum	NOUN
easat-9775	115	41	in	in	ADP
easat-9775	115	42	json	json	NOUN
easat-9775	115	43	format	format	NOUN
easat-9775	115	44	.	.	PUNCT
easat-9775	116	1	149	149	NUM
easat-9775	116	2	edelweiss	edelweiss	PROPN
easat-9775	116	3	applied	apply	VERB
easat-9775	116	4	science	science	NOUN
easat-9775	116	5	and	and	CCONJ
easat-9775	116	6	technology	technology	NOUN
easat-9775	116	7	issn	issn	PROPN
easat-9775	116	8	:	:	PUNCT
easat-9775	116	9	2576	2576	NUM
easat-9775	116	10	-	-	SYM
easat-9775	116	11	8484	8484	NUM
easat-9775	116	12	vol	vol	NOUN
easat-9775	116	13	.	.	PROPN
easat-9775	117	1	9	9	NUM
easat-9775	117	2	,	,	PUNCT
easat-9775	117	3	no	no	INTJ
easat-9775	117	4	.	.	NOUN
easat-9775	117	5	9	9	NUM
easat-9775	117	6	:	:	SYM
easat-9775	117	7	144	144	NUM
easat-9775	117	8	-	-	SYM
easat-9775	117	9	154	154	NUM
easat-9775	117	10	,	,	PUNCT
easat-9775	117	11	2025	2025	NUM
easat-9775	117	12	doi	doi	NOUN
easat-9775	117	13	:	:	PUNCT
easat-9775	117	14	10.55214/2576	10.55214/2576	NUM
easat-9775	117	15	-	-	PUNCT
easat-9775	117	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	117	17	©	©	PROPN
easat-9775	117	18	2025	2025	NUM
easat-9775	117	19	by	by	ADP
easat-9775	117	20	the	the	DET
easat-9775	117	21	author	author	NOUN
easat-9775	117	22	;	;	PUNCT
easat-9775	117	23	licensee	licensee	PROPN
easat-9775	117	24	learning	learning	NOUN
easat-9775	117	25	gate	gate	NOUN
easat-9775	117	26	2	2	NUM
easat-9775	117	27	.	.	PUNCT
easat-9775	117	28	data	datum	NOUN
easat-9775	117	29	parsing	parsing	NOUN
easat-9775	117	30	and	and	CCONJ
easat-9775	117	31	filtering	filtering	NOUN
easat-9775	117	32	:	:	PUNCT
easat-9775	117	33	students	student	NOUN
easat-9775	117	34	learned	learn	VERB
easat-9775	117	35	to	to	PART
easat-9775	117	36	extract	extract	VERB
easat-9775	117	37	and	and	CCONJ
easat-9775	117	38	process	process	VERB
easat-9775	117	39	specific	specific	ADJ
easat-9775	117	40	fields	field	NOUN
easat-9775	117	41	from	from	ADP
easat-9775	117	42	api	api	NOUN
easat-9775	117	43	responses	response	NOUN
easat-9775	117	44	using	use	VERB
easat-9775	117	45	python	python	NOUN
easat-9775	117	46	’s	’s	PART
easat-9775	117	47	json	json	NOUN
easat-9775	117	48	module	module	NOUN
easat-9775	117	49	,	,	PUNCT
easat-9775	117	50	reinforcing	reinforce	VERB
easat-9775	117	51	data	datum	NOUN
easat-9775	117	52	handling	handling	NOUN
easat-9775	117	53	and	and	CCONJ
easat-9775	117	54	control	control	NOUN
easat-9775	117	55	flow	flow	NOUN
easat-9775	117	56	.	.	PUNCT
easat-9775	118	1	3	3	X
easat-9775	118	2	.	.	X
easat-9775	118	3	automation	automation	NOUN
easat-9775	118	4	and	and	CCONJ
easat-9775	118	5	error	error	NOUN
easat-9775	118	6	handling	handling	NOUN
easat-9775	118	7	:	:	PUNCT
easat-9775	118	8	participants	participant	NOUN
easat-9775	118	9	scripted	script	VERB
easat-9775	118	10	automated	automate	VERB
easat-9775	118	11	configurations	configuration	NOUN
easat-9775	118	12	(	(	PUNCT
easat-9775	118	13	e.g.	e.g.	ADV
easat-9775	118	14	,	,	PUNCT
easat-9775	118	15	assigning	assign	VERB
easat-9775	118	16	ip	ip	DET
easat-9775	118	17	addresses	address	NOUN
easat-9775	118	18	)	)	PUNCT
easat-9775	118	19	and	and	CCONJ
easat-9775	118	20	added	add	VERB
easat-9775	118	21	error	error	NOUN
easat-9775	118	22	handling	handling	NOUN
easat-9775	118	23	mechanisms	mechanism	NOUN
easat-9775	118	24	based	base	VERB
easat-9775	118	25	on	on	ADP
easat-9775	118	26	api	api	NOUN
easat-9775	118	27	status	status	NOUN
easat-9775	118	28	codes	code	NOUN
easat-9775	118	29	and	and	CCONJ
easat-9775	118	30	messages	message	NOUN
easat-9775	118	31	.	.	PUNCT
easat-9775	119	1	each	each	DET
easat-9775	119	2	notebook	notebook	NOUN
easat-9775	119	3	included	include	VERB
easat-9775	119	4	narrative	narrative	NOUN
easat-9775	119	5	explanations	explanation	NOUN
easat-9775	119	6	,	,	PUNCT
easat-9775	119	7	code	code	NOUN
easat-9775	119	8	cells	cell	NOUN
easat-9775	119	9	,	,	PUNCT
easat-9775	119	10	example	example	NOUN
easat-9775	119	11	outputs	output	NOUN
easat-9775	119	12	,	,	PUNCT
easat-9775	119	13	and	and	CCONJ
easat-9775	119	14	challenges	challenge	NOUN
easat-9775	119	15	that	that	PRON
easat-9775	119	16	aligned	align	VERB
easat-9775	119	17	with	with	ADP
easat-9775	119	18	the	the	DET
easat-9775	119	19	learning	learn	VERB
easat-9775	119	20	outcomes	outcome	NOUN
easat-9775	119	21	of	of	ADP
easat-9775	119	22	the	the	DET
easat-9775	119	23	course	course	NOUN
easat-9775	119	24	.	.	PUNCT
easat-9775	120	1	the	the	DET
easat-9775	120	2	pedagogical	pedagogical	ADJ
easat-9775	120	3	strategy	strategy	NOUN
easat-9775	120	4	emphasized	emphasize	VERB
easat-9775	120	5	active	active	ADJ
easat-9775	120	6	learning	learning	NOUN
easat-9775	120	7	and	and	CCONJ
easat-9775	120	8	problem	problem	NOUN
easat-9775	120	9	-	-	PUNCT
easat-9775	120	10	solving	solving	NOUN
easat-9775	120	11	,	,	PUNCT
easat-9775	120	12	consistent	consistent	ADJ
easat-9775	120	13	with	with	ADP
easat-9775	120	14	constructivist	constructivist	ADJ
easat-9775	120	15	principles	principle	NOUN
easat-9775	120	16	[	[	X
easat-9775	120	17	18	18	NUM
easat-9775	120	18	]	]	PUNCT
easat-9775	120	19	.	.	PUNCT
easat-9775	121	1	3.4	3.4	NUM
easat-9775	121	2	.	.	PUNCT
easat-9775	121	3	evaluation	evaluation	NOUN
easat-9775	121	4	design	design	VERB
easat-9775	121	5	a	a	DET
easat-9775	121	6	mixed	mixed	ADJ
easat-9775	121	7	-	-	PUNCT
easat-9775	121	8	methods	method	NOUN
easat-9775	121	9	evaluation	evaluation	NOUN
easat-9775	121	10	was	be	AUX
easat-9775	121	11	employed	employ	VERB
easat-9775	121	12	to	to	PART
easat-9775	121	13	assess	assess	VERB
easat-9775	121	14	the	the	DET
easat-9775	121	15	impact	impact	NOUN
easat-9775	121	16	of	of	ADP
easat-9775	121	17	the	the	DET
easat-9775	121	18	intervention	intervention	NOUN
easat-9775	121	19	from	from	ADP
easat-9775	121	20	both	both	CCONJ
easat-9775	121	21	quantitative	quantitative	ADJ
easat-9775	121	22	and	and	CCONJ
easat-9775	121	23	qualitative	qualitative	ADJ
easat-9775	121	24	perspectives	perspective	NOUN
easat-9775	122	1	[	[	X
easat-9775	122	2	26	26	NUM
easat-9775	122	3	]	]	X
easat-9775	122	4	:	:	PUNCT
easat-9775	122	5	•	•	NUM
easat-9775	122	6	pre	pre	ADJ
easat-9775	122	7	-	-	ADJ
easat-9775	122	8	test	test	NOUN
easat-9775	122	9	and	and	CCONJ
easat-9775	122	10	post	post	ADJ
easat-9775	122	11	-	-	ADJ
easat-9775	122	12	test	test	ADJ
easat-9775	122	13	assessments	assessment	NOUN
easat-9775	122	14	were	be	AUX
easat-9775	122	15	applied	apply	VERB
easat-9775	122	16	to	to	ADP
easat-9775	122	17	measure	measure	NOUN
easat-9775	122	18	learning	learn	VERB
easat-9775	122	19	gains	gain	NOUN
easat-9775	122	20	.	.	PUNCT
easat-9775	123	1	both	both	PRON
easat-9775	123	2	consisted	consist	VERB
easat-9775	123	3	of	of	ADP
easat-9775	123	4	10	10	NUM
easat-9775	123	5	multiple	multiple	ADJ
easat-9775	123	6	-	-	PUNCT
easat-9775	123	7	choice	choice	NOUN
easat-9775	123	8	questions	question	NOUN
easat-9775	123	9	focused	focus	VERB
easat-9775	123	10	on	on	ADP
easat-9775	123	11	key	key	ADJ
easat-9775	123	12	concepts	concept	NOUN
easat-9775	123	13	such	such	ADJ
easat-9775	123	14	as	as	ADP
easat-9775	123	15	virtualization	virtualization	NOUN
easat-9775	123	16	,	,	PUNCT
easat-9775	123	17	rest	rest	NOUN
easat-9775	123	18	apis	apis	ADJ
easat-9775	123	19	,	,	PUNCT
easat-9775	123	20	json	json	PROPN
easat-9775	123	21	,	,	PUNCT
easat-9775	123	22	docker	docker	NOUN
easat-9775	123	23	,	,	PUNCT
easat-9775	123	24	and	and	CCONJ
easat-9775	123	25	automation	automation	NOUN
easat-9775	123	26	.	.	PUNCT
easat-9775	124	1	•	•	NOUN
easat-9775	124	2	a	a	DET
easat-9775	124	3	perception	perception	NOUN
easat-9775	124	4	survey	survey	NOUN
easat-9775	124	5	using	use	VERB
easat-9775	124	6	a	a	DET
easat-9775	124	7	5	5	NUM
easat-9775	124	8	-	-	PUNCT
easat-9775	124	9	point	point	NOUN
easat-9775	124	10	likert	likert	ADJ
easat-9775	124	11	scale	scale	NOUN
easat-9775	124	12	captured	capture	VERB
easat-9775	124	13	students	student	NOUN
easat-9775	124	14	’	'	PUNCT
easat-9775	124	15	experiences	experience	NOUN
easat-9775	124	16	regarding	regard	VERB
easat-9775	124	17	usability	usability	NOUN
easat-9775	124	18	,	,	PUNCT
easat-9775	124	19	engagement	engagement	NOUN
easat-9775	124	20	,	,	PUNCT
easat-9775	124	21	and	and	CCONJ
easat-9775	124	22	pedagogical	pedagogical	ADJ
easat-9775	124	23	value	value	NOUN
easat-9775	124	24	.	.	PUNCT
easat-9775	125	1	the	the	DET
easat-9775	125	2	survey	survey	NOUN
easat-9775	125	3	included	include	VERB
easat-9775	125	4	five	five	NUM
easat-9775	125	5	closed	closed	ADJ
easat-9775	125	6	questions	question	NOUN
easat-9775	125	7	and	and	CCONJ
easat-9775	125	8	two	two	NUM
easat-9775	125	9	open	open	ADJ
easat-9775	125	10	-	-	PUNCT
easat-9775	125	11	ended	end	VERB
easat-9775	125	12	items	item	NOUN
easat-9775	125	13	for	for	ADP
easat-9775	125	14	qualitative	qualitative	ADJ
easat-9775	125	15	feedback	feedback	NOUN
easat-9775	125	16	.	.	PUNCT
easat-9775	126	1	the	the	DET
easat-9775	126	2	questionnaire	questionnaire	NOUN
easat-9775	126	3	items	item	NOUN
easat-9775	126	4	were	be	AUX
easat-9775	126	5	validated	validate	VERB
easat-9775	126	6	through	through	ADP
easat-9775	126	7	expert	expert	NOUN
easat-9775	126	8	review	review	NOUN
easat-9775	126	9	and	and	CCONJ
easat-9775	126	10	aligned	align	VERB
easat-9775	126	11	with	with	ADP
easat-9775	126	12	the	the	DET
easat-9775	126	13	intended	intended	ADJ
easat-9775	126	14	learning	learning	NOUN
easat-9775	126	15	outcomes	outcome	NOUN
easat-9775	126	16	.	.	PUNCT
easat-9775	127	1	3.5	3.5	NUM
easat-9775	127	2	.	.	PUNCT
easat-9775	127	3	data	datum	NOUN
easat-9775	127	4	collection	collection	NOUN
easat-9775	127	5	and	and	CCONJ
easat-9775	127	6	analysis	analysis	NOUN
easat-9775	127	7	•	•	PRON
easat-9775	127	8	quantitative	quantitative	ADJ
easat-9775	127	9	data	datum	NOUN
easat-9775	127	10	from	from	ADP
easat-9775	127	11	the	the	DET
easat-9775	127	12	tests	test	NOUN
easat-9775	127	13	were	be	AUX
easat-9775	127	14	analyzed	analyze	VERB
easat-9775	127	15	using	use	VERB
easat-9775	127	16	descriptive	descriptive	ADJ
easat-9775	127	17	statistics	statistic	NOUN
easat-9775	127	18	and	and	CCONJ
easat-9775	127	19	a	a	DET
easat-9775	127	20	paired	pair	VERB
easat-9775	127	21	-	-	PUNCT
easat-9775	127	22	sample	sample	NOUN
easat-9775	127	23	ttest	ttest	NOUN
easat-9775	127	24	to	to	PART
easat-9775	127	25	determine	determine	VERB
easat-9775	127	26	whether	whether	SCONJ
easat-9775	127	27	the	the	DET
easat-9775	127	28	differences	difference	NOUN
easat-9775	127	29	in	in	ADP
easat-9775	127	30	preand	preand	NOUN
easat-9775	127	31	post	post	ADJ
easat-9775	127	32	-	-	ADJ
easat-9775	127	33	test	test	ADJ
easat-9775	127	34	scores	score	NOUN
easat-9775	127	35	were	be	AUX
easat-9775	127	36	statistically	statistically	ADV
easat-9775	127	37	significant	significant	ADJ
easat-9775	127	38	[	[	X
easat-9775	127	39	27	27	NUM
easat-9775	127	40	]	]	PUNCT
easat-9775	127	41	.	.	PUNCT
easat-9775	128	1	•	•	NUM
easat-9775	128	2	survey	survey	NOUN
easat-9775	128	3	responses	response	NOUN
easat-9775	128	4	were	be	AUX
easat-9775	128	5	analyzed	analyze	VERB
easat-9775	128	6	to	to	PART
easat-9775	128	7	identify	identify	VERB
easat-9775	128	8	trends	trend	NOUN
easat-9775	128	9	in	in	ADP
easat-9775	128	10	student	student	NOUN
easat-9775	128	11	perception	perception	NOUN
easat-9775	128	12	.	.	PUNCT
easat-9775	129	1	frequencies	frequency	NOUN
easat-9775	129	2	,	,	PUNCT
easat-9775	129	3	means	mean	VERB
easat-9775	129	4	,	,	PUNCT
easat-9775	129	5	and	and	CCONJ
easat-9775	129	6	standard	standard	ADJ
easat-9775	129	7	deviations	deviation	NOUN
easat-9775	129	8	were	be	AUX
easat-9775	129	9	computed	compute	VERB
easat-9775	129	10	.	.	PUNCT
easat-9775	130	1	•	•	NUM
easat-9775	130	2	open	open	ADV
easat-9775	130	3	-	-	PUNCT
easat-9775	130	4	ended	end	VERB
easat-9775	130	5	responses	response	NOUN
easat-9775	130	6	were	be	AUX
easat-9775	130	7	coded	code	VERB
easat-9775	130	8	and	and	CCONJ
easat-9775	130	9	categorized	categorize	VERB
easat-9775	130	10	using	use	VERB
easat-9775	130	11	thematic	thematic	ADJ
easat-9775	130	12	analysis	analysis	NOUN
easat-9775	130	13	to	to	PART
easat-9775	130	14	extract	extract	VERB
easat-9775	130	15	student	student	NOUN
easat-9775	130	16	insights	insight	NOUN
easat-9775	130	17	and	and	CCONJ
easat-9775	130	18	recurring	recur	VERB
easat-9775	130	19	opinions	opinion	NOUN
easat-9775	130	20	[	[	X
easat-9775	130	21	28	28	NUM
easat-9775	130	22	]	]	PUNCT
easat-9775	130	23	.	.	PUNCT
easat-9775	131	1	the	the	DET
easat-9775	131	2	combination	combination	NOUN
easat-9775	131	3	of	of	ADP
easat-9775	131	4	objective	objective	ADJ
easat-9775	131	5	scores	score	NOUN
easat-9775	131	6	and	and	CCONJ
easat-9775	131	7	subjective	subjective	ADJ
easat-9775	131	8	perception	perception	NOUN
easat-9775	131	9	allowed	allow	VERB
easat-9775	131	10	for	for	ADP
easat-9775	131	11	a	a	DET
easat-9775	131	12	triangulated	triangulate	VERB
easat-9775	131	13	evaluation	evaluation	NOUN
easat-9775	131	14	of	of	ADP
easat-9775	131	15	the	the	DET
easat-9775	131	16	virtual	virtual	ADJ
easat-9775	131	17	lab	lab	NOUN
easat-9775	131	18	’s	’s	PART
easat-9775	131	19	pedagogical	pedagogical	ADJ
easat-9775	131	20	impact	impact	NOUN
easat-9775	131	21	.	.	PUNCT
easat-9775	132	1	4	4	X
easat-9775	132	2	.	.	NOUN
easat-9775	132	3	results	result	NOUN
easat-9775	132	4	and	and	CCONJ
easat-9775	132	5	discussion	discussion	NOUN
easat-9775	132	6	4.1	4.1	NUM
easat-9775	132	7	.	.	PUNCT
easat-9775	133	1	overview	overview	NOUN
easat-9775	133	2	of	of	ADP
easat-9775	133	3	the	the	DET
easat-9775	133	4	pilot	pilot	NOUN
easat-9775	133	5	study	study	NOUN
easat-9775	133	6	the	the	DET
easat-9775	133	7	proposed	propose	VERB
easat-9775	133	8	virtual	virtual	ADJ
easat-9775	133	9	laboratory	laboratory	NOUN
easat-9775	133	10	architecture	architecture	NOUN
easat-9775	133	11	was	be	AUX
easat-9775	133	12	deployed	deploy	VERB
easat-9775	133	13	and	and	CCONJ
easat-9775	133	14	tested	test	VERB
easat-9775	133	15	during	during	ADP
easat-9775	133	16	a	a	DET
easat-9775	133	17	four	four	NUM
easat-9775	133	18	-	-	PUNCT
easat-9775	133	19	week	week	NOUN
easat-9775	133	20	pilot	pilot	NOUN
easat-9775	133	21	intervention	intervention	NOUN
easat-9775	133	22	with	with	ADP
easat-9775	133	23	35	35	NUM
easat-9775	133	24	undergraduate	undergraduate	ADJ
easat-9775	133	25	students	student	NOUN
easat-9775	133	26	.	.	PUNCT
easat-9775	134	1	the	the	DET
easat-9775	134	2	instructional	instructional	ADJ
easat-9775	134	3	design	design	NOUN
easat-9775	134	4	included	include	VERB
easat-9775	134	5	three	three	NUM
easat-9775	134	6	practical	practical	ADJ
easat-9775	134	7	labs	lab	NOUN
easat-9775	134	8	and	and	CCONJ
easat-9775	134	9	was	be	AUX
easat-9775	134	10	complemented	complement	VERB
easat-9775	134	11	by	by	ADP
easat-9775	134	12	a	a	DET
easat-9775	134	13	pre	pre	NOUN
easat-9775	134	14	-	-	NOUN
easat-9775	134	15	test	test	ADJ
easat-9775	134	16	,	,	PUNCT
easat-9775	134	17	post	post	NOUN
easat-9775	134	18	-	-	NOUN
easat-9775	134	19	test	test	NOUN
easat-9775	134	20	,	,	PUNCT
easat-9775	134	21	and	and	CCONJ
easat-9775	134	22	a	a	DET
easat-9775	134	23	perception	perception	NOUN
easat-9775	134	24	survey	survey	NOUN
easat-9775	134	25	.	.	PUNCT
easat-9775	135	1	this	this	DET
easat-9775	135	2	structure	structure	NOUN
easat-9775	135	3	enabled	enable	VERB
easat-9775	135	4	a	a	DET
easat-9775	135	5	holistic	holistic	ADJ
easat-9775	135	6	evaluation	evaluation	NOUN
easat-9775	135	7	of	of	ADP
easat-9775	135	8	the	the	DET
easat-9775	135	9	students	student	NOUN
easat-9775	135	10	’	’	PART
easat-9775	135	11	cognitive	cognitive	ADJ
easat-9775	135	12	gains	gain	NOUN
easat-9775	135	13	,	,	PUNCT
easat-9775	135	14	engagement	engagement	NOUN
easat-9775	135	15	,	,	PUNCT
easat-9775	135	16	and	and	CCONJ
easat-9775	135	17	usability	usability	NOUN
easat-9775	135	18	perception	perception	NOUN
easat-9775	135	19	of	of	ADP
easat-9775	135	20	the	the	DET
easat-9775	135	21	environment	environment	NOUN
easat-9775	135	22	.	.	PUNCT
easat-9775	136	1	4.2	4.2	NUM
easat-9775	136	2	.	.	PUNCT
easat-9775	136	3	quantitative	quantitative	ADJ
easat-9775	136	4	evaluation	evaluation	NOUN
easat-9775	136	5	of	of	ADP
easat-9775	136	6	learning	learn	VERB
easat-9775	136	7	gains	gain	NOUN
easat-9775	136	8	4.2.1	4.2.1	NOUN
easat-9775	136	9	.	.	PUNCT
easat-9775	137	1	pre	pre	ADJ
easat-9775	137	2	-	-	ADJ
easat-9775	137	3	test	test	NOUN
easat-9775	137	4	and	and	CCONJ
easat-9775	137	5	post	post	ADJ
easat-9775	137	6	-	-	ADJ
easat-9775	137	7	test	test	ADJ
easat-9775	137	8	analysis	analysis	NOUN
easat-9775	137	9	the	the	DET
easat-9775	137	10	preand	preand	NOUN
