id	sid	tid	token	lemma	pos
american_scientific_journal-4170	1	1	122	122	NUM
american_scientific_journal-4170	1	2	american	american	PROPN
american_scientific_journal-4170	1	3	scientific	scientific	ADJ
american_scientific_journal-4170	1	4	research	research	NOUN
american_scientific_journal-4170	1	5	journal	journal	NOUN
american_scientific_journal-4170	1	6	for	for	ADP
american_scientific_journal-4170	1	7	engineering	engineering	NOUN
american_scientific_journal-4170	1	8	,	,	PUNCT
american_scientific_journal-4170	1	9	technology	technology	NOUN
american_scientific_journal-4170	1	10	,	,	PUNCT
american_scientific_journal-4170	1	11	and	and	CCONJ
american_scientific_journal-4170	1	12	sciences	science	NOUN
american_scientific_journal-4170	1	13	(	(	PUNCT
american_scientific_journal-4170	1	14	asrjets	asrjet	NOUN
american_scientific_journal-4170	1	15	)	)	PUNCT
american_scientific_journal-4170	1	16	issn	issn	PROPN
american_scientific_journal-4170	1	17	(	(	PUNCT
american_scientific_journal-4170	1	18	print	print	NOUN
american_scientific_journal-4170	1	19	)	)	PUNCT
american_scientific_journal-4170	1	20	2313	2313	NUM
american_scientific_journal-4170	1	21	-	-	SYM
american_scientific_journal-4170	1	22	4410	4410	NUM
american_scientific_journal-4170	1	23	,	,	PUNCT
american_scientific_journal-4170	1	24	issn	issn	PROPN
american_scientific_journal-4170	1	25	(	(	PUNCT
american_scientific_journal-4170	1	26	online	online	ADJ
american_scientific_journal-4170	1	27	)	)	PUNCT
american_scientific_journal-4170	1	28	2313	2313	NUM
american_scientific_journal-4170	1	29	-	-	SYM
american_scientific_journal-4170	1	30	4402	4402	NUM
american_scientific_journal-4170	1	31	©	©	PROPN
american_scientific_journal-4170	1	32	global	global	ADJ
american_scientific_journal-4170	1	33	society	society	NOUN
american_scientific_journal-4170	1	34	of	of	ADP
american_scientific_journal-4170	1	35	scientific	scientific	ADJ
american_scientific_journal-4170	1	36	research	research	NOUN
american_scientific_journal-4170	1	37	and	and	CCONJ
american_scientific_journal-4170	1	38	researchers	researcher	NOUN
american_scientific_journal-4170	1	39	http://asrjetsjournal.org/	http://asrjetsjournal.org/	VERB
american_scientific_journal-4170	1	40	a	a	DET
american_scientific_journal-4170	1	41	comparative	comparative	ADJ
american_scientific_journal-4170	1	42	study	study	NOUN
american_scientific_journal-4170	1	43	of	of	ADP
american_scientific_journal-4170	1	44	predicting	predict	VERB
american_scientific_journal-4170	1	45	student	student	NOUN
american_scientific_journal-4170	1	46	’s	’s	PART
american_scientific_journal-4170	1	47	performance	performance	NOUN
american_scientific_journal-4170	1	48	by	by	ADP
american_scientific_journal-4170	1	49	use	use	NOUN
american_scientific_journal-4170	1	50	of	of	ADP
american_scientific_journal-4170	1	51	data	datum	NOUN
american_scientific_journal-4170	1	52	mining	mining	NOUN
american_scientific_journal-4170	1	53	techniques	technique	NOUN
american_scientific_journal-4170	1	54	aysha	aysha	PROPN
american_scientific_journal-4170	1	55	ashrafa	ashrafa	PROPN
american_scientific_journal-4170	1	56	*	*	PROPN
american_scientific_journal-4170	1	57	,	,	PUNCT
american_scientific_journal-4170	1	58	sajid	sajid	PROPN
american_scientific_journal-4170	1	59	anwerb	anwerb	NOUN
american_scientific_journal-4170	1	60	,	,	PUNCT
american_scientific_journal-4170	1	61	muhammad	muhammad	PROPN
american_scientific_journal-4170	1	62	gufran	gufran	VERB
american_scientific_journal-4170	1	63	khanc	khanc	VERB
american_scientific_journal-4170	1	64	a	a	DET
american_scientific_journal-4170	1	65	,	,	PUNCT
american_scientific_journal-4170	1	66	bnational	bnational	ADJ
american_scientific_journal-4170	1	67	university	university	NOUN
american_scientific_journal-4170	1	68	of	of	ADP
american_scientific_journal-4170	1	69	computer	computer	NOUN
american_scientific_journal-4170	1	70	&	&	CCONJ
american_scientific_journal-4170	1	71	emerging	emerge	VERB
american_scientific_journal-4170	1	72	sciences	science	NOUN
american_scientific_journal-4170	1	73	,	,	PUNCT
american_scientific_journal-4170	1	74	department	department	NOUN
american_scientific_journal-4170	1	75	of	of	ADP
american_scientific_journal-4170	1	76	computer	computer	NOUN
american_scientific_journal-4170	1	77	sciences	sciences	PROPN
american_scientific_journal-4170	1	78	,	,	PUNCT
american_scientific_journal-4170	1	79	pakistan	pakistan	PROPN
american_scientific_journal-4170	1	80	cnational	cnational	PROPN
american_scientific_journal-4170	1	81	university	university	PROPN
american_scientific_journal-4170	1	82	of	of	ADP
american_scientific_journal-4170	1	83	computer	computer	NOUN
american_scientific_journal-4170	1	84	&	&	CCONJ
american_scientific_journal-4170	1	85	emerging	emerge	VERB
american_scientific_journal-4170	1	86	sciences	science	NOUN
american_scientific_journal-4170	1	87	,	,	PUNCT
american_scientific_journal-4170	1	88	department	department	NOUN
american_scientific_journal-4170	1	89	of	of	ADP
american_scientific_journal-4170	1	90	electrical	electrical	ADJ
american_scientific_journal-4170	1	91	engineering	engineering	NOUN
american_scientific_journal-4170	1	92	,	,	PUNCT
american_scientific_journal-4170	1	93	pakistan	pakistan	PROPN
american_scientific_journal-4170	1	94	aemail	aemail	NOUN
american_scientific_journal-4170	1	95	:	:	PUNCT
american_scientific_journal-4170	1	96	f159002@nu.edu.pk	f159002@nu.edu.pk	PROPN
american_scientific_journal-4170	1	97	bemail	bemail	NOUN
american_scientific_journal-4170	1	98	:	:	PUNCT
american_scientific_journal-4170	1	99	sajid.anwer@nu.edu.pk	sajid.anwer@nu.edu.pk	ADJ
american_scientific_journal-4170	1	100	cemail	cemail	NOUN
american_scientific_journal-4170	1	101	:	:	PUNCT
american_scientific_journal-4170	1	102	m.gufran@nu.edu.pk	m.gufran@nu.edu.pk	PROPN
american_scientific_journal-4170	1	103	abstract	abstract	ADJ
american_scientific_journal-4170	1	104	educational	educational	ADJ
american_scientific_journal-4170	1	105	systems	system	NOUN
american_scientific_journal-4170	1	106	need	need	VERB
american_scientific_journal-4170	1	107	innovative	innovative	ADJ
american_scientific_journal-4170	1	108	ways	way	NOUN
american_scientific_journal-4170	1	109	to	to	PART
american_scientific_journal-4170	1	110	improve	improve	VERB
american_scientific_journal-4170	1	111	quality	quality	NOUN
american_scientific_journal-4170	1	112	of	of	ADP
american_scientific_journal-4170	1	113	education	education	NOUN
american_scientific_journal-4170	1	114	to	to	PART
american_scientific_journal-4170	1	115	achieve	achieve	VERB
american_scientific_journal-4170	1	116	the	the	DET
american_scientific_journal-4170	1	117	best	good	ADJ
american_scientific_journal-4170	1	118	results	result	NOUN
american_scientific_journal-4170	1	119	and	and	CCONJ
american_scientific_journal-4170	1	120	decrease	decrease	VERB
american_scientific_journal-4170	1	121	the	the	DET
american_scientific_journal-4170	1	122	failure	failure	NOUN
american_scientific_journal-4170	1	123	rate	rate	NOUN
american_scientific_journal-4170	1	124	.	.	PUNCT
american_scientific_journal-4170	2	1	educational	educational	ADJ
american_scientific_journal-4170	2	2	data	datum	NOUN
american_scientific_journal-4170	2	3	mining	mining	NOUN
american_scientific_journal-4170	2	4	(	(	PUNCT
american_scientific_journal-4170	2	5	edm	edm	PROPN
american_scientific_journal-4170	2	6	)	)	PUNCT
american_scientific_journal-4170	2	7	has	have	AUX
american_scientific_journal-4170	2	8	boomed	boom	VERB
american_scientific_journal-4170	2	9	in	in	ADP
american_scientific_journal-4170	2	10	the	the	DET
american_scientific_journal-4170	2	11	educational	educational	ADJ
american_scientific_journal-4170	2	12	systems	system	NOUN
american_scientific_journal-4170	2	13	recently	recently	ADV
american_scientific_journal-4170	2	14	as	as	SCONJ
american_scientific_journal-4170	2	15	it	it	PRON
american_scientific_journal-4170	2	16	enables	enable	VERB
american_scientific_journal-4170	2	17	to	to	PART
american_scientific_journal-4170	2	18	analyze	analyze	VERB
american_scientific_journal-4170	2	19	and	and	CCONJ
american_scientific_journal-4170	2	20	predict	predict	VERB
american_scientific_journal-4170	2	21	student	student	NOUN
american_scientific_journal-4170	2	22	performance	performance	NOUN
american_scientific_journal-4170	2	23	so	so	SCONJ
american_scientific_journal-4170	2	24	that	that	SCONJ
american_scientific_journal-4170	2	25	measures	measure	NOUN
american_scientific_journal-4170	2	26	can	can	AUX
american_scientific_journal-4170	2	27	be	be	AUX
american_scientific_journal-4170	2	28	taken	take	VERB
american_scientific_journal-4170	2	29	in	in	ADP
american_scientific_journal-4170	2	30	advance	advance	NOUN
american_scientific_journal-4170	2	31	.	.	PUNCT
american_scientific_journal-4170	3	1	due	due	ADP
american_scientific_journal-4170	3	2	to	to	ADP
american_scientific_journal-4170	3	3	lack	lack	NOUN
american_scientific_journal-4170	3	4	of	of	ADP
american_scientific_journal-4170	3	5	prediction	prediction	NOUN
american_scientific_journal-4170	3	6	accuracy	accuracy	NOUN
american_scientific_journal-4170	3	7	,	,	PUNCT
american_scientific_journal-4170	3	8	improper	improper	ADJ
american_scientific_journal-4170	3	9	attribute	attribute	NOUN
american_scientific_journal-4170	3	10	analysis	analysis	NOUN
american_scientific_journal-4170	3	11	,	,	PUNCT
american_scientific_journal-4170	3	12	and	and	CCONJ
american_scientific_journal-4170	3	13	insufficient	insufficient	ADJ
american_scientific_journal-4170	3	14	datasets	dataset	NOUN
american_scientific_journal-4170	3	15	,	,	PUNCT
american_scientific_journal-4170	3	16	the	the	DET
american_scientific_journal-4170	3	17	educational	educational	ADJ
american_scientific_journal-4170	3	18	systems	system	NOUN
american_scientific_journal-4170	3	19	are	be	AUX
american_scientific_journal-4170	3	20	facing	face	VERB
american_scientific_journal-4170	3	21	difficulties	difficulty	NOUN
american_scientific_journal-4170	3	22	and	and	CCONJ
american_scientific_journal-4170	3	23	challenges	challenge	NOUN
american_scientific_journal-4170	3	24	exist	exist	VERB
american_scientific_journal-4170	3	25	to	to	PART
american_scientific_journal-4170	3	26	effectively	effectively	ADV
american_scientific_journal-4170	3	27	benefit	benefit	VERB
american_scientific_journal-4170	3	28	from	from	ADP
american_scientific_journal-4170	3	29	edm	edm	PROPN
american_scientific_journal-4170	3	30	.	.	PUNCT
american_scientific_journal-4170	4	1	in	in	ADP
american_scientific_journal-4170	4	2	order	order	NOUN
american_scientific_journal-4170	4	3	to	to	PART
american_scientific_journal-4170	4	4	improve	improve	VERB
american_scientific_journal-4170	4	5	the	the	DET
american_scientific_journal-4170	4	6	prediction	prediction	NOUN
american_scientific_journal-4170	4	7	process	process	NOUN
american_scientific_journal-4170	4	8	,	,	PUNCT
american_scientific_journal-4170	4	9	a	a	DET
american_scientific_journal-4170	4	10	thorough	thorough	ADJ
american_scientific_journal-4170	4	11	study	study	NOUN
american_scientific_journal-4170	4	12	of	of	ADP
american_scientific_journal-4170	4	13	literature	literature	NOUN
american_scientific_journal-4170	4	14	and	and	CCONJ
american_scientific_journal-4170	4	15	selection	selection	NOUN
american_scientific_journal-4170	4	16	of	of	ADP
american_scientific_journal-4170	4	17	the	the	DET
american_scientific_journal-4170	4	18	best	good	ADJ
american_scientific_journal-4170	4	19	prediction	prediction	NOUN
american_scientific_journal-4170	4	20	technique	technique	NOUN
american_scientific_journal-4170	4	21	is	be	AUX
american_scientific_journal-4170	4	22	very	very	ADV
american_scientific_journal-4170	4	23	important	important	ADJ
american_scientific_journal-4170	4	24	.	.	PUNCT
american_scientific_journal-4170	5	1	the	the	DET
american_scientific_journal-4170	5	2	main	main	ADJ
american_scientific_journal-4170	5	3	objective	objective	NOUN
american_scientific_journal-4170	5	4	of	of	ADP
american_scientific_journal-4170	5	5	this	this	DET
american_scientific_journal-4170	5	6	paper	paper	NOUN
american_scientific_journal-4170	5	7	is	be	AUX
american_scientific_journal-4170	5	8	to	to	PART
american_scientific_journal-4170	5	9	present	present	VERB
american_scientific_journal-4170	5	10	a	a	DET
american_scientific_journal-4170	5	11	comparative	comparative	ADJ
american_scientific_journal-4170	5	12	study	study	NOUN
american_scientific_journal-4170	5	13	of	of	ADP
american_scientific_journal-4170	5	14	various	various	ADJ
american_scientific_journal-4170	5	15	recently	recently	ADV
american_scientific_journal-4170	5	16	used	use	VERB
american_scientific_journal-4170	5	17	data	data	NOUN
american_scientific_journal-4170	5	18	mining	mining	NOUN
american_scientific_journal-4170	5	19	techniques	technique	NOUN
american_scientific_journal-4170	5	20	,	,	PUNCT
american_scientific_journal-4170	5	21	classification	classification	NOUN
american_scientific_journal-4170	5	22	algorithms	algorithm	NOUN
american_scientific_journal-4170	5	23	,	,	PUNCT
american_scientific_journal-4170	5	24	their	their	PRON
american_scientific_journal-4170	5	25	impact	impact	NOUN
american_scientific_journal-4170	5	26	on	on	ADP
american_scientific_journal-4170	5	27	datasets	dataset	NOUN
american_scientific_journal-4170	5	28	as	as	ADV
american_scientific_journal-4170	5	29	well	well	ADV
american_scientific_journal-4170	5	30	as	as	ADP
american_scientific_journal-4170	5	31	the	the	DET
american_scientific_journal-4170	5	32	prediction	prediction	NOUN
american_scientific_journal-4170	5	33	attribute	attribute	NOUN
american_scientific_journal-4170	5	34	’s	’s	PART
american_scientific_journal-4170	5	35	result	result	NOUN
american_scientific_journal-4170	5	36	in	in	ADP
american_scientific_journal-4170	5	37	a	a	DET
american_scientific_journal-4170	5	38	clear	clear	ADJ
american_scientific_journal-4170	5	39	and	and	CCONJ
american_scientific_journal-4170	5	40	concise	concise	ADJ
american_scientific_journal-4170	5	41	way	way	NOUN
american_scientific_journal-4170	5	42	.	.	PUNCT
american_scientific_journal-4170	6	1	the	the	DET
american_scientific_journal-4170	6	2	paper	paper	NOUN
american_scientific_journal-4170	6	3	also	also	ADV
american_scientific_journal-4170	6	4	identifies	identify	VERB
american_scientific_journal-4170	6	5	the	the	DET
american_scientific_journal-4170	6	6	best	good	ADJ
american_scientific_journal-4170	6	7	attributes	attribute	NOUN
american_scientific_journal-4170	6	8	that	that	PRON
american_scientific_journal-4170	6	9	will	will	AUX
american_scientific_journal-4170	6	10	help	help	VERB
american_scientific_journal-4170	6	11	in	in	ADP
american_scientific_journal-4170	6	12	predicting	predict	VERB
american_scientific_journal-4170	6	13	the	the	DET
american_scientific_journal-4170	6	14	student	student	NOUN
american_scientific_journal-4170	6	15	performance	performance	NOUN
american_scientific_journal-4170	6	16	in	in	ADP
american_scientific_journal-4170	6	17	an	an	DET
american_scientific_journal-4170	6	18	efficient	efficient	ADJ
american_scientific_journal-4170	6	19	way	way	NOUN
american_scientific_journal-4170	6	20	.	.	PUNCT
american_scientific_journal-4170	7	1	keywords	keyword	NOUN
american_scientific_journal-4170	7	2	:	:	PUNCT
american_scientific_journal-4170	7	3	data	datum	NOUN
american_scientific_journal-4170	7	4	mining	mining	NOUN
american_scientific_journal-4170	7	5	;	;	PUNCT
american_scientific_journal-4170	7	6	predicative	predicative	ADJ
american_scientific_journal-4170	7	7	models	model	NOUN
american_scientific_journal-4170	7	8	;	;	PUNCT
american_scientific_journal-4170	7	9	classification	classification	NOUN
american_scientific_journal-4170	7	10	;	;	PUNCT
american_scientific_journal-4170	7	11	decision	decision	NOUN
american_scientific_journal-4170	7	12	tree	tree	NOUN
american_scientific_journal-4170	7	13	;	;	PUNCT
american_scientific_journal-4170	7	14	performance	performance	NOUN
american_scientific_journal-4170	7	15	prediction	prediction	NOUN
american_scientific_journal-4170	7	16	.	.	PUNCT
american_scientific_journal-4170	8	1	1	1	X
american_scientific_journal-4170	8	2	.	.	X
american_scientific_journal-4170	8	3	introduction	introduction	NOUN
american_scientific_journal-4170	8	4	improvement	improvement	NOUN
american_scientific_journal-4170	8	5	of	of	ADP
american_scientific_journal-4170	8	6	student	student	NOUN
american_scientific_journal-4170	8	7	performance	performance	NOUN
american_scientific_journal-4170	8	8	and	and	CCONJ
american_scientific_journal-4170	8	9	enhancement	enhancement	NOUN
american_scientific_journal-4170	8	10	of	of	ADP
american_scientific_journal-4170	8	11	quality	quality	NOUN
american_scientific_journal-4170	8	12	of	of	ADP
american_scientific_journal-4170	8	13	education	education	NOUN
american_scientific_journal-4170	8	14	is	be	AUX
american_scientific_journal-4170	8	15	of	of	ADP
american_scientific_journal-4170	8	16	utmost	utmost	ADJ
american_scientific_journal-4170	8	17	importance	importance	NOUN
american_scientific_journal-4170	8	18	for	for	ADP
american_scientific_journal-4170	8	19	all	all	DET
american_scientific_journal-4170	8	20	educational	educational	ADJ
american_scientific_journal-4170	8	21	institutes	institute	NOUN
american_scientific_journal-4170	8	22	.	.	PUNCT
american_scientific_journal-4170	9	1	to	to	PART
american_scientific_journal-4170	9	2	provide	provide	VERB
american_scientific_journal-4170	9	3	quality	quality	NOUN
american_scientific_journal-4170	9	4	education	education	NOUN
american_scientific_journal-4170	9	5	to	to	ADP
american_scientific_journal-4170	9	6	learners	learner	NOUN
american_scientific_journal-4170	9	7	,	,	PUNCT
american_scientific_journal-4170	9	8	deep	deep	ADJ
american_scientific_journal-4170	9	9	analysis	analysis	NOUN
american_scientific_journal-4170	9	10	of	of	ADP
american_scientific_journal-4170	9	11	previous	previous	ADJ
american_scientific_journal-4170	9	12	records	record	NOUN
american_scientific_journal-4170	9	13	of	of	ADP
american_scientific_journal-4170	9	14	the	the	DET
american_scientific_journal-4170	9	15	learners	learner	NOUN
american_scientific_journal-4170	9	16	can	can	AUX
american_scientific_journal-4170	9	17	play	play	VERB
american_scientific_journal-4170	9	18	a	a	DET
american_scientific_journal-4170	9	19	vital	vital	ADJ
american_scientific_journal-4170	9	20	role	role	NOUN
american_scientific_journal-4170	9	21	.	.	PUNCT
american_scientific_journal-4170	10	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-4170	11	1	*	*	PUNCT
american_scientific_journal-4170	11	2	corresponding	correspond	VERB
american_scientific_journal-4170	11	3	author	author	NOUN
american_scientific_journal-4170	11	4	.	.	PUNCT
american_scientific_journal-4170	12	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-4170	12	2	american	american	PROPN
american_scientific_journal-4170	12	3	scientific	scientific	PROPN
american_scientific_journal-4170	12	4	research	research	NOUN
american_scientific_journal-4170	12	5	journal	journal	NOUN
american_scientific_journal-4170	12	6	for	for	ADP
american_scientific_journal-4170	12	7	engineering	engineering	NOUN
american_scientific_journal-4170	12	8	,	,	PUNCT
american_scientific_journal-4170	12	9	technology	technology	NOUN
american_scientific_journal-4170	12	10	,	,	PUNCT
american_scientific_journal-4170	12	11	and	and	CCONJ
american_scientific_journal-4170	12	12	sciences	science	NOUN
american_scientific_journal-4170	12	13	(	(	PUNCT
american_scientific_journal-4170	12	14	asrjets	asrjet	NOUN
american_scientific_journal-4170	12	15	)	)	PUNCT
american_scientific_journal-4170	12	16	(	(	PUNCT
american_scientific_journal-4170	12	17	2018	2018	NUM
american_scientific_journal-4170	12	18	)	)	PUNCT
american_scientific_journal-4170	12	19	volume	volume	NOUN
american_scientific_journal-4170	12	20	44	44	NUM
american_scientific_journal-4170	12	21	,	,	PUNCT
american_scientific_journal-4170	12	22	no	no	DET
american_scientific_journal-4170	12	23	1	1	NUM
american_scientific_journal-4170	12	24	,	,	PUNCT
american_scientific_journal-4170	12	25	pp	pp	ADV
american_scientific_journal-4170	12	26	122	122	NUM
american_scientific_journal-4170	12	27	-	-	SYM
american_scientific_journal-4170	12	28	136	136	NUM
american_scientific_journal-4170	12	29	123	123	NUM
american_scientific_journal-4170	12	30	edm	edm	PROPN
american_scientific_journal-4170	12	31	involves	involve	VERB
american_scientific_journal-4170	12	32	analysis	analysis	NOUN
american_scientific_journal-4170	12	33	and	and	CCONJ
american_scientific_journal-4170	12	34	improvement	improvement	NOUN
american_scientific_journal-4170	12	35	in	in	ADP
american_scientific_journal-4170	12	36	the	the	DET
american_scientific_journal-4170	12	37	predication	predication	NOUN
american_scientific_journal-4170	12	38	methods	method	NOUN
american_scientific_journal-4170	12	39	of	of	ADP
american_scientific_journal-4170	12	40	student	student	NOUN
american_scientific_journal-4170	12	41	performance	performance	NOUN
american_scientific_journal-4170	12	42	.	.	PUNCT
american_scientific_journal-4170	13	1	based	base	VERB
american_scientific_journal-4170	13	2	on	on	ADP
american_scientific_journal-4170	13	3	prediction	prediction	NOUN
american_scientific_journal-4170	13	4	results	result	NOUN
american_scientific_journal-4170	13	5	,	,	PUNCT
american_scientific_journal-4170	13	6	if	if	SCONJ
american_scientific_journal-4170	13	7	the	the	DET
american_scientific_journal-4170	13	8	student	student	NOUN
american_scientific_journal-4170	13	9	needs	need	NOUN
american_scientific_journal-4170	13	10	are	be	AUX
american_scientific_journal-4170	13	11	fulfilled	fulfil	VERB
american_scientific_journal-4170	13	12	timely	timely	ADV
american_scientific_journal-4170	13	13	then	then	ADV
american_scientific_journal-4170	13	14	the	the	DET
american_scientific_journal-4170	13	15	overall	overall	ADJ
american_scientific_journal-4170	13	16	result	result	NOUN
american_scientific_journal-4170	13	17	and	and	CCONJ
american_scientific_journal-4170	13	18	performance	performance	NOUN
american_scientific_journal-4170	13	19	will	will	AUX
american_scientific_journal-4170	13	20	increase	increase	VERB
american_scientific_journal-4170	13	21	year	year	NOUN
american_scientific_journal-4170	13	22	by	by	ADP
american_scientific_journal-4170	13	23	year	year	NOUN
american_scientific_journal-4170	13	24	.	.	PUNCT
american_scientific_journal-4170	14	1	for	for	ADP
american_scientific_journal-4170	14	2	the	the	DET
american_scientific_journal-4170	14	3	purpose	purpose	NOUN
american_scientific_journal-4170	14	4	of	of	ADP
american_scientific_journal-4170	14	5	performance	performance	NOUN
american_scientific_journal-4170	14	6	analysis	analysis	NOUN
american_scientific_journal-4170	14	7	and	and	CCONJ
american_scientific_journal-4170	14	8	prediction	prediction	NOUN
american_scientific_journal-4170	14	9	,	,	PUNCT
american_scientific_journal-4170	14	10	important	important	ADJ
american_scientific_journal-4170	14	11	attributes	attribute	NOUN
american_scientific_journal-4170	14	12	and	and	CCONJ
american_scientific_journal-4170	14	13	previous	previous	ADJ
american_scientific_journal-4170	14	14	records	record	NOUN
american_scientific_journal-4170	14	15	of	of	ADP
american_scientific_journal-4170	14	16	students	student	NOUN
american_scientific_journal-4170	14	17	are	be	AUX
american_scientific_journal-4170	14	18	gathered	gather	VERB
american_scientific_journal-4170	14	19	.	.	PUNCT
american_scientific_journal-4170	15	1	subsequently	subsequently	ADV
american_scientific_journal-4170	15	2	,	,	PUNCT
american_scientific_journal-4170	15	3	various	various	ADJ
american_scientific_journal-4170	15	4	data	datum	NOUN
american_scientific_journal-4170	15	5	mining	mining	NOUN
american_scientific_journal-4170	15	6	techniques	technique	NOUN
american_scientific_journal-4170	15	7	and	and	CCONJ
american_scientific_journal-4170	15	8	classification	classification	NOUN
american_scientific_journal-4170	15	9	algorithms	algorithm	NOUN
american_scientific_journal-4170	15	10	are	be	AUX
american_scientific_journal-4170	15	11	applied	apply	VERB
american_scientific_journal-4170	15	12	to	to	PART
american_scientific_journal-4170	15	13	get	get	VERB
american_scientific_journal-4170	15	14	deeper	deep	ADJ
american_scientific_journal-4170	15	15	insights	insight	NOUN
american_scientific_journal-4170	15	16	and	and	CCONJ
american_scientific_journal-4170	15	17	predictions	prediction	NOUN
american_scientific_journal-4170	15	18	.	.	PUNCT
american_scientific_journal-4170	16	1	the	the	DET
american_scientific_journal-4170	16	2	purpose	purpose	NOUN
american_scientific_journal-4170	16	3	of	of	ADP
american_scientific_journal-4170	16	4	edm	edm	PROPN
american_scientific_journal-4170	16	5	is	be	AUX
american_scientific_journal-4170	16	6	to	to	PART
american_scientific_journal-4170	16	7	reduce	reduce	VERB
american_scientific_journal-4170	16	8	the	the	DET
american_scientific_journal-4170	16	9	failure	failure	NOUN
american_scientific_journal-4170	16	10	rate	rate	NOUN
american_scientific_journal-4170	16	11	,	,	PUNCT
american_scientific_journal-4170	16	12	improve	improve	VERB
american_scientific_journal-4170	16	13	the	the	DET
american_scientific_journal-4170	16	14	educational	educational	ADJ
american_scientific_journal-4170	16	15	system	system	NOUN
american_scientific_journal-4170	16	16	and	and	CCONJ
american_scientific_journal-4170	16	17	analyze	analyze	VERB
american_scientific_journal-4170	16	18	the	the	DET
american_scientific_journal-4170	16	19	attributes	attribute	NOUN
american_scientific_journal-4170	16	20	,	,	PUNCT
american_scientific_journal-4170	16	21	which	which	PRON
american_scientific_journal-4170	16	22	are	be	AUX
american_scientific_journal-4170	16	23	of	of	ADP
american_scientific_journal-4170	16	24	key	key	ADJ
american_scientific_journal-4170	16	25	importance	importance	NOUN
american_scientific_journal-4170	16	26	and	and	CCONJ
american_scientific_journal-4170	16	27	consider	consider	VERB
american_scientific_journal-4170	16	28	the	the	DET
american_scientific_journal-4170	16	29	student	student	NOUN
american_scientific_journal-4170	16	30	success	success	NOUN
american_scientific_journal-4170	16	31	and	and	CCONJ
american_scientific_journal-4170	16	32	performance	performance	NOUN
american_scientific_journal-4170	16	33	.	.	PUNCT
american_scientific_journal-4170	17	1	moreover	moreover	ADV
american_scientific_journal-4170	17	2	,	,	PUNCT
american_scientific_journal-4170	17	3	it	it	PRON
american_scientific_journal-4170	17	4	enables	enable	VERB
american_scientific_journal-4170	17	5	us	we	PRON
american_scientific_journal-4170	17	6	to	to	PART
american_scientific_journal-4170	17	7	develop	develop	VERB
american_scientific_journal-4170	17	8	useful	useful	ADJ
american_scientific_journal-4170	17	9	predictive	predictive	ADJ
american_scientific_journal-4170	17	10	models	model	NOUN
american_scientific_journal-4170	17	11	for	for	ADP
american_scientific_journal-4170	17	12	the	the	DET
american_scientific_journal-4170	17	13	performance	performance	NOUN
american_scientific_journal-4170	17	14	prediction	prediction	NOUN
american_scientific_journal-4170	17	15	.	.	PUNCT
american_scientific_journal-4170	18	1	it	it	PRON
american_scientific_journal-4170	18	2	does	do	AUX
american_scientific_journal-4170	18	3	not	not	PART
american_scientific_journal-4170	18	4	only	only	ADV
american_scientific_journal-4170	18	5	help	help	VERB
american_scientific_journal-4170	18	6	to	to	PART
american_scientific_journal-4170	18	7	immediately	immediately	ADV
american_scientific_journal-4170	18	8	take	take	VERB
american_scientific_journal-4170	18	9	steps	step	NOUN
american_scientific_journal-4170	18	10	for	for	ADP
american_scientific_journal-4170	18	11	betterment	betterment	NOUN
american_scientific_journal-4170	18	12	of	of	ADP
american_scientific_journal-4170	18	13	at	at	ADP
american_scientific_journal-4170	18	14	risk	risk	NOUN
american_scientific_journal-4170	18	15	students	student	NOUN
american_scientific_journal-4170	18	16	but	but	CCONJ
american_scientific_journal-4170	18	17	also	also	ADV
american_scientific_journal-4170	18	18	provides	provide	VERB
american_scientific_journal-4170	18	19	information	information	NOUN
american_scientific_journal-4170	18	20	and	and	CCONJ
american_scientific_journal-4170	18	21	insights	insight	NOUN
american_scientific_journal-4170	18	22	for	for	ADP
american_scientific_journal-4170	18	23	the	the	DET
american_scientific_journal-4170	18	24	next	next	ADJ
american_scientific_journal-4170	18	25	year	year	NOUN
american_scientific_journal-4170	18	26	planning	planning	NOUN
american_scientific_journal-4170	18	27	of	of	ADP
american_scientific_journal-4170	18	28	education	education	NOUN
american_scientific_journal-4170	18	29	process	process	NOUN
american_scientific_journal-4170	18	30	.	.	PUNCT
american_scientific_journal-4170	19	1	in	in	ADP
american_scientific_journal-4170	19	2	recent	recent	ADJ
american_scientific_journal-4170	19	3	years	year	NOUN
american_scientific_journal-4170	19	4	,	,	PUNCT
american_scientific_journal-4170	19	5	various	various	ADJ
american_scientific_journal-4170	19	6	data	datum	NOUN
american_scientific_journal-4170	19	7	mining	mining	NOUN
american_scientific_journal-4170	19	8	techniques	technique	NOUN
american_scientific_journal-4170	19	9	and	and	CCONJ
american_scientific_journal-4170	19	10	classification	classification	NOUN
american_scientific_journal-4170	19	11	algorithms	algorithm	NOUN
american_scientific_journal-4170	19	12	have	have	AUX
american_scientific_journal-4170	19	13	been	be	AUX
american_scientific_journal-4170	19	14	used	use	VERB
american_scientific_journal-4170	19	15	such	such	ADJ
american_scientific_journal-4170	19	16	as	as	ADP
american_scientific_journal-4170	19	17	naïve	naïve	ADJ
american_scientific_journal-4170	19	18	bayes	bayes	NOUN
american_scientific_journal-4170	19	19	,	,	PUNCT
american_scientific_journal-4170	19	20	decision	decision	NOUN
american_scientific_journal-4170	19	21	tree	tree	NOUN
american_scientific_journal-4170	19	22	,	,	PUNCT
american_scientific_journal-4170	19	23	neural	neural	ADJ
american_scientific_journal-4170	19	24	networks	network	NOUN
american_scientific_journal-4170	19	25	,	,	PUNCT
american_scientific_journal-4170	19	26	outlier	outlier	NOUN
american_scientific_journal-4170	19	27	’s	’s	PART
american_scientific_journal-4170	19	28	detections	detection	NOUN
american_scientific_journal-4170	19	29	and	and	CCONJ
american_scientific_journal-4170	19	30	advanced	advanced	ADJ
american_scientific_journal-4170	19	31	statistical	statistical	ADJ
american_scientific_journal-4170	19	32	techniques	technique	NOUN
american_scientific_journal-4170	19	33	.	.	PUNCT
american_scientific_journal-4170	20	1	these	these	DET
american_scientific_journal-4170	20	2	techniques	technique	NOUN
american_scientific_journal-4170	20	3	are	be	AUX
american_scientific_journal-4170	20	4	applied	apply	VERB
american_scientific_journal-4170	20	5	on	on	ADP
american_scientific_journal-4170	20	6	the	the	DET
american_scientific_journal-4170	20	7	student	student	NOUN
american_scientific_journal-4170	20	8	data	datum	NOUN
american_scientific_journal-4170	20	9	in	in	ADP
american_scientific_journal-4170	20	10	order	order	NOUN
american_scientific_journal-4170	20	11	to	to	PART
american_scientific_journal-4170	20	12	get	get	VERB
american_scientific_journal-4170	20	13	information	information	NOUN
american_scientific_journal-4170	20	14	,	,	PUNCT
american_scientific_journal-4170	20	15	to	to	PART
american_scientific_journal-4170	20	16	help	help	VERB
american_scientific_journal-4170	20	17	in	in	ADP
american_scientific_journal-4170	20	18	decision	decision	NOUN
american_scientific_journal-4170	20	19	support	support	NOUN
american_scientific_journal-4170	20	20	systems	system	NOUN
american_scientific_journal-4170	20	21	,	,	PUNCT
american_scientific_journal-4170	20	22	and	and	CCONJ
american_scientific_journal-4170	20	23	pattern	pattern	NOUN