easat-9775	137	11	post	post	ADJ
easat-9775	137	12	-	-	ADJ
easat-9775	137	13	tests	test	NOUN
easat-9775	137	14	included	include	VERB
easat-9775	137	15	identical	identical	ADJ
easat-9775	137	16	items	item	NOUN
easat-9775	137	17	designed	design	VERB
easat-9775	137	18	to	to	PART
easat-9775	137	19	assess	assess	VERB
easat-9775	137	20	knowledge	knowledge	NOUN
easat-9775	137	21	of	of	ADP
easat-9775	137	22	virtualization	virtualization	NOUN
easat-9775	137	23	concepts	concept	NOUN
easat-9775	137	24	(	(	PUNCT
easat-9775	137	25	e.g.	e.g.	ADV
easat-9775	137	26	,	,	PUNCT
easat-9775	137	27	containers	container	NOUN
easat-9775	137	28	,	,	PUNCT
easat-9775	137	29	cloud	cloud	NOUN
easat-9775	137	30	tunnels	tunnel	NOUN
easat-9775	137	31	)	)	PUNCT
easat-9775	137	32	,	,	PUNCT
easat-9775	137	33	network	network	NOUN
easat-9775	137	34	automation	automation	NOUN
easat-9775	137	35	(	(	PUNCT
easat-9775	137	36	e.g.	e.g.	ADV
easat-9775	137	37	,	,	PUNCT
easat-9775	137	38	rest	rest	NOUN
easat-9775	137	39	apis	apis	ADJ
easat-9775	137	40	,	,	PUNCT
easat-9775	137	41	json	json	NOUN
easat-9775	137	42	)	)	PUNCT
easat-9775	137	43	,	,	PUNCT
easat-9775	137	44	and	and	CCONJ
easat-9775	137	45	the	the	DET
easat-9775	137	46	use	use	NOUN
easat-9775	137	47	of	of	ADP
easat-9775	137	48	google	google	PROPN
easat-9775	137	49	colab	colab	PROPN
easat-9775	137	50	for	for	ADP
easat-9775	137	51	scripting	scripting	NOUN
easat-9775	137	52	tasks	task	NOUN
easat-9775	137	53	.	.	PUNCT
easat-9775	138	1	•	•	NUM
easat-9775	138	2	mean	mean	VERB
easat-9775	138	3	pre	pre	ADJ
easat-9775	138	4	-	-	ADJ
easat-9775	138	5	test	test	ADJ
easat-9775	138	6	score	score	NOUN
easat-9775	138	7	:	:	PUNCT
easat-9775	138	8	3.11	3.11	NUM
easat-9775	138	9	out	out	ADP
easat-9775	138	10	of	of	ADP
easat-9775	138	11	10	10	NUM
easat-9775	138	12	(	(	PUNCT
easat-9775	138	13	sd	sd	NOUN
easat-9775	138	14	=	=	SYM
easat-9775	138	15	1.23	1.23	NUM
easat-9775	138	16	)	)	PUNCT
easat-9775	138	17	•	•	NUM
easat-9775	139	1	mean	mean	VERB
easat-9775	139	2	post	post	ADJ
easat-9775	139	3	-	-	ADJ
easat-9775	139	4	test	test	ADJ
easat-9775	139	5	score	score	NOUN
easat-9775	139	6	:	:	PUNCT
easat-9775	139	7	7.34	7.34	NUM
easat-9775	139	8	out	out	ADP
easat-9775	139	9	of	of	ADP
easat-9775	139	10	10	10	NUM
easat-9775	139	11	(	(	PUNCT
easat-9775	139	12	sd	sd	NOUN
easat-9775	139	13	=	=	SYM
easat-9775	139	14	1.12	1.12	NUM
easat-9775	139	15	)	)	PUNCT
easat-9775	139	16	the	the	DET
easat-9775	139	17	learning	learning	NOUN
easat-9775	139	18	gain	gain	NOUN
easat-9775	139	19	was	be	AUX
easat-9775	139	20	statistically	statistically	ADV
easat-9775	139	21	significant	significant	ADJ
easat-9775	139	22	,	,	PUNCT
easat-9775	139	23	as	as	SCONJ
easat-9775	139	24	confirmed	confirm	VERB
easat-9775	139	25	by	by	ADP
easat-9775	139	26	a	a	DET
easat-9775	139	27	paired	pair	VERB
easat-9775	139	28	-	-	PUNCT
easat-9775	139	29	sample	sample	NOUN
easat-9775	139	30	t	t	NOUN
easat-9775	139	31	-	-	PUNCT
easat-9775	139	32	test	test	NOUN
easat-9775	139	33	:	:	PUNCT
easat-9775	139	34	t(34	t(34	X
easat-9775	139	35	)	)	PUNCT
easat-9775	139	36	=	=	PUNCT
easat-9775	139	37	15.21	15.21	NUM
easat-9775	139	38	,	,	PUNCT
easat-9775	139	39	p	p	X
easat-9775	139	40	<	<	X
easat-9775	139	41	0.001	0.001	NUM
easat-9775	139	42	this	this	DET
easat-9775	139	43	result	result	NOUN
easat-9775	139	44	suggests	suggest	VERB
easat-9775	139	45	that	that	SCONJ
easat-9775	139	46	students	student	NOUN
easat-9775	139	47	significantly	significantly	ADV
easat-9775	139	48	improved	improve	VERB
easat-9775	139	49	their	their	PRON
easat-9775	139	50	conceptual	conceptual	ADJ
easat-9775	139	51	understanding	understanding	NOUN
easat-9775	139	52	of	of	ADP
easat-9775	139	53	network	network	NOUN
easat-9775	139	54	automation	automation	NOUN
easat-9775	139	55	and	and	CCONJ
easat-9775	139	56	virtualization	virtualization	NOUN
easat-9775	139	57	.	.	PUNCT
easat-9775	140	1	the	the	DET
easat-9775	140	2	high	high	ADJ
easat-9775	140	3	effect	effect	NOUN
easat-9775	140	4	size	size	NOUN
easat-9775	140	5	indicates	indicate	VERB
easat-9775	140	6	a	a	DET
easat-9775	140	7	strong	strong	ADJ
easat-9775	140	8	instructional	instructional	ADJ
easat-9775	140	9	impact	impact	NOUN
easat-9775	140	10	[	[	X
easat-9775	140	11	29	29	NUM
easat-9775	140	12	]	]	PUNCT
easat-9775	140	13	.	.	PUNCT
easat-9775	141	1	150	150	NUM
easat-9775	141	2	edelweiss	edelweiss	PROPN
easat-9775	141	3	applied	apply	VERB
easat-9775	141	4	science	science	NOUN
easat-9775	141	5	and	and	CCONJ
easat-9775	141	6	technology	technology	NOUN
easat-9775	141	7	issn	issn	PROPN
easat-9775	141	8	:	:	PUNCT
easat-9775	141	9	2576	2576	NUM
easat-9775	141	10	-	-	SYM
easat-9775	141	11	8484	8484	NUM
easat-9775	141	12	vol	vol	NOUN
easat-9775	141	13	.	.	PROPN
easat-9775	142	1	9	9	NUM
easat-9775	142	2	,	,	PUNCT
easat-9775	142	3	no	no	INTJ
easat-9775	142	4	.	.	NOUN
easat-9775	142	5	9	9	NUM
easat-9775	142	6	:	:	SYM
easat-9775	142	7	144	144	NUM
easat-9775	142	8	-	-	SYM
easat-9775	142	9	154	154	NUM
easat-9775	142	10	,	,	PUNCT
easat-9775	142	11	2025	2025	NUM
easat-9775	142	12	doi	doi	NOUN
easat-9775	142	13	:	:	PUNCT
easat-9775	142	14	10.55214/2576	10.55214/2576	NUM
easat-9775	142	15	-	-	PUNCT
easat-9775	142	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	142	17	©	©	PROPN
easat-9775	142	18	2025	2025	NUM
easat-9775	142	19	by	by	ADP
easat-9775	142	20	the	the	DET
easat-9775	142	21	author	author	NOUN
easat-9775	142	22	;	;	PUNCT
easat-9775	142	23	licensee	licensee	PROPN
easat-9775	142	24	learning	learn	VERB
easat-9775	142	25	gate	gate	PROPN
easat-9775	142	26	4.2.2	4.2.2	X
easat-9775	142	27	.	.	PUNCT
easat-9775	143	1	score	score	NOUN
easat-9775	143	2	distribution	distribution	NOUN
easat-9775	143	3	and	and	CCONJ
easat-9775	143	4	performance	performance	NOUN
easat-9775	143	5	trends	trend	NOUN
easat-9775	143	6	figure	figure	VERB
easat-9775	143	7	2	2	NUM
easat-9775	143	8	shows	show	VERB
easat-9775	143	9	the	the	DET
easat-9775	143	10	distribution	distribution	NOUN
easat-9775	143	11	of	of	ADP
easat-9775	143	12	individual	individual	ADJ
easat-9775	143	13	learning	learning	NOUN
easat-9775	143	14	gains	gain	NOUN
easat-9775	143	15	.	.	PUNCT
easat-9775	144	1	over	over	ADP
easat-9775	144	2	85	85	NUM
easat-9775	144	3	%	%	NOUN
easat-9775	144	4	of	of	ADP
easat-9775	144	5	students	student	NOUN
easat-9775	144	6	improved	improve	VERB
easat-9775	144	7	their	their	PRON
easat-9775	144	8	scores	score	NOUN
easat-9775	144	9	by	by	ADP
easat-9775	144	10	three	three	NUM
easat-9775	144	11	or	or	CCONJ
easat-9775	144	12	more	more	ADJ
easat-9775	144	13	points	point	NOUN
easat-9775	144	14	,	,	PUNCT
easat-9775	144	15	with	with	ADP
easat-9775	144	16	more	more	ADJ
easat-9775	144	17	than	than	ADP
easat-9775	144	18	half	half	NOUN
easat-9775	144	19	scoring	score	VERB
easat-9775	144	20	8	8	NUM
easat-9775	144	21	or	or	CCONJ
easat-9775	144	22	above	above	ADV
easat-9775	144	23	on	on	ADP
easat-9775	144	24	the	the	DET
easat-9775	144	25	post	post	NOUN
easat-9775	144	26	-	-	NOUN
easat-9775	144	27	test	test	NOUN
easat-9775	144	28	.	.	PUNCT
easat-9775	145	1	this	this	DET
easat-9775	145	2	shift	shift	NOUN
easat-9775	145	3	reflects	reflects	AUX
easat-9775	145	4	deepened	deepen	VERB
easat-9775	145	5	understanding	understanding	NOUN
easat-9775	145	6	and	and	CCONJ
easat-9775	145	7	effective	effective	ADJ
easat-9775	145	8	knowledge	knowledge	NOUN
easat-9775	145	9	transfer	transfer	NOUN
easat-9775	145	10	,	,	PUNCT
easat-9775	145	11	especially	especially	ADV
easat-9775	145	12	considering	consider	VERB
easat-9775	145	13	the	the	DET
easat-9775	145	14	students	student	NOUN
easat-9775	145	15	’	’	PART
easat-9775	145	16	initial	initial	ADJ
easat-9775	145	17	unfamiliarity	unfamiliarity	NOUN
easat-9775	145	18	with	with	ADP
easat-9775	145	19	docker	docker	PROPN
easat-9775	145	20	,	,	PUNCT
easat-9775	145	21	json	json	PROPN
easat-9775	145	22	,	,	PUNCT
easat-9775	145	23	and	and	CCONJ
easat-9775	145	24	rest	rest	VERB
easat-9775	145	25	apis	apis	ADJ
easat-9775	145	26	.	.	PUNCT
easat-9775	146	1	figure	figure	NOUN
easat-9775	146	2	2	2	NUM
easat-9775	146	3	.	.	PUNCT
easat-9775	147	1	distribution	distribution	NOUN
easat-9775	147	2	of	of	ADP
easat-9775	147	3	pre	pre	ADJ
easat-9775	147	4	-	-	ADJ
easat-9775	147	5	test	test	NOUN
easat-9775	147	6	and	and	CCONJ
easat-9775	147	7	post	post	ADJ
easat-9775	147	8	-	-	ADJ
easat-9775	147	9	test	test	ADJ
easat-9775	147	10	scores	score	NOUN
easat-9775	147	11	among	among	ADP
easat-9775	147	12	students	student	NOUN
easat-9775	147	13	.	.	PUNCT
easat-9775	148	1	note	note	NOUN
easat-9775	148	2	:	:	PUNCT
easat-9775	148	3	data	datum	NOUN
easat-9775	148	4	represent	represent	VERB
easat-9775	148	5	results	result	NOUN
easat-9775	148	6	from	from	ADP
easat-9775	148	7	35	35	NUM
easat-9775	148	8	undergraduate	undergraduate	ADJ
easat-9775	148	9	students	student	NOUN
easat-9775	148	10	.	.	PUNCT
easat-9775	149	1	scores	score	NOUN
easat-9775	149	2	improved	improve	VERB
easat-9775	149	3	significantly	significantly	ADV
easat-9775	149	4	from	from	ADP
easat-9775	149	5	the	the	DET
easat-9775	149	6	pre	pre	NOUN
easat-9775	149	7	-	-	NOUN
easat-9775	149	8	test	test	ADJ
easat-9775	149	9	(	(	PUNCT
easat-9775	149	10	m	m	PROPN
easat-9775	149	11	=	=	NOUN
easat-9775	149	12	3.11	3.11	NUM
easat-9775	149	13	,	,	PUNCT
easat-9775	149	14	sd	sd	ADP
easat-9775	149	15	=	=	SYM
easat-9775	149	16	1.23	1.23	NUM
easat-9775	149	17	)	)	PUNCT
easat-9775	149	18	to	to	ADP
easat-9775	149	19	the	the	DET
easat-9775	149	20	post	post	NOUN
easat-9775	149	21	-	-	NOUN
easat-9775	149	22	test	test	NOUN
easat-9775	149	23	(	(	PUNCT
easat-9775	149	24	m	m	NOUN
easat-9775	149	25	=	=	NOUN
easat-9775	149	26	7.34	7.34	NUM
easat-9775	149	27	,	,	PUNCT
easat-9775	149	28	sd	sd	ADP
easat-9775	149	29	=	=	NOUN
easat-9775	149	30	1.12	1.12	NUM
easat-9775	149	31	)	)	PUNCT
easat-9775	149	32	.	.	PUNCT
easat-9775	150	1	these	these	DET
easat-9775	150	2	findings	finding	NOUN
easat-9775	150	3	align	align	VERB
easat-9775	150	4	with	with	ADP
easat-9775	150	5	studies	study	NOUN
easat-9775	150	6	indicating	indicate	VERB
easat-9775	150	7	that	that	SCONJ
easat-9775	150	8	active	active	ADJ
easat-9775	150	9	,	,	PUNCT
easat-9775	150	10	notebook	notebook	NOUN
easat-9775	150	11	-	-	PUNCT
easat-9775	150	12	based	base	VERB
easat-9775	150	13	experimentation	experimentation	NOUN
easat-9775	150	14	improves	improve	VERB
easat-9775	150	15	learning	learn	VERB
easat-9775	150	16	in	in	ADP
easat-9775	150	17	computing	compute	VERB
easat-9775	150	18	disciplines	discipline	NOUN
easat-9775	150	19	[	[	X
easat-9775	150	20	21	21	NUM
easat-9775	150	21	,	,	PUNCT
easat-9775	150	22	30	30	NUM
easat-9775	150	23	]	]	PUNCT
easat-9775	150	24	.	.	PUNCT
easat-9775	151	1	4.3	4.3	NUM
easat-9775	151	2	.	.	PUNCT
easat-9775	152	1	analysis	analysis	NOUN
easat-9775	152	2	of	of	ADP
easat-9775	152	3	student	student	NOUN
easat-9775	152	4	perceptions	perception	NOUN
easat-9775	152	5	the	the	DET
easat-9775	152	6	post	post	ADJ
easat-9775	152	7	-	-	ADJ
easat-9775	152	8	lab	lab	ADJ
easat-9775	152	9	survey	survey	NOUN
easat-9775	152	10	,	,	PUNCT
easat-9775	152	11	composed	compose	VERB
easat-9775	152	12	of	of	ADP
easat-9775	152	13	five	five	NUM
easat-9775	152	14	likert	likert	ADJ
easat-9775	152	15	-	-	PUNCT
easat-9775	152	16	scale	scale	NOUN
easat-9775	152	17	questions	question	NOUN
easat-9775	152	18	and	and	CCONJ
easat-9775	152	19	two	two	NUM
easat-9775	152	20	open	open	ADJ
easat-9775	152	21	-	-	PUNCT
easat-9775	152	22	ended	end	VERB
easat-9775	152	23	items	item	NOUN
easat-9775	152	24	,	,	PUNCT
easat-9775	152	25	revealed	reveal	VERB
easat-9775	152	26	strong	strong	ADJ
easat-9775	152	27	agreement	agreement	NOUN
easat-9775	152	28	with	with	ADP
easat-9775	152	29	key	key	ADJ
easat-9775	152	30	aspects	aspect	NOUN
easat-9775	152	31	of	of	ADP
easat-9775	152	32	the	the	DET
easat-9775	152	33	learning	learning	NOUN
easat-9775	152	34	experience	experience	NOUN
easat-9775	152	35	(	(	PUNCT
easat-9775	152	36	scale	scale	NOUN
easat-9775	152	37	:	:	PUNCT
easat-9775	152	38	1	1	NUM
easat-9775	152	39	=	=	NUM
easat-9775	152	40	strongly	strongly	ADV
easat-9775	152	41	disagree	disagree	VERB
easat-9775	152	42	,	,	PUNCT
easat-9775	152	43	5	5	NUM
easat-9775	152	44	=	=	PRON
easat-9775	152	45	strongly	strongly	ADV
easat-9775	152	46	agree	agree	VERB
easat-9775	152	47	):	):	PUNCT
easat-9775	152	48	table	table	NOUN
easat-9775	152	49	1	1	NUM
easat-9775	152	50	.	.	PUNCT
easat-9775	152	51	student	student	NOUN
easat-9775	152	52	perceptions	perception	NOUN
easat-9775	152	53	of	of	ADP
easat-9775	152	54	the	the	DET
easat-9775	152	55	virtual	virtual	ADJ
easat-9775	152	56	lab	lab	NOUN
easat-9775	152	57	(	(	PUNCT
easat-9775	152	58	likert	likert	ADJ
easat-9775	152	59	-	-	PUNCT
easat-9775	152	60	scale	scale	NOUN
easat-9775	152	61	responses	response	NOUN
easat-9775	152	62	)	)	PUNCT
easat-9775	152	63	.	.	PUNCT
easat-9775	153	1	statement	statement	NOUN
easat-9775	153	2	mean	mean	VERB
easat-9775	153	3	sd	sd	ADP
easat-9775	153	4	the	the	DET
easat-9775	153	5	labs	labs	PROPN
easat-9775	153	6	helped	help	VERB
easat-9775	153	7	me	i	PRON
easat-9775	153	8	understand	understand	VERB
easat-9775	153	9	network	network	NOUN
easat-9775	153	10	automation	automation	NOUN
easat-9775	153	11	concepts	concept	NOUN
easat-9775	153	12	.	.	PUNCT
easat-9775	154	1	4.68	4.68	NUM
easat-9775	154	2	0.52	0.52	NUM
easat-9775	154	3	the	the	DET
easat-9775	154	4	integration	integration	NOUN
easat-9775	154	5	of	of	ADP
easat-9775	154	6	google	google	PROPN
easat-9775	154	7	colab	colab	PROPN
easat-9775	154	8	and	and	CCONJ
easat-9775	154	9	packet	packet	NOUN
easat-9775	154	10	tracer	tracer	NOUN
easat-9775	154	11	was	be	AUX
easat-9775	154	12	engaging	engage	VERB
easat-9775	154	13	.	.	PUNCT
easat-9775	155	1	4.77	4.77	NUM
easat-9775	155	2	0.43	0.43	NUM
easat-9775	155	3	docker	docker	PROPN
easat-9775	155	4	and	and	CCONJ
easat-9775	155	5	cloudflare	cloudflare	PROPN
easat-9775	155	6	tunnel	tunnel	NOUN
easat-9775	155	7	usage	usage	NOUN
easat-9775	155	8	was	be	AUX
easat-9775	155	9	well	well	ADV
easat-9775	155	10	explained	explain	VERB
easat-9775	155	11	.	.	PUNCT
easat-9775	156	1	4.60	4.60	NUM
easat-9775	156	2	0.56	0.56	NUM
easat-9775	156	3	i	i	PRON
easat-9775	156	4	would	would	AUX
easat-9775	156	5	recommend	recommend	VERB
easat-9775	156	6	this	this	DET
easat-9775	156	7	approach	approach	NOUN
easat-9775	156	8	for	for	ADP
easat-9775	156	9	future	future	ADJ
easat-9775	156	10	courses	course	NOUN
easat-9775	156	11	.	.	PUNCT
easat-9775	157	1	4.82	4.82	NUM
easat-9775	157	2	0.39	0.39	NUM
easat-9775	157	3	the	the	DET
easat-9775	157	4	labs	lab	NOUN
easat-9775	157	5	motivated	motivate	VERB
easat-9775	157	6	me	i	PRON
easat-9775	157	7	to	to	PART
easat-9775	157	8	explore	explore	VERB
easat-9775	157	9	devops	devop	NOUN
easat-9775	157	10	and	and	CCONJ
easat-9775	157	11	automation	automation	NOUN
easat-9775	157	12	.	.	PUNCT
easat-9775	158	1	4.74	4.74	NUM
easat-9775	158	2	0.48	0.48	NUM
easat-9775	158	3	note	note	NOUN
easat-9775	158	4	:	:	PUNCT
easat-9775	158	5	the	the	DET
easat-9775	158	6	table	table	NOUN
easat-9775	158	7	summarizes	summarize	NOUN
easat-9775	158	8	students	student	NOUN
easat-9775	158	9	’	'	PUNCT
easat-9775	158	10	ratings	rating	NOUN
easat-9775	158	11	(	(	PUNCT
easat-9775	158	12	n	n	NOUN
easat-9775	158	13	=	=	NUM
easat-9775	158	14	35	35	NUM
easat-9775	158	15	)	)	PUNCT
easat-9775	158	16	on	on	ADP
easat-9775	158	17	a	a	DET
easat-9775	158	18	5	5	NUM
easat-9775	158	19	-	-	PUNCT
easat-9775	158	20	point	point	NOUN
easat-9775	158	21	likert	likert	ADJ
easat-9775	158	22	scale	scale	NOUN
easat-9775	158	23	regarding	regard	VERB
easat-9775	158	24	their	their	PRON
easat-9775	158	25	learning	learn	VERB
easat-9775	158	26	experience	experience	NOUN
easat-9775	158	27	with	with	ADP
easat-9775	158	28	the	the	DET
easat-9775	158	29	virtual	virtual	ADJ
easat-9775	158	30	lab	lab	NOUN
easat-9775	158	31	.	.	PUNCT
easat-9775	159	1	higher	high	ADJ
easat-9775	159	2	values	value	NOUN
easat-9775	159	3	indicate	indicate	VERB
easat-9775	159	4	stronger	strong	ADJ
easat-9775	159	5	agreement	agreement	NOUN
easat-9775	159	6	.	.	PUNCT
easat-9775	160	1	the	the	DET
easat-9775	160	2	highest	highest	ADV
easat-9775	160	3	-	-	PUNCT
easat-9775	160	4	rated	rate	VERB
easat-9775	160	5	item	item	NOUN
easat-9775	160	6	was	be	AUX
easat-9775	160	7	the	the	DET
easat-9775	160	8	recommendation	recommendation	NOUN
easat-9775	160	9	of	of	ADP
easat-9775	160	10	the	the	DET
easat-9775	160	11	method	method	NOUN
easat-9775	160	12	(	(	PUNCT
easat-9775	160	13	q4	q4	PROPN
easat-9775	160	14	)	)	PUNCT
easat-9775	160	15	,	,	PUNCT
easat-9775	160	16	indicating	indicate	VERB
easat-9775	160	17	that	that	SCONJ
easat-9775	160	18	students	student	NOUN
easat-9775	160	19	found	find	VERB
easat-9775	160	20	the	the	DET
easat-9775	160	21	experience	experience	NOUN
easat-9775	160	22	highly	highly	ADV
easat-9775	160	23	valuable	valuable	ADJ
easat-9775	160	24	and	and	CCONJ
easat-9775	160	25	replicable	replicable	ADJ
easat-9775	160	26	.	.	PUNCT
easat-9775	161	1	open	open	ADJ
easat-9775	161	2	-	-	PUNCT
easat-9775	161	3	ended	end	VERB
easat-9775	161	4	responses	response	NOUN
easat-9775	161	5	emphasized	emphasize	VERB
easat-9775	161	6	ease	ease	NOUN
easat-9775	161	7	of	of	ADP
easat-9775	161	8	access	access	NOUN
easat-9775	161	9	,	,	PUNCT
easat-9775	161	10	handson	handson	NOUN
easat-9775	161	11	exploration	exploration	NOUN
easat-9775	161	12	,	,	PUNCT
easat-9775	161	13	and	and	CCONJ
easat-9775	161	14	the	the	DET
easat-9775	161	15	novelty	novelty	NOUN
easat-9775	161	16	of	of	ADP
easat-9775	161	17	integrating	integrate	VERB
easat-9775	161	18	cloud	cloud	NOUN
easat-9775	161	19	-	-	PUNCT
easat-9775	161	20	based	base	VERB
easat-9775	161	21	tools	tool	NOUN
easat-9775	161	22	with	with	ADP
easat-9775	161	23	network	network	NOUN
easat-9775	161	24	simulation	simulation	NOUN
easat-9775	161	25	.	.	PUNCT
easat-9775	162	1	151	151	NUM
easat-9775	162	2	edelweiss	edelweiss	PROPN
easat-9775	162	3	applied	apply	VERB
easat-9775	162	4	science	science	NOUN
easat-9775	162	5	and	and	CCONJ
easat-9775	162	6	technology	technology	NOUN
easat-9775	162	7	issn	issn	PROPN
easat-9775	162	8	:	:	PUNCT
easat-9775	162	9	2576	2576	NUM
easat-9775	162	10	-	-	SYM
easat-9775	162	11	8484	8484	NUM
easat-9775	162	12	vol	vol	NOUN
easat-9775	162	13	.	.	PROPN
easat-9775	163	1	9	9	NUM
easat-9775	163	2	,	,	PUNCT
easat-9775	163	3	no	no	INTJ
easat-9775	163	4	.	.	NOUN
easat-9775	163	5	9	9	NUM
easat-9775	163	6	:	:	SYM
easat-9775	163	7	144	144	NUM
easat-9775	163	8	-	-	SYM
easat-9775	163	9	154	154	NUM
easat-9775	163	10	,	,	PUNCT
easat-9775	163	11	2025	2025	NUM
easat-9775	163	12	doi	doi	NOUN
easat-9775	163	13	:	:	PUNCT
easat-9775	163	14	10.55214/2576	10.55214/2576	NUM
easat-9775	163	15	-	-	PUNCT
easat-9775	163	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	163	17	©	©	PROPN
easat-9775	163	18	2025	2025	NUM
easat-9775	163	19	by	by	ADP
easat-9775	163	20	the	the	DET
easat-9775	163	21	author	author	NOUN
easat-9775	163	22	;	;	PUNCT
easat-9775	163	23	licensee	licensee	PROPN
easat-9775	163	24	learning	learning	NOUN
easat-9775	163	25	gate	gate	NOUN
easat-9775	163	26	“	"	PUNCT
easat-9775	163	27	it	it	PRON
easat-9775	163	28	was	be	AUX
easat-9775	163	29	the	the	DET
easat-9775	163	30	first	first	ADJ
easat-9775	163	31	time	time	NOUN
easat-9775	163	32	i	i	PRON
easat-9775	163	33	worked	work	VERB
easat-9775	163	34	with	with	ADP
easat-9775	163	35	apis	apis	PROPN
easat-9775	163	36	and	and	CCONJ
easat-9775	163	37	python	python	NOUN
easat-9775	163	38	in	in	ADP
easat-9775	163	39	this	this	DET
easat-9775	163	40	way	way	NOUN
easat-9775	163	41	,	,	PUNCT
easat-9775	163	42	and	and	CCONJ
easat-9775	163	43	i	i	PRON
easat-9775	163	44	really	really	ADV
easat-9775	163	45	liked	like	VERB
easat-9775	163	46	seeing	see	VERB
easat-9775	163	47	the	the	DET
easat-9775	163	48	responses	response	NOUN
easat-9775	163	49	live	live	VERB
easat-9775	163	50	on	on	ADP
easat-9775	163	51	colab	colab	PROPN
easat-9775	163	52	.	.	PUNCT
easat-9775	163	53	”	"	PUNCT
easat-9775	164	1	“	"	PUNCT
easat-9775	164	2	now	now	ADV
easat-9775	164	3	i	i	PRON
easat-9775	164	4	understand	understand	VERB
easat-9775	164	5	what	what	PRON
easat-9775	164	6	rest	rest	NOUN
easat-9775	164	7	is	be	AUX
easat-9775	164	8	,	,	PUNCT
easat-9775	164	9	and	and	CCONJ
easat-9775	164	10	i	i	PRON
easat-9775	164	11	can	can	AUX
easat-9775	164	12	even	even	ADV
easat-9775	164	13	explain	explain	VERB
easat-9775	164	14	it	it	PRON
easat-9775	164	15	to	to	ADP
easat-9775	164	16	others	other	NOUN
easat-9775	164	17	.	.	PUNCT
easat-9775	164	18	”	"	PUNCT
easat-9775	165	1	these	these	DET
easat-9775	165	2	insights	insight	NOUN
easat-9775	165	3	support	support	VERB
easat-9775	165	4	the	the	DET
easat-9775	165	5	notion	notion	NOUN
easat-9775	165	6	that	that	SCONJ
easat-9775	165	7	combining	combine	VERB
easat-9775	165	8	simulation	simulation	NOUN
easat-9775	165	9	with	with	ADP
easat-9775	165	10	live	live	ADJ
easat-9775	165	11	coding	code	VERB
easat-9775	165	12	environments	environment	NOUN
easat-9775	165	13	fosters	foster	VERB
easat-9775	165	14	engagement	engagement	NOUN
easat-9775	165	15	and	and	CCONJ
easat-9775	165	16	ownership	ownership	NOUN
easat-9775	165	17	of	of	ADP
easat-9775	165	18	learning	learn	VERB
easat-9775	165	19	[	[	X
easat-9775	165	20	18	18	NUM
easat-9775	165	21	]	]	PUNCT
easat-9775	165	22	.	.	PUNCT
easat-9775	166	1	4.4	4.4	NUM
easat-9775	166	2	.	.	PUNCT
easat-9775	167	1	pedagogical	pedagogical	ADJ
easat-9775	167	2	implications	implication	NOUN
easat-9775	167	3	the	the	DET
easat-9775	167	4	success	success	NOUN
easat-9775	167	5	of	of	ADP
easat-9775	167	6	this	this	DET
easat-9775	167	7	intervention	intervention	NOUN
easat-9775	167	8	suggests	suggest	VERB
easat-9775	167	9	that	that	SCONJ
easat-9775	167	10	interactive	interactive	ADJ
easat-9775	167	11	virtual	virtual	ADJ
easat-9775	167	12	labs	lab	NOUN
easat-9775	167	13	can	can	AUX
easat-9775	167	14	address	address	VERB
easat-9775	167	15	key	key	ADJ
easat-9775	167	16	challenges	challenge	NOUN
easat-9775	167	17	in	in	ADP
easat-9775	167	18	teaching	teach	VERB
easat-9775	167	19	network	network	NOUN
easat-9775	167	20	automation	automation	NOUN
easat-9775	167	21	:	:	PUNCT
easat-9775	167	22	•	•	NUM
easat-9775	167	23	bridging	bridging	NOUN
easat-9775	167	24	theory	theory	NOUN
easat-9775	167	25	and	and	CCONJ
easat-9775	167	26	practice	practice	NOUN
easat-9775	167	27	:	:	PUNCT
easat-9775	167	28	students	student	NOUN
easat-9775	167	29	applied	apply	VERB
easat-9775	167	30	abstract	abstract	ADJ
easat-9775	167	31	concepts	concept	NOUN
easat-9775	167	32	in	in	ADP
easat-9775	167	33	real	real	ADJ
easat-9775	167	34	-	-	PUNCT
easat-9775	167	35	time	time	NOUN
easat-9775	167	36	through	through	ADP
easat-9775	167	37	scripting	scripting	NOUN
easat-9775	167	38	and	and	CCONJ
easat-9775	167	39	parsing	parse	VERB
easat-9775	167	40	api	api	NOUN
easat-9775	167	41	responses	response	NOUN
easat-9775	167	42	.	.	PUNCT
easat-9775	168	1	•	•	NUM
easat-9775	168	2	reducing	reduce	VERB
easat-9775	168	3	barriers	barrier	NOUN
easat-9775	168	4	to	to	ADP
easat-9775	168	5	access	access	VERB
easat-9775	168	6	:	:	PUNCT
easat-9775	168	7	the	the	DET
easat-9775	168	8	cloud	cloud	NOUN
easat-9775	168	9	-	-	PUNCT
easat-9775	168	10	based	base	VERB
easat-9775	168	11	design	design	NOUN
easat-9775	168	12	eliminated	eliminate	VERB
easat-9775	168	13	the	the	DET
easat-9775	168	14	need	need	NOUN
easat-9775	168	15	for	for	ADP
easat-9775	168	16	specialized	specialized	ADJ
easat-9775	168	17	local	local	ADJ
easat-9775	168	18	installations	installation	NOUN
easat-9775	168	19	.	.	PUNCT
easat-9775	169	1	•	•	NUM
easat-9775	169	2	fostering	foster	VERB
easat-9775	169	3	critical	critical	ADJ
easat-9775	169	4	skills	skill	NOUN
easat-9775	169	5	:	:	PUNCT
easat-9775	169	6	learners	learner	NOUN
easat-9775	169	7	developed	develop	VERB
easat-9775	169	8	not	not	PART
easat-9775	169	9	only	only	ADV
easat-9775	169	10	technical	technical	ADJ
easat-9775	169	11	knowledge	knowledge	NOUN
easat-9775	169	12	but	but	CCONJ
easat-9775	169	13	also	also	ADV
easat-9775	169	14	troubleshooting	troubleshoot	VERB
easat-9775	169	15	,	,	PUNCT
easat-9775	169	16	data	datum	NOUN
easat-9775	169	17	interpretation	interpretation	NOUN
easat-9775	169	18	,	,	PUNCT
easat-9775	169	19	and	and	CCONJ
easat-9775	169	20	api	api	NOUN
easat-9775	169	21	documentation	documentation	NOUN
easat-9775	169	22	reading	read	VERB
easat-9775	169	23	abilities	ability	NOUN
easat-9775	169	24	.	.	PUNCT
easat-9775	170	1	these	these	DET
easat-9775	170	2	outcomes	outcome	NOUN
easat-9775	170	3	align	align	VERB
easat-9775	170	4	with	with	ADP
easat-9775	170	5	constructivist	constructivist	ADJ
easat-9775	170	6	theories	theory	NOUN
easat-9775	170	7	that	that	PRON
easat-9775	170	8	advocate	advocate	VERB
easat-9775	170	9	active	active	ADJ
easat-9775	170	10	,	,	PUNCT
easat-9775	170	11	situated	situated	ADJ
easat-9775	170	12	,	,	PUNCT
easat-9775	170	13	and	and	CCONJ
easat-9775	170	14	exploratory	exploratory	ADJ
easat-9775	170	15	learning	learning	NOUN
easat-9775	170	16	environments	environment	NOUN
easat-9775	170	17	[	[	X
easat-9775	170	18	18	18	NUM
easat-9775	170	19	,	,	PUNCT
easat-9775	170	20	31	31	NUM
easat-9775	170	21	]	]	PUNCT
easat-9775	170	22	.	.	PUNCT
easat-9775	171	1	furthermore	furthermore	ADV
easat-9775	171	2	,	,	PUNCT
easat-9775	171	3	this	this	DET
easat-9775	171	4	model	model	NOUN
easat-9775	171	5	supports	support	VERB
easat-9775	171	6	the	the	DET
easat-9775	171	7	call	call	NOUN
easat-9775	171	8	for	for	ADP
easat-9775	171	9	integrating	integrate	VERB
easat-9775	171	10	devops	devop	NOUN
easat-9775	171	11	principles	principle	NOUN
easat-9775	171	12	into	into	ADP
easat-9775	171	13	educational	educational	ADJ
easat-9775	171	14	curricula	curricula	NOUN
easat-9775	171	15	to	to	PART
easat-9775	171	16	better	well	ADV
easat-9775	171	17	reflect	reflect	VERB
easat-9775	171	18	industry	industry	NOUN
easat-9775	171	19	expectations	expectation	NOUN
easat-9775	171	20	[	[	X
easat-9775	171	21	32	32	NUM
easat-9775	171	22	]	]	PUNCT
easat-9775	171	23	.	.	PUNCT
easat-9775	172	1	4.5	4.5	NUM
easat-9775	172	2	.	.	PUNCT
easat-9775	172	3	limitations	limitation	NOUN
easat-9775	172	4	and	and	CCONJ
easat-9775	172	5	considerations	consideration	NOUN
easat-9775	172	6	for	for	ADP
easat-9775	172	7	future	future	ADJ
easat-9775	172	8	design	design	NOUN
easat-9775	172	9	despite	despite	SCONJ
easat-9775	172	10	positive	positive	ADJ
easat-9775	172	11	results	result	NOUN
easat-9775	172	12	,	,	PUNCT
easat-9775	172	13	several	several	ADJ
easat-9775	172	14	limitations	limitation	NOUN
easat-9775	172	15	must	must	AUX
easat-9775	172	16	be	be	AUX
easat-9775	172	17	noted	note	VERB
easat-9775	172	18	:	:	PUNCT
easat-9775	172	19	•	•	NUM
easat-9775	172	20	limited	limited	ADJ
easat-9775	172	21	api	api	NOUN
easat-9775	172	22	features	feature	NOUN
easat-9775	172	23	:	:	PUNCT
easat-9775	172	24	cisco	cisco	PROPN
easat-9775	172	25	packet	packet	NOUN
easat-9775	172	26	tracer	tracer	NOUN
easat-9775	172	27	’s	’s	PART
easat-9775	172	28	rest	rest	NOUN
easat-9775	172	29	api	api	NOUN
easat-9775	172	30	offers	offer	VERB
easat-9775	172	31	basic	basic	ADJ
easat-9775	172	32	functionality	functionality	NOUN
easat-9775	172	33	and	and	CCONJ
easat-9775	172	34	does	do	AUX
easat-9775	172	35	not	not	PART
easat-9775	172	36	support	support	VERB
easat-9775	172	37	advanced	advanced	ADJ
easat-9775	172	38	features	feature	NOUN
easat-9775	172	39	like	like	ADP
easat-9775	172	40	routing	route	VERB
easat-9775	172	41	protocol	protocol	NOUN
easat-9775	172	42	configuration	configuration	NOUN
easat-9775	172	43	or	or	CCONJ
easat-9775	172	44	vlan	vlan	NOUN
easat-9775	172	45	segmentation	segmentation	NOUN
easat-9775	172	46	.	.	PUNCT
easat-9775	173	1	•	•	NUM
easat-9775	173	2	dependency	dependency	NOUN
easat-9775	173	3	on	on	ADP
easat-9775	173	4	internet	internet	NOUN
easat-9775	173	5	connectivity	connectivity	NOUN
easat-9775	173	6	:	:	PUNCT
easat-9775	173	7	in	in	ADP
easat-9775	173	8	areas	area	NOUN
easat-9775	173	9	with	with	ADP
easat-9775	173	10	poor	poor	ADJ
easat-9775	173	11	bandwidth	bandwidth	NOUN
easat-9775	173	12	or	or	CCONJ
easat-9775	173	13	network	network	NOUN
easat-9775	173	14	filtering	filtering	NOUN
easat-9775	173	15	,	,	PUNCT
easat-9775	173	16	students	student	NOUN
easat-9775	173	17	may	may	AUX
easat-9775	173	18	face	face	VERB
easat-9775	173	19	tunnel	tunnel	NOUN
easat-9775	173	20	instability	instability	NOUN
easat-9775	173	21	or	or	CCONJ
easat-9775	173	22	latency	latency	NOUN
easat-9775	173	23	issues	issue	NOUN
easat-9775	173	24	.	.	PUNCT
easat-9775	174	1	•	•	NOUN
easat-9775	174	2	scalability	scalability	NOUN
easat-9775	174	3	constraints	constraint	NOUN
easat-9775	174	4	:	:	PUNCT
easat-9775	174	5	although	although	SCONJ
easat-9775	174	6	no	no	DET
easat-9775	174	7	scalability	scalability	NOUN
easat-9775	174	8	issues	issue	NOUN
easat-9775	174	9	were	be	AUX
easat-9775	174	10	observed	observe	VERB
easat-9775	174	11	during	during	ADP
easat-9775	174	12	the	the	DET
easat-9775	174	13	pilot	pilot	NOUN
easat-9775	174	14	with	with	ADP
easat-9775	174	15	35	35	NUM
easat-9775	174	16	students	student	NOUN
easat-9775	174	17	,	,	PUNCT
easat-9775	174	18	docker	docker	PROPN
easat-9775	174	19	containers	container	NOUN
easat-9775	174	20	and	and	CCONJ
easat-9775	174	21	cloudflare	cloudflare	NOUN
easat-9775	174	22	tunnels	tunnel	NOUN
easat-9775	174	23	require	require	VERB
easat-9775	174	24	local	local	ADJ
easat-9775	174	25	resource	resource	NOUN
easat-9775	174	26	allocation	allocation	NOUN
easat-9775	174	27	,	,	PUNCT
easat-9775	174	28	which	which	PRON
easat-9775	174	29	could	could	AUX
easat-9775	174	30	potentially	potentially	ADV
easat-9775	174	31	challenge	challenge	VERB
easat-9775	174	32	instructors	instructor	NOUN
easat-9775	174	33	managing	manage	VERB
easat-9775	174	34	larger	large	ADJ
easat-9775	174	35	-	-	PUNCT
easat-9775	174	36	scale	scale	NOUN
easat-9775	174	37	or	or	CCONJ
easat-9775	174	38	concurrent	concurrent	ADJ
easat-9775	174	39	sessions	session	NOUN
easat-9775	174	40	in	in	ADP
easat-9775	174	41	different	different	ADJ
easat-9775	174	42	environments	environment	NOUN
easat-9775	174	43	.	.	PUNCT
easat-9775	175	1	addressing	address	VERB
easat-9775	175	2	these	these	DET
easat-9775	175	3	issues	issue	NOUN
easat-9775	175	4	could	could	AUX
easat-9775	175	5	involve	involve	VERB
easat-9775	175	6	enhancing	enhance	VERB
easat-9775	175	7	the	the	DET
easat-9775	175	8	api	api	NOUN
easat-9775	175	9	,	,	PUNCT
easat-9775	175	10	offloading	offload	VERB
easat-9775	175	11	processing	process	VERB
easat-9775	175	12	to	to	ADP
easat-9775	175	13	cloud	cloud	NOUN
easat-9775	175	14	vms	vms	PROPN
easat-9775	175	15	,	,	PUNCT
easat-9775	175	16	or	or	CCONJ
easat-9775	175	17	adopting	adopt	VERB
easat-9775	175	18	more	more	ADV
easat-9775	175	19	advanced	advanced	ADJ
easat-9775	175	20	simulation	simulation	NOUN
easat-9775	175	21	platforms	platform	NOUN
easat-9775	175	22	(	(	PUNCT
easat-9775	175	23	e.g.	e.g.	ADV
easat-9775	175	24	,	,	PUNCT
easat-9775	175	25	gns3	gns3	NOUN
easat-9775	175	26	or	or	CCONJ
easat-9775	175	27	eve	eve	PROPN
easat-9775	175	28	-	-	PUNCT
easat-9775	175	29	ng	ng	NOUN
easat-9775	175	30	)	)	PUNCT
easat-9775	175	31	with	with	ADP
easat-9775	175	32	broader	broad	ADJ
easat-9775	175	33	automation	automation	NOUN
easat-9775	175	34	capabilities	capability	NOUN
easat-9775	175	35	(	(	PUNCT
easat-9775	175	36	sharma	sharma	PROPN
easat-9775	175	37	et	et	PROPN
easat-9775	175	38	al	al	PROPN
easat-9775	175	39	.	.	PROPN
easat-9775	175	40	,	,	PUNCT
easat-9775	175	41	2019	2019	NUM
easat-9775	175	42	)	)	PUNCT
easat-9775	175	43	.	.	PUNCT
easat-9775	176	1	another	another	DET
easat-9775	176	2	limitation	limitation	NOUN
easat-9775	176	3	of	of	ADP
easat-9775	176	4	this	this	DET
easat-9775	176	5	study	study	NOUN
easat-9775	176	6	is	be	AUX
easat-9775	176	7	the	the	DET
easat-9775	176	8	absence	absence	NOUN
easat-9775	176	9	of	of	ADP
easat-9775	176	10	a	a	DET
easat-9775	176	11	control	control	NOUN
easat-9775	176	12	group	group	NOUN
easat-9775	176	13	.	.	PUNCT
easat-9775	177	1	although	although	SCONJ
easat-9775	177	2	the	the	DET
easat-9775	177	3	design	design	NOUN
easat-9775	177	4	-	-	PUNCT
easat-9775	177	5	based	base	VERB
easat-9775	177	6	research	research	NOUN
easat-9775	177	7	(	(	PUNCT
easat-9775	177	8	dbr	dbr	PROPN
easat-9775	177	9	)	)	PUNCT
easat-9775	177	10	approach	approach	NOUN
easat-9775	177	11	focuses	focus	VERB
easat-9775	177	12	on	on	ADP
easat-9775	177	13	iterative	iterative	NOUN
easat-9775	177	14	refinement	refinement	NOUN
easat-9775	177	15	and	and	CCONJ
easat-9775	177	16	real	real	ADJ
easat-9775	177	17	-	-	PUNCT
easat-9775	177	18	world	world	NOUN
easat-9775	177	19	implementation	implementation	NOUN
easat-9775	177	20	,	,	PUNCT
easat-9775	177	21	the	the	DET
easat-9775	177	22	lack	lack	NOUN
easat-9775	177	23	of	of	ADP
easat-9775	177	24	a	a	DET
easat-9775	177	25	control	control	NOUN
easat-9775	177	26	group	group	NOUN
easat-9775	177	27	may	may	AUX
easat-9775	177	28	limit	limit	VERB
easat-9775	177	29	the	the	DET