american_scientific_journal-4170	20	24	extracting	extract	VERB
american_scientific_journal-4170	20	25	etc	etc	X
american_scientific_journal-4170	20	26	.	.	X
american_scientific_journal-4170	21	1	commonly	commonly	ADV
american_scientific_journal-4170	21	2	the	the	DET
american_scientific_journal-4170	21	3	student	student	NOUN
american_scientific_journal-4170	21	4	’s	’s	PART
american_scientific_journal-4170	21	5	academic	academic	ADJ
american_scientific_journal-4170	21	6	performance	performance	NOUN
american_scientific_journal-4170	21	7	is	be	AUX
american_scientific_journal-4170	21	8	measured	measure	VERB
american_scientific_journal-4170	21	9	by	by	ADP
american_scientific_journal-4170	21	10	previous	previous	ADJ
american_scientific_journal-4170	21	11	cgpa	cgpa	PROPN
american_scientific_journal-4170	21	12	but	but	CCONJ
american_scientific_journal-4170	21	13	there	there	PRON
american_scientific_journal-4170	21	14	are	be	VERB
american_scientific_journal-4170	21	15	various	various	ADJ
american_scientific_journal-4170	21	16	other	other	ADJ
american_scientific_journal-4170	21	17	important	important	ADJ
american_scientific_journal-4170	21	18	attributes	attribute	NOUN
american_scientific_journal-4170	21	19	that	that	PRON
american_scientific_journal-4170	21	20	affect	affect	VERB
american_scientific_journal-4170	21	21	the	the	DET
american_scientific_journal-4170	21	22	overall	overall	ADJ
american_scientific_journal-4170	21	23	performance	performance	NOUN
american_scientific_journal-4170	21	24	of	of	ADP
american_scientific_journal-4170	21	25	the	the	DET
american_scientific_journal-4170	21	26	student	student	NOUN
american_scientific_journal-4170	21	27	.	.	PUNCT
american_scientific_journal-4170	22	1	recently	recently	ADV
american_scientific_journal-4170	22	2	various	various	ADJ
american_scientific_journal-4170	22	3	empirical	empirical	ADJ
american_scientific_journal-4170	22	4	and	and	CCONJ
american_scientific_journal-4170	22	5	statistical	statistical	ADJ
american_scientific_journal-4170	22	6	based	base	VERB
american_scientific_journal-4170	22	7	researches	research	NOUN
american_scientific_journal-4170	22	8	have	have	AUX
american_scientific_journal-4170	22	9	been	be	AUX
american_scientific_journal-4170	22	10	conducted	conduct	VERB
american_scientific_journal-4170	22	11	on	on	ADP
american_scientific_journal-4170	22	12	student	student	NOUN
american_scientific_journal-4170	22	13	’s	’s	PART
american_scientific_journal-4170	22	14	dataset	dataset	PROPN
american_scientific_journal-4170	22	15	.	.	PUNCT
american_scientific_journal-4170	23	1	kabakchieva	kabakchieva	PROPN
american_scientific_journal-4170	23	2	and	and	CCONJ
american_scientific_journal-4170	23	3	his	his	PRON
american_scientific_journal-4170	23	4	colleagues	colleague	NOUN
american_scientific_journal-4170	24	1	[	[	X
american_scientific_journal-4170	24	2	1	1	X
american_scientific_journal-4170	24	3	]	]	PUNCT
american_scientific_journal-4170	24	4	used	use	VERB
american_scientific_journal-4170	24	5	the	the	DET
american_scientific_journal-4170	24	6	bayes	bayes	NOUN
american_scientific_journal-4170	24	7	and	and	CCONJ
american_scientific_journal-4170	24	8	decision	decision	NOUN
american_scientific_journal-4170	24	9	classifiers	classifier	NOUN
american_scientific_journal-4170	24	10	to	to	PART
american_scientific_journal-4170	24	11	predict	predict	VERB
american_scientific_journal-4170	24	12	the	the	DET
american_scientific_journal-4170	24	13	performance	performance	NOUN
american_scientific_journal-4170	24	14	of	of	ADP
american_scientific_journal-4170	24	15	students	student	NOUN
american_scientific_journal-4170	24	16	on	on	ADP
american_scientific_journal-4170	24	17	pre	pre	X
american_scientific_journal-4170	24	18	university	university	NOUN
american_scientific_journal-4170	24	19	data	datum	NOUN
american_scientific_journal-4170	24	20	.	.	PUNCT
american_scientific_journal-4170	25	1	some	some	DET
american_scientific_journal-4170	25	2	other	other	ADJ
american_scientific_journal-4170	25	3	proposed	propose	VERB
american_scientific_journal-4170	25	4	techniques	technique	NOUN
american_scientific_journal-4170	25	5	in	in	ADP
american_scientific_journal-4170	25	6	the	the	DET
american_scientific_journal-4170	25	7	literature	literature	NOUN
american_scientific_journal-4170	25	8	are	be	AUX
american_scientific_journal-4170	25	9	based	base	VERB
american_scientific_journal-4170	25	10	on	on	ADP
american_scientific_journal-4170	25	11	neural	neural	ADJ
american_scientific_journal-4170	25	12	networks	network	NOUN
american_scientific_journal-4170	25	13	,	,	PUNCT
american_scientific_journal-4170	25	14	statistical	statistical	ADJ
american_scientific_journal-4170	25	15	methods	method	NOUN
american_scientific_journal-4170	25	16	and	and	CCONJ
american_scientific_journal-4170	25	17	id3	id3	VERB
american_scientific_journal-4170	25	18	algorithms	algorithm	NOUN
american_scientific_journal-4170	25	19	[	[	X
american_scientific_journal-4170	25	20	2	2	NUM
american_scientific_journal-4170	25	21	-	-	SYM
american_scientific_journal-4170	25	22	7	7	NUM
american_scientific_journal-4170	25	23	]	]	PUNCT
american_scientific_journal-4170	25	24	.	.	PUNCT
american_scientific_journal-4170	26	1	the	the	DET
american_scientific_journal-4170	26	2	problem	problem	NOUN
american_scientific_journal-4170	26	3	of	of	ADP
american_scientific_journal-4170	26	4	accurate	accurate	ADJ
american_scientific_journal-4170	26	5	student	student	NOUN
american_scientific_journal-4170	26	6	performance	performance	NOUN
american_scientific_journal-4170	26	7	prediction	prediction	NOUN
american_scientific_journal-4170	26	8	is	be	AUX
american_scientific_journal-4170	26	9	still	still	ADV
american_scientific_journal-4170	26	10	a	a	DET
american_scientific_journal-4170	26	11	challenging	challenging	ADJ
american_scientific_journal-4170	26	12	task	task	NOUN
american_scientific_journal-4170	26	13	due	due	ADP
american_scientific_journal-4170	26	14	to	to	ADP
american_scientific_journal-4170	26	15	various	various	ADJ
american_scientific_journal-4170	26	16	issues	issue	NOUN
american_scientific_journal-4170	26	17	and	and	CCONJ
american_scientific_journal-4170	26	18	many	many	ADJ
american_scientific_journal-4170	26	19	other	other	ADJ
american_scientific_journal-4170	26	20	factors	factor	NOUN
american_scientific_journal-4170	26	21	are	be	AUX
american_scientific_journal-4170	26	22	involved	involve	VERB
american_scientific_journal-4170	26	23	in	in	ADP
american_scientific_journal-4170	26	24	it	it	PRON
american_scientific_journal-4170	26	25	.	.	PUNCT
american_scientific_journal-4170	27	1	the	the	DET
american_scientific_journal-4170	27	2	main	main	ADJ
american_scientific_journal-4170	27	3	issues	issue	NOUN
american_scientific_journal-4170	27	4	in	in	ADP
american_scientific_journal-4170	27	5	the	the	DET
american_scientific_journal-4170	27	6	performance	performance	NOUN
american_scientific_journal-4170	27	7	predication	predication	NOUN
american_scientific_journal-4170	27	8	methods	method	NOUN
american_scientific_journal-4170	27	9	are	be	AUX
american_scientific_journal-4170	27	10	inefficiency	inefficiency	NOUN
american_scientific_journal-4170	27	11	and	and	CCONJ
american_scientific_journal-4170	27	12	use	use	NOUN
american_scientific_journal-4170	27	13	of	of	ADP
american_scientific_journal-4170	27	14	improper	improper	ADJ
american_scientific_journal-4170	27	15	attributes	attribute	NOUN
american_scientific_journal-4170	27	16	or	or	CCONJ
american_scientific_journal-4170	27	17	variables	variable	NOUN
american_scientific_journal-4170	27	18	.	.	PUNCT
american_scientific_journal-4170	28	1	the	the	DET
american_scientific_journal-4170	28	2	objective	objective	NOUN
american_scientific_journal-4170	28	3	of	of	ADP
american_scientific_journal-4170	28	4	this	this	DET
american_scientific_journal-4170	28	5	survey	survey	NOUN
american_scientific_journal-4170	28	6	paper	paper	NOUN
american_scientific_journal-4170	28	7	is	be	AUX
american_scientific_journal-4170	28	8	to	to	PART
american_scientific_journal-4170	28	9	conduct	conduct	VERB
american_scientific_journal-4170	28	10	a	a	DET
american_scientific_journal-4170	28	11	comparative	comparative	ADJ
american_scientific_journal-4170	28	12	study	study	NOUN
american_scientific_journal-4170	28	13	and	and	CCONJ
american_scientific_journal-4170	28	14	provide	provide	VERB
american_scientific_journal-4170	28	15	the	the	DET
american_scientific_journal-4170	28	16	best	good	ADJ
american_scientific_journal-4170	28	17	methods	method	NOUN
american_scientific_journal-4170	28	18	for	for	ADP
american_scientific_journal-4170	28	19	performance	performance	NOUN
american_scientific_journal-4170	28	20	prediction	prediction	NOUN
american_scientific_journal-4170	28	21	after	after	ADP
american_scientific_journal-4170	28	22	analyzing	analyze	VERB
american_scientific_journal-4170	28	23	the	the	DET
american_scientific_journal-4170	28	24	recent	recent	ADJ
american_scientific_journal-4170	28	25	studies	study	NOUN
american_scientific_journal-4170	28	26	.	.	PUNCT
american_scientific_journal-4170	29	1	it	it	PRON
american_scientific_journal-4170	29	2	presents	present	VERB
american_scientific_journal-4170	29	3	a	a	DET
american_scientific_journal-4170	29	4	summary	summary	NOUN
american_scientific_journal-4170	29	5	of	of	ADP
american_scientific_journal-4170	29	6	previous	previous	ADJ
american_scientific_journal-4170	29	7	literature	literature	NOUN
american_scientific_journal-4170	29	8	from	from	ADP
american_scientific_journal-4170	29	9	2011	2011	NUM
american_scientific_journal-4170	29	10	to	to	ADP
american_scientific_journal-4170	29	11	2017	2017	NUM
american_scientific_journal-4170	29	12	that	that	PRON
american_scientific_journal-4170	29	13	includes	include	VERB
american_scientific_journal-4170	29	14	decision	decision	NOUN
american_scientific_journal-4170	29	15	tree	tree	NOUN
american_scientific_journal-4170	29	16	[	[	X
american_scientific_journal-4170	29	17	id3	id3	PROPN
american_scientific_journal-4170	29	18	,	,	PUNCT
american_scientific_journal-4170	29	19	c4.5	c4.5	PROPN
american_scientific_journal-4170	29	20	and	and	CCONJ
american_scientific_journal-4170	29	21	cart	cart	NOUN
american_scientific_journal-4170	29	22	]	]	PUNCT
american_scientific_journal-4170	29	23	,	,	PUNCT
american_scientific_journal-4170	29	24	bayesian	bayesian	NOUN
american_scientific_journal-4170	29	25	network	network	NOUN
american_scientific_journal-4170	29	26	classifier	classifier	NOUN
american_scientific_journal-4170	29	27	,	,	PUNCT
american_scientific_journal-4170	29	28	naïve	naïve	ADJ
american_scientific_journal-4170	29	29	bayes	bayes	PROPN
american_scientific_journal-4170	29	30	classifiers	classifier	NOUN
american_scientific_journal-4170	29	31	,	,	PUNCT
american_scientific_journal-4170	29	32	mlp	mlp	PROPN
american_scientific_journal-4170	29	33	,	,	PUNCT
american_scientific_journal-4170	29	34	nb	nb	NOUN
american_scientific_journal-4170	29	35	and	and	CCONJ
american_scientific_journal-4170	29	36	j48	j48	PROPN
american_scientific_journal-4170	29	37	algorithm	algorithm	NOUN
american_scientific_journal-4170	29	38	,	,	PUNCT
american_scientific_journal-4170	29	39	logistic	logistic	ADJ
american_scientific_journal-4170	29	40	regression	regression	NOUN
american_scientific_journal-4170	29	41	,	,	PUNCT
american_scientific_journal-4170	29	42	neural	neural	ADJ
american_scientific_journal-4170	29	43	network	network	NOUN
american_scientific_journal-4170	29	44	,	,	PUNCT
american_scientific_journal-4170	29	45	clustering	clustering	NOUN
american_scientific_journal-4170	29	46	/	/	SYM
american_scientific_journal-4170	29	47	classification	classification	NOUN
american_scientific_journal-4170	29	48	,	,	PUNCT
american_scientific_journal-4170	29	49	association	association	NOUN
american_scientific_journal-4170	29	50	rule	rule	NOUN
american_scientific_journal-4170	29	51	and	and	CCONJ
american_scientific_journal-4170	29	52	nbtree	nbtree	ADJ
american_scientific_journal-4170	29	53	classification	classification	NOUN
american_scientific_journal-4170	29	54	algorithms	algorithm	NOUN
american_scientific_journal-4170	29	55	[	[	X
american_scientific_journal-4170	29	56	7	7	NUM
american_scientific_journal-4170	29	57	-	-	SYM
american_scientific_journal-4170	29	58	13	13	NUM
american_scientific_journal-4170	29	59	]	]	PUNCT
american_scientific_journal-4170	29	60	.	.	PUNCT
american_scientific_journal-4170	30	1	the	the	DET
american_scientific_journal-4170	30	2	remaining	remain	VERB
american_scientific_journal-4170	30	3	paper	paper	NOUN
american_scientific_journal-4170	30	4	is	be	AUX
american_scientific_journal-4170	30	5	organized	organize	VERB
american_scientific_journal-4170	30	6	as	as	SCONJ
american_scientific_journal-4170	30	7	follows	follow	VERB
american_scientific_journal-4170	30	8	.	.	PUNCT
american_scientific_journal-4170	31	1	section	section	NOUN
american_scientific_journal-4170	31	2	2	2	NUM
american_scientific_journal-4170	31	3	presents	present	VERB
american_scientific_journal-4170	31	4	the	the	DET
american_scientific_journal-4170	31	5	previous	previous	ADJ
american_scientific_journal-4170	31	6	studies	study	NOUN
american_scientific_journal-4170	31	7	and	and	CCONJ
american_scientific_journal-4170	31	8	background	background	NOUN
american_scientific_journal-4170	31	9	in	in	ADP
american_scientific_journal-4170	31	10	the	the	DET
american_scientific_journal-4170	31	11	form	form	NOUN
american_scientific_journal-4170	31	12	of	of	ADP
american_scientific_journal-4170	31	13	literature	literature	PROPN
american_scientific_journal-4170	31	14	review	review	PROPN
american_scientific_journal-4170	31	15	.	.	PUNCT
american_scientific_journal-4170	32	1	section	section	NOUN
american_scientific_journal-4170	32	2	3	3	NUM
american_scientific_journal-4170	32	3	presents	present	VERB
american_scientific_journal-4170	32	4	the	the	DET
american_scientific_journal-4170	32	5	basic	basic	ADJ
american_scientific_journal-4170	32	6	research	research	NOUN
american_scientific_journal-4170	32	7	methodology	methodology	NOUN
american_scientific_journal-4170	32	8	.	.	PUNCT
american_scientific_journal-4170	33	1	the	the	DET
american_scientific_journal-4170	33	2	comparative	comparative	ADJ
american_scientific_journal-4170	33	3	study	study	NOUN
american_scientific_journal-4170	33	4	of	of	ADP
american_scientific_journal-4170	33	5	educational	educational	ADJ
american_scientific_journal-4170	33	6	data	datum	NOUN
american_scientific_journal-4170	33	7	mining	mining	NOUN
american_scientific_journal-4170	33	8	techniques	technique	NOUN
american_scientific_journal-4170	33	9	and	and	CCONJ
american_scientific_journal-4170	33	10	their	their	PRON
american_scientific_journal-4170	33	11	impact	impact	NOUN
american_scientific_journal-4170	33	12	based	base	VERB
american_scientific_journal-4170	33	13	on	on	ADP
american_scientific_journal-4170	33	14	student	student	NOUN
american_scientific_journal-4170	33	15	attributes	attribute	NOUN
american_scientific_journal-4170	33	16	is	be	AUX
american_scientific_journal-4170	33	17	given	give	VERB
american_scientific_journal-4170	33	18	in	in	ADP
american_scientific_journal-4170	33	19	section	section	NOUN
american_scientific_journal-4170	33	20	4	4	NUM
american_scientific_journal-4170	33	21	.	.	PUNCT
american_scientific_journal-4170	34	1	in	in	ADP
american_scientific_journal-4170	34	2	section	section	NOUN
american_scientific_journal-4170	34	3	5	5	NUM
american_scientific_journal-4170	34	4	,	,	PUNCT
american_scientific_journal-4170	34	5	comparative	comparative	ADJ
american_scientific_journal-4170	34	6	study	study	NOUN
american_scientific_journal-4170	34	7	of	of	ADP
american_scientific_journal-4170	34	8	techniques	technique	NOUN
american_scientific_journal-4170	34	9	and	and	CCONJ
american_scientific_journal-4170	34	10	their	their	PRON
american_scientific_journal-4170	34	11	results	result	NOUN
american_scientific_journal-4170	34	12	based	base	VERB
american_scientific_journal-4170	34	13	on	on	ADP
american_scientific_journal-4170	34	14	various	various	ADJ
american_scientific_journal-4170	34	15	algorithms	algorithm	NOUN
american_scientific_journal-4170	34	16	of	of	ADP
american_scientific_journal-4170	34	17	data	datum	NOUN
american_scientific_journal-4170	34	18	mining	mining	NOUN
american_scientific_journal-4170	34	19	are	be	AUX
american_scientific_journal-4170	34	20	presented	present	VERB
american_scientific_journal-4170	34	21	.	.	PUNCT
american_scientific_journal-4170	35	1	finally	finally	ADV
american_scientific_journal-4170	35	2	,	,	PUNCT
american_scientific_journal-4170	35	3	the	the	DET
american_scientific_journal-4170	35	4	last	last	ADJ
american_scientific_journal-4170	35	5	section	section	NOUN
american_scientific_journal-4170	35	6	discuss	discuss	VERB
american_scientific_journal-4170	35	7	and	and	CCONJ
american_scientific_journal-4170	35	8	presents	present	VERB
american_scientific_journal-4170	35	9	the	the	DET
american_scientific_journal-4170	35	10	conclusions	conclusion	NOUN
american_scientific_journal-4170	35	11	and	and	CCONJ
american_scientific_journal-4170	35	12	future	future	ADJ
american_scientific_journal-4170	35	13	work	work	NOUN
american_scientific_journal-4170	35	14	.	.	PUNCT
american_scientific_journal-4170	36	1	2	2	X
american_scientific_journal-4170	36	2	.	.	X
american_scientific_journal-4170	36	3	literature	literature	NOUN
american_scientific_journal-4170	36	4	review	review	VERB
american_scientific_journal-4170	36	5	there	there	PRON
american_scientific_journal-4170	36	6	is	be	VERB
american_scientific_journal-4170	36	7	a	a	DET
american_scientific_journal-4170	36	8	wide	wide	ADJ
american_scientific_journal-4170	36	9	research	research	NOUN
american_scientific_journal-4170	36	10	available	available	ADJ
american_scientific_journal-4170	36	11	on	on	ADP
american_scientific_journal-4170	36	12	the	the	DET
american_scientific_journal-4170	36	13	academic	academic	ADJ
american_scientific_journal-4170	36	14	performance	performance	NOUN
american_scientific_journal-4170	36	15	prediction	prediction	NOUN
american_scientific_journal-4170	36	16	using	use	VERB
american_scientific_journal-4170	36	17	data	datum	NOUN
american_scientific_journal-4170	36	18	mining	mining	NOUN
american_scientific_journal-4170	36	19	techniques	technique	NOUN
american_scientific_journal-4170	36	20	and	and	CCONJ
american_scientific_journal-4170	36	21	machine	machine	NOUN
american_scientific_journal-4170	36	22	learning	learning	NOUN
american_scientific_journal-4170	36	23	that	that	PRON
american_scientific_journal-4170	36	24	have	have	AUX
american_scientific_journal-4170	36	25	been	be	AUX
american_scientific_journal-4170	36	26	carried	carry	VERB
american_scientific_journal-4170	36	27	out	out	ADP
american_scientific_journal-4170	36	28	for	for	ADP
american_scientific_journal-4170	36	29	the	the	DET
american_scientific_journal-4170	36	30	development	development	NOUN
american_scientific_journal-4170	36	31	of	of	ADP
american_scientific_journal-4170	36	32	new	new	ADJ
american_scientific_journal-4170	36	33	world	world	NOUN
american_scientific_journal-4170	36	34	.	.	PUNCT
american_scientific_journal-4170	37	1	the	the	DET
american_scientific_journal-4170	37	2	comparison	comparison	NOUN
american_scientific_journal-4170	37	3	on	on	ADP
american_scientific_journal-4170	37	4	different	different	ADJ
american_scientific_journal-4170	37	5	data	datum	NOUN
american_scientific_journal-4170	37	6	mining	mining	NOUN
american_scientific_journal-4170	37	7	techniques	technique	NOUN
american_scientific_journal-4170	37	8	with	with	ADP
american_scientific_journal-4170	37	9	neural	neural	ADJ
american_scientific_journal-4170	37	10	network	network	NOUN
american_scientific_journal-4170	37	11	,	,	PUNCT
american_scientific_journal-4170	37	12	bayesian	bayesian	NOUN
american_scientific_journal-4170	37	13	classifier	classifier	NOUN
american_scientific_journal-4170	37	14	,	,	PUNCT
american_scientific_journal-4170	37	15	and	and	CCONJ
american_scientific_journal-4170	37	16	by	by	ADP
american_scientific_journal-4170	37	17	the	the	DET
american_scientific_journal-4170	37	18	help	help	NOUN
american_scientific_journal-4170	37	19	of	of	ADP
american_scientific_journal-4170	37	20	decision	decision	NOUN
american_scientific_journal-4170	37	21	trees	tree	NOUN
american_scientific_journal-4170	37	22	is	be	AUX
american_scientific_journal-4170	37	23	done	do	VERB
american_scientific_journal-4170	37	24	by	by	ADP
american_scientific_journal-4170	37	25	osmanbegović	osmanbegović	PROPN
american_scientific_journal-4170	37	26	and	and	CCONJ
american_scientific_journal-4170	37	27	his	his	PRON
american_scientific_journal-4170	37	28	colleagues	colleague	NOUN
american_scientific_journal-4170	37	29	in	in	ADP
american_scientific_journal-4170	37	30	[	[	X
american_scientific_journal-4170	37	31	2	2	NUM
american_scientific_journal-4170	37	32	,	,	PUNCT
american_scientific_journal-4170	37	33	3	3	NUM
american_scientific_journal-4170	37	34	]	]	ADJ
american_scientific_journal-4170	37	35	work	work	NOUN
american_scientific_journal-4170	37	36	.	.	PUNCT
american_scientific_journal-4170	38	1	the	the	DET
american_scientific_journal-4170	38	2	neural	neural	ADJ
american_scientific_journal-4170	38	3	network	network	NOUN
american_scientific_journal-4170	38	4	has	have	AUX
american_scientific_journal-4170	38	5	solved	solve	VERB
american_scientific_journal-4170	38	6	the	the	DET
american_scientific_journal-4170	38	7	problem	problem	NOUN
american_scientific_journal-4170	38	8	of	of	ADP
american_scientific_journal-4170	38	9	classification	classification	NOUN
american_scientific_journal-4170	38	10	.	.	PUNCT
american_scientific_journal-4170	39	1	it	it	PRON
american_scientific_journal-4170	39	2	provides	provide	VERB
american_scientific_journal-4170	39	3	various	various	ADJ
american_scientific_journal-4170	39	4	pattern	pattern	NOUN
american_scientific_journal-4170	39	5	accuracy	accuracy	NOUN
american_scientific_journal-4170	39	6	methods	method	NOUN
american_scientific_journal-4170	39	7	and	and	CCONJ
american_scientific_journal-4170	39	8	recognized	recognize	VERB
american_scientific_journal-4170	39	9	process	process	NOUN
american_scientific_journal-4170	39	10	as	as	ADV
american_scientific_journal-4170	39	11	well	well	ADV
american_scientific_journal-4170	39	12	as	as	ADP
american_scientific_journal-4170	39	13	american	american	ADJ
american_scientific_journal-4170	39	14	scientific	scientific	PROPN
american_scientific_journal-4170	39	15	research	research	PROPN
american_scientific_journal-4170	39	16	journal	journal	NOUN
american_scientific_journal-4170	39	17	for	for	ADP
american_scientific_journal-4170	39	18	engineering	engineering	NOUN
american_scientific_journal-4170	39	19	,	,	PUNCT
american_scientific_journal-4170	39	20	technology	technology	NOUN
american_scientific_journal-4170	39	21	,	,	PUNCT
american_scientific_journal-4170	39	22	and	and	CCONJ
american_scientific_journal-4170	39	23	sciences	science	NOUN
american_scientific_journal-4170	39	24	(	(	PUNCT
american_scientific_journal-4170	39	25	asrjets	asrjet	NOUN
american_scientific_journal-4170	39	26	)	)	PUNCT
american_scientific_journal-4170	39	27	(	(	PUNCT
american_scientific_journal-4170	39	28	2018	2018	NUM
american_scientific_journal-4170	39	29	)	)	PUNCT
american_scientific_journal-4170	39	30	volume	volume	NOUN
american_scientific_journal-4170	39	31	44	44	NUM
american_scientific_journal-4170	39	32	,	,	PUNCT
american_scientific_journal-4170	39	33	no	no	DET
american_scientific_journal-4170	39	34	1	1	NUM
american_scientific_journal-4170	39	35	,	,	PUNCT
american_scientific_journal-4170	39	36	pp	pp	ADV
american_scientific_journal-4170	39	37	122	122	NUM
american_scientific_journal-4170	39	38	-	-	SYM
american_scientific_journal-4170	39	39	136	136	NUM
american_scientific_journal-4170	39	40	124	124	NUM
american_scientific_journal-4170	39	41	approximate	approximate	ADJ
american_scientific_journal-4170	39	42	function	function	NOUN
american_scientific_journal-4170	39	43	for	for	ADP
american_scientific_journal-4170	39	44	prediction	prediction	NOUN
american_scientific_journal-4170	39	45	was	be	AUX
american_scientific_journal-4170	39	46	compared	compare	VERB
american_scientific_journal-4170	39	47	with	with	ADP
american_scientific_journal-4170	39	48	the	the	DET
american_scientific_journal-4170	39	49	help	help	NOUN
american_scientific_journal-4170	39	50	of	of	ADP
american_scientific_journal-4170	39	51	bayesian	bayesian	NOUN
american_scientific_journal-4170	39	52	classifiers	classifier	NOUN
american_scientific_journal-4170	39	53	.	.	PUNCT
american_scientific_journal-4170	40	1	the	the	DET
american_scientific_journal-4170	40	2	work	work	NOUN
american_scientific_journal-4170	40	3	is	be	AUX
american_scientific_journal-4170	40	4	based	base	VERB
american_scientific_journal-4170	40	5	on	on	ADP
american_scientific_journal-4170	40	6	datasets	dataset	NOUN
american_scientific_journal-4170	40	7	get	get	VERB
american_scientific_journal-4170	40	8	from	from	ADP
american_scientific_journal-4170	40	9	tuzla	tuzla	PROPN
american_scientific_journal-4170	40	10	students	student	NOUN
american_scientific_journal-4170	40	11	and	and	CCONJ
american_scientific_journal-4170	40	12	staffs	staff	NOUN
american_scientific_journal-4170	40	13	of	of	ADP
american_scientific_journal-4170	40	14	economics	economic	NOUN
american_scientific_journal-4170	40	15	,	,	PUNCT
american_scientific_journal-4170	40	16	for	for	ADP
american_scientific_journal-4170	40	17	the	the	DET
american_scientific_journal-4170	40	18	year	year	NOUN
american_scientific_journal-4170	40	19	is	be	AUX
american_scientific_journal-4170	40	20	2010	2010	NUM
american_scientific_journal-4170	40	21	to	to	ADP
american_scientific_journal-4170	40	22	2011	2011	NUM
american_scientific_journal-4170	40	23	,	,	PUNCT
american_scientific_journal-4170	40	24	for	for	ADP
american_scientific_journal-4170	40	25	this	this	DET
american_scientific_journal-4170	40	26	purpose	purpose	NOUN
american_scientific_journal-4170	40	27	their	their	PRON
american_scientific_journal-4170	40	28	dataset	dataset	NOUN
american_scientific_journal-4170	40	29	has	have	AUX
american_scientific_journal-4170	40	30	been	be	AUX
american_scientific_journal-4170	40	31	used	use	VERB
american_scientific_journal-4170	40	32	.	.	PUNCT
american_scientific_journal-4170	41	1	the	the	DET
american_scientific_journal-4170	41	2	weka	weka	PROPN
american_scientific_journal-4170	41	3	software	software	PROPN
american_scientific_journal-4170	41	4	is	be	AUX
american_scientific_journal-4170	41	5	used	use	VERB
american_scientific_journal-4170	41	6	;	;	PUNCT
american_scientific_journal-4170	41	7	different	different	ADJ
american_scientific_journal-4170	41	8	algorithms	algorithm	NOUN
american_scientific_journal-4170	41	9	provide	provide	VERB
american_scientific_journal-4170	41	10	different	different	ADJ
american_scientific_journal-4170	41	11	results	result	NOUN
american_scientific_journal-4170	41	12	;	;	PUNCT
american_scientific_journal-4170	41	13	average	average	ADJ
american_scientific_journal-4170	41	14	is	be	AUX
american_scientific_journal-4170	41	15	the	the	DET
american_scientific_journal-4170	41	16	best	good	ADJ
american_scientific_journal-4170	41	17	solution	solution	NOUN
american_scientific_journal-4170	41	18	to	to	PART
american_scientific_journal-4170	41	19	consider	consider	VERB
american_scientific_journal-4170	41	20	the	the	DET
american_scientific_journal-4170	41	21	result	result	NOUN
american_scientific_journal-4170	41	22	.	.	PUNCT
american_scientific_journal-4170	42	1	for	for	ADP
american_scientific_journal-4170	42	2	this	this	DET
american_scientific_journal-4170	42	3	purpose	purpose	NOUN
american_scientific_journal-4170	42	4	,	,	PUNCT
american_scientific_journal-4170	42	5	mlp	mlp	PROPN
american_scientific_journal-4170	42	6	,	,	PUNCT
american_scientific_journal-4170	42	7	nb	nb	PROPN
american_scientific_journal-4170	42	8	and	and	CCONJ
american_scientific_journal-4170	42	9	j48	j48	PROPN
american_scientific_journal-4170	42	10	produce	produce	VERB
american_scientific_journal-4170	42	11	good	good	ADJ
american_scientific_journal-4170	42	12	results	result	NOUN
american_scientific_journal-4170	42	13	.	.	PUNCT
american_scientific_journal-4170	43	1	this	this	DET
american_scientific_journal-4170	43	2	paper	paper	NOUN
american_scientific_journal-4170	43	3	is	be	AUX
american_scientific_journal-4170	43	4	not	not	PART
american_scientific_journal-4170	43	5	considering	consider	VERB
american_scientific_journal-4170	43	6	demographics	demographic	NOUN
american_scientific_journal-4170	43	7	data	datum	NOUN
american_scientific_journal-4170	43	8	and	and	CCONJ
american_scientific_journal-4170	43	9	distinctive	distinctive	ADJ
american_scientific_journal-4170	43	10	attributes	attribute	NOUN
american_scientific_journal-4170	43	11	of	of	ADP
american_scientific_journal-4170	43	12	students	student	NOUN
american_scientific_journal-4170	43	13	.	.	PUNCT
american_scientific_journal-4170	44	1	it	it	PRON
american_scientific_journal-4170	44	2	needs	need	VERB
american_scientific_journal-4170	44	3	more	more	ADJ
american_scientific_journal-4170	44	4	experiments	experiment	NOUN
american_scientific_journal-4170	44	5	for	for	ADP
american_scientific_journal-4170	44	6	valuable	valuable	ADJ
american_scientific_journal-4170	44	7	and	and	CCONJ
american_scientific_journal-4170	44	8	accurate	accurate	ADJ
american_scientific_journal-4170	44	9	results	result	NOUN
american_scientific_journal-4170	44	10	.	.	PUNCT
american_scientific_journal-4170	45	1	marquez	marquez	PROPN
american_scientific_journal-4170	45	2	-	-	PROPN
american_scientific_journal-4170	45	3	vera	vera	PROPN
american_scientific_journal-4170	45	4	and	and	CCONJ
american_scientific_journal-4170	45	5	his	his	PRON
american_scientific_journal-4170	45	6	colleagues	colleague	NOUN
american_scientific_journal-4170	45	7	and	and	CCONJ
american_scientific_journal-4170	45	8	sergi	sergi	PROPN
american_scientific_journal-4170	45	9	rovira	rovira	PROPN
american_scientific_journal-4170	45	10	and	and	CCONJ
american_scientific_journal-4170	45	11	his	his	PRON
american_scientific_journal-4170	45	12	colleagues	colleague	NOUN
american_scientific_journal-4170	46	1	[	[	X
american_scientific_journal-4170	46	2	4	4	NUM
american_scientific_journal-4170	46	3	,	,	PUNCT
american_scientific_journal-4170	46	4	5	5	NUM
american_scientific_journal-4170	46	5	]	]	PUNCT
american_scientific_journal-4170	46	6	proposed	propose	VERB
american_scientific_journal-4170	46	7	a	a	DET
american_scientific_journal-4170	46	8	method	method	NOUN
american_scientific_journal-4170	46	9	,	,	PUNCT
american_scientific_journal-4170	46	10	used	use	VERB
american_scientific_journal-4170	46	11	real	real	ADJ
american_scientific_journal-4170	46	12	data	datum	NOUN
american_scientific_journal-4170	46	13	of	of	ADP
american_scientific_journal-4170	46	14	six	six	NUM
american_scientific_journal-4170	46	15	hundred	hundred	NUM
american_scientific_journal-4170	46	16	and	and	CCONJ
american_scientific_journal-4170	46	17	seventy	seventy	NUM
american_scientific_journal-4170	46	18	students	student	NOUN
american_scientific_journal-4170	46	19	of	of	ADP
american_scientific_journal-4170	46	20	zacatecas	zacatecas	PROPN
american_scientific_journal-4170	46	21	,	,	PUNCT
american_scientific_journal-4170	46	22	school	school	NOUN
american_scientific_journal-4170	46	23	located	locate	VERB
american_scientific_journal-4170	46	24	in	in	ADP
american_scientific_journal-4170	46	25	mexico	mexico	PROPN
american_scientific_journal-4170	46	26	and	and	CCONJ
american_scientific_journal-4170	46	27	data	datum	NOUN
american_scientific_journal-4170	46	28	of	of	ADP
american_scientific_journal-4170	46	29	barcelona	barcelona	PROPN
american_scientific_journal-4170	46	30	university	university	PROPN
american_scientific_journal-4170	46	31	.	.	PUNCT
american_scientific_journal-4170	47	1	they	they	PRON