easat-9775	177	30	ability	ability	NOUN
easat-9775	177	31	to	to	PART
easat-9775	177	32	attribute	attribute	VERB
easat-9775	177	33	learning	learn	VERB
easat-9775	177	34	gains	gain	NOUN
easat-9775	177	35	solely	solely	ADV
easat-9775	177	36	to	to	ADP
easat-9775	177	37	the	the	DET
easat-9775	177	38	intervention	intervention	NOUN
easat-9775	177	39	.	.	PUNCT
easat-9775	178	1	future	future	ADJ
easat-9775	178	2	studies	study	NOUN
easat-9775	178	3	could	could	AUX
easat-9775	178	4	incorporate	incorporate	VERB
easat-9775	178	5	quasi	quasi	ADJ
easat-9775	178	6	-	-	ADJ
easat-9775	178	7	experimental	experimental	ADJ
easat-9775	178	8	designs	design	NOUN
easat-9775	178	9	to	to	PART
easat-9775	178	10	strengthen	strengthen	VERB
easat-9775	178	11	causal	causal	ADJ
easat-9775	178	12	inferences	inference	NOUN
easat-9775	178	13	.	.	PUNCT
easat-9775	179	1	5	5	X
easat-9775	179	2	.	.	X
easat-9775	179	3	conclusions	conclusion	NOUN
easat-9775	179	4	and	and	CCONJ
easat-9775	179	5	future	future	ADJ
easat-9775	179	6	work	work	NOUN
easat-9775	179	7	this	this	DET
easat-9775	179	8	study	study	NOUN
easat-9775	179	9	presented	present	VERB
easat-9775	179	10	the	the	DET
easat-9775	179	11	design	design	NOUN
easat-9775	179	12	,	,	PUNCT
easat-9775	179	13	implementation	implementation	NOUN
easat-9775	179	14	,	,	PUNCT
easat-9775	179	15	and	and	CCONJ
easat-9775	179	16	evaluation	evaluation	NOUN
easat-9775	179	17	of	of	ADP
easat-9775	179	18	a	a	DET
easat-9775	179	19	virtual	virtual	ADJ
easat-9775	179	20	,	,	PUNCT
easat-9775	179	21	reproducible	reproducible	ADJ
easat-9775	179	22	,	,	PUNCT
easat-9775	179	23	and	and	CCONJ
easat-9775	179	24	cloud	cloud	ADJ
easat-9775	179	25	-	-	PUNCT
easat-9775	179	26	accessible	accessible	ADJ
easat-9775	179	27	laboratory	laboratory	NOUN
easat-9775	179	28	environment	environment	NOUN
easat-9775	179	29	to	to	PART
easat-9775	179	30	teach	teach	VERB
easat-9775	179	31	network	network	NOUN
easat-9775	179	32	automation	automation	NOUN
easat-9775	179	33	and	and	CCONJ
easat-9775	179	34	virtualization	virtualization	NOUN
easat-9775	179	35	.	.	PUNCT
easat-9775	180	1	the	the	DET
easat-9775	180	2	architecture	architecture	NOUN
easat-9775	180	3	integrated	integrate	VERB
easat-9775	180	4	widely	widely	ADV
easat-9775	180	5	available	available	ADJ
easat-9775	180	6	tools	tool	NOUN
easat-9775	180	7	—	—	PUNCT
easat-9775	180	8	cisco	cisco	PROPN
easat-9775	180	9	packet	packet	NOUN
easat-9775	180	10	tracer	tracer	NOUN
easat-9775	180	11	,	,	PUNCT
easat-9775	180	12	google	google	PROPN
easat-9775	180	13	colab	colab	PROPN
easat-9775	180	14	,	,	PUNCT
easat-9775	180	15	docker	docker	PROPN
easat-9775	180	16	,	,	PUNCT
easat-9775	180	17	and	and	CCONJ
easat-9775	180	18	cloudflare	cloudflare	PROPN
easat-9775	180	19	tunnel	tunnel	NOUN
easat-9775	180	20	—	—	PUNCT
easat-9775	180	21	to	to	PART
easat-9775	180	22	enable	enable	VERB
easat-9775	180	23	students	student	NOUN
easat-9775	180	24	to	to	PART
easat-9775	180	25	interact	interact	VERB
easat-9775	180	26	programmatically	programmatically	ADV
easat-9775	180	27	with	with	ADP
easat-9775	180	28	simulated	simulate	VERB
easat-9775	180	29	network	network	NOUN
easat-9775	180	30	devices	device	NOUN
easat-9775	180	31	through	through	ADP
easat-9775	180	32	rest	rest	NOUN
easat-9775	180	33	apis	apis	ADJ
easat-9775	180	34	and	and	CCONJ
easat-9775	180	35	json	json	NOUN
easat-9775	180	36	data	datum	NOUN
easat-9775	180	37	structures	structure	NOUN
easat-9775	180	38	.	.	PUNCT
easat-9775	181	1	the	the	DET
easat-9775	181	2	pilot	pilot	NOUN
easat-9775	181	3	deployment	deployment	NOUN
easat-9775	181	4	with	with	ADP
easat-9775	181	5	35	35	NUM
easat-9775	181	6	undergraduate	undergraduate	NOUN
easat-9775	181	7	students	student	NOUN
easat-9775	181	8	demonstrated	demonstrate	VERB
easat-9775	181	9	statistically	statistically	ADV
easat-9775	181	10	significant	significant	ADJ
easat-9775	181	11	learning	learning	NOUN
easat-9775	181	12	gains	gain	NOUN
easat-9775	181	13	,	,	PUNCT
easat-9775	181	14	with	with	ADP
easat-9775	181	15	post	post	ADJ
easat-9775	181	16	-	-	ADJ
easat-9775	181	17	test	test	ADJ
easat-9775	181	18	scores	score	NOUN
easat-9775	181	19	markedly	markedly	ADV
easat-9775	181	20	higher	high	ADJ
easat-9775	181	21	than	than	ADP
easat-9775	181	22	pre	pre	ADJ
easat-9775	181	23	-	-	ADJ
easat-9775	181	24	test	test	ADJ
easat-9775	181	25	scores	score	NOUN
easat-9775	181	26	.	.	PUNCT
easat-9775	182	1	the	the	DET
easat-9775	182	2	perception	perception	NOUN
easat-9775	182	3	survey	survey	NOUN
easat-9775	182	4	revealed	reveal	VERB
easat-9775	182	5	high	high	ADJ
easat-9775	182	6	levels	level	NOUN
easat-9775	182	7	of	of	ADP
easat-9775	182	8	satisfaction	satisfaction	NOUN
easat-9775	182	9	,	,	PUNCT
easat-9775	182	10	particularly	particularly	ADV
easat-9775	182	11	in	in	ADP
easat-9775	182	12	aspects	aspect	NOUN
easat-9775	182	13	related	relate	VERB
easat-9775	182	14	to	to	ADP
easat-9775	182	15	accessibility	accessibility	NOUN
easat-9775	182	16	,	,	PUNCT
easat-9775	182	17	engagement	engagement	NOUN
easat-9775	182	18	,	,	PUNCT
easat-9775	182	19	and	and	CCONJ
easat-9775	182	20	innovation	innovation	NOUN
easat-9775	182	21	.	.	PUNCT
easat-9775	183	1	students	student	NOUN
easat-9775	183	2	expressed	express	VERB
easat-9775	183	3	enthusiasm	enthusiasm	NOUN
easat-9775	183	4	toward	toward	ADP
easat-9775	183	5	the	the	DET
easat-9775	183	6	hands	hand	NOUN
easat-9775	183	7	-	-	PUNCT
easat-9775	183	8	on	on	ADP
easat-9775	183	9	format	format	NOUN
easat-9775	183	10	and	and	CCONJ
easat-9775	183	11	confidence	confidence	NOUN
easat-9775	183	12	in	in	ADP
easat-9775	183	13	their	their	PRON
easat-9775	183	14	ability	ability	NOUN
easat-9775	183	15	to	to	PART
easat-9775	183	16	apply	apply	VERB
easat-9775	183	17	automation	automation	NOUN
easat-9775	183	18	concepts	concept	NOUN
easat-9775	183	19	in	in	ADP
easat-9775	183	20	real	real	ADJ
easat-9775	183	21	-	-	PUNCT
easat-9775	183	22	world	world	NOUN
easat-9775	183	23	scenarios	scenario	NOUN
easat-9775	183	24	.	.	PUNCT
easat-9775	184	1	152	152	NUM
easat-9775	184	2	edelweiss	edelweiss	PROPN
easat-9775	184	3	applied	apply	VERB
easat-9775	184	4	science	science	NOUN
easat-9775	184	5	and	and	CCONJ
easat-9775	184	6	technology	technology	NOUN
easat-9775	184	7	issn	issn	PROPN
easat-9775	184	8	:	:	PUNCT
easat-9775	184	9	2576	2576	NUM
easat-9775	184	10	-	-	SYM
easat-9775	184	11	8484	8484	NUM
easat-9775	184	12	vol	vol	NOUN
easat-9775	184	13	.	.	PROPN
easat-9775	185	1	9	9	NUM
easat-9775	185	2	,	,	PUNCT
easat-9775	185	3	no	no	INTJ
easat-9775	185	4	.	.	NOUN
easat-9775	185	5	9	9	NUM
easat-9775	185	6	:	:	SYM
easat-9775	185	7	144	144	NUM
easat-9775	185	8	-	-	SYM
easat-9775	185	9	154	154	NUM
easat-9775	185	10	,	,	PUNCT
easat-9775	185	11	2025	2025	NUM
easat-9775	185	12	doi	doi	NOUN
easat-9775	185	13	:	:	PUNCT
easat-9775	185	14	10.55214/2576	10.55214/2576	NUM
easat-9775	185	15	-	-	PUNCT
easat-9775	185	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	185	17	©	©	PROPN
easat-9775	185	18	2025	2025	NUM
easat-9775	185	19	by	by	ADP
easat-9775	185	20	the	the	DET
easat-9775	185	21	author	author	NOUN
easat-9775	185	22	;	;	PUNCT
easat-9775	185	23	licensee	licensee	PROPN
easat-9775	185	24	learning	learning	NOUN
easat-9775	185	25	gate	gate	NOUN
easat-9775	185	26	from	from	ADP
easat-9775	185	27	a	a	DET
easat-9775	185	28	pedagogical	pedagogical	ADJ
easat-9775	185	29	standpoint	standpoint	NOUN
easat-9775	185	30	,	,	PUNCT
easat-9775	185	31	this	this	DET
easat-9775	185	32	approach	approach	NOUN
easat-9775	185	33	aligns	align	VERB
easat-9775	185	34	with	with	ADP
easat-9775	185	35	constructivist	constructivist	ADJ
easat-9775	185	36	and	and	CCONJ
easat-9775	185	37	experiential	experiential	ADJ
easat-9775	185	38	learning	learning	NOUN
easat-9775	185	39	theories	theory	NOUN
easat-9775	185	40	,	,	PUNCT
easat-9775	185	41	emphasizing	emphasize	VERB
easat-9775	185	42	active	active	ADJ
easat-9775	185	43	experimentation	experimentation	NOUN
easat-9775	185	44	,	,	PUNCT
easat-9775	185	45	feedback	feedback	NOUN
easat-9775	185	46	,	,	PUNCT
easat-9775	185	47	and	and	CCONJ
easat-9775	185	48	reflection	reflection	NOUN
easat-9775	185	49	[	[	X
easat-9775	185	50	18	18	NUM
easat-9775	185	51	,	,	PUNCT
easat-9775	185	52	33	33	NUM
easat-9775	185	53	]	]	PUNCT
easat-9775	185	54	.	.	PUNCT
easat-9775	186	1	the	the	DET
easat-9775	186	2	use	use	NOUN
easat-9775	186	3	of	of	ADP
easat-9775	186	4	interactive	interactive	ADJ
easat-9775	186	5	python	python	NOUN
easat-9775	186	6	notebooks	notebook	NOUN
easat-9775	186	7	in	in	ADP
easat-9775	186	8	colab	colab	PROPN
easat-9775	186	9	encouraged	encourage	VERB
easat-9775	186	10	discovery	discovery	PROPN
easat-9775	186	11	learning	learning	NOUN
easat-9775	186	12	,	,	PUNCT
easat-9775	186	13	enabling	enable	VERB
easat-9775	186	14	students	student	NOUN
easat-9775	186	15	to	to	PART
easat-9775	186	16	engage	engage	VERB
easat-9775	186	17	deeply	deeply	ADV
easat-9775	186	18	with	with	ADP
easat-9775	186	19	network	network	NOUN
easat-9775	186	20	configuration	configuration	NOUN
easat-9775	186	21	tasks	task	NOUN
easat-9775	186	22	,	,	PUNCT
easat-9775	186	23	data	datum	NOUN
easat-9775	186	24	parsing	parsing	NOUN
easat-9775	186	25	,	,	PUNCT
easat-9775	186	26	and	and	CCONJ
easat-9775	186	27	api	api	NOUN
easat-9775	186	28	-	-	PUNCT
easat-9775	186	29	based	base	VERB
easat-9775	186	30	automation	automation	NOUN
easat-9775	186	31	.	.	PUNCT
easat-9775	187	1	moreover	moreover	ADV
easat-9775	187	2	,	,	PUNCT
easat-9775	187	3	the	the	DET
easat-9775	187	4	reproducibility	reproducibility	NOUN
easat-9775	187	5	of	of	ADP
easat-9775	187	6	the	the	DET
easat-9775	187	7	environment	environment	NOUN
easat-9775	187	8	through	through	ADP
easat-9775	187	9	docker	docker	PROPN
easat-9775	187	10	containers	container	NOUN
easat-9775	187	11	and	and	CCONJ
easat-9775	187	12	public	public	ADJ
easat-9775	187	13	repositories	repository	NOUN
easat-9775	187	14	supports	support	VERB
easat-9775	187	15	the	the	DET
easat-9775	187	16	growing	grow	VERB
easat-9775	187	17	emphasis	emphasis	NOUN
easat-9775	187	18	on	on	ADP
easat-9775	187	19	open	open	ADJ
easat-9775	187	20	,	,	PUNCT
easat-9775	187	21	scalable	scalable	ADJ
easat-9775	187	22	,	,	PUNCT
easat-9775	187	23	and	and	CCONJ
easat-9775	187	24	cost	cost	NOUN
easat-9775	187	25	-	-	PUNCT
easat-9775	187	26	effective	effective	ADJ
easat-9775	187	27	educational	educational	ADJ
easat-9775	187	28	practices	practice	NOUN
easat-9775	187	29	[	[	X
easat-9775	187	30	19	19	NUM
easat-9775	187	31	]	]	PUNCT
easat-9775	187	32	.	.	PUNCT
easat-9775	188	1	nonetheless	nonetheless	ADV
easat-9775	188	2	,	,	PUNCT
easat-9775	188	3	the	the	DET
easat-9775	188	4	study	study	NOUN
easat-9775	188	5	also	also	ADV
easat-9775	188	6	revealed	reveal	VERB
easat-9775	188	7	practical	practical	ADJ
easat-9775	188	8	constraints	constraint	NOUN
easat-9775	188	9	that	that	PRON
easat-9775	188	10	must	must	AUX
easat-9775	188	11	be	be	AUX
easat-9775	188	12	considered	consider	VERB
easat-9775	188	13	in	in	ADP
easat-9775	188	14	future	future	ADJ
easat-9775	188	15	deployments	deployment	NOUN
easat-9775	188	16	:	:	PUNCT
easat-9775	188	17	•	•	ADP
easat-9775	188	18	the	the	DET
easat-9775	188	19	limited	limited	ADJ
easat-9775	188	20	scope	scope	NOUN
easat-9775	188	21	of	of	ADP
easat-9775	188	22	the	the	DET
easat-9775	188	23	packet	packet	NOUN
easat-9775	188	24	tracer	tracer	NOUN
easat-9775	188	25	rest	rest	NOUN
easat-9775	188	26	api	api	NOUN
easat-9775	188	27	,	,	PUNCT
easat-9775	188	28	which	which	PRON
easat-9775	188	29	restricts	restrict	VERB
easat-9775	188	30	complex	complex	ADJ
easat-9775	188	31	automation	automation	NOUN
easat-9775	188	32	scenarios	scenario	NOUN
easat-9775	188	33	.	.	PUNCT
easat-9775	189	1	•	•	NUM
easat-9775	189	2	tunnel	tunnel	NOUN
easat-9775	189	3	reliability	reliability	NOUN
easat-9775	189	4	issues	issue	NOUN
easat-9775	189	5	,	,	PUNCT
easat-9775	189	6	particularly	particularly	ADV
easat-9775	189	7	in	in	ADP
easat-9775	189	8	constrained	constrain	VERB
easat-9775	189	9	or	or	CCONJ
easat-9775	189	10	filtered	filter	VERB
easat-9775	189	11	network	network	NOUN
easat-9775	189	12	environments	environment	NOUN
easat-9775	189	13	.	.	PUNCT
easat-9775	190	1	•	•	NUM
easat-9775	190	2	reliance	reliance	NOUN
easat-9775	190	3	on	on	ADP
easat-9775	190	4	internet	internet	NOUN
easat-9775	190	5	connectivity	connectivity	NOUN
easat-9775	190	6	,	,	PUNCT
easat-9775	190	7	which	which	PRON
easat-9775	190	8	can	can	AUX
easat-9775	190	9	be	be	AUX
easat-9775	190	10	a	a	DET
easat-9775	190	11	barrier	barrier	NOUN
easat-9775	190	12	in	in	ADP
easat-9775	190	13	rural	rural	ADJ
easat-9775	190	14	or	or	CCONJ
easat-9775	190	15	under	under	ADV
easat-9775	190	16	-	-	PUNCT
easat-9775	190	17	resourced	resource	VERB
easat-9775	190	18	regions	region	NOUN
easat-9775	190	19	.	.	PUNCT
easat-9775	191	1	these	these	DET
easat-9775	191	2	limitations	limitation	NOUN
easat-9775	191	3	do	do	AUX
easat-9775	191	4	not	not	PART
easat-9775	191	5	detract	detract	VERB
easat-9775	191	6	from	from	ADP
easat-9775	191	7	the	the	DET
easat-9775	191	8	value	value	NOUN
easat-9775	191	9	of	of	ADP
easat-9775	191	10	the	the	DET
easat-9775	191	11	intervention	intervention	NOUN
easat-9775	191	12	but	but	CCONJ
easat-9775	191	13	rather	rather	ADV
easat-9775	191	14	inform	inform	VERB
easat-9775	191	15	the	the	DET
easat-9775	191	16	next	next	ADJ
easat-9775	191	17	iteration	iteration	NOUN
easat-9775	191	18	of	of	ADP
easat-9775	191	19	this	this	DET
easat-9775	191	20	educational	educational	ADJ
easat-9775	191	21	model	model	NOUN
easat-9775	191	22	.	.	PUNCT
easat-9775	192	1	5.1	5.1	NUM
easat-9775	192	2	.	.	PUNCT
easat-9775	193	1	future	future	ADJ
easat-9775	193	2	work	work	NOUN
easat-9775	193	3	building	build	VERB
easat-9775	193	4	on	on	ADP
easat-9775	193	5	the	the	DET
easat-9775	193	6	success	success	NOUN
easat-9775	193	7	of	of	ADP
easat-9775	193	8	this	this	DET
easat-9775	193	9	pilot	pilot	NOUN
easat-9775	193	10	,	,	PUNCT
easat-9775	193	11	several	several	ADJ
easat-9775	193	12	directions	direction	NOUN
easat-9775	193	13	are	be	AUX
easat-9775	193	14	proposed	propose	VERB
easat-9775	193	15	for	for	ADP
easat-9775	193	16	future	future	ADJ
easat-9775	193	17	research	research	NOUN
easat-9775	193	18	and	and	CCONJ
easat-9775	193	19	development	development	NOUN
easat-9775	193	20	:	:	PUNCT
easat-9775	193	21	1	1	X
easat-9775	193	22	.	.	X
easat-9775	193	23	extension	extension	NOUN
easat-9775	193	24	of	of	ADP
easat-9775	193	25	laboratory	laboratory	NOUN
easat-9775	193	26	content	content	NOUN
easat-9775	193	27	:	:	PUNCT
easat-9775	193	28	future	future	ADJ
easat-9775	193	29	labs	lab	NOUN
easat-9775	193	30	will	will	AUX
easat-9775	193	31	include	include	VERB
easat-9775	193	32	advanced	advanced	ADJ
easat-9775	193	33	topics	topic	NOUN
easat-9775	193	34	such	such	ADJ
easat-9775	193	35	as	as	ADP
easat-9775	193	36	dynamic	dynamic	ADJ
easat-9775	193	37	routing	routing	NOUN
easat-9775	193	38	protocols	protocol	NOUN
easat-9775	193	39	,	,	PUNCT
easat-9775	193	40	vlan	vlan	NOUN
easat-9775	193	41	configuration	configuration	NOUN
easat-9775	193	42	,	,	PUNCT
easat-9775	193	43	and	and	CCONJ
easat-9775	193	44	automated	automated	ADJ
easat-9775	193	45	troubleshooting	troubleshooting	NOUN
easat-9775	193	46	logic	logic	NOUN
easat-9775	193	47	using	use	VERB
easat-9775	193	48	conditional	conditional	ADJ
easat-9775	193	49	api	api	NOUN
easat-9775	193	50	flows	flow	NOUN
easat-9775	193	51	.	.	PUNCT
easat-9775	194	1	2	2	X
easat-9775	194	2	.	.	X
easat-9775	194	3	integration	integration	NOUN
easat-9775	194	4	with	with	ADP
easat-9775	194	5	advanced	advanced	ADJ
easat-9775	194	6	simulation	simulation	NOUN
easat-9775	194	7	platforms	platform	NOUN
easat-9775	194	8	:	:	PUNCT
easat-9775	194	9	tools	tool	NOUN
easat-9775	194	10	like	like	ADP
easat-9775	194	11	gns3	gns3	NOUN
easat-9775	194	12	or	or	CCONJ
easat-9775	194	13	eve	eve	PROPN
easat-9775	194	14	-	-	PUNCT
easat-9775	194	15	ng	ng	PROPN
easat-9775	194	16	,	,	PUNCT
easat-9775	194	17	which	which	PRON
easat-9775	194	18	support	support	VERB
easat-9775	194	19	multi	multi	ADJ
easat-9775	194	20	-	-	NOUN
easat-9775	194	21	vendor	vendor	ADJ
easat-9775	194	22	simulation	simulation	NOUN
easat-9775	194	23	and	and	CCONJ
easat-9775	194	24	richer	rich	ADJ
easat-9775	194	25	api	api	NOUN
easat-9775	194	26	interfaces	interface	NOUN
easat-9775	194	27	,	,	PUNCT
easat-9775	194	28	will	will	AUX
easat-9775	194	29	be	be	AUX
easat-9775	194	30	evaluated	evaluate	VERB
easat-9775	194	31	to	to	PART
easat-9775	194	32	complement	complement	VERB
easat-9775	194	33	or	or	CCONJ
easat-9775	194	34	replace	replace	VERB
easat-9775	194	35	packet	packet	NOUN
easat-9775	194	36	tracer	tracer	NOUN
easat-9775	194	37	where	where	SCONJ
easat-9775	194	38	appropriate	appropriate	ADJ
easat-9775	194	39	[	[	X
easat-9775	194	40	10	10	NUM
easat-9775	194	41	]	]	PUNCT
easat-9775	194	42	.	.	PUNCT
easat-9775	195	1	3	3	X
easat-9775	195	2	.	.	X
easat-9775	195	3	scalability	scalability	NOUN
easat-9775	195	4	and	and	CCONJ
easat-9775	195	5	performance	performance	NOUN
easat-9775	195	6	testing	testing	NOUN
easat-9775	195	7	:	:	PUNCT
easat-9775	195	8	larger	large	ADJ
easat-9775	195	9	-	-	PUNCT
easat-9775	195	10	scale	scale	NOUN
easat-9775	195	11	pilots	pilot	NOUN
easat-9775	195	12	will	will	AUX
easat-9775	195	13	be	be	AUX
easat-9775	195	14	conducted	conduct	VERB
easat-9775	195	15	with	with	ADP
easat-9775	195	16	expanded	expand	VERB
easat-9775	195	17	cohorts	cohort	NOUN
easat-9775	195	18	and	and	CCONJ
easat-9775	195	19	multiple	multiple	ADJ
easat-9775	195	20	instructors	instructor	NOUN
easat-9775	195	21	to	to	PART
easat-9775	195	22	assess	assess	VERB
easat-9775	195	23	load	load	NOUN
easat-9775	195	24	balancing	balancing	NOUN
easat-9775	195	25	,	,	PUNCT
easat-9775	195	26	tunnel	tunnel	NOUN
easat-9775	195	27	stability	stability	NOUN
easat-9775	195	28	,	,	PUNCT
easat-9775	195	29	and	and	CCONJ
easat-9775	195	30	orchestration	orchestration	NOUN
easat-9775	195	31	at	at	ADP
easat-9775	195	32	scale	scale	NOUN
easat-9775	195	33	.	.	PUNCT
easat-9775	196	1	4	4	X
easat-9775	196	2	.	.	X
easat-9775	196	3	cross	cross	ADJ
easat-9775	196	4	-	-	ADJ
easat-9775	196	5	institutional	institutional	ADJ
easat-9775	196	6	collaborations	collaboration	NOUN
easat-9775	196	7	:	:	PUNCT
easat-9775	196	8	partnerships	partnership	NOUN
easat-9775	196	9	with	with	ADP
easat-9775	196	10	universities	university	NOUN
easat-9775	196	11	across	across	ADP
easat-9775	196	12	latin	latin	PROPN
easat-9775	196	13	america	america	PROPN
easat-9775	196	14	will	will	AUX
easat-9775	196	15	allow	allow	VERB
easat-9775	196	16	for	for	ADP
easat-9775	196	17	comparative	comparative	ADJ
easat-9775	196	18	studies	study	NOUN
easat-9775	196	19	and	and	CCONJ
easat-9775	196	20	validation	validation	NOUN
easat-9775	196	21	of	of	ADP
easat-9775	196	22	generalizability	generalizability	NOUN
easat-9775	196	23	,	,	PUNCT
easat-9775	196	24	helping	help	VERB
easat-9775	196	25	to	to	PART
easat-9775	196	26	promote	promote	VERB
easat-9775	196	27	inclusive	inclusive	ADJ
easat-9775	196	28	and	and	CCONJ
easat-9775	196	29	regional	regional	ADJ
easat-9775	196	30	network	network	NOUN
easat-9775	196	31	automation	automation	NOUN
easat-9775	196	32	training	training	NOUN
easat-9775	196	33	.	.	PUNCT
easat-9775	197	1	5	5	X
easat-9775	197	2	.	.	X
easat-9775	197	3	longitudinal	longitudinal	ADJ
easat-9775	197	4	studies	study	NOUN
easat-9775	197	5	on	on	ADP
easat-9775	197	6	learning	learn	VERB
easat-9775	197	7	outcomes	outcome	NOUN
easat-9775	197	8	:	:	PUNCT
easat-9775	197	9	follow	follow	VERB
easat-9775	197	10	-	-	PUNCT
easat-9775	197	11	up	up	ADP
easat-9775	197	12	studies	study	NOUN
easat-9775	197	13	will	will	AUX
easat-9775	197	14	track	track	VERB
easat-9775	197	15	the	the	DET
easat-9775	197	16	same	same	ADJ
easat-9775	197	17	cohort	cohort	NOUN
easat-9775	197	18	’s	’s	PART
easat-9775	197	19	performance	performance	NOUN
easat-9775	197	20	in	in	ADP
easat-9775	197	21	subsequent	subsequent	ADJ
easat-9775	197	22	devops	devop	NOUN
easat-9775	197	23	or	or	CCONJ
easat-9775	197	24	cybersecurity	cybersecurity	NOUN
easat-9775	197	25	courses	course	NOUN
easat-9775	197	26	to	to	PART
easat-9775	197	27	assess	assess	VERB
easat-9775	197	28	retention	retention	NOUN
easat-9775	197	29	,	,	PUNCT
easat-9775	197	30	skill	skill	NOUN
easat-9775	197	31	transfer	transfer	NOUN
easat-9775	197	32	,	,	PUNCT
easat-9775	197	33	and	and	CCONJ
easat-9775	197	34	career	career	NOUN
easat-9775	197	35	impact	impact	NOUN
easat-9775	197	36	.	.	PUNCT
easat-9775	198	1	6	6	NUM
easat-9775	198	2	.	.	X
easat-9775	198	3	alignment	alignment	NOUN
easat-9775	198	4	with	with	ADP
easat-9775	198	5	pedagogical	pedagogical	ADJ
easat-9775	198	6	frameworks	framework	NOUN
easat-9775	198	7	:	:	PUNCT
easat-9775	198	8	the	the	DET
easat-9775	198	9	integration	integration	NOUN
easat-9775	198	10	of	of	ADP
easat-9775	198	11	theoretical	theoretical	ADJ
easat-9775	198	12	models	model	NOUN
easat-9775	198	13	such	such	ADJ
easat-9775	198	14	as	as	ADP
easat-9775	198	15	the	the	DET
easat-9775	198	16	tpack	tpack	NOUN
easat-9775	198	17	framework	framework	NOUN
easat-9775	198	18	mishra	mishra	PROPN
easat-9775	198	19	and	and	CCONJ
easat-9775	198	20	koehler	koehler	PROPN
easat-9775	199	1	[	[	X
easat-9775	199	2	34	34	NUM
easat-9775	199	3	]	]	PUNCT
easat-9775	199	4	and	and	CCONJ
easat-9775	199	5	samr	samr	ADJ
easat-9775	199	6	model	model	NOUN
easat-9775	199	7	[	[	X
easat-9775	199	8	35	35	NUM
easat-9775	199	9	]	]	PUNCT
easat-9775	199	10	will	will	AUX
easat-9775	199	11	help	help	VERB
easat-9775	199	12	articulate	articulate	VERB
easat-9775	199	13	the	the	DET
easat-9775	199	14	instructional	instructional	ADJ
easat-9775	199	15	design	design	NOUN
easat-9775	199	16	principles	principle	NOUN
easat-9775	199	17	that	that	PRON
easat-9775	199	18	underpin	underpin	VERB
easat-9775	199	19	the	the	DET
easat-9775	199	20	success	success	NOUN
easat-9775	199	21	of	of	ADP
easat-9775	199	22	this	this	DET
easat-9775	199	23	model	model	NOUN
easat-9775	199	24	and	and	CCONJ
easat-9775	199	25	guide	guide	VERB
easat-9775	199	26	its	its	PRON
easat-9775	199	27	refinement	refinement	NOUN
easat-9775	199	28	.	.	PUNCT
easat-9775	200	1	5.2	5.2	NUM
easat-9775	200	2	.	.	PUNCT
easat-9775	200	3	final	final	ADJ
easat-9775	200	4	remarks	remark	NOUN
easat-9775	200	5	in	in	ADP
easat-9775	200	6	an	an	DET
easat-9775	200	7	era	era	NOUN
easat-9775	200	8	where	where	SCONJ
easat-9775	200	9	automation	automation	NOUN
easat-9775	200	10	,	,	PUNCT
easat-9775	200	11	virtualization	virtualization	NOUN
easat-9775	200	12	,	,	PUNCT
easat-9775	200	13	and	and	CCONJ
easat-9775	200	14	cloud	cloud	NOUN
easat-9775	200	15	computing	computing	NOUN
easat-9775	200	16	are	be	AUX
easat-9775	200	17	redefining	redefine	VERB
easat-9775	200	18	the	the	DET
easat-9775	200	19	landscape	landscape	NOUN
easat-9775	200	20	of	of	ADP
easat-9775	200	21	it	it	PRON
easat-9775	200	22	and	and	CCONJ
easat-9775	200	23	network	network	NOUN
easat-9775	200	24	engineering	engineering	NOUN
easat-9775	200	25	,	,	PUNCT
easat-9775	200	26	education	education	NOUN
easat-9775	200	27	must	must	AUX
easat-9775	200	28	evolve	evolve	VERB
easat-9775	200	29	accordingly	accordingly	ADV
easat-9775	200	30	.	.	PUNCT
easat-9775	201	1	the	the	DET
easat-9775	201	2	proposed	propose	VERB
easat-9775	201	3	virtual	virtual	ADJ
easat-9775	201	4	lab	lab	NOUN
easat-9775	201	5	architecture	architecture	NOUN
easat-9775	201	6	offers	offer	VERB
easat-9775	201	7	a	a	DET
easat-9775	201	8	compelling	compelling	ADJ
easat-9775	201	9	blueprint	blueprint	NOUN
easat-9775	201	10	for	for	ADP
easat-9775	201	11	how	how	SCONJ
easat-9775	201	12	modern	modern	ADJ
easat-9775	201	13	network	network	NOUN
easat-9775	201	14	education	education	NOUN
easat-9775	201	15	can	can	AUX
easat-9775	201	16	be	be	AUX
easat-9775	201	17	delivered	deliver	VERB
easat-9775	201	18	in	in	ADP
easat-9775	201	19	a	a	DET
easat-9775	201	20	reproducible	reproducible	ADJ
easat-9775	201	21	,	,	PUNCT
easat-9775	201	22	cost	cost	NOUN
easat-9775	201	23	-	-	PUNCT
easat-9775	201	24	effective	effective	ADJ
easat-9775	201	25	,	,	PUNCT
easat-9775	201	26	and	and	CCONJ
easat-9775	201	27	engaging	engaging	ADJ
easat-9775	201	28	way	way	NOUN
easat-9775	201	29	—	—	PUNCT
easat-9775	201	30	regardless	regardless	ADV
easat-9775	201	31	of	of	ADP
easat-9775	201	32	institutional	institutional	ADJ
easat-9775	201	33	infrastructure	infrastructure	NOUN
easat-9775	201	34	or	or	CCONJ
easat-9775	201	35	geographic	geographic	ADJ
easat-9775	201	36	constraints	constraint	NOUN
easat-9775	201	37	.	.	PUNCT
easat-9775	202	1	this	this	DET
easat-9775	202	2	work	work	NOUN
easat-9775	202	3	contributes	contribute	VERB
easat-9775	202	4	to	to	ADP
easat-9775	202	5	a	a	DET
easat-9775	202	6	growing	grow	VERB
easat-9775	202	7	body	body	NOUN
easat-9775	202	8	of	of	ADP
easat-9775	202	9	research	research	NOUN
easat-9775	202	10	advocating	advocate	VERB
easat-9775	202	11	for	for	ADP
easat-9775	202	12	democratized	democratized	ADJ
easat-9775	202	13	access	access	NOUN
easat-9775	202	14	to	to	ADP
easat-9775	202	15	quality	quality	NOUN
easat-9775	202	16	technical	technical	ADJ
easat-9775	202	17	education	education	NOUN
easat-9775	202	18	through	through	ADP
easat-9775	202	19	open	open	ADJ
easat-9775	202	20	-	-	PUNCT
easat-9775	202	21	source	source	NOUN
easat-9775	202	22	tools	tool	NOUN
easat-9775	202	23	and	and	CCONJ
easat-9775	202	24	cloud	cloud	NOUN
easat-9775	202	25	technologies	technology	NOUN
easat-9775	202	26	.	.	PUNCT
easat-9775	203	1	by	by	ADP
easat-9775	203	2	continuing	continue	VERB
easat-9775	203	3	to	to	PART
easat-9775	203	4	refine	refine	VERB
easat-9775	203	5	the	the	DET
easat-9775	203	6	technical	technical	ADJ
easat-9775	203	7	platform	platform	NOUN
easat-9775	203	8	and	and	CCONJ
easat-9775	203	9	align	align	VERB
easat-9775	203	10	it	it	PRON
easat-9775	203	11	more	more	ADV
easat-9775	203	12	closely	closely	ADV
easat-9775	203	13	with	with	ADP
easat-9775	203	14	robust	robust	ADJ
easat-9775	203	15	instructional	instructional	ADJ
easat-9775	203	16	design	design	NOUN
easat-9775	203	17	theory	theory	NOUN
easat-9775	203	18	,	,	PUNCT
easat-9775	203	19	future	future	ADJ
easat-9775	203	20	iterations	iteration	NOUN
easat-9775	203	21	of	of	ADP
easat-9775	203	22	this	this	DET
easat-9775	203	23	model	model	NOUN
easat-9775	203	24	hold	hold	VERB
easat-9775	203	25	the	the	DET
easat-9775	203	26	potential	potential	NOUN
easat-9775	203	27	to	to	PART
easat-9775	203	28	shape	shape	VERB
easat-9775	203	29	a	a	DET
easat-9775	203	30	new	new	ADJ
easat-9775	203	31	standard	standard	NOUN
easat-9775	203	32	in	in	ADP
easat-9775	203	33	hands	hand	NOUN
easat-9775	203	34	-	-	PUNCT
easat-9775	203	35	on	on	ADP
easat-9775	203	36	,	,	PUNCT
easat-9775	203	37	scalable	scalable	ADJ
easat-9775	203	38	network	network	NOUN
easat-9775	203	39	education	education	NOUN
easat-9775	203	40	.	.	PUNCT
easat-9775	204	1	funding	funding	NOUN
easat-9775	204	2	:	:	PUNCT
easat-9775	204	3	this	this	DET
easat-9775	204	4	research	research	NOUN
easat-9775	204	5	was	be	AUX
easat-9775	204	6	conducted	conduct	VERB
easat-9775	204	7	as	as	ADP
easat-9775	204	8	part	part	NOUN
easat-9775	204	9	of	of	ADP
easat-9775	204	10	a	a	DET
easat-9775	204	11	research	research	NOUN
easat-9775	204	12	project	project	NOUN
easat-9775	204	13	at	at	ADP
easat-9775	204	14	the	the	DET
easat-9775	204	15	technical	technical	ADJ
easat-9775	204	16	university	university	PROPN
easat-9775	204	17	of	of	ADP
easat-9775	204	18	machala	machala	PROPN
easat-9775	204	19	.	.	PUNCT
easat-9775	205	1	the	the	DET
easat-9775	205	2	study	study	NOUN
easat-9775	205	3	did	do	AUX
easat-9775	205	4	not	not	PART
easat-9775	205	5	receive	receive	VERB
easat-9775	205	6	external	external	ADJ
easat-9775	205	7	funding	funding	NOUN
easat-9775	205	8	.	.	PUNCT
easat-9775	206	1	153	153	NUM
easat-9775	206	2	edelweiss	edelweiss	PROPN
easat-9775	206	3	applied	apply	VERB
easat-9775	206	4	science	science	NOUN
easat-9775	206	5	and	and	CCONJ
easat-9775	206	6	technology	technology	NOUN
easat-9775	206	7	issn	issn	PROPN
easat-9775	206	8	:	:	PUNCT
easat-9775	206	9	2576	2576	NUM
easat-9775	206	10	-	-	SYM
easat-9775	206	11	8484	8484	NUM
easat-9775	206	12	vol	vol	NOUN
easat-9775	206	13	.	.	PROPN
easat-9775	207	1	9	9	NUM
easat-9775	207	2	,	,	PUNCT
easat-9775	207	3	no	no	INTJ
easat-9775	207	4	.	.	NOUN
easat-9775	207	5	9	9	NUM
easat-9775	207	6	:	:	SYM
easat-9775	207	7	144	144	NUM
easat-9775	207	8	-	-	SYM
easat-9775	207	9	154	154	NUM
easat-9775	207	10	,	,	PUNCT
easat-9775	207	11	2025	2025	NUM
easat-9775	207	12	doi	doi	NOUN
easat-9775	207	13	:	:	PUNCT
easat-9775	207	14	10.55214/2576	10.55214/2576	NUM
easat-9775	207	15	-	-	PUNCT
easat-9775	207	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	207	17	©	©	PROPN
easat-9775	207	18	2025	2025	NUM
easat-9775	207	19	by	by	ADP
easat-9775	207	20	the	the	DET
easat-9775	207	21	author	author	NOUN
easat-9775	207	22	;	;	PUNCT
easat-9775	207	23	licensee	licensee	PROPN
easat-9775	207	24	learning	learn	VERB
easat-9775	207	25	gate	gate	PROPN
easat-9775	207	26	institutional	institutional	PROPN
easat-9775	207	27	review	review	PROPN
easat-9775	207	28	board	board	NOUN
easat-9775	207	29	statement	statement	NOUN
easat-9775	207	30	:	:	PUNCT
easat-9775	207	31	the	the	DET
easat-9775	207	32	study	study	NOUN
easat-9775	207	33	was	be	AUX
easat-9775	207	34	conducted	conduct	VERB
easat-9775	207	35	in	in	ADP
easat-9775	207	36	accordance	accordance	NOUN
easat-9775	207	37	with	with	ADP
easat-9775	207	38	the	the	DET
easat-9775	207	39	ethical	ethical	ADJ
easat-9775	207	40	standards	standard	NOUN
easat-9775	207	41	of	of	ADP
easat-9775	207	42	the	the	DET
easat-9775	207	43	technical	technical	ADJ
easat-9775	207	44	university	university	PROPN
easat-9775	207	45	of	of	ADP
easat-9775	207	46	machala	machala	PROPN
easat-9775	207	47	.	.	PUNCT
easat-9775	208	1	formal	formal	ADJ
easat-9775	208	2	ethical	ethical	ADJ
easat-9775	208	3	approval	approval	NOUN
easat-9775	208	4	was	be	AUX
easat-9775	208	5	not	not	PART
easat-9775	208	6	required	require	VERB
easat-9775	208	7	for	for	ADP
easat-9775	208	8	this	this	DET
easat-9775	208	9	type	type	NOUN
easat-9775	208	10	of	of	ADP
easat-9775	208	11	educational	educational	ADJ
easat-9775	208	12	research	research	NOUN
easat-9775	208	13	,	,	PUNCT
easat-9775	208	14	as	as	SCONJ
easat-9775	208	15	it	it	PRON
easat-9775	208	16	involved	involve	VERB
easat-9775	208	17	standard	standard	ADJ
easat-9775	208	18	classroom	classroom	NOUN
easat-9775	208	19	activities	activity	NOUN
easat-9775	208	20	without	without	ADP
easat-9775	208	21	sensitive	sensitive	ADJ
easat-9775	208	22	personal	personal	ADJ
easat-9775	208	23	data	datum	NOUN
easat-9775	208	24	.	.	PUNCT
easat-9775	209	1	all	all	DET
easat-9775	209	2	participants	participant	NOUN
easat-9775	209	3	were	be	AUX
easat-9775	209	4	informed	inform	VERB
easat-9775	209	5	about	about	ADP
easat-9775	209	6	the	the	DET
easat-9775	209	7	purpose	purpose	NOUN
easat-9775	209	8	of	of	ADP
easat-9775	209	9	the	the	DET
easat-9775	209	10	study	study	NOUN
easat-9775	209	11	and	and	CCONJ
easat-9775	209	12	voluntarily	voluntarily	ADV
easat-9775	209	13	agreed	agree	VERB
easat-9775	209	14	to	to	PART
easat-9775	209	15	participate	participate	VERB
easat-9775	209	16	.	.	PUNCT
easat-9775	210	1	transparency	transparency	NOUN
easat-9775	210	2	:	:	PUNCT
easat-9775	210	3	the	the	DET
easat-9775	210	4	author	author	NOUN
easat-9775	210	5	confirms	confirm	VERB
easat-9775	210	6	that	that	SCONJ
easat-9775	210	7	the	the	DET
easat-9775	210	8	manuscript	manuscript	NOUN
easat-9775	210	9	is	be	AUX
easat-9775	210	10	an	an	DET
easat-9775	210	11	honest	honest	ADJ
easat-9775	210	12	,	,	PUNCT
easat-9775	210	13	accurate	accurate	ADJ
easat-9775	210	14	,	,	PUNCT
easat-9775	210	15	and	and	CCONJ
easat-9775	210	16	transparent	transparent	ADJ
easat-9775	210	17	account	account	NOUN
easat-9775	210	18	of	of	ADP
easat-9775	210	19	the	the	DET
easat-9775	210	20	study	study	NOUN
easat-9775	210	21	;	;	PUNCT
easat-9775	210	22	that	that	SCONJ
easat-9775	210	23	no	no	DET
easat-9775	210	24	vital	vital	ADJ
easat-9775	210	25	features	feature	NOUN
easat-9775	210	26	of	of	ADP
easat-9775	210	27	the	the	DET
easat-9775	210	28	study	study	NOUN
easat-9775	210	29	have	have	AUX
easat-9775	210	30	been	be	AUX
easat-9775	210	31	omitted	omit	VERB
easat-9775	210	32	;	;	PUNCT
easat-9775	210	33	and	and	CCONJ
easat-9775	210	34	that	that	SCONJ
easat-9775	210	35	any	any	DET
easat-9775	210	36	discrepancies	discrepancy	NOUN
easat-9775	210	37	from	from	ADP
easat-9775	210	38	the	the	DET
easat-9775	210	39	study	study	NOUN
easat-9775	210	40	as	as	SCONJ
easat-9775	210	41	planned	plan	VERB
easat-9775	210	42	have	have	AUX
easat-9775	210	43	been	be	AUX
easat-9775	210	44	explained	explain	VERB
easat-9775	210	45	.	.	PUNCT
easat-9775	211	1	this	this	DET
easat-9775	211	2	study	study	NOUN
easat-9775	211	3	followed	follow	VERB
easat-9775	211	4	all	all	DET
easat-9775	211	5	ethical	ethical	ADJ
easat-9775	211	6	practices	practice	NOUN
easat-9775	211	7	during	during	ADP
easat-9775	211	8	writing	writing	NOUN