american_scientific_journal-4170	47	2	used	use	VERB
american_scientific_journal-4170	47	3	the	the	DET
american_scientific_journal-4170	47	4	machine	machine	NOUN
american_scientific_journal-4170	47	5	learning	learning	NOUN
american_scientific_journal-4170	47	6	,	,	PUNCT
american_scientific_journal-4170	47	7	white	white	PROPN
american_scientific_journal-4170	47	8	box	box	PROPN
american_scientific_journal-4170	47	9	method	method	NOUN
american_scientific_journal-4170	47	10	of	of	ADP
american_scientific_journal-4170	47	11	classification	classification	NOUN
american_scientific_journal-4170	47	12	,	,	PUNCT
american_scientific_journal-4170	47	13	decision	decision	NOUN
american_scientific_journal-4170	47	14	tree	tree	NOUN
american_scientific_journal-4170	47	15	algorithms	algorithm	NOUN
american_scientific_journal-4170	47	16	and	and	CCONJ
american_scientific_journal-4170	47	17	rules	rule	NOUN
american_scientific_journal-4170	47	18	of	of	ADP
american_scientific_journal-4170	47	19	induction	induction	NOUN
american_scientific_journal-4170	47	20	.	.	PUNCT
american_scientific_journal-4170	48	1	three	three	NUM
american_scientific_journal-4170	48	2	hypothesis	hypothesis	NOUN
american_scientific_journal-4170	48	3	-	-	PUNCT
american_scientific_journal-4170	48	4	based	base	VERB
american_scientific_journal-4170	48	5	experiments	experiment	NOUN
american_scientific_journal-4170	48	6	conducted	conduct	VERB
american_scientific_journal-4170	48	7	to	to	PART
american_scientific_journal-4170	48	8	find	find	VERB
american_scientific_journal-4170	48	9	failure	failure	NOUN
american_scientific_journal-4170	48	10	ratio	ratio	NOUN
american_scientific_journal-4170	48	11	and	and	CCONJ
american_scientific_journal-4170	48	12	the	the	DET
american_scientific_journal-4170	48	13	dropout	dropout	NOUN
american_scientific_journal-4170	48	14	student	student	NOUN
american_scientific_journal-4170	48	15	’s	’s	PART
american_scientific_journal-4170	48	16	rate	rate	NOUN
american_scientific_journal-4170	48	17	in	in	ADP
american_scientific_journal-4170	48	18	school	school	NOUN
american_scientific_journal-4170	48	19	.	.	PUNCT
american_scientific_journal-4170	49	1	they	they	PRON
american_scientific_journal-4170	49	2	used	use	VERB
american_scientific_journal-4170	49	3	the	the	DET
american_scientific_journal-4170	49	4	feature	feature	NOUN
american_scientific_journal-4170	49	5	selection	selection	NOUN
american_scientific_journal-4170	49	6	method	method	NOUN
american_scientific_journal-4170	49	7	,	,	PUNCT
american_scientific_journal-4170	49	8	out	out	ADP
american_scientific_journal-4170	49	9	of	of	ADP
american_scientific_journal-4170	49	10	seventy	seventy	NUM
american_scientific_journal-4170	49	11	-	-	PUNCT
american_scientific_journal-4170	49	12	seven	seven	NUM
american_scientific_journal-4170	49	13	attributes	attribute	NOUN
american_scientific_journal-4170	49	14	,	,	PUNCT
american_scientific_journal-4170	49	15	only	only	ADV
american_scientific_journal-4170	49	16	fifteen	fifteen	NUM
american_scientific_journal-4170	49	17	have	have	AUX
american_scientific_journal-4170	49	18	been	be	AUX
american_scientific_journal-4170	49	19	considered	consider	VERB
american_scientific_journal-4170	49	20	,	,	PUNCT
american_scientific_journal-4170	49	21	which	which	PRON
american_scientific_journal-4170	49	22	are	be	AUX
american_scientific_journal-4170	49	23	considered	consider	VERB
american_scientific_journal-4170	49	24	best	good	ADJ
american_scientific_journal-4170	49	25	in	in	ADP
american_scientific_journal-4170	49	26	education	education	NOUN
american_scientific_journal-4170	49	27	systems	system	NOUN
american_scientific_journal-4170	49	28	.	.	PUNCT
american_scientific_journal-4170	50	1	the	the	DET
american_scientific_journal-4170	50	2	dimensional	dimensional	ADJ
american_scientific_journal-4170	50	3	modeling	modeling	NOUN
american_scientific_journal-4170	50	4	and	and	CCONJ
american_scientific_journal-4170	50	5	statistical	statistical	ADJ
american_scientific_journal-4170	50	6	techniques	technique	NOUN
american_scientific_journal-4170	50	7	are	be	AUX
american_scientific_journal-4170	50	8	also	also	ADV
american_scientific_journal-4170	50	9	implemented	implement	VERB
american_scientific_journal-4170	50	10	in	in	ADP
american_scientific_journal-4170	50	11	this	this	DET
american_scientific_journal-4170	50	12	work	work	NOUN
american_scientific_journal-4170	50	13	.	.	PUNCT
american_scientific_journal-4170	51	1	weka	weka	PROPN
american_scientific_journal-4170	51	2	tool	tool	PROPN
american_scientific_journal-4170	51	3	is	be	AUX
american_scientific_journal-4170	51	4	used	use	VERB
american_scientific_journal-4170	51	5	,	,	PUNCT
american_scientific_journal-4170	51	6	and	and	CCONJ
american_scientific_journal-4170	51	7	results	result	NOUN
american_scientific_journal-4170	51	8	are	be	AUX
american_scientific_journal-4170	51	9	not	not	PART
american_scientific_journal-4170	51	10	represented	represent	VERB
american_scientific_journal-4170	51	11	in	in	ADP
american_scientific_journal-4170	51	12	a	a	DET
american_scientific_journal-4170	51	13	graphical	graphical	ADJ
american_scientific_journal-4170	51	14	form	form	NOUN
american_scientific_journal-4170	51	15	for	for	ADP
american_scientific_journal-4170	51	16	better	well	ADJ
american_scientific_journal-4170	51	17	understanding	understanding	NOUN
american_scientific_journal-4170	51	18	.	.	PUNCT
american_scientific_journal-4170	52	1	the	the	DET
american_scientific_journal-4170	52	2	data	datum	NOUN
american_scientific_journal-4170	52	3	imbalanced	imbalance	VERB
american_scientific_journal-4170	52	4	problem	problem	NOUN
american_scientific_journal-4170	52	5	is	be	AUX
american_scientific_journal-4170	52	6	solved	solve	VERB
american_scientific_journal-4170	52	7	efficiently	efficiently	ADV
american_scientific_journal-4170	52	8	.	.	PUNCT
american_scientific_journal-4170	53	1	in	in	ADP
american_scientific_journal-4170	53	2	order	order	NOUN
american_scientific_journal-4170	53	3	to	to	PART
american_scientific_journal-4170	53	4	predict	predict	VERB
american_scientific_journal-4170	53	5	the	the	DET
american_scientific_journal-4170	53	6	student	student	NOUN
american_scientific_journal-4170	53	7	’s	’s	PART
american_scientific_journal-4170	53	8	performance	performance	NOUN
american_scientific_journal-4170	53	9	based	base	VERB
american_scientific_journal-4170	53	10	on	on	ADP
american_scientific_journal-4170	53	11	pre	pre	ADJ
american_scientific_journal-4170	53	12	-	-	NOUN
american_scientific_journal-4170	53	13	university	university	ADJ
american_scientific_journal-4170	53	14	and	and	CCONJ
american_scientific_journal-4170	53	15	personal	personal	ADJ
american_scientific_journal-4170	53	16	characteristics	characteristic	NOUN
american_scientific_journal-4170	53	17	.	.	PUNCT
american_scientific_journal-4170	53	18	kabakchieva	kabakchieva	PROPN
american_scientific_journal-4170	53	19	and	and	CCONJ
american_scientific_journal-4170	53	20	his	his	PRON
american_scientific_journal-4170	53	21	colleagues	colleague	NOUN
american_scientific_journal-4170	53	22	in	in	ADP
american_scientific_journal-4170	53	23	[	[	X
american_scientific_journal-4170	53	24	1	1	NUM
american_scientific_journal-4170	53	25	]	]	PUNCT
american_scientific_journal-4170	53	26	used	use	VERB
american_scientific_journal-4170	53	27	the	the	DET
american_scientific_journal-4170	53	28	datasets	dataset	NOUN
american_scientific_journal-4170	53	29	to	to	PART
american_scientific_journal-4170	53	30	analyze	analyze	VERB
american_scientific_journal-4170	53	31	data	datum	NOUN
american_scientific_journal-4170	53	32	by	by	ADP
american_scientific_journal-4170	53	33	data	datum	NOUN
american_scientific_journal-4170	53	34	mining	mining	NOUN
american_scientific_journal-4170	53	35	algorithms	algorithm	NOUN
american_scientific_journal-4170	53	36	,	,	PUNCT
american_scientific_journal-4170	53	37	two	two	NUM
american_scientific_journal-4170	53	38	rule	rule	NOUN
american_scientific_journal-4170	53	39	for	for	ADP
american_scientific_journal-4170	53	40	learner	learner	NOUN
american_scientific_journal-4170	53	41	.	.	PUNCT
american_scientific_journal-4170	54	1	in	in	ADP
american_scientific_journal-4170	54	2	which	which	PRON
american_scientific_journal-4170	54	3	two	two	NUM
american_scientific_journal-4170	54	4	main	main	ADJ
american_scientific_journal-4170	54	5	bayes	bayes	NOUN
american_scientific_journal-4170	54	6	classifiers	classifier	NOUN
american_scientific_journal-4170	54	7	,	,	PUNCT
american_scientific_journal-4170	54	8	a	a	DET
american_scientific_journal-4170	54	9	decision	decision	NOUN
american_scientific_journal-4170	54	10	tree	tree	NOUN
american_scientific_journal-4170	54	11	classifier	classifier	NOUN
american_scientific_journal-4170	54	12	,	,	PUNCT
american_scientific_journal-4170	54	13	and	and	CCONJ
american_scientific_journal-4170	54	14	nearest	near	ADJ
american_scientific_journal-4170	54	15	neighbor	neighbor	NOUN
american_scientific_journal-4170	54	16	classifier	classifier	NOUN
american_scientific_journal-4170	54	17	have	have	AUX
american_scientific_journal-4170	54	18	been	be	AUX
american_scientific_journal-4170	54	19	used	use	VERB
american_scientific_journal-4170	54	20	.	.	PUNCT
american_scientific_journal-4170	55	1	weka	weka	PROPN
american_scientific_journal-4170	55	2	is	be	AUX
american_scientific_journal-4170	55	3	used	use	VERB
american_scientific_journal-4170	55	4	for	for	ADP
american_scientific_journal-4170	55	5	implementations	implementation	NOUN
american_scientific_journal-4170	55	6	,	,	PUNCT
american_scientific_journal-4170	55	7	the	the	DET
american_scientific_journal-4170	55	8	data	datum	NOUN
american_scientific_journal-4170	55	9	of	of	ADP
american_scientific_journal-4170	55	10	10330	10330	NUM
american_scientific_journal-4170	55	11	students	student	NOUN
american_scientific_journal-4170	55	12	and	and	CCONJ
american_scientific_journal-4170	55	13	20	20	NUM
american_scientific_journal-4170	55	14	parameters	parameter	NOUN
american_scientific_journal-4170	55	15	are	be	AUX
american_scientific_journal-4170	55	16	considered	consider	VERB
american_scientific_journal-4170	55	17	.	.	PUNCT
american_scientific_journal-4170	56	1	weka	weka	PROPN
american_scientific_journal-4170	56	2	classification	classification	NOUN
american_scientific_journal-4170	56	3	filters	filter	NOUN
american_scientific_journal-4170	56	4	are	be	AUX
american_scientific_journal-4170	56	5	applied	apply	VERB
american_scientific_journal-4170	56	6	on	on	ADP
american_scientific_journal-4170	56	7	datasets	dataset	NOUN
american_scientific_journal-4170	56	8	by	by	ADP
american_scientific_journal-4170	56	9	an	an	DET
american_scientific_journal-4170	56	10	algorithm	algorithm	NOUN
american_scientific_journal-4170	56	11	,	,	PUNCT
american_scientific_journal-4170	56	12	in	in	ADP
american_scientific_journal-4170	56	13	which	which	PRON
american_scientific_journal-4170	56	14	j48	j48	NOUN
american_scientific_journal-4170	56	15	and	and	CCONJ
american_scientific_journal-4170	56	16	jrip	jrip	NOUN
american_scientific_journal-4170	56	17	are	be	AUX
american_scientific_journal-4170	56	18	reliable	reliable	ADJ
american_scientific_journal-4170	56	19	and	and	CCONJ
american_scientific_journal-4170	56	20	provides	provide	VERB
american_scientific_journal-4170	56	21	excellent	excellent	ADJ
american_scientific_journal-4170	56	22	results	result	NOUN
american_scientific_journal-4170	56	23	.	.	PUNCT
american_scientific_journal-4170	57	1	the	the	DET
american_scientific_journal-4170	57	2	knn	knn	PROPN
american_scientific_journal-4170	57	3	classifier	classifier	PROPN
american_scientific_journal-4170	57	4	and	and	CCONJ
american_scientific_journal-4170	57	5	bayes	bayes	PROPN
american_scientific_journal-4170	57	6	classifiers	classifier	NOUN
american_scientific_journal-4170	57	7	are	be	AUX
american_scientific_journal-4170	57	8	not	not	PART
american_scientific_journal-4170	57	9	efficient	efficient	ADJ
american_scientific_journal-4170	57	10	.	.	PUNCT
american_scientific_journal-4170	58	1	another	another	DET
american_scientific_journal-4170	58	2	method	method	NOUN
american_scientific_journal-4170	58	3	proposed	propose	VERB
american_scientific_journal-4170	58	4	by	by	ADP
american_scientific_journal-4170	58	5	ahmed	ahmed	PROPN
american_scientific_journal-4170	58	6	and	and	CCONJ
american_scientific_journal-4170	58	7	his	his	PRON
american_scientific_journal-4170	58	8	colleagues	colleague	NOUN
american_scientific_journal-4170	58	9	[	[	X
american_scientific_journal-4170	58	10	6	6	NUM
american_scientific_journal-4170	58	11	]	]	PUNCT
american_scientific_journal-4170	58	12	used	use	VERB
american_scientific_journal-4170	58	13	to	to	PART
american_scientific_journal-4170	58	14	predict	predict	VERB
american_scientific_journal-4170	58	15	the	the	DET
american_scientific_journal-4170	58	16	performance	performance	NOUN
american_scientific_journal-4170	58	17	of	of	ADP
american_scientific_journal-4170	58	18	students	student	NOUN
american_scientific_journal-4170	58	19	,	,	PUNCT
american_scientific_journal-4170	58	20	classifications	classification	NOUN
american_scientific_journal-4170	58	21	methods	method	NOUN
american_scientific_journal-4170	58	22	,	,	PUNCT
american_scientific_journal-4170	58	23	clustering	clustering	NOUN
american_scientific_journal-4170	58	24	,	,	PUNCT
american_scientific_journal-4170	58	25	artificial	artificial	ADJ
american_scientific_journal-4170	58	26	intelligence	intelligence	NOUN
american_scientific_journal-4170	58	27	,	,	PUNCT
american_scientific_journal-4170	58	28	neural	neural	ADJ
american_scientific_journal-4170	58	29	networks	network	NOUN
american_scientific_journal-4170	58	30	,	,	PUNCT
american_scientific_journal-4170	58	31	regression	regression	NOUN
american_scientific_journal-4170	58	32	,	,	PUNCT
american_scientific_journal-4170	58	33	associate	associate	ADJ
american_scientific_journal-4170	58	34	rules	rule	NOUN
american_scientific_journal-4170	58	35	,	,	PUNCT
american_scientific_journal-4170	58	36	generic	generic	ADJ
american_scientific_journal-4170	58	37	and	and	CCONJ
american_scientific_journal-4170	58	38	the	the	DET
american_scientific_journal-4170	58	39	decision	decision	NOUN
american_scientific_journal-4170	58	40	tree	tree	NOUN
american_scientific_journal-4170	58	41	included	include	VERB
american_scientific_journal-4170	58	42	,	,	PUNCT
american_scientific_journal-4170	58	43	id3	id3	NOUN
american_scientific_journal-4170	58	44	methods	method	NOUN
american_scientific_journal-4170	58	45	have	have	AUX
american_scientific_journal-4170	58	46	been	be	AUX
american_scientific_journal-4170	58	47	used	use	VERB
american_scientific_journal-4170	58	48	.	.	PUNCT
american_scientific_journal-4170	59	1	some	some	DET
american_scientific_journal-4170	59	2	attribute	attribute	NOUN
american_scientific_journal-4170	59	3	were	be	AUX
american_scientific_journal-4170	59	4	collected	collect	VERB
american_scientific_journal-4170	59	5	for	for	ADP
american_scientific_journal-4170	59	6	the	the	DET
american_scientific_journal-4170	59	7	prediction	prediction	NOUN
american_scientific_journal-4170	59	8	of	of	ADP
american_scientific_journal-4170	59	9	results	result	NOUN
american_scientific_journal-4170	59	10	of	of	ADP
american_scientific_journal-4170	59	11	students	student	NOUN
american_scientific_journal-4170	59	12	.	.	PUNCT
american_scientific_journal-4170	60	1	for	for	ADP
american_scientific_journal-4170	60	2	these	these	DET
american_scientific_journal-4170	60	3	purposes	purpose	NOUN
american_scientific_journal-4170	60	4	data	data	NOUN
american_scientific_journal-4170	60	5	sets	set	NOUN
american_scientific_journal-4170	60	6	of	of	ADP
american_scientific_journal-4170	60	7	1547	1547	NUM
american_scientific_journal-4170	60	8	record	record	NOUN
american_scientific_journal-4170	60	9	used	use	VERB
american_scientific_journal-4170	60	10	to	to	PART
american_scientific_journal-4170	60	11	predict	predict	VERB
american_scientific_journal-4170	60	12	the	the	DET
american_scientific_journal-4170	60	13	performance	performance	NOUN
american_scientific_journal-4170	60	14	.	.	PUNCT
american_scientific_journal-4170	61	1	weka	weka	PROPN
american_scientific_journal-4170	61	2	is	be	AUX
american_scientific_journal-4170	61	3	used	use	VERB
american_scientific_journal-4170	61	4	for	for	ADP
american_scientific_journal-4170	61	5	decision	decision	NOUN
american_scientific_journal-4170	61	6	tree	tree	NOUN
american_scientific_journal-4170	61	7	implementation	implementation	NOUN
american_scientific_journal-4170	61	8	.	.	PUNCT
american_scientific_journal-4170	62	1	this	this	DET
american_scientific_journal-4170	62	2	method	method	NOUN
american_scientific_journal-4170	62	3	does	do	AUX
american_scientific_journal-4170	62	4	not	not	PART
american_scientific_journal-4170	62	5	check	check	VERB
american_scientific_journal-4170	62	6	the	the	DET
american_scientific_journal-4170	62	7	attributes	attribute	NOUN
american_scientific_journal-4170	62	8	like	like	ADP
american_scientific_journal-4170	62	9	attendance	attendance	NOUN
american_scientific_journal-4170	62	10	,	,	PUNCT
american_scientific_journal-4170	62	11	mood	mood	NOUN
american_scientific_journal-4170	62	12	effect	effect	NOUN
american_scientific_journal-4170	62	13	,	,	PUNCT
american_scientific_journal-4170	62	14	and	and	CCONJ
american_scientific_journal-4170	62	15	environmental	environmental	ADJ
american_scientific_journal-4170	62	16	factors	factor	NOUN
american_scientific_journal-4170	62	17	.	.	PUNCT
american_scientific_journal-4170	63	1	another	another	DET
american_scientific_journal-4170	63	2	proposed	propose	VERB
american_scientific_journal-4170	63	3	model	model	NOUN
american_scientific_journal-4170	63	4	is	be	AUX
american_scientific_journal-4170	63	5	based	base	VERB
american_scientific_journal-4170	63	6	on	on	ADP
american_scientific_journal-4170	63	7	longitudinal	longitudinal	ADJ
american_scientific_journal-4170	63	8	data	datum	NOUN
american_scientific_journal-4170	63	9	derived	derive	VERB
american_scientific_journal-4170	63	10	from	from	ADP
american_scientific_journal-4170	63	11	gwinnett	gwinnett	PROPN
american_scientific_journal-4170	63	12	county	county	NOUN
american_scientific_journal-4170	63	13	public	public	ADJ
american_scientific_journal-4170	63	14	schools	school	NOUN
american_scientific_journal-4170	63	15	data	datum	NOUN
american_scientific_journal-4170	63	16	,	,	PUNCT
american_scientific_journal-4170	63	17	those	those	DET
american_scientific_journal-4170	63	18	students	student	NOUN
american_scientific_journal-4170	63	19	who	who	PRON
american_scientific_journal-4170	63	20	entered	enter	VERB
american_scientific_journal-4170	63	21	in	in	ADP
american_scientific_journal-4170	63	22	class	class	NOUN
american_scientific_journal-4170	63	23	8	8	NUM
american_scientific_journal-4170	63	24	assessment	assessment	NOUN
american_scientific_journal-4170	63	25	in	in	ADP
american_scientific_journal-4170	63	26	math	math	NOUN
american_scientific_journal-4170	63	27	’s	’s	PART
american_scientific_journal-4170	63	28	and	and	CCONJ
american_scientific_journal-4170	63	29	science	science	NOUN
american_scientific_journal-4170	63	30	subjects	subject	NOUN
american_scientific_journal-4170	63	31	are	be	AUX
american_scientific_journal-4170	63	32	done	do	VERB
american_scientific_journal-4170	63	33	by	by	ADP
american_scientific_journal-4170	63	34	tamhane	tamhane	NOUN
american_scientific_journal-4170	63	35	and	and	CCONJ
american_scientific_journal-4170	63	36	his	his	PRON
american_scientific_journal-4170	63	37	colleagues	colleague	NOUN
american_scientific_journal-4170	63	38	[	[	X
american_scientific_journal-4170	63	39	7	7	NUM
american_scientific_journal-4170	63	40	]	]	ADJ
american_scientific_journal-4170	63	41	work	work	NOUN
american_scientific_journal-4170	63	42	.	.	PUNCT
american_scientific_journal-4170	64	1	for	for	ADP
american_scientific_journal-4170	64	2	missing	miss	VERB
american_scientific_journal-4170	64	3	values	value	NOUN
american_scientific_journal-4170	64	4	,	,	PUNCT
american_scientific_journal-4170	64	5	means	mean	VERB
american_scientific_journal-4170	64	6	imputation	imputation	NOUN
american_scientific_journal-4170	64	7	is	be	AUX
american_scientific_journal-4170	64	8	used	use	VERB
american_scientific_journal-4170	64	9	,	,	PUNCT
american_scientific_journal-4170	64	10	logistics	logistic	NOUN
american_scientific_journal-4170	64	11	regression	regression	NOUN
american_scientific_journal-4170	64	12	,	,	PUNCT
american_scientific_journal-4170	64	13	decision	decision	NOUN
american_scientific_journal-4170	64	14	trees	tree	NOUN
american_scientific_journal-4170	64	15	and	and	CCONJ
american_scientific_journal-4170	64	16	naïve	naïve	ADJ
american_scientific_journal-4170	64	17	bayes	baye	NOUN
american_scientific_journal-4170	64	18	are	be	AUX
american_scientific_journal-4170	64	19	the	the	DET
american_scientific_journal-4170	64	20	techniques	technique	NOUN
american_scientific_journal-4170	64	21	for	for	ADP
american_scientific_journal-4170	64	22	implementation	implementation	NOUN
american_scientific_journal-4170	64	23	.	.	PUNCT
american_scientific_journal-4170	65	1	they	they	PRON
american_scientific_journal-4170	65	2	use	use	VERB
american_scientific_journal-4170	65	3	weka	weka	NOUN
american_scientific_journal-4170	65	4	and	and	CCONJ
american_scientific_journal-4170	65	5	spss	spss	PROPN
american_scientific_journal-4170	65	6	modeler	modeler	NOUN
american_scientific_journal-4170	65	7	and	and	CCONJ
american_scientific_journal-4170	65	8	several	several	ADJ
american_scientific_journal-4170	65	9	demographics	demographic	NOUN
american_scientific_journal-4170	65	10	factors	factor	NOUN
american_scientific_journal-4170	65	11	are	be	AUX
american_scientific_journal-4170	65	12	considered	consider	VERB
american_scientific_journal-4170	65	13	.	.	PUNCT
american_scientific_journal-4170	66	1	from	from	ADP
american_scientific_journal-4170	66	2	all	all	PRON
american_scientific_journal-4170	66	3	of	of	ADP
american_scientific_journal-4170	66	4	these	these	DET
american_scientific_journal-4170	66	5	techniques	technique	NOUN
american_scientific_journal-4170	66	6	logistic	logistic	ADJ
american_scientific_journal-4170	66	7	regression	regression	NOUN
american_scientific_journal-4170	66	8	provides	provide	VERB
american_scientific_journal-4170	66	9	the	the	DET
american_scientific_journal-4170	66	10	best	good	ADJ
american_scientific_journal-4170	66	11	results	result	NOUN
american_scientific_journal-4170	66	12	.	.	PUNCT
american_scientific_journal-4170	67	1	there	there	PRON
american_scientific_journal-4170	67	2	was	be	VERB
american_scientific_journal-4170	67	3	an	an	DET
american_scientific_journal-4170	67	4	issue	issue	NOUN
american_scientific_journal-4170	67	5	in	in	ADP
american_scientific_journal-4170	67	6	missing	miss	VERB
american_scientific_journal-4170	67	7	values	value	NOUN
american_scientific_journal-4170	67	8	filling	fill	VERB
american_scientific_journal-4170	67	9	method	method	NOUN
american_scientific_journal-4170	67	10	.	.	PUNCT
american_scientific_journal-4170	68	1	it	it	PRON
american_scientific_journal-4170	68	2	produces	produce	VERB
american_scientific_journal-4170	68	3	the	the	DET
american_scientific_journal-4170	68	4	noise	noise	NOUN
american_scientific_journal-4170	68	5	in	in	ADP
american_scientific_journal-4170	68	6	predictions	prediction	NOUN
american_scientific_journal-4170	68	7	and	and	CCONJ
american_scientific_journal-4170	68	8	one	one	NUM
american_scientific_journal-4170	68	9	classifier	classifier	NOUN
american_scientific_journal-4170	68	10	is	be	AUX
american_scientific_journal-4170	68	11	not	not	PART
american_scientific_journal-4170	68	12	enough	enough	ADJ
american_scientific_journal-4170	68	13	for	for	ADP
american_scientific_journal-4170	68	14	entire	entire	ADJ
american_scientific_journal-4170	68	15	data	datum	NOUN
american_scientific_journal-4170	68	16	of	of	ADP
american_scientific_journal-4170	68	17	students	student	NOUN
american_scientific_journal-4170	68	18	.	.	PUNCT
american_scientific_journal-4170	69	1	the	the	DET
american_scientific_journal-4170	69	2	grouping	grouping	NOUN
american_scientific_journal-4170	69	3	should	should	AUX
american_scientific_journal-4170	69	4	be	be	AUX
american_scientific_journal-4170	69	5	feasible	feasible	ADJ
american_scientific_journal-4170	69	6	option	option	NOUN
american_scientific_journal-4170	69	7	for	for	ADP
american_scientific_journal-4170	69	8	yielding	yield	VERB
american_scientific_journal-4170	69	9	the	the	DET
american_scientific_journal-4170	69	10	optimal	optimal	ADJ
american_scientific_journal-4170	69	11	risk	risk	NOUN
american_scientific_journal-4170	69	12	prediction	prediction	NOUN
american_scientific_journal-4170	69	13	of	of	ADP
american_scientific_journal-4170	69	14	student	student	NOUN
american_scientific_journal-4170	69	15	performance	performance	NOUN
american_scientific_journal-4170	69	16	.	.	PUNCT
american_scientific_journal-4170	70	1	the	the	DET
american_scientific_journal-4170	70	2	behavioral	behavioral	ADJ
american_scientific_journal-4170	70	3	data	datum	NOUN
american_scientific_journal-4170	70	4	and	and	CCONJ
american_scientific_journal-4170	70	5	enrollment	enrollment	NOUN
american_scientific_journal-4170	70	6	related	relate	VERB
american_scientific_journal-4170	70	7	factors	factor	NOUN
american_scientific_journal-4170	70	8	should	should	AUX
american_scientific_journal-4170	70	9	also	also	ADV
american_scientific_journal-4170	70	10	considered	consider	VERB
american_scientific_journal-4170	70	11	.	.	PUNCT
american_scientific_journal-4170	71	1	arora	arora	PROPN
american_scientific_journal-4170	71	2	and	and	CCONJ
american_scientific_journal-4170	71	3	his	his	PRON
american_scientific_journal-4170	71	4	colleagues	colleague	NOUN
american_scientific_journal-4170	71	5	[	[	X
american_scientific_journal-4170	71	6	17	17	NUM
american_scientific_journal-4170	71	7	]	]	PUNCT
american_scientific_journal-4170	71	8	used	use	VERB
american_scientific_journal-4170	71	9	the	the	DET
american_scientific_journal-4170	71	10	neural	neural	ADJ
american_scientific_journal-4170	71	11	network	network	NOUN
american_scientific_journal-4170	71	12	approach	approach	NOUN
american_scientific_journal-4170	71	13	to	to	PART
american_scientific_journal-4170	71	14	predict	predict	VERB
american_scientific_journal-4170	71	15	the	the	DET
american_scientific_journal-4170	71	16	marks	mark	NOUN
american_scientific_journal-4170	71	17	of	of	ADP
american_scientific_journal-4170	71	18	students	student	NOUN
american_scientific_journal-4170	71	19	.	.	PUNCT
american_scientific_journal-4170	72	1	a	a	DET
american_scientific_journal-4170	72	2	function	function	NOUN
american_scientific_journal-4170	72	3	radial	radial	ADJ
american_scientific_journal-4170	72	4	basis	basis	NOUN
american_scientific_journal-4170	72	5	is	be	AUX
american_scientific_journal-4170	72	6	used	use	VERB
american_scientific_journal-4170	72	7	,	,	PUNCT
american_scientific_journal-4170	72	8	to	to	PART
american_scientific_journal-4170	72	9	map	map	VERB
american_scientific_journal-4170	72	10	the	the	DET
american_scientific_journal-4170	72	11	inputs	input	NOUN
american_scientific_journal-4170	72	12	by	by	ADP
american_scientific_journal-4170	72	13	gaussian	gaussian	ADJ
american_scientific_journal-4170	72	14	method	method	NOUN
american_scientific_journal-4170	72	15	.	.	PUNCT
american_scientific_journal-4170	73	1	the	the	DET
american_scientific_journal-4170	73	2	information	information	NOUN
american_scientific_journal-4170	73	3	related	relate	VERB
american_scientific_journal-4170	73	4	to	to	ADP
american_scientific_journal-4170	73	5	grades	grade	NOUN
american_scientific_journal-4170	73	6	data	datum	NOUN
american_scientific_journal-4170	73	7	of	of	ADP
american_scientific_journal-4170	73	8	students	student	NOUN
american_scientific_journal-4170	73	9	of	of	ADP
american_scientific_journal-4170	73	10	the	the	DET
american_scientific_journal-4170	73	11	years	year	NOUN
american_scientific_journal-4170	73	12	2010	2010	NUM
american_scientific_journal-4170	73	13	to	to	ADP
american_scientific_journal-4170	73	14	2011	2011	NUM
american_scientific_journal-4170	73	15	and	and	CCONJ
american_scientific_journal-4170	73	16	2011	2011	NUM
american_scientific_journal-4170	73	17	to	to	ADP
american_scientific_journal-4170	73	18	2012	2012	NUM
american_scientific_journal-4170	73	19	totally	totally	ADV
american_scientific_journal-4170	73	20	based	base	VERB
american_scientific_journal-4170	73	21	on	on	ADP
american_scientific_journal-4170	73	22	the	the	DET
american_scientific_journal-4170	73	23	marks	mark	NOUN
american_scientific_journal-4170	73	24	obtained	obtain	VERB
american_scientific_journal-4170	73	25	in	in	ADP
american_scientific_journal-4170	73	26	last	last	ADJ
american_scientific_journal-4170	73	27	past	past	ADJ
american_scientific_journal-4170	73	28	years	year	NOUN
american_scientific_journal-4170	73	29	are	be	AUX
american_scientific_journal-4170	73	30	helpful	helpful	ADJ
american_scientific_journal-4170	73	31	to	to	PART
american_scientific_journal-4170	73	32	predict	predict	VERB
american_scientific_journal-4170	73	33	the	the	DET
american_scientific_journal-4170	73	34	present	present	ADJ
american_scientific_journal-4170	73	35	marks	mark	NOUN
american_scientific_journal-4170	73	36	.	.	PUNCT
american_scientific_journal-4170	74	1	the	the	DET
american_scientific_journal-4170	74	2	record	record	NOUN
american_scientific_journal-4170	74	3	consists	consist	VERB
american_scientific_journal-4170	74	4	of	of	ADP
american_scientific_journal-4170	74	5	more	more	ADJ
american_scientific_journal-4170	74	6	than	than	ADP
american_scientific_journal-4170	74	7	thousand	thousand	NUM
american_scientific_journal-4170	74	8	student	student	NOUN
american_scientific_journal-4170	74	9	’s	’s	PART
american_scientific_journal-4170	74	10	data	datum	NOUN
american_scientific_journal-4170	74	11	and	and	CCONJ
american_scientific_journal-4170	74	12	it	it	PRON
american_scientific_journal-4170	74	13	covers	cover	VERB
american_scientific_journal-4170	74	14	two	two	NUM
american_scientific_journal-4170	74	15	hundred	hundred	NUM
american_scientific_journal-4170	74	16	and	and	CCONJ
american_scientific_journal-4170	74	17	fifty	fifty	NUM
american_scientific_journal-4170	74	18	subjects	subject	NOUN
american_scientific_journal-4170	74	19	.	.	PUNCT
american_scientific_journal-4170	75	1	the	the	DET
american_scientific_journal-4170	75	2	prediction	prediction	NOUN
american_scientific_journal-4170	75	3	parameters	parameter	NOUN
american_scientific_journal-4170	75	4	are	be	AUX
american_scientific_journal-4170	75	5	not	not	PART
american_scientific_journal-4170	75	6	sufficient	sufficient	ADJ
american_scientific_journal-4170	75	7	to	to	PART
american_scientific_journal-4170	75	8	predict	predict	VERB
american_scientific_journal-4170	75	9	the	the	DET
american_scientific_journal-4170	75	10	performance	performance	NOUN
american_scientific_journal-4170	75	11	for	for	ADP
american_scientific_journal-4170	75	12	next	next	ADJ
american_scientific_journal-4170	75	13	years	year	NOUN
american_scientific_journal-4170	75	14	.	.	PUNCT
american_scientific_journal-4170	76	1	no	no	DET
american_scientific_journal-4170	76	2	proper	proper	ADJ
american_scientific_journal-4170	76	3	algorithm	algorithm	NOUN
american_scientific_journal-4170	76	4	and	and	CCONJ
american_scientific_journal-4170	76	5	practical	practical	ADJ
american_scientific_journal-4170	76	6	implementations	implementation	NOUN
american_scientific_journal-4170	76	7	is	be	AUX
american_scientific_journal-4170	76	8	described	describe	VERB
american_scientific_journal-4170	76	9	.	.	PUNCT
american_scientific_journal-4170	77	1	to	to	PART
american_scientific_journal-4170	77	2	find	find	VERB
american_scientific_journal-4170	77	3	out	out	ADP
american_scientific_journal-4170	77	4	the	the	DET
american_scientific_journal-4170	77	5	master	master	NOUN
american_scientific_journal-4170	77	6	’s	’s	PART