easat-9775	211	9	.	.	PUNCT
easat-9775	212	1	copyright	copyright	NOUN
easat-9775	212	2	:	:	PUNCT
easat-9775	212	3	©	©	PROPN
easat-9775	212	4	2025	2025	NUM
easat-9775	212	5	by	by	ADP
easat-9775	212	6	the	the	DET
easat-9775	212	7	author	author	NOUN
easat-9775	212	8	.	.	PUNCT
easat-9775	213	1	this	this	DET
easat-9775	213	2	open	open	ADJ
easat-9775	213	3	-	-	PUNCT
easat-9775	213	4	access	access	NOUN
easat-9775	213	5	article	article	NOUN
easat-9775	213	6	is	be	AUX
easat-9775	213	7	distributed	distribute	VERB
easat-9775	213	8	under	under	ADP
easat-9775	213	9	the	the	DET
easat-9775	213	10	terms	term	NOUN
easat-9775	213	11	and	and	CCONJ
easat-9775	213	12	conditions	condition	NOUN
easat-9775	213	13	of	of	ADP
easat-9775	213	14	the	the	DET
easat-9775	213	15	creative	creative	ADJ
easat-9775	213	16	commons	common	NOUN
easat-9775	213	17	attribution	attribution	NOUN
easat-9775	213	18	(	(	PUNCT
easat-9775	213	19	cc	cc	NOUN
easat-9775	213	20	by	by	ADP
easat-9775	213	21	)	)	PUNCT
easat-9775	213	22	license	license	NOUN
easat-9775	213	23	(	(	PUNCT
easat-9775	213	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-9775	213	25	)	)	PUNCT
easat-9775	213	26	.	.	PUNCT
easat-9775	214	1	references	reference	NOUN
easat-9775	214	2	[	[	X
easat-9775	214	3	1	1	NUM
easat-9775	214	4	]	]	PUNCT
easat-9775	214	5	r.	r.	NOUN
easat-9775	214	6	yalamanchili	yalamanchili	PROPN
easat-9775	214	7	and	and	CCONJ
easat-9775	214	8	g.	g.	PROPN
easat-9775	214	9	kiran	kiran	PROPN
easat-9775	214	10	,	,	PUNCT
easat-9775	214	11	"	"	PUNCT
easat-9775	214	12	an	an	DET
easat-9775	214	13	educational	educational	ADJ
easat-9775	214	14	framework	framework	NOUN
easat-9775	214	15	for	for	ADP
easat-9775	214	16	network	network	NOUN
easat-9775	214	17	automation	automation	NOUN
easat-9775	214	18	using	use	VERB
easat-9775	214	19	devnet	devnet	NOUN
easat-9775	214	20	and	and	CCONJ
easat-9775	214	21	cloud	cloud	NOUN
easat-9775	214	22	services	service	NOUN
easat-9775	214	23	,	,	PUNCT
easat-9775	214	24	"	"	PUNCT
easat-9775	214	25	in	in	ADP
easat-9775	214	26	proceedings	proceeding	NOUN
easat-9775	214	27	of	of	ADP
easat-9775	214	28	the	the	DET
easat-9775	214	29	2022	2022	NUM
easat-9775	214	30	international	international	ADJ
easat-9775	214	31	conference	conference	NOUN
easat-9775	214	32	on	on	ADP
easat-9775	214	33	advances	advance	NOUN
easat-9775	214	34	in	in	ADP
easat-9775	214	35	computing	computing	NOUN
easat-9775	214	36	,	,	PUNCT
easat-9775	214	37	communication	communication	NOUN
easat-9775	214	38	and	and	CCONJ
easat-9775	214	39	control	control	NOUN
easat-9775	214	40	(	(	PUNCT
easat-9775	214	41	icac3	icac3	PROPN
easat-9775	214	42	)	)	PUNCT
easat-9775	214	43	,	,	PUNCT
easat-9775	214	44	2022	2022	NUM
easat-9775	214	45	.	.	PUNCT
easat-9775	215	1	[	[	X
easat-9775	215	2	2	2	NUM
easat-9775	215	3	]	]	X
easat-9775	215	4	b.	b.	PROPN
easat-9775	215	5	halabi	halabi	PROPN
easat-9775	215	6	and	and	CCONJ
easat-9775	215	7	j.	j.	PROPN
easat-9775	215	8	williams	williams	PROPN
easat-9775	215	9	,	,	PUNCT
easat-9775	215	10	network	network	NOUN
easat-9775	215	11	automation	automation	NOUN
easat-9775	215	12	and	and	CCONJ
easat-9775	215	13	programmable	programmable	ADJ
easat-9775	215	14	networks	network	NOUN
easat-9775	215	15	:	:	PUNCT
easat-9775	215	16	a	a	DET
easat-9775	215	17	practical	practical	ADJ
easat-9775	215	18	guide	guide	NOUN
easat-9775	215	19	to	to	ADP
easat-9775	215	20	modern	modern	ADJ
easat-9775	215	21	network	network	NOUN
easat-9775	215	22	infrastructure	infrastructure	NOUN
easat-9775	215	23	.	.	PUNCT
easat-9775	216	1	indianapolis	indianapolis	PROPN
easat-9775	216	2	,	,	PUNCT
easat-9775	216	3	in	in	ADP
easat-9775	216	4	:	:	PUNCT
easat-9775	216	5	cisco	cisco	PROPN
easat-9775	216	6	press	press	PROPN
easat-9775	216	7	,	,	PUNCT
easat-9775	216	8	2021	2021	NUM
easat-9775	216	9	.	.	PUNCT
easat-9775	217	1	[	[	X
easat-9775	217	2	3	3	X
easat-9775	217	3	]	]	X
easat-9775	217	4	c.	c.	PROPN
easat-9775	217	5	cicconetti	cicconetti	PROPN
easat-9775	217	6	,	,	PUNCT
easat-9775	217	7	l.	l.	PROPN
easat-9775	217	8	fanucci	fanucci	PROPN
easat-9775	217	9	,	,	PUNCT
easat-9775	217	10	p.	p.	NOUN
easat-9775	217	11	pagano	pagano	PROPN
easat-9775	217	12	,	,	PUNCT
easat-9775	217	13	and	and	CCONJ
easat-9775	217	14	t.	t.	NOUN
easat-9775	217	15	pecorella	pecorella	NOUN
easat-9775	217	16	,	,	PUNCT
easat-9775	217	17	"	"	PUNCT
easat-9775	217	18	on	on	ADP
easat-9775	217	19	the	the	DET
easat-9775	217	20	use	use	NOUN
easat-9775	217	21	of	of	ADP
easat-9775	217	22	virtual	virtual	ADJ
easat-9775	217	23	labs	lab	NOUN
easat-9775	217	24	for	for	ADP
easat-9775	217	25	teaching	teach	VERB
easat-9775	217	26	computer	computer	NOUN
easat-9775	217	27	networks	network	NOUN
easat-9775	217	28	,	,	PUNCT
easat-9775	217	29	"	"	PUNCT
easat-9775	217	30	in	in	ADP
easat-9775	217	31	proceedings	proceeding	NOUN
easat-9775	217	32	of	of	ADP
easat-9775	217	33	the	the	DET
easat-9775	217	34	2020	2020	NUM
easat-9775	217	35	ieee	ieee	NOUN
easat-9775	217	36	global	global	ADJ
easat-9775	217	37	engineering	engineering	PROPN
easat-9775	217	38	education	education	NOUN
easat-9775	217	39	conference	conference	NOUN
easat-9775	217	40	(	(	PUNCT
easat-9775	217	41	educon	educon	NOUN
easat-9775	217	42	)	)	PUNCT
easat-9775	217	43	,	,	PUNCT
easat-9775	217	44	2020	2020	NUM
easat-9775	217	45	,	,	PUNCT
easat-9775	217	46	doi	doi	NOUN
easat-9775	217	47	:	:	PUNCT
easat-9775	217	48	https://doi.org/10.1109/educon45650.2020.9125282	https://doi.org/10.1109/educon45650.2020.9125282	PROPN
easat-9775	217	49	.	.	PUNCT
easat-9775	218	1	[	[	X
easat-9775	218	2	4	4	NUM
easat-9775	218	3	]	]	SYM
easat-9775	218	4	cisco	cisco	PROPN
easat-9775	218	5	,	,	PUNCT
easat-9775	218	6	"	"	PUNCT
easat-9775	218	7	cisco	cisco	PROPN
easat-9775	218	8	packet	packet	NOUN
easat-9775	218	9	tracer	tracer	NOUN
easat-9775	218	10	rest	rest	NOUN
easat-9775	218	11	api	api	NOUN
easat-9775	218	12	overview	overview	NOUN
easat-9775	218	13	,	,	PUNCT
easat-9775	218	14	"	"	PUNCT
easat-9775	218	15	cisco	cisco	PROPN
easat-9775	218	16	networking	network	VERB
easat-9775	218	17	academy	academy	NOUN
easat-9775	218	18	,	,	PUNCT
easat-9775	218	19	2022	2022	NUM
easat-9775	218	20	.	.	PUNCT
easat-9775	218	21	https://www.netacad.com/	https://www.netacad.com/	NOUN
easat-9775	219	1	[	[	X
easat-9775	219	2	5	5	NUM
easat-9775	219	3	]	]	PUNCT
easat-9775	219	4	r.	r.	PROPN
easat-9775	219	5	saini	saini	PROPN
easat-9775	219	6	and	and	CCONJ
easat-9775	219	7	s.	s.	PROPN
easat-9775	219	8	patel	patel	PROPN
easat-9775	219	9	,	,	PUNCT
easat-9775	219	10	"	"	PUNCT
easat-9775	219	11	automation	automation	NOUN
easat-9775	219	12	of	of	ADP
easat-9775	219	13	network	network	NOUN
easat-9775	219	14	simulation	simulation	NOUN
easat-9775	219	15	using	use	VERB
easat-9775	219	16	rest	rest	NOUN
easat-9775	219	17	api	api	NOUN
easat-9775	219	18	in	in	ADP
easat-9775	219	19	cisco	cisco	PROPN
easat-9775	219	20	packet	packet	NOUN
easat-9775	219	21	tracer	tracer	NOUN
easat-9775	219	22	,	,	PUNCT
easat-9775	219	23	"	"	PUNCT
easat-9775	219	24	international	international	ADJ
easat-9775	219	25	journal	journal	NOUN
easat-9775	219	26	of	of	ADP
easat-9775	219	27	computer	computer	NOUN
easat-9775	219	28	applications	application	NOUN
easat-9775	219	29	,	,	PUNCT
easat-9775	219	30	vol	vol	NOUN
easat-9775	219	31	.	.	PUNCT
easat-9775	220	1	184	184	NUM
easat-9775	220	2	,	,	PUNCT
easat-9775	220	3	no	no	INTJ
easat-9775	220	4	.	.	NOUN
easat-9775	220	5	25	25	NUM
easat-9775	220	6	,	,	PUNCT
easat-9775	220	7	pp	pp	ADJ
easat-9775	220	8	.	.	PUNCT
easat-9775	221	1	1–6	1–6	NUM
easat-9775	221	2	,	,	PUNCT
easat-9775	221	3	2022	2022	NUM
easat-9775	221	4	.	.	PUNCT
easat-9775	222	1	[	[	X
easat-9775	222	2	6	6	NUM
easat-9775	222	3	]	]	X
easat-9775	222	4	e.	e.	PROPN
easat-9775	222	5	bisong	bisong	PROPN
easat-9775	222	6	,	,	PUNCT
easat-9775	222	7	google	google	PROPN
easat-9775	222	8	colaboratory	colaboratory	PROPN
easat-9775	222	9	.	.	PUNCT
easat-9775	223	1	berkeley	berkeley	PROPN
easat-9775	223	2	,	,	PUNCT
easat-9775	223	3	ca	ca	NOUN
easat-9775	223	4	:	:	PUNCT
easat-9775	223	5	springer	springer	NOUN
easat-9775	223	6	,	,	PUNCT
easat-9775	223	7	2019	2019	NUM
easat-9775	223	8	,	,	PUNCT
easat-9775	223	9	pp	pp	ADJ
easat-9775	223	10	.	.	PUNCT
easat-9775	224	1	59	59	NUM
easat-9775	224	2	-	-	SYM
easat-9775	224	3	64	64	NUM
easat-9775	224	4	.	.	PUNCT
easat-9775	224	5	https://doi.org/10.1007/978-1-4842-44708_7	https://doi.org/10.1007/978-1-4842-44708_7	PUNCT
easat-9775	225	1	[	[	X
easat-9775	225	2	7	7	X
easat-9775	225	3	]	]	PUNCT
easat-9775	225	4	a.	a.	NOUN
easat-9775	225	5	nelson	nelson	PROPN
easat-9775	225	6	and	and	CCONJ
easat-9775	225	7	c.	c.	PROPN
easat-9775	225	8	hoover	hoover	PROPN
easat-9775	225	9	,	,	PUNCT
easat-9775	225	10	"	"	PUNCT
easat-9775	225	11	building	build	VERB
easat-9775	225	12	python	python	NOUN
easat-9775	225	13	notebooks	notebook	NOUN
easat-9775	225	14	with	with	ADP
easat-9775	225	15	google	google	PROPN
easat-9775	225	16	colab	colab	PROPN
easat-9775	225	17	for	for	ADP
easat-9775	225	18	teaching	teach	VERB
easat-9775	225	19	data	datum	NOUN
easat-9775	225	20	analysis	analysis	NOUN
easat-9775	225	21	,	,	PUNCT
easat-9775	225	22	"	"	PUNCT
easat-9775	225	23	journal	journal	NOUN
easat-9775	225	24	of	of	ADP
easat-9775	225	25	statistics	statistic	NOUN
easat-9775	225	26	education	education	PROPN
easat-9775	225	27	vol	vol	NOUN
easat-9775	225	28	.	.	PROPN
easat-9775	226	1	28	28	NUM
easat-9775	226	2	,	,	PUNCT
easat-9775	226	3	no	no	INTJ
easat-9775	226	4	.	.	NOUN
easat-9775	226	5	2	2	NUM
easat-9775	226	6	,	,	PUNCT
easat-9775	226	7	pp	pp	ADJ
easat-9775	226	8	.	.	PUNCT
easat-9775	227	1	151–158	151–158	NUM
easat-9775	227	2	,	,	PUNCT
easat-9775	227	3	2020	2020	NUM
easat-9775	227	4	.	.	PUNCT
easat-9775	228	1	[	[	X
easat-9775	228	2	8	8	NUM
easat-9775	228	3	]	]	X
easat-9775	228	4	cloudflare	cloudflare	NOUN
easat-9775	228	5	,	,	PUNCT
easat-9775	228	6	"	"	PUNCT
easat-9775	228	7	expose	expose	VERB
easat-9775	228	8	your	your	PRON
easat-9775	228	9	locally	locally	ADV
easat-9775	228	10	running	running	NOUN
easat-9775	228	11	web	web	NOUN
easat-9775	228	12	server	server	NOUN
easat-9775	228	13	to	to	ADP
easat-9775	228	14	the	the	DET
easat-9775	228	15	internet	internet	NOUN
easat-9775	228	16	with	with	ADP
easat-9775	228	17	cloudflare	cloudflare	PROPN
easat-9775	228	18	tunnel	tunnel	NOUN
easat-9775	228	19	,	,	PUNCT
easat-9775	228	20	"	"	PUNCT
easat-9775	228	21	2023	2023	NUM
easat-9775	228	22	.	.	PUNCT
easat-9775	229	1	https://developers.cloudflare.com/cloudflare-one/connections/connect-apps/	https://developers.cloudflare.com/cloudflare-one/connections/connect-apps/	PROPN
easat-9775	229	2	[	[	X
easat-9775	229	3	9	9	NUM
easat-9775	229	4	]	]	X
easat-9775	229	5	g.	g.	PROPN
easat-9775	229	6	kurt	kurt	PROPN
easat-9775	229	7	and	and	CCONJ
easat-9775	229	8	y.	y.	PROPN
easat-9775	229	9	yıldırım	yıldırım	PROPN
easat-9775	229	10	,	,	PUNCT
easat-9775	229	11	"	"	PUNCT
easat-9775	229	12	virtualization	virtualization	NOUN
easat-9775	229	13	in	in	ADP
easat-9775	229	14	network	network	NOUN
easat-9775	229	15	education	education	NOUN
easat-9775	229	16	:	:	PUNCT
easat-9775	229	17	using	use	VERB
easat-9775	229	18	docker	docker	PROPN
easat-9775	229	19	containers	container	NOUN
easat-9775	229	20	for	for	ADP
easat-9775	229	21	reproducible	reproducible	ADJ
easat-9775	229	22	labs	lab	NOUN
easat-9775	229	23	,	,	PUNCT
easat-9775	229	24	"	"	PUNCT
easat-9775	229	25	education	education	NOUN
easat-9775	229	26	and	and	CCONJ
easat-9775	229	27	information	information	NOUN
easat-9775	229	28	technologies	technology	NOUN
easat-9775	229	29	,	,	PUNCT
easat-9775	229	30	vol	vol	NOUN
easat-9775	229	31	.	.	PROPN
easat-9775	229	32	27	27	NUM
easat-9775	229	33	,	,	PUNCT
easat-9775	229	34	pp	pp	ADJ
easat-9775	229	35	.	.	PUNCT
easat-9775	230	1	825–841	825–841	NUM
easat-9775	230	2	,	,	PUNCT
easat-9775	230	3	2022	2022	NUM
easat-9775	230	4	.	.	PUNCT
easat-9775	231	1	[	[	X
easat-9775	231	2	10	10	NUM
easat-9775	231	3	]	]	PUNCT
easat-9775	231	4	l.	l.	PROPN
easat-9775	231	5	zhang	zhang	PROPN
easat-9775	231	6	,	,	PUNCT
easat-9775	231	7	j.	j.	PROPN
easat-9775	231	8	wang	wang	PROPN
easat-9775	231	9	,	,	PUNCT
easat-9775	231	10	and	and	CCONJ
easat-9775	231	11	y.	y.	PROPN
easat-9775	231	12	liu	liu	PROPN
easat-9775	231	13	,	,	PUNCT
easat-9775	231	14	"	"	PUNCT
easat-9775	231	15	a	a	DET
easat-9775	231	16	hybrid	hybrid	ADJ
easat-9775	231	17	simulation	simulation	NOUN
easat-9775	231	18	environment	environment	NOUN
easat-9775	231	19	for	for	ADP
easat-9775	231	20	teaching	teach	VERB
easat-9775	231	21	computer	computer	NOUN
easat-9775	231	22	networks	network	NOUN
easat-9775	231	23	,	,	PUNCT
easat-9775	231	24	"	"	PUNCT
easat-9775	231	25	ieee	ieee	NOUN
easat-9775	231	26	transactions	transaction	NOUN
easat-9775	231	27	on	on	ADP
easat-9775	231	28	education	education	NOUN
easat-9775	231	29	,	,	PUNCT
easat-9775	231	30	vol	vol	NOUN
easat-9775	231	31	.	.	PROPN
easat-9775	231	32	63	63	NUM
easat-9775	231	33	,	,	PUNCT
easat-9775	231	34	no	no	INTJ
easat-9775	231	35	.	.	NOUN
easat-9775	231	36	1	1	NUM
easat-9775	231	37	,	,	PUNCT
easat-9775	231	38	pp	pp	ADJ
easat-9775	231	39	.	.	PUNCT
easat-9775	232	1	32–38	32–38	NUM
easat-9775	232	2	,	,	PUNCT
easat-9775	232	3	2020	2020	NUM
easat-9775	232	4	.	.	PUNCT
easat-9775	233	1	[	[	X
easat-9775	233	2	11	11	NUM
easat-9775	233	3	]	]	PUNCT
easat-9775	233	4	a.	a.	NOUN
easat-9775	233	5	sharma	sharma	PROPN
easat-9775	233	6	,	,	PUNCT
easat-9775	233	7	p.	p.	PROPN
easat-9775	233	8	gupta	gupta	PROPN
easat-9775	233	9	,	,	PUNCT
easat-9775	233	10	and	and	CCONJ
easat-9775	233	11	r.	r.	PROPN
easat-9775	233	12	rajput	rajput	PROPN
easat-9775	233	13	,	,	PUNCT
easat-9775	233	14	"	"	PUNCT
easat-9775	233	15	comparative	comparative	ADJ
easat-9775	233	16	analysis	analysis	NOUN
easat-9775	233	17	of	of	ADP
easat-9775	233	18	gns3	gns3	NOUN
easat-9775	233	19	,	,	PUNCT
easat-9775	233	20	cisco	cisco	PROPN
easat-9775	233	21	packet	packet	NOUN
easat-9775	233	22	tracer	tracer	NOUN
easat-9775	233	23	and	and	CCONJ
easat-9775	233	24	eve	eve	PROPN
easat-9775	233	25	-	-	PUNCT
easat-9775	233	26	ng	ng	PROPN
easat-9775	233	27	for	for	ADP
easat-9775	233	28	computer	computer	NOUN
easat-9775	233	29	networks	network	NOUN
easat-9775	233	30	simulation	simulation	NOUN
easat-9775	233	31	,	,	PUNCT
easat-9775	233	32	"	"	PUNCT
easat-9775	233	33	international	international	ADJ
easat-9775	233	34	journal	journal	NOUN
easat-9775	233	35	of	of	ADP
easat-9775	233	36	computer	computer	NOUN
easat-9775	233	37	applications	application	NOUN
easat-9775	233	38	,	,	PUNCT
easat-9775	233	39	vol	vol	NOUN
easat-9775	233	40	.	.	PROPN
easat-9775	233	41	178	178	NUM
easat-9775	233	42	,	,	PUNCT
easat-9775	233	43	no	no	INTJ
easat-9775	233	44	.	.	NOUN
easat-9775	233	45	7	7	NUM
easat-9775	233	46	,	,	PUNCT
easat-9775	233	47	pp	pp	ADJ
easat-9775	233	48	.	.	PUNCT
easat-9775	234	1	32–36	32–36	NUM
easat-9775	234	2	,	,	PUNCT
easat-9775	234	3	2019	2019	NUM
easat-9775	234	4	.	.	PUNCT
easat-9775	235	1	https://doi.org/10.5120/ijca2019918803	https://doi.org/10.5120/ijca2019918803	NOUN
easat-9775	236	1	[	[	X
easat-9775	236	2	12	12	NUM
easat-9775	236	3	]	]	PUNCT
easat-9775	236	4	s.	s.	PROPN
easat-9775	236	5	p.	p.	PROPN
easat-9775	236	6	pereira	pereira	PROPN
easat-9775	236	7	,	,	PUNCT
easat-9775	236	8	r.	r.	PROPN
easat-9775	236	9	queirós	queirós	PROPN
easat-9775	236	10	,	,	PUNCT
easat-9775	236	11	and	and	CCONJ
easat-9775	236	12	j.	j.	PROPN
easat-9775	236	13	p.	p.	PROPN
easat-9775	236	14	leal	leal	PROPN
easat-9775	236	15	,	,	PUNCT
easat-9775	236	16	"	"	PUNCT
easat-9775	236	17	an	an	DET
easat-9775	236	18	approach	approach	NOUN
easat-9775	236	19	for	for	ADP
easat-9775	236	20	teaching	teach	VERB
easat-9775	236	21	network	network	NOUN
easat-9775	236	22	automation	automation	NOUN
easat-9775	236	23	with	with	ADP
easat-9775	236	24	real	real	ADJ
easat-9775	236	25	-	-	PUNCT
easat-9775	236	26	time	time	NOUN
easat-9775	236	27	simulation	simulation	NOUN
easat-9775	236	28	,	,	PUNCT
easat-9775	236	29	"	"	PUNCT
easat-9775	236	30	in	in	ADP
easat-9775	236	31	proceedings	proceeding	NOUN
easat-9775	236	32	of	of	ADP
easat-9775	236	33	the	the	DET
easat-9775	236	34	13th	13th	ADJ
easat-9775	236	35	international	international	ADJ
easat-9775	236	36	conference	conference	NOUN
easat-9775	236	37	on	on	ADP
easat-9775	236	38	computer	computer	NOUN
easat-9775	236	39	supported	support	VERB
easat-9775	236	40	education	education	NOUN
easat-9775	236	41	(	(	PUNCT
easat-9775	236	42	csedu	csedu	PROPN
easat-9775	236	43	)	)	PUNCT
easat-9775	236	44	(	(	PUNCT
easat-9775	236	45	vol	vol	NOUN