american_scientific_journal-4170	77	7	student	student	NOUN
american_scientific_journal-4170	77	8	performance	performance	NOUN
american_scientific_journal-4170	77	9	,	,	PUNCT
american_scientific_journal-4170	77	10	the	the	DET
american_scientific_journal-4170	77	11	method	method	NOUN
american_scientific_journal-4170	77	12	helps	help	VERB
american_scientific_journal-4170	77	13	the	the	DET
american_scientific_journal-4170	77	14	students	student	NOUN
american_scientific_journal-4170	77	15	to	to	PART
american_scientific_journal-4170	77	16	divide	divide	VERB
american_scientific_journal-4170	77	17	into	into	ADP
american_scientific_journal-4170	77	18	clusters	cluster	NOUN
american_scientific_journal-4170	77	19	with	with	ADP
american_scientific_journal-4170	77	20	their	their	PRON
american_scientific_journal-4170	77	21	academic	academic	ADJ
american_scientific_journal-4170	77	22	performance	performance	NOUN
american_scientific_journal-4170	77	23	.	.	PUNCT
american_scientific_journal-4170	78	1	ktona	ktona	PROPN
american_scientific_journal-4170	78	2	and	and	CCONJ
american_scientific_journal-4170	78	3	his	his	PRON
american_scientific_journal-4170	78	4	colleagues	colleague	NOUN
american_scientific_journal-4170	79	1	[	[	X
american_scientific_journal-4170	79	2	18	18	NUM
american_scientific_journal-4170	79	3	]	]	PUNCT
american_scientific_journal-4170	79	4	presented	present	VERB
american_scientific_journal-4170	79	5	data	datum	NOUN
american_scientific_journal-4170	79	6	mining	mining	NOUN
american_scientific_journal-4170	79	7	techniques	technique	NOUN
american_scientific_journal-4170	79	8	.	.	PUNCT
american_scientific_journal-4170	80	1	the	the	DET
american_scientific_journal-4170	80	2	extraction	extraction	NOUN
american_scientific_journal-4170	80	3	of	of	ADP
american_scientific_journal-4170	80	4	classification	classification	NOUN
american_scientific_journal-4170	80	5	rules	rule	NOUN
american_scientific_journal-4170	80	6	and	and	CCONJ
american_scientific_journal-4170	80	7	the	the	DET
american_scientific_journal-4170	80	8	clustering	clustering	NOUN
american_scientific_journal-4170	80	9	have	have	AUX
american_scientific_journal-4170	80	10	been	be	AUX
american_scientific_journal-4170	80	11	implemented	implement	VERB
american_scientific_journal-4170	80	12	by	by	ADP
american_scientific_journal-4170	80	13	use	use	NOUN
american_scientific_journal-4170	80	14	of	of	ADP
american_scientific_journal-4170	80	15	c4.5	c4.5	PROPN
american_scientific_journal-4170	80	16	and	and	CCONJ
american_scientific_journal-4170	80	17	kamerican	kamerican	ADJ
american_scientific_journal-4170	80	18	scientific	scientific	ADJ
american_scientific_journal-4170	80	19	research	research	NOUN
american_scientific_journal-4170	80	20	journal	journal	NOUN
american_scientific_journal-4170	80	21	for	for	ADP
american_scientific_journal-4170	80	22	engineering	engineering	NOUN
american_scientific_journal-4170	80	23	,	,	PUNCT
american_scientific_journal-4170	80	24	technology	technology	NOUN
american_scientific_journal-4170	80	25	,	,	PUNCT
american_scientific_journal-4170	80	26	and	and	CCONJ
american_scientific_journal-4170	80	27	sciences	science	NOUN
american_scientific_journal-4170	80	28	(	(	PUNCT
american_scientific_journal-4170	80	29	asrjets	asrjet	NOUN
american_scientific_journal-4170	80	30	)	)	PUNCT
american_scientific_journal-4170	80	31	(	(	PUNCT
american_scientific_journal-4170	80	32	2018	2018	NUM
american_scientific_journal-4170	80	33	)	)	PUNCT
american_scientific_journal-4170	80	34	volume	volume	NOUN
american_scientific_journal-4170	80	35	44	44	NUM
american_scientific_journal-4170	80	36	,	,	PUNCT
american_scientific_journal-4170	80	37	no	no	DET
american_scientific_journal-4170	80	38	1	1	NUM
american_scientific_journal-4170	80	39	,	,	PUNCT
american_scientific_journal-4170	80	40	pp	pp	ADV
american_scientific_journal-4170	80	41	122	122	NUM
american_scientific_journal-4170	80	42	-	-	SYM
american_scientific_journal-4170	80	43	136	136	NUM
american_scientific_journal-4170	80	44	125	125	NUM
american_scientific_journal-4170	80	45	means	mean	VERB
american_scientific_journal-4170	80	46	algorithm	algorithm	NOUN
american_scientific_journal-4170	80	47	.	.	PUNCT
american_scientific_journal-4170	81	1	by	by	ADP
american_scientific_journal-4170	81	2	this	this	DET
american_scientific_journal-4170	81	3	implementation	implementation	NOUN
american_scientific_journal-4170	81	4	,	,	PUNCT
american_scientific_journal-4170	81	5	the	the	DET
american_scientific_journal-4170	81	6	students	student	NOUN
american_scientific_journal-4170	81	7	can	can	AUX
american_scientific_journal-4170	81	8	choose	choose	VERB
american_scientific_journal-4170	81	9	the	the	DET
american_scientific_journal-4170	81	10	area	area	NOUN
american_scientific_journal-4170	81	11	of	of	ADP
american_scientific_journal-4170	81	12	interest	interest	NOUN
american_scientific_journal-4170	81	13	in	in	ADP
american_scientific_journal-4170	81	14	the	the	DET
american_scientific_journal-4170	81	15	best	good	ADJ
american_scientific_journal-4170	81	16	subject	subject	NOUN
american_scientific_journal-4170	81	17	,	,	PUNCT
american_scientific_journal-4170	81	18	as	as	SCONJ
american_scientific_journal-4170	81	19	this	this	DET
american_scientific_journal-4170	81	20	platform	platform	NOUN
american_scientific_journal-4170	81	21	is	be	AUX
american_scientific_journal-4170	81	22	not	not	PART
american_scientific_journal-4170	81	23	too	too	ADV
american_scientific_journal-4170	81	24	much	much	ADV
american_scientific_journal-4170	81	25	efficient	efficient	ADJ
american_scientific_journal-4170	81	26	.	.	PUNCT
american_scientific_journal-4170	82	1	lime	lime	NOUN
american_scientific_journal-4170	82	2	survey	survey	NOUN
american_scientific_journal-4170	82	3	had	have	AUX
american_scientific_journal-4170	82	4	been	be	AUX
american_scientific_journal-4170	82	5	used	use	VERB
american_scientific_journal-4170	82	6	and	and	CCONJ
american_scientific_journal-4170	82	7	the	the	DET
american_scientific_journal-4170	82	8	number	number	NOUN
american_scientific_journal-4170	82	9	of	of	ADP
american_scientific_journal-4170	82	10	participant	participant	NOUN
american_scientific_journal-4170	82	11	was	be	AUX
american_scientific_journal-4170	82	12	very	very	ADV
american_scientific_journal-4170	82	13	less	less	ADJ
american_scientific_journal-4170	82	14	about	about	ADP
american_scientific_journal-4170	82	15	277	277	NUM
american_scientific_journal-4170	82	16	in	in	ADP
american_scientific_journal-4170	82	17	this	this	DET
american_scientific_journal-4170	82	18	survey	survey	NOUN
american_scientific_journal-4170	82	19	.	.	PUNCT
american_scientific_journal-4170	83	1	due	due	ADP
american_scientific_journal-4170	83	2	to	to	ADP
american_scientific_journal-4170	83	3	these	these	DET
american_scientific_journal-4170	83	4	flaws	flaw	NOUN
american_scientific_journal-4170	83	5	,	,	PUNCT
american_scientific_journal-4170	83	6	it	it	PRON
american_scientific_journal-4170	83	7	does	do	AUX
american_scientific_journal-4170	83	8	not	not	PART
american_scientific_journal-4170	83	9	provide	provide	VERB
american_scientific_journal-4170	83	10	successful	successful	ADJ
american_scientific_journal-4170	83	11	way	way	NOUN
american_scientific_journal-4170	83	12	to	to	PART
american_scientific_journal-4170	83	13	find	find	VERB
american_scientific_journal-4170	83	14	the	the	DET
american_scientific_journal-4170	83	15	performance	performance	NOUN
american_scientific_journal-4170	83	16	of	of	ADP
american_scientific_journal-4170	83	17	the	the	DET
american_scientific_journal-4170	83	18	students	student	NOUN
american_scientific_journal-4170	83	19	.	.	PUNCT
american_scientific_journal-4170	84	1	another	another	DET
american_scientific_journal-4170	84	2	better	well	ADJ
american_scientific_journal-4170	84	3	approach	approach	NOUN
american_scientific_journal-4170	84	4	had	have	AUX
american_scientific_journal-4170	84	5	been	be	AUX
american_scientific_journal-4170	84	6	used	use	VERB
american_scientific_journal-4170	84	7	.	.	PUNCT
american_scientific_journal-4170	85	1	the	the	DET
american_scientific_journal-4170	85	2	nbtree	nbtree	ADJ
american_scientific_journal-4170	85	3	classification	classification	NOUN
american_scientific_journal-4170	85	4	algorithm	algorithm	NOUN
american_scientific_journal-4170	85	5	is	be	AUX
american_scientific_journal-4170	85	6	used	use	VERB
american_scientific_journal-4170	85	7	for	for	ADP
american_scientific_journal-4170	85	8	predicting	predict	VERB
american_scientific_journal-4170	85	9	the	the	DET
american_scientific_journal-4170	85	10	student	student	NOUN
american_scientific_journal-4170	85	11	’s	’s	PART
american_scientific_journal-4170	85	12	performance	performance	NOUN
american_scientific_journal-4170	85	13	by	by	ADP
american_scientific_journal-4170	85	14	christian	christian	PROPN
american_scientific_journal-4170	85	15	and	and	CCONJ
american_scientific_journal-4170	85	16	his	his	PRON
american_scientific_journal-4170	85	17	colleagues	colleague	NOUN
american_scientific_journal-4170	85	18	work	work	VERB
american_scientific_journal-4170	85	19	[	[	X
american_scientific_journal-4170	85	20	19	19	NUM
american_scientific_journal-4170	85	21	]	]	PUNCT
american_scientific_journal-4170	85	22	.	.	PUNCT
american_scientific_journal-4170	86	1	the	the	DET
american_scientific_journal-4170	86	2	datasets	dataset	NOUN
american_scientific_journal-4170	86	3	consist	consist	VERB
american_scientific_journal-4170	86	4	of	of	ADP
american_scientific_journal-4170	86	5	academic	academic	ADJ
american_scientific_journal-4170	86	6	,	,	PUNCT
american_scientific_journal-4170	86	7	education	education	NOUN
american_scientific_journal-4170	86	8	,	,	PUNCT
american_scientific_journal-4170	86	9	admission	admission	NOUN
american_scientific_journal-4170	86	10	data	datum	NOUN
american_scientific_journal-4170	86	11	as	as	ADV
american_scientific_journal-4170	86	12	well	well	ADV
american_scientific_journal-4170	86	13	as	as	ADP
american_scientific_journal-4170	86	14	personal	personal	ADJ
american_scientific_journal-4170	86	15	data	datum	NOUN
american_scientific_journal-4170	86	16	during	during	ADP
american_scientific_journal-4170	86	17	their	their	PRON
american_scientific_journal-4170	86	18	studies	study	NOUN
american_scientific_journal-4170	86	19	.	.	PUNCT
american_scientific_journal-4170	87	1	weka	weka	PROPN
american_scientific_journal-4170	87	2	toolkit	toolkit	NOUN
american_scientific_journal-4170	87	3	for	for	ADP
american_scientific_journal-4170	87	4	data	datum	NOUN
american_scientific_journal-4170	87	5	mining	mining	NOUN
american_scientific_journal-4170	87	6	is	be	AUX
american_scientific_journal-4170	87	7	used	use	VERB
american_scientific_journal-4170	87	8	.	.	PUNCT
american_scientific_journal-4170	88	1	the	the	DET
american_scientific_journal-4170	88	2	paper	paper	NOUN
american_scientific_journal-4170	88	3	is	be	AUX
american_scientific_journal-4170	88	4	used	use	VERB
american_scientific_journal-4170	88	5	for	for	ADP
american_scientific_journal-4170	88	6	building	build	VERB
american_scientific_journal-4170	88	7	a	a	DET
american_scientific_journal-4170	88	8	model	model	NOUN
american_scientific_journal-4170	88	9	of	of	ADP
american_scientific_journal-4170	88	10	classification	classification	NOUN
american_scientific_journal-4170	88	11	for	for	ADP
american_scientific_journal-4170	88	12	checking	check	VERB
american_scientific_journal-4170	88	13	the	the	DET
american_scientific_journal-4170	88	14	performance	performance	NOUN
american_scientific_journal-4170	88	15	of	of	ADP
american_scientific_journal-4170	88	16	students	student	NOUN
american_scientific_journal-4170	88	17	;	;	PUNCT
american_scientific_journal-4170	88	18	gender	gender	NOUN
american_scientific_journal-4170	88	19	attribute	attribute	NOUN
american_scientific_journal-4170	88	20	,	,	PUNCT
american_scientific_journal-4170	88	21	gpa	gpa	PROPN
american_scientific_journal-4170	88	22	,	,	PUNCT
american_scientific_journal-4170	88	23	credit	credit	NOUN
american_scientific_journal-4170	88	24	,	,	PUNCT
american_scientific_journal-4170	88	25	and	and	CCONJ
american_scientific_journal-4170	88	26	test	test	NOUN
american_scientific_journal-4170	88	27	score	score	NOUN
american_scientific_journal-4170	88	28	as	as	ADP
american_scientific_journal-4170	88	29	an	an	DET
american_scientific_journal-4170	88	30	important	important	ADJ
american_scientific_journal-4170	88	31	attribute	attribute	NOUN
american_scientific_journal-4170	88	32	are	be	AUX
american_scientific_journal-4170	88	33	also	also	ADV
american_scientific_journal-4170	88	34	used	use	VERB
american_scientific_journal-4170	88	35	.	.	PUNCT
american_scientific_journal-4170	89	1	it	it	PRON
american_scientific_journal-4170	89	2	is	be	AUX
american_scientific_journal-4170	89	3	more	more	ADV
american_scientific_journal-4170	89	4	efficient	efficient	ADJ
american_scientific_journal-4170	89	5	to	to	PART
american_scientific_journal-4170	89	6	use	use	VERB
american_scientific_journal-4170	89	7	the	the	DET
american_scientific_journal-4170	89	8	datasets	dataset	NOUN
american_scientific_journal-4170	89	9	of	of	ADP
american_scientific_journal-4170	89	10	higher	high	ADJ
american_scientific_journal-4170	89	11	education	education	NOUN
american_scientific_journal-4170	89	12	institutions	institution	NOUN
american_scientific_journal-4170	89	13	to	to	PART
american_scientific_journal-4170	89	14	get	get	VERB
american_scientific_journal-4170	89	15	the	the	DET
american_scientific_journal-4170	89	16	model	model	NOUN
american_scientific_journal-4170	89	17	for	for	ADP
american_scientific_journal-4170	89	18	performance	performance	NOUN
american_scientific_journal-4170	89	19	of	of	ADP
american_scientific_journal-4170	89	20	the	the	DET
american_scientific_journal-4170	89	21	students	student	NOUN
american_scientific_journal-4170	89	22	.	.	PUNCT
american_scientific_journal-4170	90	1	it	it	PRON
american_scientific_journal-4170	90	2	is	be	AUX
american_scientific_journal-4170	90	3	better	well	ADJ
american_scientific_journal-4170	90	4	to	to	PART
american_scientific_journal-4170	90	5	use	use	VERB
american_scientific_journal-4170	90	6	artificial	artificial	ADJ
american_scientific_journal-4170	90	7	intelligence	intelligence	NOUN
american_scientific_journal-4170	90	8	techniques	technique	NOUN
american_scientific_journal-4170	90	9	for	for	ADP
american_scientific_journal-4170	90	10	more	more	ADV
american_scientific_journal-4170	90	11	efficient	efficient	ADJ
american_scientific_journal-4170	90	12	results	result	NOUN
american_scientific_journal-4170	90	13	.	.	PUNCT
american_scientific_journal-4170	91	1	grivokostopoulou	grivokostopoulou	PROPN
american_scientific_journal-4170	91	2	and	and	CCONJ
american_scientific_journal-4170	91	3	his	his	PRON
american_scientific_journal-4170	91	4	colleagues	colleague	NOUN
american_scientific_journal-4170	91	5	in	in	ADP
american_scientific_journal-4170	91	6	[	[	X
american_scientific_journal-4170	91	7	20	20	NUM
american_scientific_journal-4170	91	8	]	]	PUNCT
american_scientific_journal-4170	91	9	used	use	VERB
american_scientific_journal-4170	91	10	a	a	DET
american_scientific_journal-4170	91	11	method	method	NOUN
american_scientific_journal-4170	91	12	to	to	PART
american_scientific_journal-4170	91	13	check	check	VERB
american_scientific_journal-4170	91	14	the	the	DET
american_scientific_journal-4170	91	15	student	student	NOUN
american_scientific_journal-4170	91	16	’s	’s	PART
american_scientific_journal-4170	91	17	learning	learning	NOUN
american_scientific_journal-4170	91	18	mechanism	mechanism	NOUN
american_scientific_journal-4170	91	19	as	as	ADV
american_scientific_journal-4170	91	20	well	well	ADV
american_scientific_journal-4170	91	21	as	as	ADP
american_scientific_journal-4170	91	22	semantic	semantic	ADJ
american_scientific_journal-4170	91	23	rules	rule	NOUN
american_scientific_journal-4170	91	24	;	;	PUNCT
american_scientific_journal-4170	91	25	it	it	PRON
american_scientific_journal-4170	91	26	helps	help	VERB
american_scientific_journal-4170	91	27	in	in	ADP
american_scientific_journal-4170	91	28	guessing	guess	VERB
american_scientific_journal-4170	91	29	the	the	DET
american_scientific_journal-4170	91	30	performances	performance	NOUN
american_scientific_journal-4170	91	31	of	of	ADP
american_scientific_journal-4170	91	32	students	student	NOUN
american_scientific_journal-4170	91	33	.	.	PUNCT
american_scientific_journal-4170	92	1	for	for	ADP
american_scientific_journal-4170	92	2	the	the	DET
american_scientific_journal-4170	92	3	improvement	improvement	NOUN
american_scientific_journal-4170	92	4	of	of	ADP
american_scientific_journal-4170	92	5	education	education	NOUN
american_scientific_journal-4170	92	6	,	,	PUNCT
american_scientific_journal-4170	92	7	delivering	deliver	VERB
american_scientific_journal-4170	92	8	qualities	quality	NOUN
american_scientific_journal-4170	92	9	and	and	CCONJ
american_scientific_journal-4170	92	10	the	the	DET
american_scientific_journal-4170	92	11	learning	learning	NOUN
american_scientific_journal-4170	92	12	activities	activity	NOUN
american_scientific_journal-4170	92	13	,	,	PUNCT
american_scientific_journal-4170	92	14	semantic	semantic	ADJ
american_scientific_journal-4170	92	15	rules	rule	NOUN
american_scientific_journal-4170	92	16	and	and	CCONJ
american_scientific_journal-4170	92	17	ontologies	ontology	NOUN
american_scientific_journal-4170	92	18	are	be	AUX
american_scientific_journal-4170	92	19	also	also	ADV
american_scientific_journal-4170	92	20	used	use	VERB
american_scientific_journal-4170	92	21	.	.	PUNCT
american_scientific_journal-4170	93	1	various	various	ADJ
american_scientific_journal-4170	93	2	artificial	artificial	ADJ
american_scientific_journal-4170	93	3	intelligence	intelligence	NOUN
american_scientific_journal-4170	93	4	methods	method	NOUN
american_scientific_journal-4170	93	5	are	be	AUX
american_scientific_journal-4170	93	6	used	use	VERB
american_scientific_journal-4170	93	7	for	for	ADP
american_scientific_journal-4170	93	8	adaptive	adaptive	ADJ
american_scientific_journal-4170	93	9	learning	learning	NOUN
american_scientific_journal-4170	93	10	.	.	PUNCT
american_scientific_journal-4170	94	1	an	an	DET
american_scientific_journal-4170	94	2	efficient	efficient	ADJ
american_scientific_journal-4170	94	3	approach	approach	NOUN
american_scientific_journal-4170	94	4	of	of	ADP
american_scientific_journal-4170	94	5	decision	decision	NOUN
american_scientific_journal-4170	94	6	tree	tree	NOUN
american_scientific_journal-4170	94	7	is	be	AUX
american_scientific_journal-4170	94	8	used	use	VERB
american_scientific_journal-4170	94	9	to	to	PART
american_scientific_journal-4170	94	10	answer	answer	VERB
american_scientific_journal-4170	94	11	the	the	DET
american_scientific_journal-4170	94	12	fail	fail	NOUN
american_scientific_journal-4170	94	13	or	or	CCONJ
american_scientific_journal-4170	94	14	pass	pass	VERB
american_scientific_journal-4170	94	15	percentages	percentage	NOUN
american_scientific_journal-4170	94	16	in	in	ADP
american_scientific_journal-4170	94	17	advance	advance	NOUN
american_scientific_journal-4170	94	18	for	for	ADP
american_scientific_journal-4170	94	19	the	the	DET
american_scientific_journal-4170	94	20	artificial	artificial	ADJ
american_scientific_journal-4170	94	21	intelligence	intelligence	NOUN
american_scientific_journal-4170	94	22	course	course	NOUN
american_scientific_journal-4170	94	23	;	;	PUNCT
american_scientific_journal-4170	94	24	c4.5	c4.5	PROPN
american_scientific_journal-4170	94	25	and	and	CCONJ
american_scientific_journal-4170	94	26	cart	cart	NOUN
american_scientific_journal-4170	94	27	have	have	AUX
american_scientific_journal-4170	94	28	been	be	AUX
american_scientific_journal-4170	94	29	used	use	VERB
american_scientific_journal-4170	94	30	.	.	PUNCT
american_scientific_journal-4170	95	1	weka	weka	PROPN
american_scientific_journal-4170	95	2	is	be	AUX
american_scientific_journal-4170	95	3	used	use	VERB
american_scientific_journal-4170	95	4	for	for	ADP
american_scientific_journal-4170	95	5	experiments	experiment	NOUN
american_scientific_journal-4170	95	6	.	.	PUNCT
american_scientific_journal-4170	96	1	the	the	DET
american_scientific_journal-4170	96	2	above	above	ADV
american_scientific_journal-4170	96	3	-	-	PUNCT
american_scientific_journal-4170	96	4	described	describe	VERB
american_scientific_journal-4170	96	5	approach	approach	NOUN
american_scientific_journal-4170	96	6	does	do	AUX
american_scientific_journal-4170	96	7	not	not	PART
american_scientific_journal-4170	96	8	provide	provide	VERB
american_scientific_journal-4170	96	9	a	a	DET
american_scientific_journal-4170	96	10	larger	large	ADJ
american_scientific_journal-4170	96	11	scale	scale	NOUN
american_scientific_journal-4170	96	12	evaluation	evaluation	NOUN
american_scientific_journal-4170	96	13	for	for	ADP
american_scientific_journal-4170	96	14	understanding	understand	VERB
american_scientific_journal-4170	96	15	the	the	DET
american_scientific_journal-4170	96	16	performance	performance	NOUN
american_scientific_journal-4170	96	17	of	of	ADP
american_scientific_journal-4170	96	18	a	a	DET
american_scientific_journal-4170	96	19	system	system	NOUN
american_scientific_journal-4170	96	20	.	.	PUNCT
american_scientific_journal-4170	97	1	the	the	DET
american_scientific_journal-4170	97	2	authors	author	NOUN
american_scientific_journal-4170	97	3	work	work	VERB
american_scientific_journal-4170	97	4	is	be	AUX
american_scientific_journal-4170	97	5	not	not	PART
american_scientific_journal-4170	97	6	analyzing	analyze	VERB
american_scientific_journal-4170	97	7	the	the	DET
american_scientific_journal-4170	97	8	performance	performance	NOUN
american_scientific_journal-4170	97	9	of	of	ADP
american_scientific_journal-4170	97	10	gender	gender	NOUN
american_scientific_journal-4170	97	11	-	-	PUNCT
american_scientific_journal-4170	97	12	related	relate	VERB
american_scientific_journal-4170	97	13	rules	rule	NOUN
american_scientific_journal-4170	97	14	,	,	PUNCT
american_scientific_journal-4170	97	15	as	as	ADV
american_scientific_journal-4170	97	16	well	well	ADV
american_scientific_journal-4170	97	17	as	as	ADP
american_scientific_journal-4170	97	18	the	the	DET
american_scientific_journal-4170	97	19	mistakes	mistake	NOUN
american_scientific_journal-4170	97	20	happened	happen	VERB
american_scientific_journal-4170	97	21	in	in	ADP
american_scientific_journal-4170	97	22	examination	examination	NOUN
american_scientific_journal-4170	97	23	tests	test	NOUN
american_scientific_journal-4170	97	24	.	.	PUNCT
american_scientific_journal-4170	98	1	the	the	DET
american_scientific_journal-4170	98	2	missing	miss	VERB
american_scientific_journal-4170	98	3	data	datum	NOUN
american_scientific_journal-4170	98	4	is	be	AUX
american_scientific_journal-4170	98	5	not	not	PART
american_scientific_journal-4170	98	6	properly	properly	ADV
american_scientific_journal-4170	98	7	manage	manage	VERB
american_scientific_journal-4170	98	8	in	in	ADP
american_scientific_journal-4170	98	9	this	this	DET
american_scientific_journal-4170	98	10	approach	approach	NOUN
american_scientific_journal-4170	98	11	.	.	PUNCT
american_scientific_journal-4170	99	1	a	a	DET
american_scientific_journal-4170	99	2	simple	simple	ADJ
american_scientific_journal-4170	99	3	model	model	NOUN
american_scientific_journal-4170	99	4	of	of	ADP
american_scientific_journal-4170	99	5	linear	linear	PROPN
american_scientific_journal-4170	99	6	regression	regression	NOUN
american_scientific_journal-4170	99	7	is	be	AUX
american_scientific_journal-4170	99	8	used	use	VERB
american_scientific_journal-4170	99	9	to	to	PART
american_scientific_journal-4170	99	10	predict	predict	VERB
american_scientific_journal-4170	99	11	the	the	DET
american_scientific_journal-4170	99	12	cumulative	cumulative	ADJ
american_scientific_journal-4170	99	13	gpa	gpa	PROPN
american_scientific_journal-4170	99	14	proposed	propose	VERB
american_scientific_journal-4170	99	15	by	by	ADP
american_scientific_journal-4170	99	16	wang	wang	PROPN
american_scientific_journal-4170	99	17	and	and	CCONJ
american_scientific_journal-4170	99	18	his	his	PRON
american_scientific_journal-4170	99	19	colleagues	colleague	NOUN
american_scientific_journal-4170	99	20	[	[	X
american_scientific_journal-4170	99	21	21	21	NUM
american_scientific_journal-4170	99	22	]	]	X
american_scientific_journal-4170	99	23	work	work	NOUN
american_scientific_journal-4170	99	24	.	.	PUNCT
american_scientific_journal-4170	100	1	it	it	PRON
american_scientific_journal-4170	100	2	is	be	AUX
american_scientific_journal-4170	100	3	a	a	DET
american_scientific_journal-4170	100	4	new	new	ADJ
american_scientific_journal-4170	100	5	method	method	NOUN
american_scientific_journal-4170	100	6	to	to	PART
american_scientific_journal-4170	100	7	automatically	automatically	ADV
american_scientific_journal-4170	100	8	infer	infer	VERB
american_scientific_journal-4170	100	9	the	the	DET
american_scientific_journal-4170	100	10	study	study	NOUN
american_scientific_journal-4170	100	11	and	and	CCONJ
american_scientific_journal-4170	100	12	social	social	ADJ
american_scientific_journal-4170	100	13	behaviors	behavior	NOUN
american_scientific_journal-4170	100	14	,	,	PUNCT
american_scientific_journal-4170	100	15	using	use	VERB
american_scientific_journal-4170	100	16	passive	passive	ADJ
american_scientific_journal-4170	100	17	sensing	sensing	NOUN
american_scientific_journal-4170	100	18	from	from	ADP
american_scientific_journal-4170	100	19	smartphones	smartphone	NOUN
american_scientific_journal-4170	100	20	.	.	PUNCT
american_scientific_journal-4170	101	1	it	it	PRON
american_scientific_journal-4170	101	2	used	use	VERB
american_scientific_journal-4170	101	3	the	the	DET
american_scientific_journal-4170	101	4	analysis	analysis	NOUN
american_scientific_journal-4170	101	5	of	of	ADP
american_scientific_journal-4170	101	6	behaviors	behavior	NOUN
american_scientific_journal-4170	101	7	as	as	ADP
american_scientific_journal-4170	101	8	input	input	NOUN
american_scientific_journal-4170	101	9	to	to	PART
american_scientific_journal-4170	101	10	sketch	sketch	VERB
american_scientific_journal-4170	101	11	the	the	DET
american_scientific_journal-4170	101	12	model	model	NOUN
american_scientific_journal-4170	101	13	.	.	PUNCT
american_scientific_journal-4170	102	1	the	the	DET
american_scientific_journal-4170	102	2	students	student	NOUN
american_scientific_journal-4170	102	3	of	of	ADP
american_scientific_journal-4170	102	4	undergraduate	undergraduate	NOUN
american_scientific_journal-4170	102	5	at	at	ADP
american_scientific_journal-4170	102	6	dartmouth	dartmouth	PROPN
american_scientific_journal-4170	102	7	college	college	PROPN
american_scientific_journal-4170	102	8	has	have	AUX
american_scientific_journal-4170	102	9	been	be	AUX
american_scientific_journal-4170	102	10	utilized	utilize	VERB
american_scientific_journal-4170	102	11	as	as	ADP
american_scientific_journal-4170	102	12	data	data	NOUN
american_scientific_journal-4170	102	13	sets	set	NOUN
american_scientific_journal-4170	102	14	.	.	PUNCT
american_scientific_journal-4170	103	1	the	the	DET
american_scientific_journal-4170	103	2	behavioral	behavioral	ADJ
american_scientific_journal-4170	103	3	slope	slope	NOUN
american_scientific_journal-4170	103	4	and	and	CCONJ
american_scientific_journal-4170	103	5	breakpoints	breakpoint	NOUN
american_scientific_journal-4170	103	6	are	be	AUX
american_scientific_journal-4170	103	7	used	use	VERB
american_scientific_journal-4170	103	8	for	for	ADP
american_scientific_journal-4170	103	9	the	the	DET
american_scientific_journal-4170	103	10	representation	representation	NOUN
american_scientific_journal-4170	103	11	of	of	ADP
american_scientific_journal-4170	103	12	patterns	pattern	NOUN
american_scientific_journal-4170	103	13	,	,	PUNCT
american_scientific_journal-4170	103	14	least	least	ADJ
american_scientific_journal-4170	103	15	absolute	absolute	ADJ
american_scientific_journal-4170	103	16	shrink	shrink	NOUN
american_scientific_journal-4170	103	17	and	and	CCONJ
american_scientific_journal-4170	103	18	selecting	select	VERB
american_scientific_journal-4170	103	19	operator	operator	NOUN
american_scientific_journal-4170	103	20	act	act	NOUN
american_scientific_journal-4170	103	21	as	as	ADP
american_scientific_journal-4170	103	22	model	model	NOUN
american_scientific_journal-4170	103	23	of	of	ADP
american_scientific_journal-4170	103	24	prediction	prediction	NOUN
american_scientific_journal-4170	103	25	.	.	PUNCT
american_scientific_journal-4170	104	1	this	this	PRON
american_scientific_journal-4170	104	2	is	be	AUX
american_scientific_journal-4170	104	3	an	an	DET
american_scientific_journal-4170	104	4	efficient	efficient	ADJ
american_scientific_journal-4170	104	5	approach	approach	NOUN
american_scientific_journal-4170	104	6	,	,	PUNCT
american_scientific_journal-4170	104	7	because	because	SCONJ
american_scientific_journal-4170	104	8	no	no	DET
american_scientific_journal-4170	104	9	work	work	NOUN
american_scientific_journal-4170	104	10	had	have	AUX
american_scientific_journal-4170	104	11	been	be	AUX
american_scientific_journal-4170	104	12	done	do	VERB
american_scientific_journal-4170	104	13	by	by	ADP
american_scientific_journal-4170	104	14	the	the	DET
american_scientific_journal-4170	104	15	use	use	NOUN
american_scientific_journal-4170	104	16	of	of	ADP
american_scientific_journal-4170	104	17	passive	passive	ADJ
american_scientific_journal-4170	104	18	sensor	sensor	NOUN
american_scientific_journal-4170	104	19	data	datum	NOUN
american_scientific_journal-4170	104	20	and	and	CCONJ
american_scientific_journal-4170	104	21	time	time	NOUN
american_scientific_journal-4170	104	22	series	series	NOUN
american_scientific_journal-4170	104	23	analysis	analysis	NOUN
american_scientific_journal-4170	104	24	from	from	ADP
american_scientific_journal-4170	104	25	smart	smart	ADJ
american_scientific_journal-4170	104	26	-	-	PUNCT
american_scientific_journal-4170	104	27	phones	phone	NOUN
american_scientific_journal-4170	104	28	as	as	ADP
american_scientific_journal-4170	104	29	a	a	DET
american_scientific_journal-4170	104	30	predictor	predictor	NOUN
american_scientific_journal-4170	104	31	.	.	PUNCT
american_scientific_journal-4170	105	1	the	the	DET
american_scientific_journal-4170	105	2	longitude	longitude	ADJ
american_scientific_journal-4170	105	3	measure	measure	NOUN
american_scientific_journal-4170	105	4	of	of	ADP
american_scientific_journal-4170	105	5	living	living	NOUN
american_scientific_journal-4170	105	6	,	,	PUNCT
american_scientific_journal-4170	105	7	style	style	NOUN
american_scientific_journal-4170	105	8	and	and	CCONJ
american_scientific_journal-4170	105	9	behaviors	behavior	NOUN
american_scientific_journal-4170	105	10	of	of	ADP
american_scientific_journal-4170	105	11	students	student	NOUN
american_scientific_journal-4170	105	12	are	be	AUX
american_scientific_journal-4170	105	13	used	use	VERB
american_scientific_journal-4170	105	14	for	for	ADP
american_scientific_journal-4170	105	15	prediction	prediction	NOUN
american_scientific_journal-4170	105	16	of	of	ADP
american_scientific_journal-4170	105	17	the	the	DET
american_scientific_journal-4170	105	18	performances	performance	NOUN
american_scientific_journal-4170	105	19	.	.	PUNCT
american_scientific_journal-4170	106	1	to	to	PART
american_scientific_journal-4170	106	2	predict	predict	VERB
american_scientific_journal-4170	106	3	the	the	DET
american_scientific_journal-4170	106	4	course	course	NOUN
american_scientific_journal-4170	106	5	based	base	VERB
american_scientific_journal-4170	106	6	data	datum	NOUN
american_scientific_journal-4170	106	7	from	from	ADP
american_scientific_journal-4170	106	8	washington	washington	PROPN
american_scientific_journal-4170	106	9	state	state	PROPN
american_scientific_journal-4170	106	10	university	university	PROPN
american_scientific_journal-4170	106	11	is	be	AUX
american_scientific_journal-4170	106	12	available	available	ADJ
american_scientific_journal-4170	106	13	for	for	ADP
american_scientific_journal-4170	106	14	the	the	DET
american_scientific_journal-4170	106	15	course	course	NOUN
american_scientific_journal-4170	106	16	.	.	PUNCT
american_scientific_journal-4170	107	1	carter	carter	NOUN
american_scientific_journal-4170	107	2	and	and	CCONJ
american_scientific_journal-4170	107	3	his	his	PRON
american_scientific_journal-4170	107	4	colleagues	colleague	NOUN
american_scientific_journal-4170	107	5	[	[	X
american_scientific_journal-4170	107	6	22	22	NUM
american_scientific_journal-4170	107	7	]	]	PUNCT
american_scientific_journal-4170	107	8	proposed	propose	VERB
american_scientific_journal-4170	107	9	a	a	DET
american_scientific_journal-4170	107	10	normalized	normalize	VERB
american_scientific_journal-4170	107	11	programming	programming	NOUN
american_scientific_journal-4170	107	12	state	state	NOUN
american_scientific_journal-4170	107	13	model	model	NOUN
american_scientific_journal-4170	107	14	based	base	VERB
american_scientific_journal-4170	107	15	on	on	ADP
american_scientific_journal-4170	107	16	empirical	empirical	ADJ
american_scientific_journal-4170	107	17	study	study	NOUN
american_scientific_journal-4170	107	18	,	,	PUNCT
american_scientific_journal-4170	107	19	a	a	DET
american_scientific_journal-4170	107	20	formula	formula	NOUN
american_scientific_journal-4170	107	21	is	be	AUX
american_scientific_journal-4170	107	22	calculated	calculate	VERB
american_scientific_journal-4170	107	23	.	.	PUNCT
american_scientific_journal-4170	108	1	this	this	DET
american_scientific_journal-4170	108	2	model	model	NOUN
american_scientific_journal-4170	108	3	is	be	AUX
american_scientific_journal-4170	108	4	unreachable	unreachable	ADJ
american_scientific_journal-4170	108	5	in	in	ADP
american_scientific_journal-4170	108	6	novice	novice	NOUN
american_scientific_journal-4170	108	7	programming	programming	NOUN
american_scientific_journal-4170	108	8	environments	environment	NOUN
american_scientific_journal-4170	108	9	.	.	PUNCT
american_scientific_journal-4170	109	1	it	it	PRON
american_scientific_journal-4170	109	2	is	be	AUX
american_scientific_journal-4170	109	3	explanation	explanation	NOUN
american_scientific_journal-4170	109	4	of	of	ADP
american_scientific_journal-4170	109	5	how	how	SCONJ
american_scientific_journal-4170	109	6	a	a	DET
american_scientific_journal-4170	109	7	learner	learner	NOUN
american_scientific_journal-4170	109	8	online	online	ADJ
american_scientific_journal-4170	109	9	social	social	ADJ
american_scientific_journal-4170	109	10	behavior	behavior	NOUN
american_scientific_journal-4170	109	11	produces	produce	VERB
american_scientific_journal-4170	109	12	an	an	DET
american_scientific_journal-4170	109	13	impact	impact	NOUN
american_scientific_journal-4170	109	14	on	on	ADP
american_scientific_journal-4170	109	15	capabilities	capability	NOUN
american_scientific_journal-4170	109	16	of	of	ADP
american_scientific_journal-4170	109	17	prediction	prediction	NOUN
american_scientific_journal-4170	109	18	of	of	ADP
american_scientific_journal-4170	109	19	the	the	DET
american_scientific_journal-4170	109	20	normalized	normalize	VERB
american_scientific_journal-4170	109	21	programming	programming	NOUN
american_scientific_journal-4170	109	22	state	state	NOUN
american_scientific_journal-4170	109	23	model	model	NOUN
american_scientific_journal-4170	109	24	.	.	PUNCT
american_scientific_journal-4170	110	1	the	the	DET
american_scientific_journal-4170	110	2	work	work	NOUN
american_scientific_journal-4170	110	3	of	of	ADP
american_scientific_journal-4170	110	4	carter	carter	PROPN
american_scientific_journal-4170	110	5	and	and	CCONJ
american_scientific_journal-4170	110	6	his	his	PRON
american_scientific_journal-4170	110	7	colleagues	colleague	NOUN
american_scientific_journal-4170	110	8	is	be	AUX
american_scientific_journal-4170	110	9	specified	specify	VERB
american_scientific_journal-4170	110	10	for	for	ADP
american_scientific_journal-4170	110	11	programming	programming	NOUN
american_scientific_journal-4170	110	12	skill	skill	NOUN
american_scientific_journal-4170	110	13	and	and	CCONJ
american_scientific_journal-4170	110	14	learning	learning	NOUN
american_scientific_journal-4170	110	15	;	;	PUNCT
american_scientific_journal-4170	110	16	other	other	ADJ
american_scientific_journal-4170	110	17	studies	study	NOUN
american_scientific_journal-4170	110	18	are	be	AUX
american_scientific_journal-4170	110	19	ignored	ignore	VERB
american_scientific_journal-4170	110	20	for	for	ADP
american_scientific_journal-4170	110	21	prediction	prediction	NOUN
american_scientific_journal-4170	110	22	of	of	ADP
american_scientific_journal-4170	110	23	performances	performance	NOUN
american_scientific_journal-4170	110	24	.	.	PUNCT
american_scientific_journal-4170	111	1	according	accord	VERB
american_scientific_journal-4170	111	2	to	to	ADP
american_scientific_journal-4170	111	3	mgala	mgala	NOUN
american_scientific_journal-4170	111	4	and	and	CCONJ
american_scientific_journal-4170	111	5	his	his	PRON
american_scientific_journal-4170	111	6	colleagues	colleague	NOUN
american_scientific_journal-4170	111	7	[	[	X
american_scientific_journal-4170	111	8	23	23	NUM
american_scientific_journal-4170	111	9	]	]	PUNCT
american_scientific_journal-4170	111	10	proposed	propose	VERB
american_scientific_journal-4170	111	11	study	study	NOUN
american_scientific_journal-4170	111	12	based	base	VERB
american_scientific_journal-4170	111	13	on	on	ADP
american_scientific_journal-4170	111	14	developing	develop	VERB
american_scientific_journal-4170	111	15	a	a	DET
american_scientific_journal-4170	111	16	computer	computer	NOUN
american_scientific_journal-4170	111	17	-	-	PUNCT
american_scientific_journal-4170	111	18	based	base	VERB
american_scientific_journal-4170	111	19	prediction	prediction	NOUN
american_scientific_journal-4170	111	20	tool	tool	NOUN
american_scientific_journal-4170	111	21	.	.	PUNCT
american_scientific_journal-4170	112	1	a	a	DET
american_scientific_journal-4170	112	2	model	model	NOUN
american_scientific_journal-4170	112	3	was	be	AUX
american_scientific_journal-4170	112	4	built	build	VERB
american_scientific_journal-4170	112	5	based	base	VERB
american_scientific_journal-4170	112	6	on	on	ADP
american_scientific_journal-4170	112	7	a	a	DET
american_scientific_journal-4170	112	8	large	large	ADJ
american_scientific_journal-4170	112	9	dataset	dataset	NOUN
american_scientific_journal-4170	112	10	collected	collect	VERB
american_scientific_journal-4170	112	11	from	from	ADP
american_scientific_journal-4170	112	12	grade-8	grade-8	NOUN
american_scientific_journal-4170	112	13	students	student	NOUN
american_scientific_journal-4170	112	14	;	;	PUNCT
american_scientific_journal-4170	112	15	they	they	PRON
american_scientific_journal-4170	112	16	participated	participate	VERB
american_scientific_journal-4170	112	17	in	in	ADP
american_scientific_journal-4170	112	18	kenya	kenya	PROPN
american_scientific_journal-4170	112	19	certificate	certificate	NOUN
american_scientific_journal-4170	112	20	of	of	ADP
american_scientific_journal-4170	112	21	primary	primary	ADJ
american_scientific_journal-4170	112	22	education	education	NOUN
american_scientific_journal-4170	112	23	exam	exam	NOUN
american_scientific_journal-4170	112	24	.	.	PUNCT
american_scientific_journal-4170	113	1	the	the	DET
american_scientific_journal-4170	113	2	record	record	NOUN
american_scientific_journal-4170	113	3	consisted	consist	VERB
american_scientific_journal-4170	113	4	of	of	ADP
american_scientific_journal-4170	113	5	2426	2426	NUM
american_scientific_journal-4170	113	6	students	student	NOUN
american_scientific_journal-4170	113	7	.	.	PUNCT
american_scientific_journal-4170	114	1	the	the	DET
american_scientific_journal-4170	114	2	mean	mean	ADJ
american_scientific_journal-4170	114	3	imputation	imputation	NOUN
american_scientific_journal-4170	114	4	is	be	AUX
american_scientific_journal-4170	114	5	used	use	VERB
american_scientific_journal-4170	114	6	to	to	PART
american_scientific_journal-4170	114	7	treat	treat	VERB
american_scientific_journal-4170	114	8	the	the	DET
american_scientific_journal-4170	114	9	missing	miss	VERB
american_scientific_journal-4170	114	10	values	value	NOUN
american_scientific_journal-4170	114	11	.	.	PUNCT
american_scientific_journal-4170	115	1	for	for	ADP
american_scientific_journal-4170	115	2	preprocessing	preprocesse	VERB
american_scientific_journal-4170	115	3	steps	step	NOUN
american_scientific_journal-4170	115	4	,	,	PUNCT
american_scientific_journal-4170	115	5	filters	filter	NOUN
american_scientific_journal-4170	115	6	are	be	AUX
american_scientific_journal-4170	115	7	used	use	VERB
american_scientific_journal-4170	115	8	in	in	ADP
american_scientific_journal-4170	115	9	feature	feature	NOUN
american_scientific_journal-4170	115	10	selection	selection	NOUN
american_scientific_journal-4170	115	11	technique	technique	NOUN
american_scientific_journal-4170	115	12	,	,	PUNCT
american_scientific_journal-4170	115	13	machinelearning	machinelearne	VERB
american_scientific_journal-4170	115	14	techniques	technique	NOUN
american_scientific_journal-4170	115	15	,	,	PUNCT
american_scientific_journal-4170	115	16	and	and	CCONJ
american_scientific_journal-4170	115	17	data	datum	NOUN
american_scientific_journal-4170	115	18	mining	mining	NOUN
american_scientific_journal-4170	115	19	algorithms	algorithm	NOUN
american_scientific_journal-4170	115	20	have	have	AUX
american_scientific_journal-4170	115	21	been	be	AUX
american_scientific_journal-4170	115	22	used	use	VERB
american_scientific_journal-4170	115	23	for	for	ADP
american_scientific_journal-4170	115	24	building	building	NOUN
american_scientific_journal-4170	115	25	models	model	NOUN
american_scientific_journal-4170	115	26	of	of	ADP
american_scientific_journal-4170	115	27	prediction	prediction	NOUN
american_scientific_journal-4170	115	28	.	.	PUNCT
american_scientific_journal-4170	116	1	the	the	DET
american_scientific_journal-4170	116	2	logistic	logistic	ADJ
american_scientific_journal-4170	116	3	regression	regression	NOUN
american_scientific_journal-4170	116	4	,	,	PUNCT
american_scientific_journal-4170	116	5	multilayer	multilayer	PROPN
american_scientific_journal-4170	116	6	perceptron	perceptron	PROPN
american_scientific_journal-4170	116	7	,	,	PUNCT
american_scientific_journal-4170	116	8	sequential	sequential	ADJ
american_scientific_journal-4170	116	9	minimal	minimal	ADJ
american_scientific_journal-4170	116	10	optimization	optimization	NOUN
american_scientific_journal-4170	116	11	algorithm	algorithm	NOUN
american_scientific_journal-4170	116	12	,	,	PUNCT
american_scientific_journal-4170	116	13	bayesian	bayesian	NOUN
american_scientific_journal-4170	116	14	network	network	NOUN
american_scientific_journal-4170	116	15	classifiers	classifier	NOUN
american_scientific_journal-4170	116	16	,	,	PUNCT
american_scientific_journal-4170	116	17	naive	naive	ADJ
american_scientific_journal-4170	116	18	bayes	bayes	NOUN
american_scientific_journal-4170	116	19	classifier	classifier	NOUN
american_scientific_journal-4170	116	20	,	,	PUNCT
american_scientific_journal-4170	116	21	random	random	ADJ
american_scientific_journal-4170	116	22	forest	forest	NOUN
american_scientific_journal-4170	116	23	classifier	classifier	NOUN
american_scientific_journal-4170	116	24	and	and	CCONJ
american_scientific_journal-4170	116	25	j48	j48	PROPN
american_scientific_journal-4170	116	26	algorithm	algorithm	NOUN
american_scientific_journal-4170	116	27	are	be	AUX
american_scientific_journal-4170	116	28	used	use	VERB
american_scientific_journal-4170	116	29	.	.	PUNCT
american_scientific_journal-4170	117	1	the	the	DET
american_scientific_journal-4170	117	2	datasets	dataset	NOUN
american_scientific_journal-4170	117	3	has	have	AUX
american_scientific_journal-4170	117	4	been	be	AUX
american_scientific_journal-4170	117	5	taken	take	VERB
american_scientific_journal-4170	117	6	from	from	ADP
american_scientific_journal-4170	117	7	the	the	DET
american_scientific_journal-4170	117	8	rural	rural	ADJ
american_scientific_journal-4170	117	9	environment	environment	NOUN
american_scientific_journal-4170	117	10	is	be	AUX
american_scientific_journal-4170	117	11	not	not	PART
american_scientific_journal-4170	117	12	feasible	feasible	ADJ
american_scientific_journal-4170	117	13	to	to	PART
american_scientific_journal-4170	117	14	provide	provide	VERB
american_scientific_journal-4170	117	15	efficient	efficient	ADJ
american_scientific_journal-4170	117	16	results	result	NOUN
american_scientific_journal-4170	117	17	for	for	ADP
american_scientific_journal-4170	117	18	urban	urban	ADJ
american_scientific_journal-4170	117	19	education	education	NOUN
american_scientific_journal-4170	117	20	systems	system	NOUN
american_scientific_journal-4170	117	21	as	as	SCONJ
american_scientific_journal-4170	117	22	the	the	DET
american_scientific_journal-4170	117	23	attributes	attribute	NOUN
american_scientific_journal-4170	117	24	are	be	AUX
american_scientific_journal-4170	117	25	taken	take	VERB
american_scientific_journal-4170	117	26	according	accord	VERB
american_scientific_journal-4170	117	27	to	to	ADP
american_scientific_journal-4170	117	28	rural	rural	ADJ
american_scientific_journal-4170	117	29	factors	factor	NOUN
american_scientific_journal-4170	117	30	.	.	PUNCT
american_scientific_journal-4170	118	1	this	this	DET
american_scientific_journal-4170	118	2	method	method	NOUN
american_scientific_journal-4170	118	3	is	be	AUX
american_scientific_journal-4170	118	4	not	not	PART
american_scientific_journal-4170	118	5	providing	provide	VERB
american_scientific_journal-4170	118	6	the	the	DET
american_scientific_journal-4170	118	7	accurate	accurate	ADJ
american_scientific_journal-4170	118	8	results	result	NOUN
american_scientific_journal-4170	118	9	in	in	ADP
american_scientific_journal-4170	118	10	some	some	DET
american_scientific_journal-4170	118	11	cases	case	NOUN
american_scientific_journal-4170	118	12	as	as	ADP
american_scientific_journal-4170	118	13	in	in	ADP
american_scientific_journal-4170	118	14	urbanbased	urbanbased	ADJ
american_scientific_journal-4170	118	15	student	student	NOUN
american_scientific_journal-4170	118	16	analysis	analysis	NOUN
american_scientific_journal-4170	118	17	of	of	ADP
american_scientific_journal-4170	118	18	college	college	NOUN
american_scientific_journal-4170	118	19	or	or	CCONJ
american_scientific_journal-4170	118	20	university	university	NOUN
american_scientific_journal-4170	118	21	students	student	NOUN
american_scientific_journal-4170	118	22	.	.	PUNCT
american_scientific_journal-4170	119	1	student	student	NOUN
american_scientific_journal-4170	119	2	personal	personal	ADJ
american_scientific_journal-4170	119	3	information	information	NOUN
american_scientific_journal-4170	119	4	and	and	CCONJ
american_scientific_journal-4170	119	5	family	family	NOUN
american_scientific_journal-4170	119	6	relevant	relevant	ADJ
american_scientific_journal-4170	119	7	american	american	PROPN
american_scientific_journal-4170	119	8	scientific	scientific	ADJ
american_scientific_journal-4170	119	9	research	research	NOUN
american_scientific_journal-4170	119	10	journal	journal	NOUN
american_scientific_journal-4170	119	11	for	for	ADP
american_scientific_journal-4170	119	12	engineering	engineering	NOUN
american_scientific_journal-4170	119	13	,	,	PUNCT
american_scientific_journal-4170	119	14	technology	technology	NOUN
american_scientific_journal-4170	119	15	,	,	PUNCT
american_scientific_journal-4170	119	16	and	and	CCONJ
american_scientific_journal-4170	119	17	sciences	science	NOUN
american_scientific_journal-4170	119	18	(	(	PUNCT
american_scientific_journal-4170	119	19	asrjets	asrjet	NOUN
american_scientific_journal-4170	119	20	)	)	PUNCT
american_scientific_journal-4170	119	21	(	(	PUNCT
american_scientific_journal-4170	119	22	2018	2018	NUM
american_scientific_journal-4170	119	23	)	)	PUNCT
american_scientific_journal-4170	119	24	volume	volume	NOUN
american_scientific_journal-4170	119	25	44	44	NUM
american_scientific_journal-4170	119	26	,	,	PUNCT
american_scientific_journal-4170	119	27	no	no	DET
american_scientific_journal-4170	119	28	1	1	NUM
american_scientific_journal-4170	119	29	,	,	PUNCT
american_scientific_journal-4170	119	30	pp	pp	ADV
american_scientific_journal-4170	119	31	122	122	NUM
american_scientific_journal-4170	119	32	-	-	SYM
american_scientific_journal-4170	119	33	136	136	NUM
american_scientific_journal-4170	119	34	126	126	NUM
american_scientific_journal-4170	119	35	information	information	NOUN
american_scientific_journal-4170	119	36	of	of	ADP
american_scientific_journal-4170	119	37	expenditures	expenditure	NOUN
american_scientific_journal-4170	119	38	are	be	AUX
american_scientific_journal-4170	119	39	considered	consider	VERB
american_scientific_journal-4170	119	40	very	very	ADV
american_scientific_journal-4170	119	41	helpful	helpful	ADJ
american_scientific_journal-4170	119	42	in	in	ADP
american_scientific_journal-4170	119	43	finding	find	VERB
american_scientific_journal-4170	119	44	the	the	DET
american_scientific_journal-4170	119	45	performance	performance	NOUN
american_scientific_journal-4170	119	46	in	in	ADP
american_scientific_journal-4170	119	47	advance	advance	NOUN
american_scientific_journal-4170	119	48	as	as	SCONJ
american_scientific_journal-4170	119	49	discussed	discuss	VERB
american_scientific_journal-4170	119	50	in	in	ADP
american_scientific_journal-4170	119	51	[	[	X
american_scientific_journal-4170	119	52	8	8	NUM
american_scientific_journal-4170	119	53	]	]	PUNCT
american_scientific_journal-4170	119	54	.	.	PUNCT
american_scientific_journal-4170	120	1	the	the	DET
american_scientific_journal-4170	120	2	main	main	ADJ
american_scientific_journal-4170	120	3	purpose	purpose	NOUN
american_scientific_journal-4170	120	4	of	of	ADP
american_scientific_journal-4170	120	5	this	this	DET
american_scientific_journal-4170	120	6	term	term	NOUN
american_scientific_journal-4170	120	7	paper	paper	NOUN
american_scientific_journal-4170	120	8	is	be	AUX
american_scientific_journal-4170	120	9	to	to	PART
american_scientific_journal-4170	120	10	predict	predict	VERB
american_scientific_journal-4170	120	11	performance	performance	NOUN
american_scientific_journal-4170	120	12	of	of	ADP
american_scientific_journal-4170	120	13	learners	learner	NOUN
american_scientific_journal-4170	120	14	/	/	SYM
american_scientific_journal-4170	120	15	students	student	NOUN
american_scientific_journal-4170	120	16	,	,	PUNCT
american_scientific_journal-4170	120	17	by	by	ADP
american_scientific_journal-4170	120	18	comparative	comparative	ADJ
american_scientific_journal-4170	120	19	study	study	NOUN
american_scientific_journal-4170	120	20	of	of	ADP
american_scientific_journal-4170	120	21	previous	previous	ADJ
american_scientific_journal-4170	120	22	work	work	NOUN
american_scientific_journal-4170	120	23	in	in	ADP
american_scientific_journal-4170	120	24	form	form	NOUN
american_scientific_journal-4170	120	25	of	of	ADP
american_scientific_journal-4170	120	26	survey	survey	NOUN
american_scientific_journal-4170	120	27	.	.	PUNCT
american_scientific_journal-4170	121	1	in	in	ADP
american_scientific_journal-4170	121	2	which	which	PRON
american_scientific_journal-4170	121	3	data	datum	NOUN
american_scientific_journal-4170	121	4	mining	mining	NOUN
american_scientific_journal-4170	121	5	algorithms	algorithm	NOUN
american_scientific_journal-4170	121	6	,	,	PUNCT
american_scientific_journal-4170	121	7	classifiers	classifier	NOUN
american_scientific_journal-4170	121	8	,	,	PUNCT
american_scientific_journal-4170	121	9	artificial	artificial	ADJ
american_scientific_journal-4170	121	10	intelligence	intelligence	NOUN
american_scientific_journal-4170	121	11	techniques	technique	NOUN
american_scientific_journal-4170	121	12	and	and	CCONJ
american_scientific_journal-4170	121	13	statistical	statistical	ADJ
american_scientific_journal-4170	121	14	based	base	VERB
american_scientific_journal-4170	121	15	methods	method	NOUN
american_scientific_journal-4170	121	16	are	be	AUX
american_scientific_journal-4170	121	17	discussed	discuss	VERB
american_scientific_journal-4170	121	18	.	.	PUNCT
american_scientific_journal-4170	122	1	this	this	DET
american_scientific_journal-4170	122	2	paper	paper	NOUN
american_scientific_journal-4170	122	3	is	be	AUX
american_scientific_journal-4170	122	4	summarization	summarization	NOUN
american_scientific_journal-4170	122	5	of	of	ADP
american_scientific_journal-4170	122	6	different	different	ADJ
american_scientific_journal-4170	122	7	techniques	technique	NOUN
american_scientific_journal-4170	122	8	used	use	VERB
american_scientific_journal-4170	122	9	for	for	ADP
american_scientific_journal-4170	122	10	performance	performance	NOUN
american_scientific_journal-4170	122	11	prediction	prediction	NOUN
american_scientific_journal-4170	122	12	.	.	PUNCT
american_scientific_journal-4170	123	1	from	from	ADP
american_scientific_journal-4170	123	2	2012	2012	NUM
american_scientific_journal-4170	123	3	to	to	ADP
american_scientific_journal-4170	123	4	present	present	ADJ
american_scientific_journal-4170	123	5	studies	study	NOUN
american_scientific_journal-4170	123	6	are	be	AUX
american_scientific_journal-4170	123	7	discussed	discuss	VERB
american_scientific_journal-4170	123	8	for	for	ADP
american_scientific_journal-4170	123	9	student	student	NOUN
american_scientific_journal-4170	123	10	’s	’s	PART
american_scientific_journal-4170	123	11	performance	performance	NOUN
american_scientific_journal-4170	123	12	attributes	attribute	VERB
american_scientific_journal-4170	123	13	,	,	PUNCT
american_scientific_journal-4170	123	14	as	as	ADV
american_scientific_journal-4170	123	15	well	well	ADV
american_scientific_journal-4170	123	16	as	as	SCONJ
american_scientific_journal-4170	123	17	it	it	PRON
american_scientific_journal-4170	123	18	describes	describe	VERB
american_scientific_journal-4170	123	19	the	the	DET
american_scientific_journal-4170	123	20	best	good	ADJ
american_scientific_journal-4170	123	21	predicting	predicting	NOUN
american_scientific_journal-4170	123	22	techniques	technique	NOUN
american_scientific_journal-4170	123	23	which	which	PRON
american_scientific_journal-4170	123	24	are	be	AUX
american_scientific_journal-4170	123	25	not	not	PART
american_scientific_journal-4170	123	26	clearly	clearly	ADV
american_scientific_journal-4170	123	27	mention	mention	VERB
american_scientific_journal-4170	123	28	in	in	ADP
american_scientific_journal-4170	123	29	previous	previous	ADJ
american_scientific_journal-4170	123	30	surveys	survey	NOUN
american_scientific_journal-4170	123	31	.	.	PUNCT
american_scientific_journal-4170	124	1	this	this	DET
american_scientific_journal-4170	124	2	paper	paper	NOUN
american_scientific_journal-4170	124	3	is	be	AUX
american_scientific_journal-4170	124	4	also	also	ADV
american_scientific_journal-4170	124	5	focusing	focus	VERB
american_scientific_journal-4170	124	6	on	on	ADP
american_scientific_journal-4170	124	7	those	those	DET
american_scientific_journal-4170	124	8	important	important	ADJ
american_scientific_journal-4170	124	9	attributes	attribute	NOUN
american_scientific_journal-4170	124	10	,	,	PUNCT
american_scientific_journal-4170	124	11	which	which	PRON
american_scientific_journal-4170	124	12	affects	affect	VERB
american_scientific_journal-4170	124	13	the	the	DET
american_scientific_journal-4170	124	14	performance	performance	NOUN
american_scientific_journal-4170	124	15	of	of	ADP
american_scientific_journal-4170	124	16	student	student	NOUN
american_scientific_journal-4170	124	17	’s	’s	X
american_scientific_journal-4170	124	18	in	in	ADP
american_scientific_journal-4170	124	19	academic	academic	ADJ
american_scientific_journal-4170	124	20	results	result	NOUN
american_scientific_journal-4170	124	21	.	.	PUNCT
american_scientific_journal-4170	125	1	3	3	X
american_scientific_journal-4170	125	2	.	.	X
american_scientific_journal-4170	125	3	methods	method	NOUN
american_scientific_journal-4170	125	4	the	the	DET
american_scientific_journal-4170	125	5	purpose	purpose	NOUN
american_scientific_journal-4170	125	6	of	of	ADP
american_scientific_journal-4170	125	7	this	this	DET
american_scientific_journal-4170	125	8	paper	paper	NOUN
american_scientific_journal-4170	125	9	is	be	AUX
american_scientific_journal-4170	125	10	to	to	PART
american_scientific_journal-4170	125	11	find	find	VERB
american_scientific_journal-4170	125	12	out	out	ADP
american_scientific_journal-4170	125	13	the	the	DET
american_scientific_journal-4170	125	14	mostly	mostly	ADV
american_scientific_journal-4170	125	15	used	use	VERB
american_scientific_journal-4170	125	16	attributes	attribute	NOUN
american_scientific_journal-4170	125	17	which	which	PRON
american_scientific_journal-4170	125	18	are	be	AUX
american_scientific_journal-4170	125	19	used	use	VERB
american_scientific_journal-4170	125	20	for	for	ADP
american_scientific_journal-4170	125	21	prediction	prediction	NOUN
american_scientific_journal-4170	125	22	of	of	ADP
american_scientific_journal-4170	125	23	performance	performance	NOUN
american_scientific_journal-4170	125	24	and	and	CCONJ
american_scientific_journal-4170	125	25	determine	determine	VERB
american_scientific_journal-4170	125	26	which	which	DET
american_scientific_journal-4170	125	27	algorithm	algorithm	NOUN
american_scientific_journal-4170	125	28	and	and	CCONJ
american_scientific_journal-4170	125	29	parameters	parameter	NOUN
american_scientific_journal-4170	125	30	are	be	AUX
american_scientific_journal-4170	125	31	best	good	ADJ
american_scientific_journal-4170	125	32	to	to	PART
american_scientific_journal-4170	125	33	improve	improve	VERB
american_scientific_journal-4170	125	34	the	the	DET
american_scientific_journal-4170	125	35	prediction	prediction	NOUN
american_scientific_journal-4170	125	36	mechanism	mechanism	NOUN
american_scientific_journal-4170	125	37	in	in	ADP
american_scientific_journal-4170	125	38	educational	educational	ADJ
american_scientific_journal-4170	125	39	system	system	NOUN
american_scientific_journal-4170	125	40	.	.	PUNCT
american_scientific_journal-4170	126	1	educational	educational	ADJ
american_scientific_journal-4170	126	2	data	datum	NOUN
american_scientific_journal-4170	126	3	mining	mining	NOUN
american_scientific_journal-4170	126	4	:	:	PUNCT
american_scientific_journal-4170	126	5	in	in	ADP
american_scientific_journal-4170	126	6	order	order	NOUN
american_scientific_journal-4170	126	7	to	to	PART
american_scientific_journal-4170	126	8	predict	predict	VERB
american_scientific_journal-4170	126	9	the	the	DET
american_scientific_journal-4170	126	10	performance	performance	NOUN
american_scientific_journal-4170	126	11	of	of	ADP
american_scientific_journal-4170	126	12	students	student	NOUN
american_scientific_journal-4170	126	13	,	,	PUNCT
american_scientific_journal-4170	126	14	brief	brief	ADJ
american_scientific_journal-4170	126	15	description	description	NOUN
american_scientific_journal-4170	126	16	of	of	ADP
american_scientific_journal-4170	126	17	various	various	ADJ
american_scientific_journal-4170	126	18	data	datum	NOUN
american_scientific_journal-4170	126	19	mining	mining	NOUN
american_scientific_journal-4170	126	20	algorithms	algorithm	NOUN
american_scientific_journal-4170	126	21	is	be	AUX
american_scientific_journal-4170	126	22	necessary	necessary	ADJ
american_scientific_journal-4170	126	23	;	;	PUNCT
american_scientific_journal-4170	126	24	this	this	DET
american_scientific_journal-4170	126	25	section	section	NOUN
american_scientific_journal-4170	126	26	will	will	AUX
american_scientific_journal-4170	126	27	discuss	discuss	VERB
american_scientific_journal-4170	126	28	the	the	DET
american_scientific_journal-4170	126	29	basis	basis	NOUN
american_scientific_journal-4170	126	30	of	of	ADP
american_scientific_journal-4170	126	31	data	datum	NOUN
american_scientific_journal-4170	126	32	mining	mining	NOUN
american_scientific_journal-4170	126	33	algorithms	algorithm	NOUN
american_scientific_journal-4170	126	34	with	with	ADP
american_scientific_journal-4170	126	35	their	their	PRON
american_scientific_journal-4170	126	36	impact	impact	NOUN
american_scientific_journal-4170	126	37	on	on	ADP
american_scientific_journal-4170	126	38	various	various	ADJ
american_scientific_journal-4170	126	39	attributes	attribute	NOUN
american_scientific_journal-4170	126	40	of	of	ADP
american_scientific_journal-4170	126	41	students	student	NOUN
american_scientific_journal-4170	126	42	.	.	PUNCT
american_scientific_journal-4170	127	1	the	the	DET
american_scientific_journal-4170	127	2	flow	flow	NOUN
american_scientific_journal-4170	127	3	diagram	diagram	NOUN
american_scientific_journal-4170	127	4	of	of	ADP
american_scientific_journal-4170	127	5	prediction	prediction	NOUN
american_scientific_journal-4170	127	6	model	model	NOUN
american_scientific_journal-4170	127	7	is	be	AUX
american_scientific_journal-4170	127	8	described	describe	VERB
american_scientific_journal-4170	127	9	in	in	ADP
american_scientific_journal-4170	127	10	figure	figure	NOUN
american_scientific_journal-4170	127	11	1	1	NUM
american_scientific_journal-4170	127	12	.	.	PUNCT
american_scientific_journal-4170	128	1	figure	figure	VERB
american_scientific_journal-4170	128	2	1	1	NUM
american_scientific_journal-4170	128	3	:	:	PUNCT
american_scientific_journal-4170	128	4	process	process	NOUN
american_scientific_journal-4170	128	5	for	for	ADP
american_scientific_journal-4170	128	6	predication	predication	NOUN
american_scientific_journal-4170	128	7	[	[	X
american_scientific_journal-4170	128	8	24	24	NUM
american_scientific_journal-4170	128	9	]	]	PUNCT
american_scientific_journal-4170	128	10	evaluation	evaluation	NOUN
american_scientific_journal-4170	128	11	parameters	parameter	NOUN
american_scientific_journal-4170	128	12	:	:	PUNCT
american_scientific_journal-4170	128	13	these	these	DET
american_scientific_journal-4170	128	14	parameters	parameter	NOUN
american_scientific_journal-4170	128	15	are	be	AUX
american_scientific_journal-4170	128	16	based	base	VERB
american_scientific_journal-4170	128	17	on	on	ADP
american_scientific_journal-4170	128	18	two	two	NUM
american_scientific_journal-4170	128	19	perspectives	perspective	NOUN
american_scientific_journal-4170	128	20	,	,	PUNCT
american_scientific_journal-4170	128	21	one	one	NUM
american_scientific_journal-4170	128	22	is	be	AUX
american_scientific_journal-4170	128	23	based	base	VERB
american_scientific_journal-4170	128	24	on	on	ADP
american_scientific_journal-4170	128	25	the	the	DET
american_scientific_journal-4170	128	26	dimensions	dimension	NOUN
american_scientific_journal-4170	128	27	,	,	PUNCT
american_scientific_journal-4170	128	28	on	on	ADP
american_scientific_journal-4170	128	29	which	which	PRON
american_scientific_journal-4170	128	30	the	the	DET
american_scientific_journal-4170	128	31	data	datum	NOUN
american_scientific_journal-4170	128	32	mining	mining	NOUN
american_scientific_journal-4170	128	33	algorithms	algorithm	NOUN
american_scientific_journal-4170	128	34	are	be	AUX
american_scientific_journal-4170	128	35	applied	apply	VERB
american_scientific_journal-4170	128	36	for	for	ADP
american_scientific_journal-4170	128	37	results	result	NOUN
american_scientific_journal-4170	128	38	of	of	ADP
american_scientific_journal-4170	128	39	prediction	prediction	NOUN
american_scientific_journal-4170	128	40	.	.	PUNCT
american_scientific_journal-4170	129	1	the	the	DET
american_scientific_journal-4170	129	2	second	second	NOUN
american_scientific_journal-4170	129	3	is	be	AUX
american_scientific_journal-4170	129	4	based	base	VERB
american_scientific_journal-4170	129	5	on	on	ADP
american_scientific_journal-4170	129	6	how	how	SCONJ
american_scientific_journal-4170	129	7	we	we	PRON
american_scientific_journal-4170	129	8	evaluate	evaluate	VERB
american_scientific_journal-4170	129	9	which	which	DET
american_scientific_journal-4170	129	10	algorithm	algorithm	NOUN