easat-9775	236	46	.	.	NOUN
easat-9775	237	1	2	2	NUM
easat-9775	237	2	,	,	PUNCT
easat-9775	237	3	pp	pp	ADJ
easat-9775	237	4	.	.	PUNCT
easat-9775	238	1	190–197	190–197	NUM
easat-9775	238	2	)	)	PUNCT
easat-9775	238	3	.	.	PUNCT
easat-9775	239	1	scitepress	scitepress	NOUN
easat-9775	239	2	,	,	PUNCT
easat-9775	239	3	2021	2021	NUM
easat-9775	239	4	.	.	PUNCT
easat-9775	240	1	[	[	X
easat-9775	240	2	13	13	NUM
easat-9775	240	3	]	]	PUNCT
easat-9775	240	4	j.	j.	PROPN
easat-9775	240	5	li	li	PROPN
easat-9775	240	6	and	and	CCONJ
easat-9775	240	7	w.	w.	PROPN
easat-9775	240	8	liang	liang	PROPN
easat-9775	240	9	,	,	PUNCT
easat-9775	240	10	"	"	PUNCT
easat-9775	240	11	effectiveness	effectiveness	NOUN
easat-9775	240	12	of	of	ADP
easat-9775	240	13	virtual	virtual	ADJ
easat-9775	240	14	laboratory	laboratory	NOUN
easat-9775	240	15	in	in	ADP
easat-9775	240	16	engineering	engineering	NOUN
easat-9775	240	17	education	education	NOUN
easat-9775	240	18	:	:	PUNCT
easat-9775	240	19	a	a	DET
easat-9775	240	20	meta	meta	ADJ
easat-9775	240	21	-	-	PUNCT
easat-9775	240	22	analysis	analysis	NOUN
easat-9775	240	23	,	,	PUNCT
easat-9775	240	24	"	"	PUNCT
easat-9775	240	25	plos	plos	PROPN
easat-9775	240	26	one	one	NUM
easat-9775	240	27	,	,	PUNCT
easat-9775	240	28	vol	vol	NOUN
easat-9775	240	29	.	.	PROPN
easat-9775	240	30	19	19	NUM
easat-9775	240	31	,	,	PUNCT
easat-9775	240	32	no	no	INTJ
easat-9775	240	33	.	.	NOUN
easat-9775	240	34	12	12	NUM
easat-9775	240	35	,	,	PUNCT
easat-9775	240	36	p.	p.	NOUN
easat-9775	240	37	e0316269	e0316269	PROPN
easat-9775	240	38	,	,	PUNCT
easat-9775	240	39	2024	2024	NUM
easat-9775	240	40	.	.	PUNCT
easat-9775	241	1	https://doi.org/10.1371/journal.pone.0316269	https://doi.org/10.1371/journal.pone.0316269	NOUN
easat-9775	241	2	[	[	X
easat-9775	241	3	14	14	NUM
easat-9775	241	4	]	]	X
easat-9775	241	5	w.	w.	PROPN
easat-9775	241	6	chen	chen	PROPN
easat-9775	241	7	,	,	PUNCT
easat-9775	241	8	y.	y.	PROPN
easat-9775	241	9	song	song	PROPN
easat-9775	241	10	,	,	PUNCT
easat-9775	241	11	and	and	CCONJ
easat-9775	241	12	d.	d.	PROPN
easat-9775	241	13	wang	wang	PROPN
easat-9775	241	14	,	,	PUNCT
easat-9775	241	15	"	"	PUNCT
easat-9775	241	16	a	a	DET
easat-9775	241	17	practical	practical	ADJ
easat-9775	241	18	teaching	teaching	NOUN
easat-9775	241	19	model	model	NOUN
easat-9775	241	20	of	of	ADP
easat-9775	241	21	network	network	NOUN
easat-9775	241	22	automation	automation	NOUN
easat-9775	241	23	based	base	VERB
easat-9775	241	24	on	on	ADP
easat-9775	241	25	devops	devop	NOUN
easat-9775	241	26	,	,	PUNCT
easat-9775	241	27	"	"	PUNCT
easat-9775	241	28	proceedings	proceeding	NOUN
easat-9775	241	29	of	of	ADP
easat-9775	241	30	the	the	DET
easat-9775	241	31	2021	2021	NUM
easat-9775	241	32	ieee	ieee	NOUN
easat-9775	241	33	frontiers	frontier	NOUN
easat-9775	241	34	in	in	ADP
easat-9775	241	35	education	education	NOUN
easat-9775	241	36	conference	conference	NOUN
easat-9775	241	37	(	(	PUNCT
easat-9775	241	38	fie	fie	NOUN
easat-9775	241	39	)	)	PUNCT
easat-9775	241	40	,	,	PUNCT
easat-9775	241	41	2021	2021	NUM
easat-9775	241	42	,	,	PUNCT
easat-9775	241	43	doi	doi	NOUN
easat-9775	241	44	:	:	PUNCT
easat-9775	241	45	https://doi.org/10.1109/fie49875.2021.9637242	https://doi.org/10.1109/fie49875.2021.9637242	PROPN
easat-9775	241	46	.	.	PUNCT
easat-9775	242	1	[	[	X
easat-9775	242	2	15	15	NUM
easat-9775	242	3	]	]	X
easat-9775	242	4	f.	f.	PROPN
easat-9775	242	5	khan	khan	PROPN
easat-9775	242	6	,	,	PUNCT
easat-9775	242	7	h.	h.	PROPN
easat-9775	242	8	khan	khan	PROPN
easat-9775	242	9	,	,	PUNCT
easat-9775	242	10	and	and	CCONJ
easat-9775	242	11	a.	a.	PROPN
easat-9775	242	12	baig	baig	PROPN
easat-9775	242	13	,	,	PUNCT
easat-9775	242	14	"	"	PUNCT
easat-9775	242	15	impact	impact	NOUN
easat-9775	242	16	of	of	ADP
easat-9775	242	17	rest	rest	NOUN
easat-9775	242	18	apis	apis	ADJ
easat-9775	242	19	in	in	ADP
easat-9775	242	20	software	software	NOUN
easat-9775	242	21	-	-	PUNCT
easat-9775	242	22	defined	define	VERB
easat-9775	242	23	networking	networking	NOUN
easat-9775	242	24	,	,	PUNCT
easat-9775	242	25	"	"	PUNCT
easat-9775	242	26	international	international	ADJ
easat-9775	242	27	journal	journal	NOUN
easat-9775	242	28	of	of	ADP
easat-9775	242	29	advanced	advanced	ADJ
easat-9775	242	30	computer	computer	NOUN
easat-9775	242	31	science	science	NOUN
easat-9775	242	32	and	and	CCONJ
easat-9775	242	33	applications	application	NOUN
easat-9775	242	34	,	,	PUNCT
easat-9775	242	35	vol	vol	NOUN
easat-9775	242	36	.	.	PROPN
easat-9775	242	37	13	13	NUM
easat-9775	242	38	,	,	PUNCT
easat-9775	242	39	no	no	INTJ
easat-9775	242	40	.	.	NOUN
easat-9775	242	41	6	6	NUM
easat-9775	242	42	,	,	PUNCT
easat-9775	242	43	pp	pp	ADJ
easat-9775	242	44	.	.	PUNCT
easat-9775	243	1	543–549	543–549	NUM
easat-9775	243	2	,	,	PUNCT
easat-9775	243	3	2022	2022	NUM
easat-9775	243	4	.	.	PUNCT
easat-9775	244	1	https://doi.org/10.14569/ijacsa.2022.0130668	https://doi.org/10.14569/ijacsa.2022.0130668	NOUN
easat-9775	245	1	[	[	X
easat-9775	245	2	16	16	NUM
easat-9775	245	3	]	]	PUNCT
easat-9775	245	4	t.	t.	PROPN
easat-9775	245	5	bray	bray	PROPN
easat-9775	245	6	,	,	PUNCT
easat-9775	245	7	"	"	PUNCT
easat-9775	245	8	the	the	DET
easat-9775	245	9	javascript	javascript	ADJ
easat-9775	245	10	object	object	NOUN
easat-9775	245	11	notation	notation	NOUN
easat-9775	245	12	(	(	PUNCT
easat-9775	245	13	json	json	NOUN
easat-9775	245	14	)	)	PUNCT
easat-9775	245	15	data	datum	NOUN
easat-9775	245	16	interchange	interchange	NOUN
easat-9775	245	17	format	format	NOUN
easat-9775	245	18	,	,	PUNCT
easat-9775	245	19	"	"	PUNCT
easat-9775	245	20	internet	internet	NOUN
easat-9775	245	21	engineering	engineering	NOUN
easat-9775	245	22	task	task	NOUN
easat-9775	245	23	force	force	NOUN
easat-9775	245	24	,	,	PUNCT
easat-9775	245	25	20701721	20701721	NUM
easat-9775	245	26	,	,	PUNCT
easat-9775	245	27	2014	2014	NUM
easat-9775	245	28	.	.	PUNCT
easat-9775	246	1	https://doi.org/10.17487/rfc8259	https://doi.org/10.17487/rfc8259	NOUN
easat-9775	247	1	[	[	X
easat-9775	247	2	17	17	NUM
easat-9775	247	3	]	]	X
easat-9775	247	4	r.	r.	PROPN
easat-9775	247	5	singh	singh	PROPN
easat-9775	247	6	and	and	CCONJ
easat-9775	247	7	v.	v.	ADP
easat-9775	247	8	nath	nath	NOUN
easat-9775	247	9	,	,	PUNCT
easat-9775	247	10	"	"	PUNCT
easat-9775	247	11	learning	learn	VERB
easat-9775	247	12	api	api	NOUN
easat-9775	247	13	data	datum	NOUN
easat-9775	247	14	handling	handle	VERB
easat-9775	247	15	with	with	ADP
easat-9775	247	16	json	json	NOUN
easat-9775	247	17	using	use	VERB
easat-9775	247	18	python	python	NOUN
easat-9775	247	19	,	,	PUNCT
easat-9775	247	20	"	"	PUNCT
easat-9775	247	21	presented	present	VERB
easat-9775	247	22	at	at	ADP
easat-9775	247	23	the	the	DET
easat-9775	247	24	proceedings	proceeding	NOUN
easat-9775	247	25	of	of	ADP
easat-9775	247	26	the	the	DET
easat-9775	247	27	2020	2020	NUM
easat-9775	247	28	5th	5th	ADJ
easat-9775	247	29	international	international	ADJ
easat-9775	247	30	conference	conference	NOUN
easat-9775	247	31	on	on	ADP
easat-9775	247	32	communication	communication	NOUN
easat-9775	247	33	and	and	CCONJ
easat-9775	247	34	electronics	electronic	NOUN
easat-9775	247	35	systems	system	NOUN
easat-9775	247	36	(	(	PUNCT
easat-9775	247	37	icces	icce	NOUN
easat-9775	247	38	)	)	PUNCT
easat-9775	247	39	,	,	PUNCT
easat-9775	247	40	2020	2020	NUM
easat-9775	247	41	.	.	PUNCT
easat-9775	248	1	[	[	X
easat-9775	248	2	18	18	NUM
easat-9775	248	3	]	]	X
easat-9775	248	4	d.	d.	PROPN
easat-9775	248	5	laurillard	laurillard	PROPN
easat-9775	248	6	,	,	PUNCT
easat-9775	248	7	teaching	teach	VERB
easat-9775	248	8	as	as	ADP
easat-9775	248	9	a	a	DET
easat-9775	248	10	design	design	NOUN
easat-9775	248	11	science	science	NOUN
easat-9775	248	12	:	:	PUNCT
easat-9775	248	13	building	build	VERB
easat-9775	248	14	pedagogical	pedagogical	ADJ
easat-9775	248	15	patterns	pattern	NOUN
easat-9775	248	16	for	for	ADP
easat-9775	248	17	learning	learning	NOUN
easat-9775	248	18	and	and	CCONJ
easat-9775	248	19	technology	technology	NOUN
easat-9775	248	20	.	.	PUNCT
easat-9775	249	1	new	new	PROPN
easat-9775	249	2	york	york	PROPN
easat-9775	249	3	:	:	PUNCT
easat-9775	249	4	routledge	routledge	PROPN
easat-9775	249	5	,	,	PUNCT
easat-9775	249	6	2012	2012	NUM
easat-9775	249	7	.	.	PUNCT
easat-9775	250	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-9775	250	2	https://doi.org/10.1109/educon45650.2020.9125282	https://doi.org/10.1109/educon45650.2020.9125282	PROPN
easat-9775	250	3	https://www.netacad.com/	https://www.netacad.com/	NOUN
easat-9775	251	1	https://doi.org/10.1007/978-1-4842-4470-8_7	https://doi.org/10.1007/978-1-4842-4470-8_7	PROPN
easat-9775	251	2	https://doi.org/10.1007/978-1-4842-4470-8_7	https://doi.org/10.1007/978-1-4842-4470-8_7	PROPN
easat-9775	252	1	https://developers.cloudflare.com/cloudflare-one/connections/connect-apps/	https://developers.cloudflare.com/cloudflare-one/connections/connect-apps/	PROPN
easat-9775	252	2	https://doi.org/10.5120/ijca2019918803	https://doi.org/10.5120/ijca2019918803	VERB
easat-9775	252	3	https://doi.org/10.1371/journal.pone.0316269	https://doi.org/10.1371/journal.pone.0316269	NOUN
easat-9775	252	4	https://doi.org/10.1109/fie49875.2021.9637242	https://doi.org/10.1109/fie49875.2021.9637242	NOUN
easat-9775	253	1	https://doi.org/10.14569/ijacsa.2022.0130668	https://doi.org/10.14569/ijacsa.2022.0130668	NOUN
easat-9775	253	2	https://doi.org/10.17487/rfc8259	https://doi.org/10.17487/rfc8259	X
easat-9775	253	3	154	154	NUM
easat-9775	253	4	edelweiss	edelweiss	PROPN
easat-9775	253	5	applied	apply	VERB
easat-9775	253	6	science	science	NOUN
easat-9775	253	7	and	and	CCONJ
easat-9775	253	8	technology	technology	NOUN
easat-9775	253	9	issn	issn	PROPN
easat-9775	253	10	:	:	PUNCT
easat-9775	253	11	2576	2576	NUM
easat-9775	253	12	-	-	SYM
easat-9775	253	13	8484	8484	NUM
easat-9775	253	14	vol	vol	NOUN
easat-9775	253	15	.	.	PROPN
easat-9775	254	1	9	9	NUM
easat-9775	254	2	,	,	PUNCT
easat-9775	254	3	no	no	INTJ
easat-9775	254	4	.	.	NOUN
easat-9775	254	5	9	9	NUM
easat-9775	254	6	:	:	SYM
easat-9775	254	7	144	144	NUM
easat-9775	254	8	-	-	SYM
easat-9775	254	9	154	154	NUM
easat-9775	254	10	,	,	PUNCT
easat-9775	254	11	2025	2025	NUM
easat-9775	254	12	doi	doi	NOUN
easat-9775	254	13	:	:	PUNCT
easat-9775	254	14	10.55214/2576	10.55214/2576	NUM
easat-9775	254	15	-	-	PUNCT
easat-9775	254	16	8484.v9i9.9775	8484.v9i9.9775	NOUN
easat-9775	254	17	©	©	PROPN
easat-9775	254	18	2025	2025	NUM
easat-9775	254	19	by	by	ADP
easat-9775	254	20	the	the	DET
easat-9775	254	21	author	author	NOUN
easat-9775	254	22	;	;	PUNCT
easat-9775	254	23	licensee	licensee	PROPN
easat-9775	254	24	learning	learning	NOUN
easat-9775	254	25	gate	gate	NOUN
easat-9775	255	1	[	[	X
easat-9775	255	2	19	19	NUM
easat-9775	255	3	]	]	PUNCT
easat-9775	255	4	k.	k.	PROPN
easat-9775	255	5	grodecka	grodecka	PROPN
easat-9775	255	6	and	and	CCONJ
easat-9775	255	7	m.	m.	PROPN
easat-9775	255	8	jakubowski	jakubowski	PROPN
easat-9775	255	9	,	,	PUNCT
easat-9775	255	10	"	"	PUNCT
easat-9775	255	11	reproducibility	reproducibility	NOUN
easat-9775	255	12	in	in	ADP
easat-9775	255	13	teaching	teaching	NOUN
easat-9775	255	14	programming	programming	NOUN
easat-9775	255	15	and	and	CCONJ
easat-9775	255	16	data	datum	NOUN
easat-9775	255	17	science	science	NOUN
easat-9775	255	18	:	:	PUNCT
easat-9775	255	19	the	the	DET
easat-9775	255	20	role	role	NOUN
easat-9775	255	21	of	of	ADP
easat-9775	255	22	containerization	containerization	NOUN
easat-9775	255	23	,	,	PUNCT
easat-9775	255	24	"	"	PUNCT
easat-9775	255	25	education	education	NOUN
easat-9775	255	26	sciences	science	NOUN
easat-9775	255	27	,	,	PUNCT
easat-9775	255	28	vol	vol	NOUN
easat-9775	255	29	.	.	PROPN
easat-9775	255	30	11	11	NUM
easat-9775	255	31	,	,	PUNCT
easat-9775	255	32	no	no	INTJ
easat-9775	255	33	.	.	NOUN
easat-9775	255	34	12	12	NUM
easat-9775	255	35	,	,	PUNCT
easat-9775	255	36	p.	p.	NOUN
easat-9775	255	37	767	767	NUM
easat-9775	255	38	,	,	PUNCT
easat-9775	255	39	2021	2021	NUM
easat-9775	255	40	.	.	PUNCT
easat-9775	256	1	https://doi.org/10.3390/educsci11120767	https://doi.org/10.3390/educsci11120767	PROPN
easat-9775	256	2	[	[	X
easat-9775	256	3	20	20	NUM
easat-9775	256	4	]	]	PUNCT
easat-9775	256	5	m.	m.	NOUN
easat-9775	256	6	al	al	PROPN
easat-9775	256	7	-	-	PUNCT
easat-9775	256	8	zubaidie	zubaidie	PROPN
easat-9775	256	9	,	,	PUNCT
easat-9775	256	10	r.	r.	PROPN
easat-9775	256	11	a.	a.	NOUN
easat-9775	256	12	muhajjar	muhajjar	PROPN
easat-9775	256	13	,	,	PUNCT
easat-9775	256	14	and	and	CCONJ
easat-9775	256	15	l.	l.	PROPN
easat-9775	256	16	a.	a.	PROPN
easat-9775	256	17	shihabe	shihabe	PROPN
easat-9775	256	18	,	,	PUNCT
easat-9775	256	19	"	"	PUNCT
easat-9775	256	20	computer	computer	NOUN
easat-9775	256	21	networking	networking	NOUN
easat-9775	256	22	and	and	CCONJ
easat-9775	256	23	cloud	cloud	NOUN
easat-9775	256	24	-	-	PUNCT
easat-9775	256	25	based	base	VERB
easat-9775	256	26	learning	learning	NOUN
easat-9775	256	27	/	/	SYM
easat-9775	256	28	teaching	teaching	NOUN
easat-9775	256	29	environment	environment	NOUN
easat-9775	256	30	using	use	VERB
easat-9775	256	31	virtual	virtual	ADJ
easat-9775	256	32	labs	lab	NOUN
easat-9775	256	33	tools	tool	NOUN
easat-9775	256	34	:	:	PUNCT
easat-9775	256	35	a	a	DET
easat-9775	256	36	review	review	NOUN
easat-9775	256	37	and	and	CCONJ
easat-9775	256	38	future	future	ADJ
easat-9775	256	39	aspirations	aspiration	NOUN
easat-9775	256	40	,	,	PUNCT
easat-9775	256	41	"	"	PUNCT
easat-9775	256	42	mesopotamian	mesopotamian	PROPN
easat-9775	256	43	journal	journal	PROPN
easat-9775	256	44	of	of	ADP
easat-9775	256	45	computer	computer	NOUN
easat-9775	256	46	science	science	NOUN
easat-9775	256	47	,	,	PUNCT
easat-9775	256	48	vol	vol	NOUN
easat-9775	256	49	.	.	PROPN
easat-9775	256	50	2024	2024	NUM
easat-9775	256	51	,	,	PUNCT
easat-9775	256	52	pp	pp	ADV
easat-9775	256	53	.	.	PUNCT
easat-9775	257	1	176	176	NUM
easat-9775	257	2	-	-	SYM
easat-9775	257	3	203	203	NUM
easat-9775	257	4	,	,	PUNCT
easat-9775	257	5	2024	2024	NUM
easat-9775	257	6	.	.	PUNCT
easat-9775	258	1	[	[	X
easat-9775	258	2	21	21	NUM
easat-9775	258	3	]	]	PUNCT
easat-9775	258	4	a.	a.	NOUN
easat-9775	258	5	rule	rule	NOUN
easat-9775	258	6	,	,	PUNCT
easat-9775	258	7	a.	a.	NOUN
easat-9775	258	8	tabard	tabard	NOUN
easat-9775	258	9	,	,	PUNCT
easat-9775	258	10	and	and	CCONJ
easat-9775	258	11	j.	j.	PROPN
easat-9775	258	12	d.	d.	PROPN
easat-9775	258	13	hollan	hollan	PROPN
easat-9775	258	14	,	,	PUNCT
easat-9775	258	15	"	"	PUNCT
easat-9775	258	16	exploration	exploration	NOUN
easat-9775	258	17	and	and	CCONJ
easat-9775	258	18	explanation	explanation	NOUN
easat-9775	258	19	in	in	ADP
easat-9775	258	20	computational	computational	ADJ
easat-9775	258	21	notebooks	notebook	NOUN
easat-9775	258	22	,	,	PUNCT
easat-9775	258	23	"	"	PUNCT
easat-9775	258	24	acm	acm	PROPN
easat-9775	258	25	computing	computing	NOUN
easat-9775	258	26	surveys	survey	NOUN
easat-9775	258	27	,	,	PUNCT
easat-9775	258	28	vol	vol	NOUN
easat-9775	258	29	.	.	PROPN
easat-9775	258	30	53	53	NUM
easat-9775	258	31	,	,	PUNCT
easat-9775	258	32	no	no	INTJ
easat-9775	258	33	.	.	NOUN
easat-9775	258	34	1	1	NUM
easat-9775	258	35	,	,	PUNCT
easat-9775	258	36	pp	pp	ADJ
easat-9775	258	37	.	.	PUNCT
easat-9775	259	1	1–36	1–36	NUM
easat-9775	259	2	,	,	PUNCT
easat-9775	259	3	2020	2020	NUM
easat-9775	259	4	.	.	PUNCT
easat-9775	260	1	[	[	X
easat-9775	260	2	22	22	NUM
easat-9775	260	3	]	]	X
easat-9775	260	4	w.	w.	PROPN
easat-9775	260	5	terkaj	terkaj	PROPN
easat-9775	260	6	,	,	PUNCT
easat-9775	260	7	e.	e.	PROPN
easat-9775	260	8	pessot	pessot	PROPN
easat-9775	260	9	,	,	PUNCT
easat-9775	260	10	v.	v.	CCONJ
easat-9775	260	11	kuts	kuts	PROPN
easat-9775	260	12	,	,	PUNCT
easat-9775	260	13	y.	y.	PROPN
easat-9775	260	14	bondarenko	bondarenko	PROPN
easat-9775	260	15	,	,	PUNCT
easat-9775	260	16	s.	s.	PROPN
easat-9775	260	17	l.	l.	PROPN
easat-9775	260	18	pizzagalli	pizzagalli	PROPN
easat-9775	260	19	,	,	PUNCT
easat-9775	260	20	and	and	CCONJ
easat-9775	260	21	k.	k.	PROPN
easat-9775	260	22	kleine	kleine	PROPN
easat-9775	260	23	,	,	PUNCT
easat-9775	260	24	"	"	PUNCT
easat-9775	260	25	a	a	DET
easat-9775	260	26	framework	framework	NOUN
easat-9775	260	27	for	for	ADP
easat-9775	260	28	the	the	DET
easat-9775	260	29	design	design	NOUN
easat-9775	260	30	and	and	CCONJ
easat-9775	260	31	use	use	NOUN
easat-9775	260	32	of	of	ADP
easat-9775	260	33	virtual	virtual	ADJ
easat-9775	260	34	labs	lab	NOUN
easat-9775	260	35	in	in	ADP
easat-9775	260	36	digital	digital	ADJ
easat-9775	260	37	engineering	engineering	NOUN
easat-9775	260	38	education	education	NOUN