american_scientific_journal-4170	129	11	is	be	AUX
american_scientific_journal-4170	129	12	better	well	ADJ
american_scientific_journal-4170	129	13	for	for	ADP
american_scientific_journal-4170	129	14	predicting	predict	VERB
american_scientific_journal-4170	129	15	the	the	DET
american_scientific_journal-4170	129	16	performance	performance	NOUN
american_scientific_journal-4170	129	17	.	.	PUNCT
american_scientific_journal-4170	130	1	•	•	NUM
american_scientific_journal-4170	130	2	student	student	NOUN
american_scientific_journal-4170	130	3	related	relate	VERB
american_scientific_journal-4170	130	4	variables	variable	NOUN
american_scientific_journal-4170	130	5	:	:	PUNCT
american_scientific_journal-4170	130	6	the	the	DET
american_scientific_journal-4170	130	7	following	follow	VERB
american_scientific_journal-4170	130	8	evaluation	evaluation	NOUN
american_scientific_journal-4170	130	9	criteria	criterion	NOUN
american_scientific_journal-4170	130	10	is	be	AUX
american_scientific_journal-4170	130	11	considered	consider	VERB
american_scientific_journal-4170	130	12	in	in	ADP
american_scientific_journal-4170	130	13	state	state	NOUN
american_scientific_journal-4170	130	14	of	of	ADP
american_scientific_journal-4170	130	15	art	art	NOUN
american_scientific_journal-4170	130	16	as	as	SCONJ
american_scientific_journal-4170	130	17	described	describe	VERB
american_scientific_journal-4170	130	18	in	in	ADP
american_scientific_journal-4170	130	19	american	american	ADJ
american_scientific_journal-4170	130	20	scientific	scientific	ADJ
american_scientific_journal-4170	130	21	research	research	NOUN
american_scientific_journal-4170	130	22	journal	journal	NOUN
american_scientific_journal-4170	130	23	for	for	ADP
american_scientific_journal-4170	130	24	engineering	engineering	NOUN
american_scientific_journal-4170	130	25	,	,	PUNCT
american_scientific_journal-4170	130	26	technology	technology	NOUN
american_scientific_journal-4170	130	27	,	,	PUNCT
american_scientific_journal-4170	130	28	and	and	CCONJ
american_scientific_journal-4170	130	29	sciences	science	NOUN
american_scientific_journal-4170	130	30	(	(	PUNCT
american_scientific_journal-4170	130	31	asrjets	asrjet	NOUN
american_scientific_journal-4170	130	32	)	)	PUNCT
american_scientific_journal-4170	130	33	(	(	PUNCT
american_scientific_journal-4170	130	34	2018	2018	NUM
american_scientific_journal-4170	130	35	)	)	PUNCT
american_scientific_journal-4170	130	36	volume	volume	NOUN
american_scientific_journal-4170	130	37	44	44	NUM
american_scientific_journal-4170	130	38	,	,	PUNCT
american_scientific_journal-4170	130	39	no	no	DET
american_scientific_journal-4170	130	40	1	1	NUM
american_scientific_journal-4170	130	41	,	,	PUNCT
american_scientific_journal-4170	130	42	pp	pp	ADV
american_scientific_journal-4170	130	43	122	122	NUM
american_scientific_journal-4170	130	44	-	-	SYM
american_scientific_journal-4170	130	45	136	136	NUM
american_scientific_journal-4170	130	46	127	127	NUM
american_scientific_journal-4170	130	47	below	below	ADP
american_scientific_journal-4170	130	48	table	table	NOUN
american_scientific_journal-4170	130	49	1	1	NUM
american_scientific_journal-4170	130	50	.	.	PUNCT
american_scientific_journal-4170	130	51	in	in	ADP
american_scientific_journal-4170	130	52	which	which	PRON
american_scientific_journal-4170	130	53	we	we	PRON
american_scientific_journal-4170	130	54	use	use	VERB
american_scientific_journal-4170	130	55	the	the	DET
american_scientific_journal-4170	130	56	student	student	NOUN
american_scientific_journal-4170	130	57	demographics	demographic	NOUN
american_scientific_journal-4170	130	58	information	information	NOUN
american_scientific_journal-4170	130	59	,	,	PUNCT
american_scientific_journal-4170	130	60	previous	previous	ADJ
american_scientific_journal-4170	130	61	class	class	NOUN
american_scientific_journal-4170	130	62	results	result	NOUN
american_scientific_journal-4170	130	63	,	,	PUNCT
american_scientific_journal-4170	130	64	social	social	ADJ
american_scientific_journal-4170	130	65	information	information	NOUN
american_scientific_journal-4170	130	66	,	,	PUNCT
american_scientific_journal-4170	130	67	extracurricular	extracurricular	ADJ
american_scientific_journal-4170	130	68	activities	activity	NOUN
american_scientific_journal-4170	130	69	and	and	CCONJ
american_scientific_journal-4170	130	70	other	other	ADJ
american_scientific_journal-4170	130	71	factors	factor	NOUN
american_scientific_journal-4170	130	72	are	be	AUX
american_scientific_journal-4170	130	73	considered	consider	VERB
american_scientific_journal-4170	130	74	.	.	PUNCT
american_scientific_journal-4170	131	1	table	table	NOUN
american_scientific_journal-4170	131	2	1	1	NUM
american_scientific_journal-4170	131	3	:	:	PUNCT
american_scientific_journal-4170	131	4	major	major	ADJ
american_scientific_journal-4170	131	5	evaluation	evaluation	NOUN
american_scientific_journal-4170	131	6	dimensions	dimension	NOUN
american_scientific_journal-4170	131	7	based	base	VERB
american_scientific_journal-4170	131	8	on	on	ADP
american_scientific_journal-4170	131	9	student	student	NOUN
american_scientific_journal-4170	131	10	data	datum	NOUN
american_scientific_journal-4170	131	11	criteria	criterion	NOUN
american_scientific_journal-4170	131	12	details	detail	NOUN
american_scientific_journal-4170	131	13	student	student	NOUN
american_scientific_journal-4170	131	14	demographic	demographic	ADJ
american_scientific_journal-4170	131	15	information	information	NOUN
american_scientific_journal-4170	131	16	age	age	NOUN
american_scientific_journal-4170	131	17	,	,	PUNCT
american_scientific_journal-4170	131	18	gender	gender	NOUN
american_scientific_journal-4170	131	19	,	,	PUNCT
american_scientific_journal-4170	131	20	region	region	NOUN
american_scientific_journal-4170	131	21	,	,	PUNCT
american_scientific_journal-4170	131	22	residence	residence	NOUN
american_scientific_journal-4170	131	23	,	,	PUNCT
american_scientific_journal-4170	131	24	guardian	guardian	ADJ
american_scientific_journal-4170	131	25	info	info	NOUN
american_scientific_journal-4170	131	26	previous	previous	ADJ
american_scientific_journal-4170	131	27	results	result	NOUN
american_scientific_journal-4170	131	28	cleared	clear	VERB
american_scientific_journal-4170	131	29	certificates	certificate	NOUN
american_scientific_journal-4170	131	30	,	,	PUNCT
american_scientific_journal-4170	131	31	scholarships	scholarship	NOUN
american_scientific_journal-4170	131	32	and	and	CCONJ
american_scientific_journal-4170	131	33	results	result	NOUN
american_scientific_journal-4170	131	34	grades	grade	NOUN
american_scientific_journal-4170	131	35	recent	recent	ADJ
american_scientific_journal-4170	131	36	all	all	DET
american_scientific_journal-4170	131	37	assessments	assessment	NOUN
american_scientific_journal-4170	131	38	results	result	NOUN
american_scientific_journal-4170	131	39	,	,	PUNCT
american_scientific_journal-4170	131	40	quizzes	quiz	NOUN
american_scientific_journal-4170	131	41	,	,	PUNCT
american_scientific_journal-4170	131	42	final	final	ADJ
american_scientific_journal-4170	131	43	exam	exam	NOUN
american_scientific_journal-4170	131	44	,	,	PUNCT
american_scientific_journal-4170	131	45	cgpa	cgpa	PROPN
american_scientific_journal-4170	131	46	,	,	PUNCT
american_scientific_journal-4170	131	47	attendance	attendance	NOUN
american_scientific_journal-4170	131	48	,	,	PUNCT
american_scientific_journal-4170	131	49	social	social	ADJ
american_scientific_journal-4170	131	50	network	network	NOUN
american_scientific_journal-4170	131	51	details	detail	NOUN
american_scientific_journal-4170	131	52	interaction	interaction	NOUN
american_scientific_journal-4170	131	53	with	with	ADP
american_scientific_journal-4170	131	54	social	social	ADJ
american_scientific_journal-4170	131	55	media	medium	NOUN
american_scientific_journal-4170	131	56	websites	website	VERB
american_scientific_journal-4170	131	57	extra	extra	ADJ
american_scientific_journal-4170	131	58	-	-	ADJ
american_scientific_journal-4170	131	59	curricular	curricular	ADJ
american_scientific_journal-4170	131	60	activities	activity	NOUN
american_scientific_journal-4170	131	61	games	game	NOUN
american_scientific_journal-4170	131	62	partitions	partition	NOUN
american_scientific_journal-4170	131	63	,	,	PUNCT
american_scientific_journal-4170	131	64	sports	sport	NOUN
american_scientific_journal-4170	131	65	,	,	PUNCT
american_scientific_journal-4170	131	66	hobbies	hobby	NOUN
american_scientific_journal-4170	131	67	psychometric	psychometric	ADJ
american_scientific_journal-4170	131	68	factor	factor	NOUN
american_scientific_journal-4170	131	69	behavior	behavior	NOUN
american_scientific_journal-4170	131	70	,	,	PUNCT
american_scientific_journal-4170	131	71	absence	absence	NOUN
american_scientific_journal-4170	131	72	,	,	PUNCT
american_scientific_journal-4170	131	73	remarks[7	remarks[7	ADP
american_scientific_journal-4170	131	74	,	,	PUNCT
american_scientific_journal-4170	131	75	9	9	NUM
american_scientific_journal-4170	131	76	-	-	SYM
american_scientific_journal-4170	131	77	15	15	NUM
american_scientific_journal-4170	131	78	]	]	PUNCT
american_scientific_journal-4170	132	1	•	•	NUM
american_scientific_journal-4170	132	2	algorithms	algorithm	NOUN
american_scientific_journal-4170	132	3	based	base	VERB
american_scientific_journal-4170	132	4	parameter	parameter	NOUN
american_scientific_journal-4170	132	5	:	:	PUNCT
american_scientific_journal-4170	132	6	the	the	DET
american_scientific_journal-4170	132	7	following	follow	VERB
american_scientific_journal-4170	132	8	are	be	AUX
american_scientific_journal-4170	132	9	the	the	DET
american_scientific_journal-4170	132	10	algorithms	algorithm	NOUN
american_scientific_journal-4170	132	11	based	base	VERB
american_scientific_journal-4170	132	12	parameter	parameter	NOUN
american_scientific_journal-4170	132	13	:	:	PUNCT
american_scientific_journal-4170	132	14	a.	a.	NOUN
american_scientific_journal-4170	132	15	accuracy	accuracy	NOUN
american_scientific_journal-4170	132	16	:	:	PUNCT
american_scientific_journal-4170	132	17	describes	describe	VERB
american_scientific_journal-4170	132	18	the	the	DET
american_scientific_journal-4170	132	19	correctness	correctness	NOUN
american_scientific_journal-4170	132	20	of	of	ADP
american_scientific_journal-4170	132	21	value	value	NOUN
american_scientific_journal-4170	132	22	b.	b.	PROPN
american_scientific_journal-4170	132	23	probability	probability	PROPN
american_scientific_journal-4170	132	24	threshold	threshold	PROPN
american_scientific_journal-4170	132	25	:	:	PUNCT
american_scientific_journal-4170	132	26	presents	present	VERB
american_scientific_journal-4170	132	27	the	the	DET
american_scientific_journal-4170	132	28	true	true	ADJ
american_scientific_journal-4170	132	29	positive	positive	ADJ
american_scientific_journal-4170	132	30	and	and	CCONJ
american_scientific_journal-4170	132	31	true	true	ADJ
american_scientific_journal-4170	132	32	negative	negative	ADJ
american_scientific_journal-4170	132	33	rates	rate	NOUN
american_scientific_journal-4170	132	34	.	.	PUNCT
american_scientific_journal-4170	133	1	c.	c.	NOUN
american_scientific_journal-4170	133	2	execution	execution	NOUN
american_scientific_journal-4170	133	3	time	time	NOUN
american_scientific_journal-4170	133	4	:	:	PUNCT
american_scientific_journal-4170	133	5	time	time	NOUN
american_scientific_journal-4170	133	6	of	of	ADP
american_scientific_journal-4170	133	7	running	run	VERB
american_scientific_journal-4170	133	8	the	the	DET
american_scientific_journal-4170	133	9	algorithm	algorithm	NOUN
american_scientific_journal-4170	133	10	on	on	ADP
american_scientific_journal-4170	133	11	dataset	dataset	PROPN
american_scientific_journal-4170	133	12	.	.	PUNCT
american_scientific_journal-4170	134	1	d.	d.	PROPN
american_scientific_journal-4170	134	2	precision	precision	PROPN
american_scientific_journal-4170	134	3	:	:	PUNCT
american_scientific_journal-4170	134	4	(	(	PUNCT
american_scientific_journal-4170	134	5	number	number	NOUN
american_scientific_journal-4170	134	6	of	of	ADP
american_scientific_journal-4170	134	7	true	true	ADJ
american_scientific_journal-4170	134	8	positive)/(number	positive)/(number	NOUN
american_scientific_journal-4170	134	9	of	of	ADP
american_scientific_journal-4170	134	10	true	true	ADJ
american_scientific_journal-4170	134	11	positive	positive	ADJ
american_scientific_journal-4170	134	12	+	+	ADJ
american_scientific_journal-4170	134	13	false	false	ADJ
american_scientific_journal-4170	134	14	positives	positive	NOUN
american_scientific_journal-4170	134	15	)	)	PUNCT
american_scientific_journal-4170	134	16	e.	e.	PROPN
american_scientific_journal-4170	134	17	recall	recall	PROPN
american_scientific_journal-4170	134	18	:	:	PUNCT
american_scientific_journal-4170	135	1	[	[	X
american_scientific_journal-4170	135	2	(	(	PUNCT
american_scientific_journal-4170	135	3	number	number	NOUN
american_scientific_journal-4170	135	4	of	of	ADP
american_scientific_journal-4170	135	5	true	true	ADJ
american_scientific_journal-4170	135	6	positive)/(number	positive)/(number	NOUN
american_scientific_journal-4170	135	7	of	of	ADP
american_scientific_journal-4170	135	8	true	true	ADJ
american_scientific_journal-4170	135	9	positive/	positive/	NUM
american_scientific_journal-4170	135	10	number	number	NOUN
american_scientific_journal-4170	135	11	of	of	ADP
american_scientific_journal-4170	135	12	false	false	ADJ
american_scientific_journal-4170	135	13	negatives	negative	NOUN
american_scientific_journal-4170	135	14	)	)	PUNCT
american_scientific_journal-4170	135	15	]	]	PUNCT
american_scientific_journal-4170	135	16	f.	f.	PROPN
american_scientific_journal-4170	135	17	number	number	PROPN
american_scientific_journal-4170	135	18	/	/	SYM
american_scientific_journal-4170	135	19	size	size	NOUN
american_scientific_journal-4170	135	20	of	of	ADP
american_scientific_journal-4170	135	21	rules	rule	NOUN
american_scientific_journal-4170	135	22	g.	g.	PROPN
american_scientific_journal-4170	135	23	roc	roc	PROPN
american_scientific_journal-4170	135	24	area	area	PROPN
american_scientific_journal-4170	135	25	:	:	PUNCT
american_scientific_journal-4170	135	26	(	(	PUNCT
american_scientific_journal-4170	135	27	receiver	receiver	ADJ
american_scientific_journal-4170	135	28	operating	operating	NOUN
american_scientific_journal-4170	135	29	characteristics	characteristic	NOUN
american_scientific_journal-4170	135	30	)	)	PUNCT
american_scientific_journal-4170	135	31	used	use	VERB
american_scientific_journal-4170	135	32	alternative	alternative	NOUN
american_scientific_journal-4170	135	33	to	to	ADP
american_scientific_journal-4170	135	34	accuracy	accuracy	NOUN
american_scientific_journal-4170	135	35	[	[	X
american_scientific_journal-4170	135	36	12	12	NUM
american_scientific_journal-4170	135	37	]	]	PUNCT
american_scientific_journal-4170	135	38	.	.	PUNCT
american_scientific_journal-4170	136	1	h.	h.	PROPN
american_scientific_journal-4170	137	1	f	f	X
american_scientific_journal-4170	137	2	-	-	PUNCT
american_scientific_journal-4170	137	3	measures	measure	NOUN
american_scientific_journal-4170	137	4	:	:	PUNCT
american_scientific_journal-4170	137	5	2*[(precision*recall)/(precision	2*[(precision*recall)/(precision	NUM
american_scientific_journal-4170	137	6	+	+	CCONJ
american_scientific_journal-4170	137	7	recall	recall	NOUN
american_scientific_journal-4170	137	8	)	)	PUNCT
american_scientific_journal-4170	137	9	]	]	PUNCT
american_scientific_journal-4170	137	10	i.	i.	PROPN
american_scientific_journal-4170	137	11	geometric	geometric	ADJ
american_scientific_journal-4170	137	12	mean	mean	NOUN
american_scientific_journal-4170	137	13	4	4	NUM
american_scientific_journal-4170	137	14	.	.	NOUN
american_scientific_journal-4170	137	15	data	datum	NOUN
american_scientific_journal-4170	137	16	mining	mining	NOUN
american_scientific_journal-4170	137	17	algorithm	algorithm	NOUN
american_scientific_journal-4170	137	18	and	and	CCONJ
american_scientific_journal-4170	137	19	their	their	PRON
american_scientific_journal-4170	137	20	impact	impact	NOUN
american_scientific_journal-4170	137	21	with	with	ADP
american_scientific_journal-4170	137	22	student	student	NOUN
american_scientific_journal-4170	137	23	’s	’s	PART
american_scientific_journal-4170	137	24	attributes	attribute	VERB
american_scientific_journal-4170	137	25	the	the	DET
american_scientific_journal-4170	137	26	following	following	NOUN
american_scientific_journal-4170	137	27	described	describe	VERB
american_scientific_journal-4170	137	28	algorithms	algorithm	NOUN
american_scientific_journal-4170	137	29	and	and	CCONJ
american_scientific_journal-4170	137	30	classifications	classification	NOUN
american_scientific_journal-4170	137	31	techniques	technique	NOUN
american_scientific_journal-4170	137	32	are	be	AUX
american_scientific_journal-4170	137	33	analyzed	analyze	VERB
american_scientific_journal-4170	137	34	for	for	ADP
american_scientific_journal-4170	137	35	predictions	prediction	NOUN
american_scientific_journal-4170	137	36	:	:	PUNCT
american_scientific_journal-4170	137	37	a.	a.	NOUN
american_scientific_journal-4170	137	38	decision	decision	NOUN
american_scientific_journal-4170	137	39	tree	tree	NOUN
american_scientific_journal-4170	137	40	:	:	PUNCT
american_scientific_journal-4170	137	41	decision	decision	NOUN
american_scientific_journal-4170	137	42	tree	tree	NOUN
american_scientific_journal-4170	137	43	is	be	AUX
american_scientific_journal-4170	137	44	a	a	DET
american_scientific_journal-4170	137	45	method	method	NOUN
american_scientific_journal-4170	137	46	,	,	PUNCT
american_scientific_journal-4170	137	47	which	which	PRON
american_scientific_journal-4170	137	48	is	be	AUX
american_scientific_journal-4170	137	49	used	use	VERB
american_scientific_journal-4170	137	50	to	to	PART
american_scientific_journal-4170	137	51	predict	predict	VERB
american_scientific_journal-4170	137	52	the	the	DET
american_scientific_journal-4170	137	53	performance	performance	NOUN
american_scientific_journal-4170	137	54	of	of	ADP
american_scientific_journal-4170	137	55	students	student	NOUN
american_scientific_journal-4170	137	56	in	in	ADP
american_scientific_journal-4170	137	57	literature	literature	NOUN
american_scientific_journal-4170	137	58	work	work	NOUN
american_scientific_journal-4170	137	59	.	.	PUNCT
american_scientific_journal-4170	138	1	it	it	PRON
american_scientific_journal-4170	138	2	is	be	AUX
american_scientific_journal-4170	138	3	simple	simple	ADJ
american_scientific_journal-4170	138	4	flow	flow	NOUN
american_scientific_journal-4170	138	5	chart	chart	NOUN
american_scientific_journal-4170	138	6	structure	structure	NOUN
american_scientific_journal-4170	138	7	,	,	PUNCT
american_scientific_journal-4170	138	8	it	it	PRON
american_scientific_journal-4170	138	9	consists	consist	VERB
american_scientific_journal-4170	138	10	of	of	ADP
american_scientific_journal-4170	138	11	internal	internal	ADJ
american_scientific_journal-4170	138	12	nodes	node	NOUN
american_scientific_journal-4170	138	13	and	and	CCONJ
american_scientific_journal-4170	138	14	leaf	leaf	NOUN
american_scientific_journal-4170	138	15	nodes	node	NOUN
american_scientific_journal-4170	138	16	,	,	PUNCT
american_scientific_journal-4170	138	17	used	use	VERB
american_scientific_journal-4170	138	18	to	to	PART
american_scientific_journal-4170	138	19	put	put	VERB
american_scientific_journal-4170	138	20	the	the	DET
american_scientific_journal-4170	138	21	values	value	NOUN
american_scientific_journal-4170	138	22	and	and	CCONJ
american_scientific_journal-4170	138	23	check	check	VERB
american_scientific_journal-4170	138	24	the	the	DET
american_scientific_journal-4170	138	25	values	value	NOUN
american_scientific_journal-4170	138	26	/	/	SYM
american_scientific_journal-4170	138	27	attributes	attribute	NOUN
american_scientific_journal-4170	138	28	.	.	PUNCT
american_scientific_journal-4170	139	1	its	its	PRON
american_scientific_journal-4170	139	2	classifier	classifier	NOUN
american_scientific_journal-4170	139	3	consists	consist	VERB
american_scientific_journal-4170	139	4	of	of	ADP
american_scientific_journal-4170	139	5	two	two	NUM
american_scientific_journal-4170	139	6	steps	step	NOUN
american_scientific_journal-4170	139	7	;	;	PUNCT
american_scientific_journal-4170	139	8	one	one	PRON
american_scientific_journal-4170	139	9	is	be	AUX
american_scientific_journal-4170	139	10	preparing	prepare	VERB
american_scientific_journal-4170	139	11	phase	phase	NOUN
american_scientific_journal-4170	139	12	.	.	PUNCT
american_scientific_journal-4170	140	1	other	other	ADJ
american_scientific_journal-4170	140	2	is	be	AUX
american_scientific_journal-4170	140	3	prune	prune	NOUN
american_scientific_journal-4170	140	4	phase	phase	NOUN
american_scientific_journal-4170	140	5	.	.	PUNCT
american_scientific_journal-4170	141	1	the	the	DET
american_scientific_journal-4170	141	2	pruning	prune	VERB
american_scientific_journal-4170	141	3	phase	phase	NOUN
american_scientific_journal-4170	141	4	helps	help	VERB
american_scientific_journal-4170	141	5	to	to	PART
american_scientific_journal-4170	141	6	reduce	reduce	VERB
american_scientific_journal-4170	141	7	the	the	DET
american_scientific_journal-4170	141	8	data	datum	NOUN
american_scientific_journal-4170	141	9	and	and	CCONJ
american_scientific_journal-4170	141	10	fit	fit	VERB
american_scientific_journal-4170	141	11	it	it	PRON
american_scientific_journal-4170	141	12	in	in	ADP
american_scientific_journal-4170	141	13	the	the	DET
american_scientific_journal-4170	141	14	decision	decision	NOUN
american_scientific_journal-4170	141	15	tree	tree	NOUN
american_scientific_journal-4170	141	16	.	.	PUNCT
american_scientific_journal-4170	142	1	for	for	ADP
american_scientific_journal-4170	142	2	decision	decision	NOUN
american_scientific_journal-4170	142	3	tree	tree	NOUN
american_scientific_journal-4170	142	4	,	,	PUNCT
american_scientific_journal-4170	142	5	three	three	NUM
american_scientific_journal-4170	142	6	algorithms	algorithm	NOUN
american_scientific_journal-4170	142	7	are	be	AUX
american_scientific_journal-4170	142	8	mostly	mostly	ADV
american_scientific_journal-4170	142	9	used	use	VERB
american_scientific_journal-4170	142	10	that	that	PRON
american_scientific_journal-4170	142	11	are	be	AUX
american_scientific_journal-4170	142	12	id3	id3	PROPN
american_scientific_journal-4170	142	13	,	,	PUNCT
american_scientific_journal-4170	142	14	c4.5	c4.5	PROPN
american_scientific_journal-4170	142	15	and	and	CCONJ
american_scientific_journal-4170	142	16	adt	adt	NOUN
american_scientific_journal-4170	143	1	[	[	X
american_scientific_journal-4170	143	2	25	25	NUM
american_scientific_journal-4170	143	3	]	]	PUNCT
american_scientific_journal-4170	143	4	.	.	PUNCT
american_scientific_journal-4170	144	1	b.	b.	PROPN
american_scientific_journal-4170	144	2	iterative	iterative	PROPN
american_scientific_journal-4170	144	3	dichotomies	dichotomie	VERB
american_scientific_journal-4170	144	4	3	3	NUM
american_scientific_journal-4170	144	5	(	(	PUNCT
american_scientific_journal-4170	144	6	id3	id3	PROPN
american_scientific_journal-4170	144	7	):	):	PUNCT
american_scientific_journal-4170	144	8	the	the	DET
american_scientific_journal-4170	144	9	algorithm	algorithm	NOUN
american_scientific_journal-4170	144	10	consists	consist	VERB
american_scientific_journal-4170	144	11	of	of	ADP
american_scientific_journal-4170	144	12	two	two	NUM
american_scientific_journal-4170	144	13	phases	phase	NOUN
american_scientific_journal-4170	144	14	,	,	PUNCT
american_scientific_journal-4170	144	15	build	build	VERB
american_scientific_journal-4170	144	16	and	and	CCONJ
american_scientific_journal-4170	144	17	pruning	prune	VERB
american_scientific_journal-4170	144	18	phase	phase	NOUN
american_scientific_journal-4170	144	19	.	.	PUNCT
american_scientific_journal-4170	145	1	hunts	hunt	NOUN
american_scientific_journal-4170	145	2	algorithm	algorithm	NOUN
american_scientific_journal-4170	145	3	is	be	AUX
american_scientific_journal-4170	145	4	the	the	DET
american_scientific_journal-4170	145	5	base	base	NOUN
american_scientific_journal-4170	145	6	of	of	ADP
american_scientific_journal-4170	145	7	the	the	DET
american_scientific_journal-4170	145	8	id3	id3	NOUN
american_scientific_journal-4170	145	9	.	.	PUNCT
american_scientific_journal-4170	146	1	in	in	ADP
american_scientific_journal-4170	146	2	order	order	NOUN
american_scientific_journal-4170	146	3	to	to	PART
american_scientific_journal-4170	146	4	split	split	VERB
american_scientific_journal-4170	146	5	the	the	DET
american_scientific_journal-4170	146	6	attributes	attribute	NOUN
american_scientific_journal-4170	146	7	and	and	CCONJ
american_scientific_journal-4170	146	8	dimensions	dimension	NOUN
american_scientific_journal-4170	146	9	,	,	PUNCT
american_scientific_journal-4170	146	10	it	it	PRON
american_scientific_journal-4170	146	11	uses	use	VERB
american_scientific_journal-4170	146	12	the	the	DET
american_scientific_journal-4170	146	13	information	information	NOUN
american_scientific_journal-4170	146	14	gain	gain	NOUN
american_scientific_journal-4170	146	15	.	.	PUNCT
american_scientific_journal-4170	147	1	id3	id3	NOUN
american_scientific_journal-4170	147	2	does	do	AUX
american_scientific_journal-4170	147	3	not	not	PART
american_scientific_journal-4170	147	4	mostly	mostly	ADV
american_scientific_journal-4170	147	5	provide	provide	VERB
american_scientific_journal-4170	147	6	accurate	accurate	ADJ
american_scientific_journal-4170	147	7	results	result	NOUN
american_scientific_journal-4170	147	8	,	,	PUNCT
american_scientific_journal-4170	147	9	when	when	SCONJ
american_scientific_journal-4170	147	10	data	datum	NOUN
american_scientific_journal-4170	147	11	is	be	AUX
american_scientific_journal-4170	147	12	not	not	PART
american_scientific_journal-4170	147	13	properly	properly	ADV
american_scientific_journal-4170	147	14	preprocessed	preprocesse	VERB
american_scientific_journal-4170	147	15	.	.	PUNCT
american_scientific_journal-4170	148	1	the	the	DET
american_scientific_journal-4170	148	2	noise	noise	NOUN
american_scientific_journal-4170	148	3	is	be	AUX
american_scientific_journal-4170	148	4	mostly	mostly	ADV
american_scientific_journal-4170	148	5	present	present	ADJ
american_scientific_journal-4170	148	6	in	in	ADP
american_scientific_journal-4170	148	7	data	datum	NOUN
american_scientific_journal-4170	148	8	.	.	PUNCT
american_scientific_journal-4170	149	1	this	this	DET
american_scientific_journal-4170	149	2	method	method	NOUN
american_scientific_journal-4170	149	3	uses	use	VERB
american_scientific_journal-4170	149	4	categorical	categorical	ADJ
american_scientific_journal-4170	149	5	attributes	attribute	NOUN
american_scientific_journal-4170	149	6	for	for	ADP
american_scientific_journal-4170	149	7	building	build	VERB
american_scientific_journal-4170	149	8	a	a	DET
american_scientific_journal-4170	149	9	tree	tree	NOUN
american_scientific_journal-4170	149	10	.	.	PUNCT
american_scientific_journal-4170	150	1	c.	c.	PROPN
american_scientific_journal-4170	150	2	c4.5	c4.5	PROPN
american_scientific_journal-4170	150	3	:	:	PUNCT
american_scientific_journal-4170	150	4	for	for	ADP
american_scientific_journal-4170	150	5	building	building	NOUN
american_scientific_journal-4170	150	6	,	,	PUNCT
american_scientific_journal-4170	150	7	a	a	DET
american_scientific_journal-4170	150	8	decision	decision	NOUN
american_scientific_journal-4170	150	9	tree	tree	NOUN
american_scientific_journal-4170	150	10	mostly	mostly	ADV
american_scientific_journal-4170	150	11	used	use	VERB
american_scientific_journal-4170	150	12	the	the	DET
american_scientific_journal-4170	150	13	continuous	continuous	ADJ
american_scientific_journal-4170	150	14	,	,	PUNCT
american_scientific_journal-4170	150	15	categorical	categorical	ADJ
american_scientific_journal-4170	150	16	attributes	attribute	NOUN
american_scientific_journal-4170	150	17	and	and	CCONJ
american_scientific_journal-4170	150	18	various	various	ADJ
american_scientific_journal-4170	150	19	american	american	ADJ
american_scientific_journal-4170	150	20	scientific	scientific	ADJ
american_scientific_journal-4170	150	21	research	research	NOUN
american_scientific_journal-4170	150	22	journal	journal	NOUN
american_scientific_journal-4170	150	23	for	for	ADP
american_scientific_journal-4170	150	24	engineering	engineering	NOUN
american_scientific_journal-4170	150	25	,	,	PUNCT
american_scientific_journal-4170	150	26	technology	technology	NOUN
american_scientific_journal-4170	150	27	,	,	PUNCT
american_scientific_journal-4170	150	28	and	and	CCONJ
american_scientific_journal-4170	150	29	sciences	science	NOUN
american_scientific_journal-4170	150	30	(	(	PUNCT
american_scientific_journal-4170	150	31	asrjets	asrjet	NOUN
american_scientific_journal-4170	150	32	)	)	PUNCT
american_scientific_journal-4170	150	33	(	(	PUNCT
american_scientific_journal-4170	150	34	2018	2018	NUM
american_scientific_journal-4170	150	35	)	)	PUNCT
american_scientific_journal-4170	150	36	volume	volume	NOUN
american_scientific_journal-4170	150	37	44	44	NUM
american_scientific_journal-4170	150	38	,	,	PUNCT
american_scientific_journal-4170	150	39	no	no	DET
american_scientific_journal-4170	150	40	1	1	NUM
american_scientific_journal-4170	150	41	,	,	PUNCT
american_scientific_journal-4170	150	42	pp	pp	ADV
american_scientific_journal-4170	150	43	122	122	NUM
american_scientific_journal-4170	150	44	-	-	SYM
american_scientific_journal-4170	150	45	136	136	NUM
american_scientific_journal-4170	150	46	128	128	NUM
american_scientific_journal-4170	150	47	dimensions	dimension	NOUN
american_scientific_journal-4170	150	48	.	.	PUNCT
american_scientific_journal-4170	151	1	it	it	PRON
american_scientific_journal-4170	151	2	splits	split	VERB
american_scientific_journal-4170	151	3	the	the	DET
american_scientific_journal-4170	151	4	values	value	NOUN
american_scientific_journal-4170	151	5	on	on	ADP
american_scientific_journal-4170	151	6	some	some	DET
american_scientific_journal-4170	151	7	threshold	threshold	NOUN
american_scientific_journal-4170	151	8	percentage	percentage	NOUN
american_scientific_journal-4170	151	9	or	or	CCONJ
american_scientific_journal-4170	151	10	value	value	NOUN
american_scientific_journal-4170	151	11	.	.	PUNCT
american_scientific_journal-4170	152	1	in	in	ADP
american_scientific_journal-4170	152	2	tree	tree	NOUN
american_scientific_journal-4170	152	3	structure	structure	NOUN
american_scientific_journal-4170	152	4	,	,	PUNCT
american_scientific_journal-4170	152	5	children	child	NOUN
american_scientific_journal-4170	152	6	are	be	AUX
american_scientific_journal-4170	152	7	created	create	VERB
american_scientific_journal-4170	152	8	on	on	ADP
american_scientific_journal-4170	152	9	above	above	ADP
american_scientific_journal-4170	152	10	and	and	CCONJ
american_scientific_journal-4170	152	11	below	below	ADP
american_scientific_journal-4170	152	12	threshold	threshold	NOUN
american_scientific_journal-4170	152	13	values	value	NOUN
american_scientific_journal-4170	152	14	.	.	PUNCT
american_scientific_journal-4170	153	1	to	to	PART
american_scientific_journal-4170	153	2	remove	remove	VERB
american_scientific_journal-4170	153	3	the	the	DET
american_scientific_journal-4170	153	4	extra	extra	ADJ
american_scientific_journal-4170	153	5	branches	branch	NOUN
american_scientific_journal-4170	153	6	,	,	PUNCT
american_scientific_journal-4170	153	7	it	it	PRON
american_scientific_journal-4170	153	8	uses	use	VERB
american_scientific_journal-4170	153	9	pessimistic	pessimistic	ADJ
american_scientific_journal-4170	153	10	type	type	NOUN
american_scientific_journal-4170	153	11	prune	prune	NOUN
american_scientific_journal-4170	153	12	.	.	PUNCT
american_scientific_journal-4170	154	1	the	the	DET
american_scientific_journal-4170	154	2	accuracy	accuracy	NOUN
american_scientific_journal-4170	154	3	can	can	AUX
american_scientific_journal-4170	154	4	be	be	AUX
american_scientific_journal-4170	154	5	efficiently	efficiently	ADV
american_scientific_journal-4170	154	6	improve	improve	VERB
american_scientific_journal-4170	154	7	by	by	ADP
american_scientific_journal-4170	154	8	using	use	VERB
american_scientific_journal-4170	154	9	this	this	DET
american_scientific_journal-4170	154	10	method	method	NOUN
american_scientific_journal-4170	154	11	.	.	PUNCT
american_scientific_journal-4170	155	1	d.	d.	PROPN
american_scientific_journal-4170	155	2	alternative	alternative	ADJ
american_scientific_journal-4170	155	3	decision	decision	NOUN
american_scientific_journal-4170	155	4	tree	tree	NOUN
american_scientific_journal-4170	155	5	(	(	PUNCT
american_scientific_journal-4170	155	6	adt	adt	NOUN
american_scientific_journal-4170	155	7	):	):	PUNCT
american_scientific_journal-4170	155	8	it	it	PRON
american_scientific_journal-4170	155	9	consists	consist	VERB
american_scientific_journal-4170	155	10	of	of	ADP
american_scientific_journal-4170	155	11	various	various	ADJ
american_scientific_journal-4170	155	12	predictions	prediction	NOUN
american_scientific_journal-4170	155	13	and	and	CCONJ
american_scientific_journal-4170	155	14	decision	decision	NOUN
american_scientific_journal-4170	155	15	tree	tree	NOUN
american_scientific_journal-4170	155	16	nodes	node	NOUN
american_scientific_journal-4170	155	17	.	.	PUNCT
american_scientific_journal-4170	156	1	it	it	PRON
american_scientific_journal-4170	156	2	is	be	AUX
american_scientific_journal-4170	156	3	different	different	ADJ
american_scientific_journal-4170	156	4	from	from	ADP
american_scientific_journal-4170	156	5	id3	id3	NOUN
american_scientific_journal-4170	156	6	and	and	CCONJ
american_scientific_journal-4170	156	7	c4.5	c4.5	PROPN
american_scientific_journal-4170	156	8	.	.	PUNCT
american_scientific_journal-4170	157	1	the	the	DET
american_scientific_journal-4170	157	2	tree	tree	NOUN
american_scientific_journal-4170	157	3	is	be	AUX
american_scientific_journal-4170	157	4	not	not	PART
american_scientific_journal-4170	157	5	differentiated	differentiate	VERB
american_scientific_journal-4170	157	6	into	into	ADP
american_scientific_journal-4170	157	7	parent	parent	NOUN
american_scientific_journal-4170	157	8	and	and	CCONJ
american_scientific_journal-4170	157	9	child	child	NOUN
american_scientific_journal-4170	157	10	nodes	node	NOUN
american_scientific_journal-4170	157	11	.	.	PUNCT
american_scientific_journal-4170	158	1	treat	treat	VERB
american_scientific_journal-4170	158	2	the	the	DET
american_scientific_journal-4170	158	3	whole	whole	ADJ
american_scientific_journal-4170	158	4	tree	tree	NOUN
american_scientific_journal-4170	158	5	for	for	ADP
american_scientific_journal-4170	158	6	interpretation	interpretation	NOUN
american_scientific_journal-4170	158	7	.	.	PUNCT
american_scientific_journal-4170	159	1	by	by	ADP
american_scientific_journal-4170	159	2	using	use	VERB
american_scientific_journal-4170	159	3	join	join	NOUN
american_scientific_journal-4170	159	4	nodes	node	NOUN
american_scientific_journal-4170	159	5	sets	set	NOUN
american_scientific_journal-4170	159	6	,	,	PUNCT
american_scientific_journal-4170	159	7	it	it	PRON
american_scientific_journal-4170	159	8	is	be	AUX
american_scientific_journal-4170	159	9	evaluated	evaluate	VERB
american_scientific_journal-4170	159	10	[	[	X
american_scientific_journal-4170	159	11	6	6	NUM
american_scientific_journal-4170	159	12	,	,	PUNCT
american_scientific_journal-4170	159	13	24	24	NUM
american_scientific_journal-4170	159	14	]	]	PUNCT
american_scientific_journal-4170	159	15	.	.	PUNCT
american_scientific_journal-4170	160	1	table	table	NOUN
american_scientific_journal-4170	160	2	2	2	NUM
american_scientific_journal-4170	160	3	:	:	PUNCT
american_scientific_journal-4170	160	4	prediction	prediction	NOUN
american_scientific_journal-4170	160	5	parameter	parameter	NOUN
american_scientific_journal-4170	160	6	results	result	VERB
american_scientific_journal-4170	160	7	with	with	ADP
american_scientific_journal-4170	160	8	decision	decision	NOUN
american_scientific_journal-4170	160	9	tree	tree	NOUN
american_scientific_journal-4170	160	10	methods	method	NOUN
american_scientific_journal-4170	160	11	attributes	attribute	VERB
american_scientific_journal-4170	160	12	accurate	accurate	ADJ
american_scientific_journal-4170	160	13	results	result	NOUN
american_scientific_journal-4170	160	14	(	(	PUNCT
american_scientific_journal-4170	160	15	%	%	INTJ
american_scientific_journal-4170	160	16	)	)	PUNCT
american_scientific_journal-4170	160	17	papers	paper	NOUN
american_scientific_journal-4170	160	18	d	d	X
american_scientific_journal-4170	160	19	ec	ec	PROPN
american_scientific_journal-4170	160	20	is	be	AUX
american_scientific_journal-4170	160	21	io	io	PROPN
american_scientific_journal-4170	160	22	n	n	ADP
american_scientific_journal-4170	160	23	t	t	X
american_scientific_journal-4170	160	24	re	re	ADP
american_scientific_journal-4170	160	25	e	e	PROPN
american_scientific_journal-4170	160	26	final	final	ADJ
american_scientific_journal-4170	160	27	exam	exam	NOUN
american_scientific_journal-4170	160	28	85	85	NUM
american_scientific_journal-4170	160	29	bunkar	bunkar	NOUN
american_scientific_journal-4170	160	30	,	,	PUNCT
american_scientific_journal-4170	160	31	and	and	CCONJ
american_scientific_journal-4170	160	32	his	his	PRON
american_scientific_journal-4170	160	33	colleagues	colleague	NOUN
american_scientific_journal-4170	160	34	(	(	PUNCT
american_scientific_journal-4170	160	35	2012	2012	NUM
american_scientific_journal-4170	160	36	)	)	PUNCT
american_scientific_journal-4170	161	1	[	[	X
american_scientific_journal-4170	161	2	16	16	NUM
american_scientific_journal-4170	161	3	]	]	X
american_scientific_journal-4170	161	4	cgpa	cgpa	PROPN
american_scientific_journal-4170	161	5	,	,	PUNCT
american_scientific_journal-4170	161	6	demographic	demographic	ADJ
american_scientific_journal-4170	161	7	,	,	PUNCT
american_scientific_journal-4170	161	8	background	background	NOUN
american_scientific_journal-4170	161	9	info	info	NOUN
american_scientific_journal-4170	161	10	,	,	PUNCT
american_scientific_journal-4170	161	11	and	and	CCONJ
american_scientific_journal-4170	161	12	scholarship	scholarship	NOUN
american_scientific_journal-4170	161	13	information	information	NOUN
american_scientific_journal-4170	161	14	’s	’s	PART
american_scientific_journal-4170	161	15	91	91	NUM
american_scientific_journal-4170	161	16	jishan	jishan	NOUN
american_scientific_journal-4170	161	17	,	,	PUNCT
american_scientific_journal-4170	161	18	and	and	CCONJ
american_scientific_journal-4170	161	19	his	his	PRON
american_scientific_journal-4170	161	20	colleagues	colleague	NOUN
american_scientific_journal-4170	161	21	(	(	PUNCT
american_scientific_journal-4170	161	22	2015	2015	NUM
american_scientific_journal-4170	161	23	)	)	PUNCT
american_scientific_journal-4170	162	1	[	[	X
american_scientific_journal-4170	162	2	17	17	NUM
american_scientific_journal-4170	162	3	]	]	X
american_scientific_journal-4170	162	4	(	(	PUNCT
american_scientific_journal-4170	162	5	internal	internal	ADJ
american_scientific_journal-4170	162	6	)	)	PUNCT
american_scientific_journal-4170	162	7	exam	exam	NOUN
american_scientific_journal-4170	162	8	,	,	PUNCT
american_scientific_journal-4170	162	9	cgpa	cgpa	PROPN
american_scientific_journal-4170	162	10	,	,	PUNCT
american_scientific_journal-4170	162	11	and	and	CCONJ
american_scientific_journal-4170	162	12	extra	extra	ADJ
american_scientific_journal-4170	162	13	activities	activity	NOUN
american_scientific_journal-4170	162	14	66	66	NUM
american_scientific_journal-4170	162	15	mayilvaganan	mayilvaganan	NOUN
american_scientific_journal-4170	162	16	and	and	CCONJ
american_scientific_journal-4170	162	17	his	his	PRON
american_scientific_journal-4170	162	18	colleagues	colleague	NOUN
american_scientific_journal-4170	162	19	(	(	PUNCT
american_scientific_journal-4170	162	20	20140	20140	NUM
american_scientific_journal-4170	162	21	[	[	X
american_scientific_journal-4170	162	22	18	18	NUM
american_scientific_journal-4170	162	23	]	]	X
american_scientific_journal-4170	162	24	exam	exam	NOUN
american_scientific_journal-4170	162	25	(	(	PUNCT
american_scientific_journal-4170	162	26	internal	internal	ADJ
american_scientific_journal-4170	162	27	)	)	PUNCT
american_scientific_journal-4170	162	28	,	,	PUNCT
american_scientific_journal-4170	162	29	cgpa	cgpa	PROPN
american_scientific_journal-4170	162	30	,	,	PUNCT
american_scientific_journal-4170	162	31	and	and	CCONJ
american_scientific_journal-4170	162	32	extra	extra	ADJ
american_scientific_journal-4170	162	33	activities	activity	NOUN
american_scientific_journal-4170	162	34	65	65	NUM
american_scientific_journal-4170	162	35	ramesh	ramesh	NOUN
american_scientific_journal-4170	162	36	and	and	CCONJ
american_scientific_journal-4170	162	37	his	his	PRON
american_scientific_journal-4170	162	38	colleagues	colleague	NOUN
american_scientific_journal-4170	162	39	(	(	PUNCT
american_scientific_journal-4170	162	40	2013	2013	NUM
american_scientific_journal-4170	162	41	)	)	PUNCT
american_scientific_journal-4170	163	1	[	[	X
american_scientific_journal-4170	163	2	19	19	NUM
american_scientific_journal-4170	163	3	]	]	X
american_scientific_journal-4170	163	4	exam	exam	NOUN
american_scientific_journal-4170	163	5	(	(	PUNCT
american_scientific_journal-4170	163	6	internal	internal	ADJ
american_scientific_journal-4170	163	7	)	)	PUNCT
american_scientific_journal-4170	163	8	,	,	PUNCT
american_scientific_journal-4170	163	9	demographic	demographic	ADJ
american_scientific_journal-4170	163	10	,	,	PUNCT
american_scientific_journal-4170	163	11	and	and	CCONJ
american_scientific_journal-4170	163	12	extra	extra	ADJ
american_scientific_journal-4170	163	13	activities	activity	NOUN
american_scientific_journal-4170	163	14	90	90	NUM
american_scientific_journal-4170	163	15	elakia	elakia	NOUN
american_scientific_journal-4170	163	16	and	and	CCONJ
american_scientific_journal-4170	163	17	his	his	PRON
american_scientific_journal-4170	163	18	colleagues	colleague	NOUN
american_scientific_journal-4170	163	19	(	(	PUNCT
american_scientific_journal-4170	163	20	2014	2014	NUM
american_scientific_journal-4170	163	21	)	)	PUNCT
american_scientific_journal-4170	164	1	[	[	X
american_scientific_journal-4170	164	2	20	20	NUM
american_scientific_journal-4170	164	3	]	]	X
american_scientific_journal-4170	164	4	psychological	psychological	ADJ
american_scientific_journal-4170	164	5	factors	factor	NOUN
american_scientific_journal-4170	164	6	,	,	PUNCT
american_scientific_journal-4170	164	7	extra	extra	ADJ
american_scientific_journal-4170	164	8	activities	activity	NOUN
american_scientific_journal-4170	164	9	,	,	PUNCT
american_scientific_journal-4170	164	10	knowledge	knowledge	NOUN
american_scientific_journal-4170	164	11	skills	skill	VERB
american_scientific_journal-4170	164	12	88	88	NUM
american_scientific_journal-4170	164	13	mishra	mishra	PROPN
american_scientific_journal-4170	164	14	and	and	CCONJ
american_scientific_journal-4170	164	15	his	his	PRON
american_scientific_journal-4170	164	16	colleagues	colleague	NOUN
american_scientific_journal-4170	164	17	(	(	PUNCT
american_scientific_journal-4170	164	18	2014	2014	NUM
american_scientific_journal-4170	164	19	)	)	PUNCT
american_scientific_journal-4170	165	1	[	[	X
american_scientific_journal-4170	165	2	21	21	NUM
american_scientific_journal-4170	165	3	]	]	X
american_scientific_journal-4170	165	4	e.	e.	PROPN
american_scientific_journal-4170	165	5	naive	naive	ADJ
american_scientific_journal-4170	165	6	bayes	bayes	PROPN
american_scientific_journal-4170	165	7	algorithm	algorithm	PROPN
american_scientific_journal-4170	165	8	(	(	PUNCT
american_scientific_journal-4170	165	9	nb	nb	INTJ
american_scientific_journal-4170	165	10	):	):	PUNCT
american_scientific_journal-4170	165	11	it	it	PRON
american_scientific_journal-4170	165	12	is	be	AUX
american_scientific_journal-4170	165	13	simple	simple	ADJ
american_scientific_journal-4170	165	14	algorithm	algorithm	NOUN
american_scientific_journal-4170	165	15	for	for	ADP
american_scientific_journal-4170	165	16	the	the	DET
american_scientific_journal-4170	165	17	prediction	prediction	NOUN
american_scientific_journal-4170	165	18	of	of	ADP
american_scientific_journal-4170	165	19	performance	performance	NOUN
american_scientific_journal-4170	165	20	based	base	VERB
american_scientific_journal-4170	165	21	on	on	ADP
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american_scientific_journal-4170	165	23	method	method	NOUN
american_scientific_journal-4170	165	24	by	by	ADP
american_scientific_journal-4170	165	25	using	use	VERB
american_scientific_journal-4170	165	26	the	the	DET
american_scientific_journal-4170	165	27	probability	probability	NOUN
american_scientific_journal-4170	165	28	theory	theory	NOUN
american_scientific_journal-4170	165	29	;	;	PUNCT
american_scientific_journal-4170	165	30	this	this	DET
american_scientific_journal-4170	165	31	method	method	NOUN
american_scientific_journal-4170	165	32	makes	make	VERB
american_scientific_journal-4170	165	33	the	the	DET
american_scientific_journal-4170	165	34	problem	problem	NOUN
american_scientific_journal-4170	165	35	very	very	ADV
american_scientific_journal-4170	165	36	simple	simple	ADJ
american_scientific_journal-4170	165	37	by	by	ADP
american_scientific_journal-4170	165	38	use	use	NOUN
american_scientific_journal-4170	165	39	of	of	ADP
american_scientific_journal-4170	165	40	assumptions	assumption	NOUN
american_scientific_journal-4170	165	41	.	.	PUNCT
american_scientific_journal-4170	166	1	like	like	INTJ
american_scientific_journal-4170	166	2	no	no	DET
american_scientific_journal-4170	166	3	other	other	ADJ
american_scientific_journal-4170	166	4	attributes	attribute	NOUN
american_scientific_journal-4170	166	5	affects	affect	VERB
american_scientific_journal-4170	166	6	the	the	DET
american_scientific_journal-4170	166	7	prediction	prediction	NOUN
american_scientific_journal-4170	166	8	process	process	NOUN
american_scientific_journal-4170	166	9	any	any	PRON
american_scientific_journal-4170	166	10	more	more	ADV
american_scientific_journal-4170	166	11	.	.	PUNCT
american_scientific_journal-4170	167	1	it	it	PRON
american_scientific_journal-4170	167	2	is	be	AUX
american_scientific_journal-4170	167	3	considered	consider	VERB
american_scientific_journal-4170	167	4	to	to	PART
american_scientific_journal-4170	167	5	be	be	AUX
american_scientific_journal-4170	167	6	an	an	DET
american_scientific_journal-4170	167	7	efficient	efficient	ADJ
american_scientific_journal-4170	167	8	algorithm	algorithm	NOUN
american_scientific_journal-4170	168	1	[	[	X
american_scientific_journal-4170	168	2	14	14	NUM
american_scientific_journal-4170	168	3	,	,	PUNCT
american_scientific_journal-4170	168	4	15	15	NUM
american_scientific_journal-4170	168	5	]	]	PUNCT
american_scientific_journal-4170	168	6	.	.	PUNCT
american_scientific_journal-4170	169	1	american	american	PROPN
american_scientific_journal-4170	169	2	scientific	scientific	ADJ
american_scientific_journal-4170	169	3	research	research	PROPN
american_scientific_journal-4170	169	4	journal	journal	NOUN
american_scientific_journal-4170	169	5	for	for	ADP
american_scientific_journal-4170	169	6	engineering	engineering	NOUN
american_scientific_journal-4170	169	7	,	,	PUNCT
american_scientific_journal-4170	169	8	technology	technology	NOUN
american_scientific_journal-4170	169	9	,	,	PUNCT
american_scientific_journal-4170	169	10	and	and	CCONJ
american_scientific_journal-4170	169	11	sciences	science	NOUN
american_scientific_journal-4170	169	12	(	(	PUNCT
american_scientific_journal-4170	169	13	asrjets	asrjet	NOUN
american_scientific_journal-4170	169	14	)	)	PUNCT
american_scientific_journal-4170	169	15	(	(	PUNCT
american_scientific_journal-4170	169	16	2018	2018	NUM
american_scientific_journal-4170	169	17	)	)	PUNCT
american_scientific_journal-4170	169	18	volume	volume	NOUN
american_scientific_journal-4170	169	19	44	44	NUM
american_scientific_journal-4170	169	20	,	,	PUNCT
american_scientific_journal-4170	169	21	no	no	DET
american_scientific_journal-4170	169	22	1	1	NUM
american_scientific_journal-4170	169	23	,	,	PUNCT
american_scientific_journal-4170	169	24	pp	pp	ADV
american_scientific_journal-4170	169	25	122	122	NUM
american_scientific_journal-4170	169	26	-	-	SYM
american_scientific_journal-4170	169	27	136	136	NUM
american_scientific_journal-4170	169	28	129	129	NUM
american_scientific_journal-4170	169	29	table	table	NOUN
american_scientific_journal-4170	169	30	3	3	NUM
american_scientific_journal-4170	169	31	:	:	PUNCT
american_scientific_journal-4170	169	32	accuracy	accuracy	NOUN
american_scientific_journal-4170	169	33	based	base	VERB
american_scientific_journal-4170	169	34	results	result	NOUN
american_scientific_journal-4170	169	35	with	with	ADP
american_scientific_journal-4170	169	36	naive	naive	ADJ
american_scientific_journal-4170	169	37	bayes	bayes	NOUN
american_scientific_journal-4170	169	38	algorithm	algorithm	NOUN
american_scientific_journal-4170	169	39	methods	method	NOUN
american_scientific_journal-4170	169	40	attributes	attribute	VERB
american_scientific_journal-4170	169	41	accurate	accurate	ADJ
american_scientific_journal-4170	169	42	results	result	NOUN
american_scientific_journal-4170	169	43	(	(	PUNCT
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american_scientific_journal-4170	169	45	)	)	PUNCT
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american_scientific_journal-4170	169	47	n	n	CCONJ
american_scientific_journal-4170	169	48	ai	ai	VERB
american_scientific_journal-4170	169	49	ve	ve	PROPN
american_scientific_journal-4170	169	50	b	b	NOUN
american_scientific_journal-4170	169	51	ay	ay	NOUN
american_scientific_journal-4170	169	52	es	es	ADP
american_scientific_journal-4170	169	53	a	a	DET
american_scientific_journal-4170	169	54	lg	lg	NOUN
american_scientific_journal-4170	169	55	or	or	CCONJ
american_scientific_journal-4170	169	56	ith	ith	NOUN
american_scientific_journal-4170	169	57	m	m	PROPN
american_scientific_journal-4170	169	58	background	background	NOUN
american_scientific_journal-4170	169	59	and	and	CCONJ
american_scientific_journal-4170	169	60	demographic	demographic	ADJ
american_scientific_journal-4170	169	61	info	info	NOUN
american_scientific_journal-4170	169	62	50	50	NUM
american_scientific_journal-4170	169	63	ramesh	ramesh	NOUN
american_scientific_journal-4170	169	64	and	and	CCONJ
american_scientific_journal-4170	169	65	his	his	PRON
american_scientific_journal-4170	169	66	colleagues	colleague	NOUN
american_scientific_journal-4170	169	67	(	(	PUNCT
american_scientific_journal-4170	169	68	2013	2013	NUM
american_scientific_journal-4170	169	69	)	)	PUNCT
american_scientific_journal-4170	170	1	[	[	X
american_scientific_journal-4170	170	2	19	19	NUM
american_scientific_journal-4170	170	3	]	]	X
american_scientific_journal-4170	170	4	cgpa	cgpa	PROPN
american_scientific_journal-4170	170	5	75	75	NUM
american_scientific_journal-4170	170	6	jishan	jishan	NOUN
american_scientific_journal-4170	170	7	and	and	CCONJ
american_scientific_journal-4170	170	8	his	his	PRON
american_scientific_journal-4170	170	9	colleagues	colleague	NOUN
american_scientific_journal-4170	170	10	(	(	PUNCT
american_scientific_journal-4170	170	11	2015	2015	NUM
american_scientific_journal-4170	170	12	)	)	PUNCT
american_scientific_journal-4170	171	1	[	[	X
american_scientific_journal-4170	171	2	17	17	NUM
american_scientific_journal-4170	171	3	]	]	X
american_scientific_journal-4170	171	4	exam	exam	NOUN
american_scientific_journal-4170	171	5	results	result	NOUN
american_scientific_journal-4170	171	6	,	,	PUNCT
american_scientific_journal-4170	171	7	cgpa	cgpa	PROPN
american_scientific_journal-4170	171	8	,	,	PUNCT
american_scientific_journal-4170	171	9	and	and	CCONJ
american_scientific_journal-4170	171	10	extra	extra	ADJ
american_scientific_journal-4170	171	11	activities	activity	NOUN
american_scientific_journal-4170	171	12	73	73	NUM
american_scientific_journal-4170	171	13	mayilvaganan	mayilvaganan	NOUN
american_scientific_journal-4170	171	14	and	and	CCONJ
american_scientific_journal-4170	171	15	his	his	PRON
american_scientific_journal-4170	171	16	colleagues	colleague	NOUN
american_scientific_journal-4170	171	17	(	(	PUNCT
american_scientific_journal-4170	171	18	2014[18	2014[18	NUM
american_scientific_journal-4170	171	19	]	]	PUNCT
american_scientific_journal-4170	171	20	f.	f.	PROPN
american_scientific_journal-4170	171	21	multilayer	multilayer	PROPN
american_scientific_journal-4170	171	22	perceptron	perceptron	PROPN
american_scientific_journal-4170	171	23	algorithm	algorithm	PROPN
american_scientific_journal-4170	171	24	(	(	PUNCT
american_scientific_journal-4170	171	25	mlp	mlp	NOUN
american_scientific_journal-4170	171	26	):	):	PUNCT
american_scientific_journal-4170	171	27	the	the	DET
american_scientific_journal-4170	171	28	neural	neural	ADJ
american_scientific_journal-4170	171	29	network	network	NOUN
american_scientific_journal-4170	171	30	uses	use	VERB
american_scientific_journal-4170	171	31	this	this	DET
american_scientific_journal-4170	171	32	algorithm	algorithm	NOUN
american_scientific_journal-4170	171	33	mostly	mostly	ADV
american_scientific_journal-4170	171	34	.	.	PUNCT
american_scientific_journal-4170	172	1	an	an	DET
american_scientific_journal-4170	172	2	input	input	NOUN
american_scientific_journal-4170	172	3	layer	layer	NOUN
american_scientific_journal-4170	172	4	is	be	AUX
american_scientific_journal-4170	172	5	formed	form	VERB
american_scientific_journal-4170	172	6	by	by	ADP
american_scientific_journal-4170	172	7	some	some	DET
american_scientific_journal-4170	172	8	elements	element	NOUN
american_scientific_journal-4170	172	9	,	,	PUNCT
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american_scientific_journal-4170	172	11	contains	contain	VERB
american_scientific_journal-4170	172	12	the	the	DET
american_scientific_journal-4170	172	13	sensory	sensory	ADJ
american_scientific_journal-4170	172	14	information	information	NOUN
american_scientific_journal-4170	172	15	,	,	PUNCT
american_scientific_journal-4170	172	16	for	for	ADP
american_scientific_journal-4170	172	17	purpose	purpose	NOUN
american_scientific_journal-4170	172	18	of	of	ADP
american_scientific_journal-4170	172	19	approximation	approximation	NOUN
american_scientific_journal-4170	172	20	in	in	ADP
american_scientific_journal-4170	172	21	classification	classification	NOUN
american_scientific_journal-4170	172	22	function	function	NOUN
american_scientific_journal-4170	172	23	.	.	PUNCT
american_scientific_journal-4170	173	1	an	an	DET
american_scientific_journal-4170	173	2	advance	advance	ADJ
american_scientific_journal-4170	173	3	multilayer	multilayer	ADJ
american_scientific_journal-4170	173	4	perceptron	perceptron	PROPN
american_scientific_journal-4170	173	5	algorithm	algorithm	PROPN
american_scientific_journal-4170	173	6	is	be	AUX
american_scientific_journal-4170	173	7	used	use	VERB
american_scientific_journal-4170	173	8	.	.	PUNCT
american_scientific_journal-4170	174	1	it	it	PRON
american_scientific_journal-4170	174	2	consists	consist	VERB
american_scientific_journal-4170	174	3	of	of	ADP
american_scientific_journal-4170	174	4	neurons	neuron	NOUN
american_scientific_journal-4170	174	5	,	,	PUNCT
american_scientific_journal-4170	174	6	which	which	PRON
american_scientific_journal-4170	174	7	are	be	AUX
american_scientific_journal-4170	174	8	known	know	VERB
american_scientific_journal-4170	174	9	as	as	ADP
american_scientific_journal-4170	174	10	nodes	node	NOUN
american_scientific_journal-4170	174	11	.	.	PUNCT
american_scientific_journal-4170	175	1	it	it	PRON
american_scientific_journal-4170	175	2	is	be	AUX
american_scientific_journal-4170	175	3	used	use	VERB
american_scientific_journal-4170	175	4	to	to	PART
american_scientific_journal-4170	175	5	approximate	approximate	VERB
american_scientific_journal-4170	175	6	the	the	DET
american_scientific_journal-4170	175	7	nonlinear	nonlinear	ADJ
american_scientific_journal-4170	175	8	functions	function	NOUN
american_scientific_journal-4170	175	9	.	.	PUNCT
american_scientific_journal-4170	176	1	table	table	NOUN
american_scientific_journal-4170	176	2	4	4	NUM
american_scientific_journal-4170	176	3	:	:	PUNCT
american_scientific_journal-4170	176	4	prediction	prediction	NOUN
american_scientific_journal-4170	176	5	parameter	parameter	NOUN
american_scientific_journal-4170	176	6	results	result	NOUN
american_scientific_journal-4170	176	7	with	with	ADP
american_scientific_journal-4170	176	8	neural	neural	ADJ
american_scientific_journal-4170	176	9	network	network	NOUN
american_scientific_journal-4170	176	10	methods	method	NOUN
american_scientific_journal-4170	176	11	attributes	attribute	VERB
american_scientific_journal-4170	176	12	accurate	accurate	ADJ
american_scientific_journal-4170	176	13	results	result	NOUN
american_scientific_journal-4170	176	14	(	(	PUNCT
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american_scientific_journal-4170	176	16	)	)	PUNCT
american_scientific_journal-4170	176	17	papers	paper	NOUN
american_scientific_journal-4170	176	18	n	n	CCONJ
american_scientific_journal-4170	176	19	eu	eu	PROPN
american_scientific_journal-4170	176	20	ra	ra	PROPN
american_scientific_journal-4170	176	21	l	l	PROPN
american_scientific_journal-4170	176	22	n	n	INTJ
american_scientific_journal-4170	176	23	et	et	NOUN
american_scientific_journal-4170	176	24	w	w	NOUN
american_scientific_journal-4170	176	25	or	or	CCONJ
american_scientific_journal-4170	176	26	k	k	PROPN
american_scientific_journal-4170	176	27	exam	exam	NOUN
american_scientific_journal-4170	176	28	data	datum	NOUN
american_scientific_journal-4170	176	29	(	(	PUNCT
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american_scientific_journal-4170	176	31	)	)	PUNCT
american_scientific_journal-4170	176	32	97	97	NUM
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american_scientific_journal-4170	176	34	and	and	CCONJ
american_scientific_journal-4170	176	35	his	his	PRON
american_scientific_journal-4170	176	36	colleagues	colleague	NOUN
american_scientific_journal-4170	176	37	(	(	PUNCT
american_scientific_journal-4170	176	38	2013	2013	NUM
american_scientific_journal-4170	176	39	)	)	PUNCT
american_scientific_journal-4170	177	1	[	[	X
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american_scientific_journal-4170	177	5	and	and	CCONJ
american_scientific_journal-4170	177	6	demographic	demographic	ADJ
american_scientific_journal-4170	177	7	info	info	NOUN
american_scientific_journal-4170	177	8	72	72	NUM
american_scientific_journal-4170	177	9	ramesh	ramesh	NOUN
american_scientific_journal-4170	177	10	and	and	CCONJ
american_scientific_journal-4170	177	11	his	his	PRON
american_scientific_journal-4170	177	12	colleagues	colleague	NOUN
american_scientific_journal-4170	177	13	(	(	PUNCT
american_scientific_journal-4170	177	14	2013	2013	NUM
american_scientific_journal-4170	177	15	)	)	PUNCT
american_scientific_journal-4170	178	1	[	[	X
american_scientific_journal-4170	178	2	19	19	NUM
american_scientific_journal-4170	178	3	]	]	PUNCT
american_scientific_journal-4170	178	4	psychometric	psychometric	ADJ
american_scientific_journal-4170	178	5	69	69	NUM
american_scientific_journal-4170	178	6	gray	gray	ADJ
american_scientific_journal-4170	178	7	and	and	CCONJ
american_scientific_journal-4170	178	8	his	his	PRON
american_scientific_journal-4170	178	9	colleagues	colleague	NOUN
american_scientific_journal-4170	178	10	(	(	PUNCT
american_scientific_journal-4170	178	11	2014	2014	NUM
american_scientific_journal-4170	178	12	)	)	PUNCT
american_scientific_journal-4170	179	1	[	[	X
american_scientific_journal-4170	179	2	23	23	NUM
american_scientific_journal-4170	179	3	]	]	PUNCT
american_scientific_journal-4170	179	4	exam	exam	NOUN
american_scientific_journal-4170	179	5	results	result	NOUN
american_scientific_journal-4170	179	6	75	75	NUM
american_scientific_journal-4170	179	7	jishan	jishan	NOUN
american_scientific_journal-4170	179	8	and	and	CCONJ
american_scientific_journal-4170	179	9	his	his	PRON
american_scientific_journal-4170	179	10	colleagues	colleague	NOUN
american_scientific_journal-4170	179	11	(	(	PUNCT
american_scientific_journal-4170	179	12	2015	2015	NUM
american_scientific_journal-4170	179	13	)	)	PUNCT
american_scientific_journal-4170	180	1	[	[	X
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american_scientific_journal-4170	180	4	american	american	ADJ
american_scientific_journal-4170	180	5	scientific	scientific	ADJ
american_scientific_journal-4170	180	6	research	research	PROPN
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american_scientific_journal-4170	180	8	for	for	ADP
american_scientific_journal-4170	180	9	engineering	engineering	NOUN
american_scientific_journal-4170	180	10	,	,	PUNCT
american_scientific_journal-4170	180	11	technology	technology	NOUN
american_scientific_journal-4170	180	12	,	,	PUNCT
american_scientific_journal-4170	180	13	and	and	CCONJ
american_scientific_journal-4170	180	14	sciences	science	NOUN
american_scientific_journal-4170	180	15	(	(	PUNCT
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american_scientific_journal-4170	180	18	(	(	PUNCT
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american_scientific_journal-4170	180	20	)	)	PUNCT
american_scientific_journal-4170	180	21	volume	volume	NOUN
american_scientific_journal-4170	180	22	44	44	NUM
american_scientific_journal-4170	180	23	,	,	PUNCT
american_scientific_journal-4170	180	24	no	no	DET
american_scientific_journal-4170	180	25	1	1	NUM
american_scientific_journal-4170	180	26	,	,	PUNCT
american_scientific_journal-4170	180	27	pp	pp	ADV
american_scientific_journal-4170	180	28	122	122	NUM
american_scientific_journal-4170	180	29	-	-	SYM
american_scientific_journal-4170	180	30	136	136	NUM
american_scientific_journal-4170	180	31	130	130	NUM
american_scientific_journal-4170	180	32	g.	g.	NOUN
american_scientific_journal-4170	180	33	logistic	logistic	ADJ
american_scientific_journal-4170	180	34	regression	regression	NOUN
american_scientific_journal-4170	180	35	:	:	PUNCT
american_scientific_journal-4170	180	36	by	by	ADP
american_scientific_journal-4170	180	37	use	use	NOUN
american_scientific_journal-4170	180	38	of	of	ADP
american_scientific_journal-4170	180	39	the	the	DET
american_scientific_journal-4170	180	40	logic	logic	NOUN
american_scientific_journal-4170	180	41	function	function	NOUN
american_scientific_journal-4170	180	42	,	,	PUNCT
american_scientific_journal-4170	180	43	we	we	PRON
american_scientific_journal-4170	180	44	can	can	AUX
american_scientific_journal-4170	180	45	also	also	ADV
american_scientific_journal-4170	180	46	build	build	VERB
american_scientific_journal-4170	180	47	a	a	DET
american_scientific_journal-4170	180	48	model	model	NOUN
american_scientific_journal-4170	180	49	and	and	CCONJ
american_scientific_journal-4170	180	50	estimate	estimate	VERB
american_scientific_journal-4170	180	51	the	the	DET
american_scientific_journal-4170	180	52	results	result	NOUN
american_scientific_journal-4170	180	53	.	.	PUNCT
american_scientific_journal-4170	181	1	it	it	PRON
american_scientific_journal-4170	181	2	is	be	AUX
american_scientific_journal-4170	181	3	basically	basically	ADV
american_scientific_journal-4170	181	4	a	a	DET
american_scientific_journal-4170	181	5	statistical	statistical	ADJ
american_scientific_journal-4170	181	6	method	method	NOUN
american_scientific_journal-4170	181	7	used	use	VERB
american_scientific_journal-4170	181	8	for	for	ADP
american_scientific_journal-4170	181	9	prediction	prediction	NOUN
american_scientific_journal-4170	181	10	and	and	CCONJ
american_scientific_journal-4170	181	11	the	the	DET
american_scientific_journal-4170	181	12	estimations	estimation	NOUN
american_scientific_journal-4170	181	13	[	[	X
american_scientific_journal-4170	181	14	14	14	NUM
american_scientific_journal-4170	181	15	]	]	PUNCT
american_scientific_journal-4170	181	16	.	.	PUNCT
american_scientific_journal-4170	182	1	h.	h.	PROPN