easat-9775	260	39	,	,	PUNCT
easat-9775	260	40	"	"	PUNCT
easat-9775	260	41	in	in	ADP
easat-9775	260	42	aip	aip	PROPN
easat-9775	260	43	conference	conference	NOUN
easat-9775	260	44	proceedings	proceeding	NOUN
easat-9775	260	45	,	,	PUNCT
easat-9775	260	46	2024	2024	NUM
easat-9775	260	47	,	,	PUNCT
easat-9775	260	48	vol	vol	NOUN
easat-9775	260	49	.	.	PROPN
easat-9775	260	50	2989	2989	NUM
easat-9775	260	51	,	,	PUNCT
easat-9775	260	52	no	no	INTJ
easat-9775	260	53	.	.	NOUN
easat-9775	260	54	1	1	NUM
easat-9775	260	55	,	,	PUNCT
easat-9775	260	56	p.	p.	NOUN
easat-9775	260	57	030003	030003	NUM
easat-9775	260	58	,	,	PUNCT
easat-9775	260	59	doi	doi	NOUN
easat-9775	260	60	:	:	PUNCT
easat-9775	260	61	https://doi.org/10.1007/978-3-031-40865-8_21	https://doi.org/10.1007/978-3-031-40865-8_21	PROPN
easat-9775	260	62	.	.	PUNCT
easat-9775	261	1	[	[	X
easat-9775	261	2	23	23	NUM
easat-9775	261	3	]	]	X
easat-9775	261	4	c.	c.	PROPN
easat-9775	261	5	sellberg	sellberg	PROPN
easat-9775	261	6	,	,	PUNCT
easat-9775	261	7	z.	z.	PROPN
easat-9775	261	8	nazari	nazari	PROPN
easat-9775	261	9	,	,	PUNCT
easat-9775	261	10	and	and	CCONJ
easat-9775	261	11	m.	m.	PROPN
easat-9775	261	12	solberg	solberg	PROPN
easat-9775	261	13	,	,	PUNCT
easat-9775	261	14	"	"	PUNCT
easat-9775	261	15	virtual	virtual	ADJ
easat-9775	261	16	laboratories	laboratory	NOUN
easat-9775	261	17	in	in	ADP
easat-9775	261	18	stem	stem	NOUN
easat-9775	261	19	higher	high	ADJ
easat-9775	261	20	education	education	NOUN
easat-9775	261	21	:	:	PUNCT
easat-9775	261	22	a	a	DET
easat-9775	261	23	scoping	scope	VERB
easat-9775	261	24	review	review	NOUN
easat-9775	261	25	,	,	PUNCT
easat-9775	261	26	"	"	PUNCT
easat-9775	261	27	nordic	nordic	ADJ
easat-9775	261	28	journal	journal	NOUN
easat-9775	261	29	of	of	ADP
easat-9775	261	30	stem	stem	NOUN
easat-9775	261	31	education	education	NOUN
easat-9775	261	32	,	,	PUNCT
easat-9775	261	33	vol	vol	NOUN
easat-9775	261	34	.	.	PROPN
easat-9775	261	35	8	8	NUM
easat-9775	261	36	,	,	PUNCT
easat-9775	261	37	no	no	INTJ
easat-9775	261	38	.	.	NOUN
easat-9775	261	39	1	1	NUM
easat-9775	261	40	,	,	PUNCT
easat-9775	261	41	pp	pp	ADJ
easat-9775	261	42	.	.	PUNCT
easat-9775	262	1	34–52	34–52	NUM
easat-9775	262	2	,	,	PUNCT
easat-9775	262	3	2024	2024	NUM
easat-9775	262	4	.	.	PUNCT
easat-9775	263	1	[	[	X
easat-9775	263	2	24	24	NUM
easat-9775	263	3	]	]	PUNCT
easat-9775	263	4	t.	t.	PROPN
easat-9775	263	5	anderson	anderson	PROPN
easat-9775	263	6	and	and	CCONJ
easat-9775	263	7	j.	j.	PROPN
easat-9775	263	8	shattuck	shattuck	PROPN
easat-9775	263	9	,	,	PUNCT
easat-9775	263	10	"	"	PUNCT
easat-9775	263	11	design	design	NOUN
easat-9775	263	12	-	-	PUNCT
easat-9775	263	13	based	base	VERB
easat-9775	263	14	research	research	NOUN
easat-9775	263	15	:	:	PUNCT
easat-9775	263	16	a	a	DET
easat-9775	263	17	decade	decade	NOUN
easat-9775	263	18	of	of	ADP
easat-9775	263	19	progress	progress	NOUN
easat-9775	263	20	in	in	ADP
easat-9775	263	21	education	education	NOUN
easat-9775	263	22	research	research	NOUN
easat-9775	263	23	?	?	PUNCT
easat-9775	263	24	,	,	PUNCT
easat-9775	263	25	"	"	PUNCT
easat-9775	263	26	educational	educational	ADJ
easat-9775	263	27	researcher	researcher	NOUN
easat-9775	263	28	,	,	PUNCT
easat-9775	263	29	vol	vol	NOUN
easat-9775	263	30	.	.	PROPN
easat-9775	263	31	41	41	NUM
easat-9775	263	32	,	,	PUNCT
easat-9775	263	33	no	no	INTJ
easat-9775	263	34	.	.	NOUN
easat-9775	263	35	1	1	NUM
easat-9775	263	36	,	,	PUNCT
easat-9775	263	37	pp	pp	ADJ
easat-9775	263	38	.	.	PUNCT
easat-9775	264	1	16	16	NUM
easat-9775	264	2	-	-	SYM
easat-9775	264	3	25	25	NUM
easat-9775	264	4	,	,	PUNCT
easat-9775	264	5	2012	2012	NUM
easat-9775	264	6	.	.	PUNCT
easat-9775	265	1	https://doi.org/10.3102/0013189x11428813	https://doi.org/10.3102/0013189x11428813	NUM
easat-9775	266	1	[	[	X
easat-9775	266	2	25	25	NUM
easat-9775	266	3	]	]	X
easat-9775	266	4	f.	f.	PROPN
easat-9775	266	5	wang	wang	PROPN
easat-9775	266	6	and	and	CCONJ
easat-9775	266	7	m.	m.	PROPN
easat-9775	266	8	j.	j.	PROPN
easat-9775	266	9	hannafin	hannafin	PROPN
easat-9775	266	10	,	,	PUNCT
easat-9775	266	11	"	"	PUNCT
easat-9775	266	12	design	design	NOUN
easat-9775	266	13	-	-	PUNCT
easat-9775	266	14	based	base	VERB
easat-9775	266	15	research	research	NOUN
easat-9775	266	16	and	and	CCONJ
easat-9775	266	17	technology	technology	NOUN
easat-9775	266	18	-	-	PUNCT
easat-9775	266	19	enhanced	enhance	VERB
easat-9775	266	20	learning	learning	NOUN
easat-9775	266	21	environments	environment	NOUN
easat-9775	266	22	,	,	PUNCT
easat-9775	266	23	"	"	PUNCT
easat-9775	266	24	educational	educational	ADJ
easat-9775	266	25	technology	technology	NOUN
easat-9775	266	26	research	research	NOUN
easat-9775	266	27	and	and	CCONJ
easat-9775	266	28	development	development	NOUN
easat-9775	266	29	,	,	PUNCT
easat-9775	266	30	vol	vol	NOUN
easat-9775	266	31	.	.	PROPN
easat-9775	267	1	53	53	NUM
easat-9775	267	2	,	,	PUNCT
easat-9775	267	3	no	no	INTJ
easat-9775	267	4	.	.	NOUN
easat-9775	267	5	4	4	NUM
easat-9775	267	6	,	,	PUNCT
easat-9775	267	7	pp	pp	ADJ
easat-9775	267	8	.	.	PUNCT
easat-9775	268	1	5	5	NUM
easat-9775	268	2	-	-	SYM
easat-9775	268	3	23	23	NUM
easat-9775	268	4	,	,	PUNCT
easat-9775	268	5	2005	2005	NUM
easat-9775	268	6	.	.	PUNCT
easat-9775	269	1	https://doi.org/10.1007/bf02504682	https://doi.org/10.1007/bf02504682	PROPN
easat-9775	270	1	[	[	X
easat-9775	270	2	26	26	NUM
easat-9775	270	3	]	]	PUNCT
easat-9775	270	4	j.	j.	PROPN
easat-9775	270	5	w.	w.	PROPN
easat-9775	270	6	creswell	creswell	PROPN
easat-9775	270	7	and	and	CCONJ
easat-9775	270	8	v.	v.	ADP
easat-9775	270	9	l.	l.	PROPN
easat-9775	270	10	plano	plano	PROPN
easat-9775	270	11	clark	clark	PROPN
easat-9775	270	12	,	,	PUNCT
easat-9775	270	13	designing	designing	NOUN
easat-9775	270	14	and	and	CCONJ
easat-9775	270	15	conducting	conduct	VERB
easat-9775	270	16	mixed	mixed	ADJ
easat-9775	270	17	methods	method	NOUN
easat-9775	270	18	research	research	NOUN
easat-9775	270	19	.	.	PUNCT
easat-9775	271	1	thousand	thousand	NUM
easat-9775	271	2	oaks	oak	NOUN
easat-9775	271	3	,	,	PUNCT
easat-9775	271	4	ca	can	AUX
easat-9775	271	5	:	:	PUNCT
easat-9775	271	6	sage	sage	NOUN
easat-9775	271	7	publications	publication	NOUN
easat-9775	271	8	,	,	PUNCT
easat-9775	271	9	2018	2018	NUM
easat-9775	271	10	.	.	PUNCT
easat-9775	272	1	[	[	X
easat-9775	272	2	27	27	NUM
easat-9775	272	3	]	]	PUNCT
easat-9775	272	4	a.	a.	NOUN
easat-9775	272	5	field	field	NOUN
easat-9775	272	6	,	,	PUNCT
easat-9775	272	7	discovering	discover	VERB
easat-9775	272	8	statistics	statistic	NOUN
easat-9775	272	9	using	use	VERB
easat-9775	272	10	ibm	ibm	PROPN
easat-9775	272	11	spss	spss	PROPN
easat-9775	272	12	statistics	statistic	NOUN
easat-9775	272	13	.	.	PUNCT
easat-9775	273	1	thousand	thousand	NUM
easat-9775	273	2	oaks	oak	NOUN
easat-9775	273	3	,	,	PUNCT
easat-9775	273	4	ca	can	AUX
easat-9775	273	5	:	:	PUNCT
easat-9775	273	6	sage	sage	NOUN
easat-9775	273	7	publications	publication	NOUN
easat-9775	273	8	,	,	PUNCT
easat-9775	273	9	2018	2018	NUM
easat-9775	273	10	.	.	PUNCT
easat-9775	274	1	[	[	X
easat-9775	274	2	28	28	NUM
easat-9775	274	3	]	]	X
easat-9775	274	4	v.	v.	ADP
easat-9775	274	5	braun	braun	NOUN
easat-9775	274	6	and	and	CCONJ
easat-9775	274	7	v.	v.	ADP
easat-9775	274	8	clarke	clarke	PROPN
easat-9775	274	9	,	,	PUNCT
easat-9775	274	10	"	"	PUNCT
easat-9775	274	11	using	use	VERB
easat-9775	274	12	thematic	thematic	ADJ
easat-9775	274	13	analysis	analysis	NOUN
easat-9775	274	14	in	in	ADP
easat-9775	274	15	psychology	psychology	NOUN
easat-9775	274	16	,	,	PUNCT
easat-9775	274	17	"	"	PUNCT
easat-9775	274	18	qualitative	qualitative	ADJ
easat-9775	274	19	research	research	NOUN
easat-9775	274	20	in	in	ADP
easat-9775	274	21	psychology	psychology	NOUN
easat-9775	274	22	,	,	PUNCT
easat-9775	274	23	vol	vol	NOUN
easat-9775	274	24	.	.	PROPN
easat-9775	275	1	3	3	NUM
easat-9775	275	2	,	,	PUNCT
easat-9775	275	3	no	no	INTJ
easat-9775	275	4	.	.	NOUN
easat-9775	275	5	2	2	NUM
easat-9775	275	6	,	,	PUNCT
easat-9775	275	7	pp	pp	ADJ
easat-9775	275	8	.	.	PUNCT
easat-9775	276	1	77	77	NUM
easat-9775	276	2	-	-	SYM
easat-9775	276	3	101	101	NUM
easat-9775	276	4	,	,	PUNCT
easat-9775	276	5	2006	2006	NUM
easat-9775	276	6	.	.	PUNCT
easat-9775	277	1	https://doi.org/10.1191/1478088706qp063oa	https://doi.org/10.1191/1478088706qp063oa	NOUN
easat-9775	278	1	[	[	X
easat-9775	278	2	29	29	NUM
easat-9775	278	3	]	]	PUNCT
easat-9775	278	4	j.	j.	PROPN
easat-9775	278	5	cohen	cohen	PROPN
easat-9775	278	6	,	,	PUNCT
easat-9775	278	7	statistical	statistical	ADJ
easat-9775	278	8	power	power	NOUN
easat-9775	278	9	analysis	analysis	NOUN
easat-9775	278	10	for	for	ADP
easat-9775	278	11	the	the	DET
easat-9775	278	12	behavioral	behavioral	ADJ
easat-9775	278	13	sciences	science	NOUN
easat-9775	278	14	.	.	PUNCT
easat-9775	279	1	hillsdale	hillsdale	PROPN
easat-9775	279	2	,	,	PUNCT
easat-9775	279	3	nj	nj	PROPN
easat-9775	279	4	:	:	PUNCT
easat-9775	279	5	lawrence	lawrence	PROPN
easat-9775	279	6	erlbaum	erlbaum	PROPN
easat-9775	279	7	associates	associates	PROPN
easat-9775	279	8	,	,	PUNCT
easat-9775	279	9	1988	1988	NUM
easat-9775	279	10	.	.	PUNCT
easat-9775	280	1	[	[	X
easat-9775	280	2	30	30	NUM
easat-9775	280	3	]	]	X
easat-9775	280	4	j.	j.	PROPN
easat-9775	280	5	m.	m.	PROPN
easat-9775	280	6	perkel	perkel	PROPN
easat-9775	280	7	,	,	PUNCT
easat-9775	280	8	"	"	PUNCT
easat-9775	280	9	why	why	SCONJ
easat-9775	280	10	jupyter	jupyter	NOUN
easat-9775	280	11	is	be	AUX
easat-9775	280	12	data	datum	NOUN
easat-9775	280	13	scientists	scientist	NOUN
easat-9775	280	14	'	'	PART
easat-9775	280	15	computational	computational	ADJ
easat-9775	280	16	notebook	notebook	NOUN
easat-9775	280	17	of	of	ADP
easat-9775	280	18	choice	choice	NOUN
easat-9775	280	19	,	,	PUNCT
easat-9775	280	20	"	"	PUNCT
easat-9775	280	21	nature	nature	NOUN
easat-9775	280	22	,	,	PUNCT
easat-9775	280	23	vol	vol	NOUN
easat-9775	280	24	.	.	PROPN
easat-9775	280	25	563	563	NUM
easat-9775	280	26	,	,	PUNCT
easat-9775	280	27	no	no	INTJ
easat-9775	280	28	.	.	NOUN
easat-9775	280	29	7732	7732	NUM
easat-9775	280	30	,	,	PUNCT
easat-9775	280	31	pp	pp	ADJ
easat-9775	280	32	.	.	PUNCT
easat-9775	280	33	145147	145147	NUM
easat-9775	280	34	,	,	PUNCT
easat-9775	280	35	2018	2018	NUM
easat-9775	280	36	.	.	PUNCT
easat-9775	281	1	[	[	X
easat-9775	281	2	31	31	NUM
easat-9775	281	3	]	]	PUNCT
easat-9775	281	4	l.	l.	PROPN
easat-9775	281	5	s.	s.	PROPN
easat-9775	281	6	vygotsky	vygotsky	PROPN
easat-9775	281	7	,	,	PUNCT
easat-9775	281	8	mind	mind	NOUN
easat-9775	281	9	in	in	ADP
easat-9775	281	10	society	society	NOUN
easat-9775	281	11	:	:	PUNCT
easat-9775	281	12	the	the	DET
easat-9775	281	13	development	development	NOUN
easat-9775	281	14	of	of	ADP
easat-9775	281	15	higher	high	ADJ
easat-9775	281	16	psychological	psychological	ADJ
easat-9775	281	17	processes	process	NOUN
easat-9775	281	18	.	.	PUNCT
easat-9775	282	1	cambridge	cambridge	PROPN
easat-9775	282	2	,	,	PUNCT
easat-9775	282	3	ma	ma	PROPN
easat-9775	282	4	:	:	PUNCT
easat-9775	282	5	harvard	harvard	PROPN
easat-9775	282	6	university	university	PROPN
easat-9775	282	7	press	press	NOUN
easat-9775	282	8	,	,	PUNCT
easat-9775	282	9	1978	1978	NUM
easat-9775	282	10	.	.	PUNCT
easat-9775	283	1	[	[	X
easat-9775	283	2	32	32	NUM
easat-9775	283	3	]	]	PUNCT
easat-9775	283	4	k.	k.	PROPN
easat-9775	283	5	mohan	mohan	PROPN
easat-9775	283	6	,	,	PUNCT
easat-9775	283	7	a.	a.	NOUN
easat-9775	283	8	jain	jain	PROPN
easat-9775	283	9	,	,	PUNCT
easat-9775	283	10	and	and	CCONJ
easat-9775	283	11	s.	s.	PROPN
easat-9775	283	12	raju	raju	PROPN
easat-9775	283	13	,	,	PUNCT
easat-9775	283	14	"	"	PUNCT
easat-9775	283	15	teaching	teach	VERB
easat-9775	283	16	devops	devop	NOUN
easat-9775	283	17	and	and	CCONJ
easat-9775	283	18	agile	agile	ADJ
easat-9775	283	19	principles	principle	NOUN
easat-9775	283	20	to	to	ADP
easat-9775	283	21	university	university	NOUN
easat-9775	283	22	students	student	NOUN
easat-9775	283	23	:	:	PUNCT
easat-9775	283	24	a	a	DET
easat-9775	283	25	pilot	pilot	NOUN
easat-9775	283	26	experience	experience	NOUN
easat-9775	283	27	,	,	PUNCT
easat-9775	283	28	"	"	PUNCT
easat-9775	283	29	acm	acm	NOUN
easat-9775	283	30	transactions	transaction	NOUN
easat-9775	283	31	on	on	ADP
easat-9775	283	32	computing	compute	VERB
easat-9775	283	33	education	education	NOUN
easat-9775	283	34	,	,	PUNCT
easat-9775	283	35	vol	vol	NOUN
easat-9775	283	36	.	.	PROPN
easat-9775	283	37	20	20	NUM
easat-9775	283	38	,	,	PUNCT
easat-9775	283	39	no	no	INTJ
easat-9775	283	40	.	.	NOUN
easat-9775	283	41	4	4	NUM
easat-9775	283	42	,	,	PUNCT
easat-9775	283	43	p.	p.	NOUN
easat-9775	283	44	21	21	NUM
easat-9775	283	45	,	,	PUNCT
easat-9775	283	46	2020	2020	NUM
easat-9775	283	47	.	.	PUNCT
easat-9775	284	1	[	[	X
easat-9775	284	2	33	33	NUM
easat-9775	284	3	]	]	X
easat-9775	284	4	d.	d.	PROPN
easat-9775	284	5	a.	a.	PROPN
easat-9775	284	6	kolb	kolb	PROPN
easat-9775	284	7	,	,	PUNCT
easat-9775	284	8	experiential	experiential	ADJ
easat-9775	284	9	learning	learning	NOUN
easat-9775	284	10	:	:	PUNCT
easat-9775	284	11	experience	experience	NOUN
easat-9775	284	12	as	as	ADP
easat-9775	284	13	the	the	DET
easat-9775	284	14	source	source	NOUN
easat-9775	284	15	of	of	ADP
easat-9775	284	16	learning	learning	NOUN
easat-9775	284	17	and	and	CCONJ
easat-9775	284	18	development	development	NOUN
easat-9775	284	19	.	.	PUNCT
easat-9775	285	1	englewood	englewood	PROPN
easat-9775	285	2	cliffs	cliffs	PROPN
easat-9775	285	3	,	,	PUNCT
easat-9775	285	4	nj	nj	PROPN
easat-9775	285	5	:	:	PUNCT
easat-9775	285	6	prentice	prentice	PROPN
easat-9775	285	7	hall	hall	PROPN
easat-9775	285	8	,	,	PUNCT
easat-9775	285	9	1984	1984	NUM
easat-9775	285	10	.	.	PUNCT
easat-9775	286	1	[	[	X
easat-9775	286	2	34	34	NUM
easat-9775	286	3	]	]	X
easat-9775	286	4	p.	p.	PROPN
easat-9775	286	5	mishra	mishra	PROPN
easat-9775	286	6	and	and	CCONJ
easat-9775	286	7	m.	m.	PROPN
easat-9775	286	8	j.	j.	PROPN
easat-9775	286	9	koehler	koehler	PROPN
easat-9775	286	10	,	,	PUNCT
easat-9775	286	11	"	"	PUNCT
easat-9775	286	12	technological	technological	ADJ
easat-9775	286	13	pedagogical	pedagogical	ADJ
easat-9775	286	14	content	content	NOUN
easat-9775	286	15	knowledge	knowledge	NOUN
easat-9775	286	16	:	:	PUNCT
easat-9775	286	17	a	a	DET
easat-9775	286	18	framework	framework	NOUN
easat-9775	286	19	for	for	ADP
easat-9775	286	20	teacher	teacher	NOUN
easat-9775	286	21	knowledge	knowledge	NOUN
easat-9775	286	22	,	,	PUNCT
easat-9775	286	23	"	"	PUNCT
easat-9775	286	24	teachers	teacher	NOUN
easat-9775	286	25	college	college	PROPN
easat-9775	286	26	record	record	NOUN
easat-9775	286	27	,	,	PUNCT
easat-9775	286	28	vol	vol	NOUN
easat-9775	286	29	.	.	PROPN
easat-9775	286	30	108	108	NUM
easat-9775	286	31	,	,	PUNCT
easat-9775	286	32	no	no	INTJ
easat-9775	286	33	.	.	NOUN
easat-9775	286	34	6	6	NUM
easat-9775	286	35	,	,	PUNCT
easat-9775	286	36	pp	pp	ADJ
easat-9775	286	37	.	.	PUNCT
easat-9775	286	38	1017	1017	NUM
easat-9775	286	39	-	-	SYM
easat-9775	286	40	1054	1054	NUM
easat-9775	286	41	,	,	PUNCT
easat-9775	286	42	2006	2006	NUM
easat-9775	286	43	.	.	PUNCT
easat-9775	287	1	https://doi.org/10.1111/j.1467-9620.2006.00684.x	https://doi.org/10.1111/j.1467-9620.2006.00684.x	X
easat-9775	288	1	[	[	X
easat-9775	288	2	35	35	NUM
easat-9775	288	3	]	]	X
easat-9775	288	4	r.	r.	PROPN
easat-9775	288	5	r.	r.	PROPN
easat-9775	288	6	puentedura	puentedura	PROPN
easat-9775	288	7	,	,	PUNCT
easat-9775	288	8	"	"	PUNCT
easat-9775	288	9	samr	samr	ADJ
easat-9775	288	10	:	:	PUNCT
easat-9775	288	11	a	a	DET
easat-9775	288	12	contextualized	contextualized	ADJ
easat-9775	288	13	introduction	introduction	NOUN
easat-9775	288	14	,	,	PUNCT
easat-9775	288	15	"	"	PUNCT
easat-9775	288	16	samr	samr	ADJ
easat-9775	288	17	:	:	PUNCT
easat-9775	288	18	a	a	DET
easat-9775	288	19	contextualized	contextualized	ADJ
easat-9775	288	20	introduction	introduction	NOUN
easat-9775	288	21	,	,	PUNCT
easat-9775	288	22	2014	2014	NUM
easat-9775	288	23	.	.	PUNCT
easat-9775	289	1	https://doi.org/10.3390/educsci11120767	https://doi.org/10.3390/educsci11120767	PROPN
easat-9775	289	2	https://doi.org/10.1007/978-3-031-40865-8_21	https://doi.org/10.1007/978-3-031-40865-8_21	PROPN
easat-9775	289	3	https://doi.org/10.3102/0013189x11428813	https://doi.org/10.3102/0013189x11428813	NUM
easat-9775	289	4	https://doi.org/10.1007/bf02504682	https://doi.org/10.1007/bf02504682	ADJ
easat-9775	289	5	https://doi.org/10.1191/1478088706qp063oa	https://doi.org/10.1191/1478088706qp063oa	NOUN
easat-9775	289	6	https://doi.org/10.1111/j.1467-9620.2006.00684.x	https://doi.org/10.1111/j.1467-9620.2006.00684.x	X