american_scientific_journal-4170	183	1	k	k	NOUN
american_scientific_journal-4170	183	2	-	-	PUNCT
american_scientific_journal-4170	183	3	nearest	near	ADJ
american_scientific_journal-4170	183	4	neighbor	neighbor	NOUN
american_scientific_journal-4170	183	5	(	(	PUNCT
american_scientific_journal-4170	183	6	knn	knn	PROPN
american_scientific_journal-4170	183	7	):	):	PUNCT
american_scientific_journal-4170	183	8	it	it	PRON
american_scientific_journal-4170	183	9	is	be	AUX
american_scientific_journal-4170	183	10	considered	consider	VERB
american_scientific_journal-4170	183	11	one	one	NUM
american_scientific_journal-4170	183	12	of	of	ADP
american_scientific_journal-4170	183	13	the	the	DET
american_scientific_journal-4170	183	14	best	good	ADJ
american_scientific_journal-4170	183	15	simple	simple	ADJ
american_scientific_journal-4170	183	16	and	and	CCONJ
american_scientific_journal-4170	183	17	accuracy	accuracy	NOUN
american_scientific_journal-4170	183	18	based	base	VERB
american_scientific_journal-4170	183	19	algorithm	algorithm	NOUN
american_scientific_journal-4170	183	20	for	for	ADP
american_scientific_journal-4170	183	21	performance	performance	NOUN
american_scientific_journal-4170	183	22	-	-	PUNCT
american_scientific_journal-4170	183	23	based	base	VERB
american_scientific_journal-4170	183	24	prediction	prediction	NOUN
american_scientific_journal-4170	183	25	.	.	PUNCT
american_scientific_journal-4170	184	1	support	support	NOUN
american_scientific_journal-4170	184	2	vector	vector	NOUN
american_scientific_journal-4170	184	3	machine	machine	NOUN
american_scientific_journal-4170	184	4	(	(	PUNCT
american_scientific_journal-4170	184	5	svm	svm	PROPN
american_scientific_journal-4170	184	6	)	)	PUNCT
american_scientific_journal-4170	184	7	is	be	AUX
american_scientific_journal-4170	184	8	also	also	ADV
american_scientific_journal-4170	184	9	used	use	VERB
american_scientific_journal-4170	184	10	for	for	ADP
american_scientific_journal-4170	184	11	classification	classification	NOUN
american_scientific_journal-4170	184	12	purpose	purpose	NOUN
american_scientific_journal-4170	185	1	[	[	X
american_scientific_journal-4170	185	2	14	14	NUM
american_scientific_journal-4170	185	3	]	]	PUNCT
american_scientific_journal-4170	185	4	.	.	PUNCT
american_scientific_journal-4170	186	1	table	table	NOUN
american_scientific_journal-4170	186	2	5	5	NUM
american_scientific_journal-4170	186	3	:	:	PUNCT
american_scientific_journal-4170	186	4	prediction	prediction	NOUN
american_scientific_journal-4170	186	5	parameter	parameter	NOUN
american_scientific_journal-4170	186	6	results	result	NOUN
american_scientific_journal-4170	186	7	with	with	ADP
american_scientific_journal-4170	186	8	k	k	X
american_scientific_journal-4170	186	9	-	-	PUNCT
american_scientific_journal-4170	186	10	nearest	near	ADJ
american_scientific_journal-4170	186	11	and	and	CCONJ
american_scientific_journal-4170	186	12	svm	svm	ADJ
american_scientific_journal-4170	186	13	methods	method	NOUN
american_scientific_journal-4170	186	14	attributes	attribute	VERB
american_scientific_journal-4170	186	15	accurate	accurate	ADJ
american_scientific_journal-4170	186	16	results	result	NOUN
american_scientific_journal-4170	186	17	(	(	PUNCT
american_scientific_journal-4170	186	18	%	%	INTJ
american_scientific_journal-4170	186	19	)	)	PUNCT
american_scientific_journal-4170	186	20	papers	paper	NOUN
american_scientific_journal-4170	187	1	k	k	X
american_scientific_journal-4170	187	2	-n	-n	X
american_scientific_journal-4170	187	3	ea	ea	X
american_scientific_journal-4170	187	4	re	re	PROPN
american_scientific_journal-4170	187	5	st	st	PROPN
american_scientific_journal-4170	187	6	a	a	DET
american_scientific_journal-4170	187	7	lg	lg	NOUN
american_scientific_journal-4170	187	8	or	or	CCONJ
american_scientific_journal-4170	187	9	ith	ith	NOUN
american_scientific_journal-4170	187	10	m	m	PROPN
american_scientific_journal-4170	187	11	exam(internal	exam(internal	PROPN
american_scientific_journal-4170	187	12	)	)	PUNCT
american_scientific_journal-4170	187	13	,	,	PUNCT
american_scientific_journal-4170	187	14	cgpa	cgpa	PROPN
american_scientific_journal-4170	187	15	,	,	PUNCT
american_scientific_journal-4170	187	16	extra	extra	ADJ
american_scientific_journal-4170	187	17	activities	activity	NOUN
american_scientific_journal-4170	187	18	83	83	NUM
american_scientific_journal-4170	187	19	mayilvaganan	mayilvaganan	NOUN
american_scientific_journal-4170	187	20	,	,	PUNCT
american_scientific_journal-4170	187	21	and	and	CCONJ
american_scientific_journal-4170	187	22	his	his	PRON
american_scientific_journal-4170	187	23	colleagues	colleague	NOUN
american_scientific_journal-4170	187	24	(	(	PUNCT
american_scientific_journal-4170	187	25	2014	2014	NUM
american_scientific_journal-4170	187	26	)	)	PUNCT
american_scientific_journal-4170	188	1	[	[	X
american_scientific_journal-4170	188	2	18	18	NUM
american_scientific_journal-4170	188	3	]	]	PUNCT
american_scientific_journal-4170	188	4	psychometric	psychometric	NOUN
american_scientific_journal-4170	188	5	attributes	attribute	VERB
american_scientific_journal-4170	188	6	69	69	NUM
american_scientific_journal-4170	188	7	gray	gray	ADJ
american_scientific_journal-4170	188	8	and	and	CCONJ
american_scientific_journal-4170	188	9	his	his	PRON
american_scientific_journal-4170	188	10	colleagues	colleague	NOUN
american_scientific_journal-4170	188	11	(	(	PUNCT
american_scientific_journal-4170	188	12	2014	2014	NUM
american_scientific_journal-4170	188	13	)	)	PUNCT
american_scientific_journal-4170	189	1	[	[	X
american_scientific_journal-4170	189	2	13	13	NUM
american_scientific_journal-4170	189	3	]	]	SYM
american_scientific_journal-4170	189	4	su	su	NOUN
american_scientific_journal-4170	190	1	pp	pp	ADV
american_scientific_journal-4170	190	2	or	or	CCONJ
american_scientific_journal-4170	190	3	t	t	PROPN
american_scientific_journal-4170	190	4	v	v	NUM
american_scientific_journal-4170	190	5	ec	ec	PROPN
american_scientific_journal-4170	190	6	to	to	ADP
american_scientific_journal-4170	190	7	r	r	PROPN
american_scientific_journal-4170	190	8	m	m	NOUN
american_scientific_journal-4170	190	9	ac	ac	ADV
american_scientific_journal-4170	190	10	hi	hi	INTJ
american_scientific_journal-4170	190	11	ne	ne	PROPN
american_scientific_journal-4170	190	12	(	(	PUNCT
american_scientific_journal-4170	190	13	s	s	PROPN
american_scientific_journal-4170	190	14	v	v	NUM
american_scientific_journal-4170	190	15	m	m	NOUN
american_scientific_journal-4170	190	16	)	)	PUNCT
american_scientific_journal-4170	190	17	cgpa	cgpa	PROPN
american_scientific_journal-4170	190	18	,	,	PUNCT
american_scientific_journal-4170	190	19	exam	exam	NOUN
american_scientific_journal-4170	190	20	(	(	PUNCT
american_scientific_journal-4170	190	21	internal	internal	ADJ
american_scientific_journal-4170	190	22	)	)	PUNCT
american_scientific_journal-4170	190	23	,	,	PUNCT
american_scientific_journal-4170	190	24	extra	extra	ADJ
american_scientific_journal-4170	190	25	activities	activity	NOUN
american_scientific_journal-4170	190	26	80	80	NUM
american_scientific_journal-4170	190	27	mayilvaganan	mayilvaganan	NOUN
american_scientific_journal-4170	190	28	,	,	PUNCT
american_scientific_journal-4170	190	29	and	and	CCONJ
american_scientific_journal-4170	190	30	his	his	PRON
american_scientific_journal-4170	190	31	colleagues	colleague	NOUN
american_scientific_journal-4170	190	32	(	(	PUNCT
american_scientific_journal-4170	190	33	2014	2014	NUM
american_scientific_journal-4170	190	34	)	)	PUNCT
american_scientific_journal-4170	191	1	[	[	X
american_scientific_journal-4170	191	2	18	18	NUM
american_scientific_journal-4170	191	3	]	]	PUNCT
american_scientific_journal-4170	191	4	according	accord	VERB
american_scientific_journal-4170	191	5	to	to	ADP
american_scientific_journal-4170	191	6	prediction	prediction	NOUN
american_scientific_journal-4170	191	7	attributes	attribute	NOUN
american_scientific_journal-4170	191	8	and	and	CCONJ
american_scientific_journal-4170	191	9	classification	classification	NOUN
american_scientific_journal-4170	191	10	techniques	technique	NOUN
american_scientific_journal-4170	191	11	,	,	PUNCT
american_scientific_journal-4170	191	12	we	we	PRON
american_scientific_journal-4170	191	13	have	have	AUX
american_scientific_journal-4170	191	14	concluded	conclude	VERB
american_scientific_journal-4170	191	15	some	some	DET
american_scientific_journal-4170	191	16	useful	useful	ADJ
american_scientific_journal-4170	191	17	results	result	NOUN
american_scientific_journal-4170	191	18	as	as	ADP
american_scientific_journal-4170	191	19	in	in	ADP
american_scientific_journal-4170	191	20	figure	figure	NOUN
american_scientific_journal-4170	191	21	2	2	NUM
american_scientific_journal-4170	191	22	we	we	PRON
american_scientific_journal-4170	191	23	have	have	AUX
american_scientific_journal-4170	191	24	seen	see	VERB
american_scientific_journal-4170	191	25	that	that	SCONJ
american_scientific_journal-4170	191	26	major	major	ADJ
american_scientific_journal-4170	191	27	accurate	accurate	ADJ
american_scientific_journal-4170	191	28	results	result	NOUN
american_scientific_journal-4170	191	29	are	be	AUX
american_scientific_journal-4170	191	30	analyzed	analyze	VERB
american_scientific_journal-4170	191	31	from	from	ADP
american_scientific_journal-4170	191	32	the	the	DET
american_scientific_journal-4170	191	33	neural	neural	ADJ
american_scientific_journal-4170	191	34	network	network	NOUN
american_scientific_journal-4170	191	35	algorithms	algorithm	NOUN
american_scientific_journal-4170	191	36	based	base	VERB
american_scientific_journal-4170	191	37	on	on	ADP
american_scientific_journal-4170	191	38	final	final	ADJ
american_scientific_journal-4170	191	39	exam	exam	NOUN
american_scientific_journal-4170	191	40	and	and	CCONJ
american_scientific_journal-4170	191	41	cgpa	cgpa	PROPN
american_scientific_journal-4170	191	42	,	,	PUNCT
american_scientific_journal-4170	191	43	which	which	PRON
american_scientific_journal-4170	191	44	is	be	AUX
american_scientific_journal-4170	191	45	97	97	NUM
american_scientific_journal-4170	191	46	%	%	NOUN
american_scientific_journal-4170	191	47	accurate	accurate	ADJ
american_scientific_journal-4170	191	48	.	.	PUNCT
american_scientific_journal-4170	192	1	the	the	DET
american_scientific_journal-4170	192	2	best	good	ADJ
american_scientific_journal-4170	192	3	results	result	NOUN
american_scientific_journal-4170	192	4	are	be	AUX
american_scientific_journal-4170	192	5	obtained	obtain	VERB
american_scientific_journal-4170	192	6	from	from	ADP
american_scientific_journal-4170	192	7	decision	decision	NOUN
american_scientific_journal-4170	192	8	tree	tree	NOUN
american_scientific_journal-4170	192	9	algorithm	algorithm	NOUN
american_scientific_journal-4170	192	10	by	by	ADP
american_scientific_journal-4170	192	11	use	use	NOUN
american_scientific_journal-4170	192	12	of	of	ADP
american_scientific_journal-4170	192	13	the	the	DET
american_scientific_journal-4170	192	14	cgpa	cgpa	PROPN
american_scientific_journal-4170	192	15	,	,	PUNCT
american_scientific_journal-4170	192	16	demographic	demographic	ADJ
american_scientific_journal-4170	192	17	,	,	PUNCT
american_scientific_journal-4170	192	18	background	background	NOUN
american_scientific_journal-4170	192	19	and	and	CCONJ
american_scientific_journal-4170	192	20	scholarship	scholarship	NOUN
american_scientific_journal-4170	192	21	related	relate	VERB
american_scientific_journal-4170	192	22	information	information	NOUN
american_scientific_journal-4170	192	23	,	,	PUNCT
american_scientific_journal-4170	192	24	which	which	PRON
american_scientific_journal-4170	192	25	is	be	AUX
american_scientific_journal-4170	192	26	91	91	NUM
american_scientific_journal-4170	192	27	%	%	NOUN
american_scientific_journal-4170	192	28	and	and	CCONJ
american_scientific_journal-4170	192	29	90	90	NUM
american_scientific_journal-4170	192	30	%	%	NOUN
american_scientific_journal-4170	192	31	based	base	VERB
american_scientific_journal-4170	192	32	on	on	ADP
american_scientific_journal-4170	192	33	exam	exam	NOUN
american_scientific_journal-4170	192	34	(	(	PUNCT
american_scientific_journal-4170	192	35	internal	internal	ADJ
american_scientific_journal-4170	192	36	)	)	PUNCT
american_scientific_journal-4170	192	37	,	,	PUNCT
american_scientific_journal-4170	192	38	demographic	demographic	ADJ
american_scientific_journal-4170	192	39	,	,	PUNCT
american_scientific_journal-4170	192	40	and	and	CCONJ
american_scientific_journal-4170	192	41	the	the	DET
american_scientific_journal-4170	192	42	extra	extra	ADJ
american_scientific_journal-4170	192	43	activities	activity	NOUN
american_scientific_journal-4170	192	44	.	.	PUNCT
american_scientific_journal-4170	193	1	on	on	ADP
american_scientific_journal-4170	193	2	the	the	DET
american_scientific_journal-4170	193	3	other	other	ADJ
american_scientific_journal-4170	193	4	side	side	ADJ
american_scientific_journal-4170	193	5	psychological	psychological	ADJ
american_scientific_journal-4170	193	6	factors	factor	NOUN
american_scientific_journal-4170	193	7	,	,	PUNCT
american_scientific_journal-4170	193	8	extra	extra	ADJ
american_scientific_journal-4170	193	9	activities	activity	NOUN
american_scientific_journal-4170	193	10	,	,	PUNCT
american_scientific_journal-4170	193	11	and	and	CCONJ
american_scientific_journal-4170	193	12	knowledge	knowledge	NOUN
american_scientific_journal-4170	193	13	skills	skill	NOUN
american_scientific_journal-4170	193	14	are	be	AUX
american_scientific_journal-4170	193	15	also	also	ADV
american_scientific_journal-4170	193	16	considered	consider	VERB
american_scientific_journal-4170	193	17	as	as	ADP
american_scientific_journal-4170	193	18	the	the	DET
american_scientific_journal-4170	193	19	important	important	ADJ
american_scientific_journal-4170	193	20	factors	factor	NOUN
american_scientific_journal-4170	193	21	.	.	PUNCT
american_scientific_journal-4170	194	1	the	the	DET
american_scientific_journal-4170	194	2	prediction	prediction	NOUN
american_scientific_journal-4170	194	3	of	of	ADP
american_scientific_journal-4170	194	4	the	the	DET
american_scientific_journal-4170	194	5	results	result	NOUN
american_scientific_journal-4170	194	6	with	with	ADP
american_scientific_journal-4170	194	7	decision	decision	NOUN
american_scientific_journal-4170	194	8	tree	tree	NOUN
american_scientific_journal-4170	194	9	algorithm	algorithm	NOUN
american_scientific_journal-4170	194	10	is	be	AUX
american_scientific_journal-4170	194	11	88	88	NUM
american_scientific_journal-4170	194	12	%	%	NOUN
american_scientific_journal-4170	194	13	accurate	accurate	ADJ
american_scientific_journal-4170	194	14	.	.	PUNCT
american_scientific_journal-4170	195	1	the	the	DET
american_scientific_journal-4170	195	2	naive	naive	ADJ
american_scientific_journal-4170	195	3	bayes	bayes	NOUN
american_scientific_journal-4170	195	4	provides	provide	VERB
american_scientific_journal-4170	195	5	75	75	NUM
american_scientific_journal-4170	195	6	%	%	NOUN
american_scientific_journal-4170	195	7	accurate	accurate	ADJ
american_scientific_journal-4170	195	8	results	result	NOUN
american_scientific_journal-4170	195	9	based	base	VERB
american_scientific_journal-4170	195	10	on	on	ADP
american_scientific_journal-4170	195	11	cgpa	cgpa	PROPN
american_scientific_journal-4170	195	12	.	.	PUNCT
american_scientific_journal-4170	196	1	k	k	X
american_scientific_journal-4170	196	2	-	-	PUNCT
american_scientific_journal-4170	196	3	nearest	near	ADJ
american_scientific_journal-4170	196	4	neighbour	neighbour	NOUN
american_scientific_journal-4170	196	5	provides	provide	VERB
american_scientific_journal-4170	196	6	83	83	NUM
american_scientific_journal-4170	196	7	%	%	NOUN
american_scientific_journal-4170	196	8	results	result	NOUN
american_scientific_journal-4170	196	9	,	,	PUNCT
american_scientific_journal-4170	196	10	because	because	SCONJ
american_scientific_journal-4170	196	11	of	of	ADP
american_scientific_journal-4170	196	12	these	these	DET
american_scientific_journal-4170	196	13	factors	factor	NOUN
american_scientific_journal-4170	196	14	;	;	PUNCT
american_scientific_journal-4170	196	15	exam	exam	NOUN
american_scientific_journal-4170	196	16	(	(	PUNCT
american_scientific_journal-4170	196	17	internal	internal	ADJ
american_scientific_journal-4170	196	18	)	)	PUNCT
american_scientific_journal-4170	196	19	,	,	PUNCT
american_scientific_journal-4170	196	20	cgpa	cgpa	PROPN
american_scientific_journal-4170	196	21	,	,	PUNCT
american_scientific_journal-4170	196	22	extra	extra	ADJ
american_scientific_journal-4170	196	23	activities	activity	NOUN
american_scientific_journal-4170	196	24	.	.	PUNCT
american_scientific_journal-4170	197	1	the	the	DET
american_scientific_journal-4170	197	2	support	support	NOUN
american_scientific_journal-4170	197	3	vector	vector	NOUN
american_scientific_journal-4170	197	4	machine	machine	NOUN
american_scientific_journal-4170	197	5	provide	provide	VERB
american_scientific_journal-4170	197	6	80	80	NUM
american_scientific_journal-4170	197	7	%	%	NOUN
american_scientific_journal-4170	197	8	results	result	NOUN
american_scientific_journal-4170	197	9	accurate	accurate	ADJ
american_scientific_journal-4170	197	10	,	,	PUNCT
american_scientific_journal-4170	197	11	on	on	ADP
american_scientific_journal-4170	197	12	basis	basis	NOUN
american_scientific_journal-4170	197	13	of	of	ADP
american_scientific_journal-4170	197	14	cgpa	cgpa	PROPN
american_scientific_journal-4170	197	15	,	,	PUNCT
american_scientific_journal-4170	197	16	exam	exam	NOUN
american_scientific_journal-4170	197	17	(	(	PUNCT
american_scientific_journal-4170	197	18	internal	internal	ADJ
american_scientific_journal-4170	197	19	)	)	PUNCT
american_scientific_journal-4170	197	20	and	and	CCONJ
american_scientific_journal-4170	197	21	extra	extra	ADJ
american_scientific_journal-4170	197	22	activities	activity	NOUN
american_scientific_journal-4170	197	23	.	.	PUNCT
american_scientific_journal-4170	198	1	we	we	PRON
american_scientific_journal-4170	198	2	have	have	AUX
american_scientific_journal-4170	198	3	concluded	conclude	VERB
american_scientific_journal-4170	198	4	from	from	ADP
american_scientific_journal-4170	198	5	this	this	DET
american_scientific_journal-4170	198	6	survey	survey	NOUN
american_scientific_journal-4170	198	7	that	that	SCONJ
american_scientific_journal-4170	198	8	education	education	NOUN
american_scientific_journal-4170	198	9	system	system	NOUN
american_scientific_journal-4170	198	10	should	should	AUX
american_scientific_journal-4170	198	11	use	use	VERB
american_scientific_journal-4170	198	12	exam	exam	NOUN
american_scientific_journal-4170	198	13	(	(	PUNCT
american_scientific_journal-4170	198	14	internal	internal	ADJ
american_scientific_journal-4170	198	15	,	,	PUNCT
american_scientific_journal-4170	198	16	external	external	ADJ
american_scientific_journal-4170	198	17	)	)	PUNCT
american_scientific_journal-4170	198	18	,	,	PUNCT
american_scientific_journal-4170	198	19	cgpa	cgpa	PROPN
american_scientific_journal-4170	198	20	,	,	PUNCT
american_scientific_journal-4170	198	21	background	background	NOUN
american_scientific_journal-4170	198	22	information	information	NOUN
american_scientific_journal-4170	198	23	and	and	CCONJ
american_scientific_journal-4170	198	24	extra	extra	ADJ
american_scientific_journal-4170	198	25	activities	activity	NOUN
american_scientific_journal-4170	198	26	for	for	ADP
american_scientific_journal-4170	198	27	prediction	prediction	NOUN
american_scientific_journal-4170	198	28	of	of	ADP
american_scientific_journal-4170	198	29	the	the	DET
american_scientific_journal-4170	198	30	performance	performance	NOUN
american_scientific_journal-4170	198	31	to	to	PART
american_scientific_journal-4170	198	32	get	get	VERB
american_scientific_journal-4170	198	33	best	good	ADJ
american_scientific_journal-4170	198	34	results	result	NOUN
american_scientific_journal-4170	198	35	.	.	PUNCT
american_scientific_journal-4170	199	1	the	the	DET
american_scientific_journal-4170	199	2	neural	neural	ADJ
american_scientific_journal-4170	199	3	network	network	NOUN
american_scientific_journal-4170	199	4	and	and	CCONJ
american_scientific_journal-4170	199	5	decision	decision	NOUN
american_scientific_journal-4170	199	6	tree	tree	NOUN
american_scientific_journal-4170	199	7	algorithms	algorithm	NOUN
american_scientific_journal-4170	199	8	are	be	AUX
american_scientific_journal-4170	199	9	to	to	PART
american_scientific_journal-4170	199	10	be	be	AUX
american_scientific_journal-4170	199	11	preferred	prefer	VERB
american_scientific_journal-4170	199	12	.	.	PUNCT
american_scientific_journal-4170	200	1	to	to	PART
american_scientific_journal-4170	200	2	predict	predict	VERB
american_scientific_journal-4170	200	3	the	the	DET
american_scientific_journal-4170	200	4	performance	performance	NOUN
american_scientific_journal-4170	200	5	in	in	ADP
american_scientific_journal-4170	200	6	advance	advance	NOUN
american_scientific_journal-4170	200	7	will	will	AUX
american_scientific_journal-4170	200	8	help	help	VERB
american_scientific_journal-4170	200	9	the	the	DET
american_scientific_journal-4170	200	10	education	education	NOUN
american_scientific_journal-4170	200	11	system	system	NOUN
american_scientific_journal-4170	200	12	to	to	PART
american_scientific_journal-4170	200	13	improve	improve	VERB
american_scientific_journal-4170	200	14	the	the	DET
american_scientific_journal-4170	200	15	quality	quality	NOUN
american_scientific_journal-4170	200	16	and	and	CCONJ
american_scientific_journal-4170	200	17	results	result	NOUN
american_scientific_journal-4170	200	18	as	as	ADV
american_scientific_journal-4170	200	19	well	well	ADV
american_scientific_journal-4170	200	20	as	as	ADP
american_scientific_journal-4170	200	21	reduce	reduce	VERB
american_scientific_journal-4170	200	22	the	the	DET
american_scientific_journal-4170	200	23	failure	failure	NOUN
american_scientific_journal-4170	200	24	rates	rate	NOUN
american_scientific_journal-4170	200	25	.	.	PUNCT
american_scientific_journal-4170	201	1	the	the	DET
american_scientific_journal-4170	201	2	figure	figure	NOUN
american_scientific_journal-4170	201	3	2	2	NUM
american_scientific_journal-4170	201	4	shows	show	VERB
american_scientific_journal-4170	201	5	the	the	DET
american_scientific_journal-4170	201	6	graphical	graphical	ADJ
american_scientific_journal-4170	201	7	representation	representation	NOUN
american_scientific_journal-4170	201	8	of	of	ADP
american_scientific_journal-4170	201	9	accuracy	accuracy	NOUN
american_scientific_journal-4170	201	10	,	,	PUNCT
american_scientific_journal-4170	201	11	which	which	PRON
american_scientific_journal-4170	201	12	is	be	AUX
american_scientific_journal-4170	201	13	analyzed	analyze	VERB
american_scientific_journal-4170	201	14	on	on	ADP
american_scientific_journal-4170	201	15	multiple	multiple	ADJ
american_scientific_journal-4170	201	16	attribute	attribute	NOUN
american_scientific_journal-4170	201	17	for	for	ADP
american_scientific_journal-4170	201	18	prediction	prediction	NOUN
american_scientific_journal-4170	201	19	of	of	ADP
american_scientific_journal-4170	201	20	performance	performance	NOUN
american_scientific_journal-4170	201	21	.	.	PUNCT
american_scientific_journal-4170	202	1	this	this	DET
american_scientific_journal-4170	202	2	section	section	NOUN
american_scientific_journal-4170	202	3	is	be	AUX
american_scientific_journal-4170	202	4	about	about	ADP
american_scientific_journal-4170	202	5	details	detail	NOUN
american_scientific_journal-4170	202	6	of	of	ADP
american_scientific_journal-4170	202	7	the	the	DET
american_scientific_journal-4170	202	8	prediction	prediction	NOUN
american_scientific_journal-4170	202	9	results	result	NOUN
american_scientific_journal-4170	202	10	of	of	ADP
american_scientific_journal-4170	202	11	the	the	DET
american_scientific_journal-4170	202	12	work	work	NOUN
american_scientific_journal-4170	202	13	done	do	VERB
american_scientific_journal-4170	202	14	in	in	ADP
american_scientific_journal-4170	202	15	recent	recent	ADJ
american_scientific_journal-4170	202	16	studies	study	NOUN
american_scientific_journal-4170	202	17	for	for	ADP
american_scientific_journal-4170	202	18	determining	determine	VERB
american_scientific_journal-4170	202	19	the	the	DET
american_scientific_journal-4170	202	20	performance	performance	NOUN
american_scientific_journal-4170	202	21	of	of	ADP
american_scientific_journal-4170	202	22	students	student	NOUN
american_scientific_journal-4170	202	23	by	by	ADP
american_scientific_journal-4170	202	24	using	use	VERB
american_scientific_journal-4170	202	25	data	datum	NOUN
american_scientific_journal-4170	202	26	mining	mining	NOUN
american_scientific_journal-4170	202	27	american	american	ADJ
american_scientific_journal-4170	202	28	scientific	scientific	ADJ
american_scientific_journal-4170	202	29	research	research	NOUN
american_scientific_journal-4170	202	30	journal	journal	NOUN
american_scientific_journal-4170	202	31	for	for	ADP
american_scientific_journal-4170	202	32	engineering	engineering	NOUN
american_scientific_journal-4170	202	33	,	,	PUNCT
american_scientific_journal-4170	202	34	technology	technology	NOUN
american_scientific_journal-4170	202	35	,	,	PUNCT
american_scientific_journal-4170	202	36	and	and	CCONJ
american_scientific_journal-4170	202	37	sciences	science	NOUN
american_scientific_journal-4170	202	38	(	(	PUNCT
american_scientific_journal-4170	202	39	asrjets	asrjet	NOUN
american_scientific_journal-4170	202	40	)	)	PUNCT
american_scientific_journal-4170	202	41	(	(	PUNCT
american_scientific_journal-4170	202	42	2018	2018	NUM
american_scientific_journal-4170	202	43	)	)	PUNCT
american_scientific_journal-4170	202	44	volume	volume	NOUN
american_scientific_journal-4170	202	45	44	44	NUM
american_scientific_journal-4170	202	46	,	,	PUNCT
american_scientific_journal-4170	202	47	no	no	DET
american_scientific_journal-4170	202	48	1	1	NUM
american_scientific_journal-4170	202	49	,	,	PUNCT
american_scientific_journal-4170	202	50	pp	pp	ADV
american_scientific_journal-4170	202	51	122	122	NUM
american_scientific_journal-4170	202	52	-	-	SYM
american_scientific_journal-4170	202	53	136	136	NUM
american_scientific_journal-4170	202	54	131	131	NUM
american_scientific_journal-4170	202	55	algorithms	algorithm	NOUN
american_scientific_journal-4170	202	56	and	and	CCONJ
american_scientific_journal-4170	202	57	techniques	technique	NOUN
american_scientific_journal-4170	202	58	as	as	SCONJ
american_scientific_journal-4170	202	59	described	describe	VERB
american_scientific_journal-4170	202	60	in	in	ADP
american_scientific_journal-4170	202	61	table	table	NOUN
american_scientific_journal-4170	202	62	6	6	NUM
american_scientific_journal-4170	202	63	as	as	ADV
american_scientific_journal-4170	202	64	well	well	ADV
american_scientific_journal-4170	202	65	as	as	ADP
american_scientific_journal-4170	202	66	in	in	ADP
american_scientific_journal-4170	202	67	figure	figure	NOUN
american_scientific_journal-4170	202	68	2	2	NUM
american_scientific_journal-4170	202	69	and	and	CCONJ
american_scientific_journal-4170	202	70	4.2	4.2	NUM
american_scientific_journal-4170	202	71	.	.	PUNCT
american_scientific_journal-4170	203	1	all	all	DET
american_scientific_journal-4170	203	2	the	the	DET
american_scientific_journal-4170	203	3	major	major	ADJ
american_scientific_journal-4170	203	4	attributes	attribute	NOUN
american_scientific_journal-4170	203	5	,	,	PUNCT
american_scientific_journal-4170	203	6	which	which	PRON
american_scientific_journal-4170	203	7	are	be	AUX
american_scientific_journal-4170	203	8	used	use	VERB
american_scientific_journal-4170	203	9	for	for	ADP
american_scientific_journal-4170	203	10	prediction	prediction	NOUN
american_scientific_journal-4170	203	11	,	,	PUNCT
american_scientific_journal-4170	203	12	are	be	AUX
american_scientific_journal-4170	203	13	mentioned	mention	VERB
american_scientific_journal-4170	203	14	clearly	clearly	ADV
american_scientific_journal-4170	203	15	.	.	PUNCT
american_scientific_journal-4170	204	1	we	we	PRON
american_scientific_journal-4170	204	2	have	have	AUX
american_scientific_journal-4170	204	3	achieved	achieve	VERB
american_scientific_journal-4170	204	4	our	our	PRON
american_scientific_journal-4170	204	5	goal	goal	NOUN
american_scientific_journal-4170	204	6	of	of	ADP
american_scientific_journal-4170	204	7	prediction	prediction	NOUN
american_scientific_journal-4170	204	8	of	of	ADP
american_scientific_journal-4170	204	9	the	the	DET
american_scientific_journal-4170	204	10	best	good	ADJ
american_scientific_journal-4170	204	11	algorithms	algorithms	NOUN
american_scientific_journal-4170	204	12	based	base	VERB
american_scientific_journal-4170	204	13	on	on	ADP
american_scientific_journal-4170	204	14	accuracy	accuracy	NOUN
american_scientific_journal-4170	204	15	results	result	NOUN
american_scientific_journal-4170	204	16	of	of	ADP
american_scientific_journal-4170	204	17	previous	previous	ADJ
american_scientific_journal-4170	204	18	studies	study	NOUN
american_scientific_journal-4170	204	19	.	.	PUNCT
american_scientific_journal-4170	205	1	the	the	DET
american_scientific_journal-4170	205	2	highest	high	ADJ
american_scientific_journal-4170	205	3	prediction	prediction	NOUN
american_scientific_journal-4170	205	4	accuracy	accuracy	NOUN
american_scientific_journal-4170	205	5	is	be	AUX
american_scientific_journal-4170	205	6	seen	see	VERB
american_scientific_journal-4170	205	7	in	in	ADP
american_scientific_journal-4170	205	8	table	table	NOUN
american_scientific_journal-4170	205	9	6	6	NUM
american_scientific_journal-4170	205	10	work	work	NOUN
american_scientific_journal-4170	205	11	[	[	X
american_scientific_journal-4170	205	12	3	3	X
american_scientific_journal-4170	205	13	]	]	PUNCT
american_scientific_journal-4170	205	14	by	by	ADP
american_scientific_journal-4170	205	15	use	use	NOUN
american_scientific_journal-4170	205	16	of	of	ADP
american_scientific_journal-4170	205	17	adtree	adtree	ADJ
american_scientific_journal-4170	205	18	algorithm	algorithm	NOUN
american_scientific_journal-4170	205	19	,	,	PUNCT
american_scientific_journal-4170	205	20	the	the	DET
american_scientific_journal-4170	205	21	classification	classification	NOUN
american_scientific_journal-4170	205	22	results	result	NOUN
american_scientific_journal-4170	205	23	provides	provide	VERB
american_scientific_journal-4170	205	24	97.3	97.3	NUM
american_scientific_journal-4170	205	25	%	%	NOUN
american_scientific_journal-4170	205	26	accurate	accurate	ADJ
american_scientific_journal-4170	205	27	which	which	PRON
american_scientific_journal-4170	205	28	will	will	AUX
american_scientific_journal-4170	205	29	work	work	VERB
american_scientific_journal-4170	205	30	efficiently	efficiently	ADV
american_scientific_journal-4170	205	31	in	in	ADP
american_scientific_journal-4170	205	32	future	future	NOUN
american_scientific_journal-4170	205	33	for	for	ADP
american_scientific_journal-4170	205	34	prediction	prediction	NOUN
american_scientific_journal-4170	205	35	purpose	purpose	NOUN
american_scientific_journal-4170	205	36	.	.	PUNCT
american_scientific_journal-4170	206	1	this	this	DET
american_scientific_journal-4170	206	2	prediction	prediction	NOUN
american_scientific_journal-4170	206	3	is	be	AUX
american_scientific_journal-4170	206	4	based	base	VERB
american_scientific_journal-4170	206	5	on	on	ADP
american_scientific_journal-4170	206	6	all	all	DET
american_scientific_journal-4170	206	7	attributes	attribute	NOUN
american_scientific_journal-4170	206	8	.	.	PUNCT
american_scientific_journal-4170	207	1	it	it	PRON
american_scientific_journal-4170	207	2	includes	include	VERB
american_scientific_journal-4170	207	3	internal	internal	ADJ
american_scientific_journal-4170	207	4	and	and	CCONJ
american_scientific_journal-4170	207	5	external	external	ADJ
american_scientific_journal-4170	207	6	exam	exam	NOUN
american_scientific_journal-4170	207	7	information	information	NOUN
american_scientific_journal-4170	207	8	,	,	PUNCT
american_scientific_journal-4170	207	9	the	the	DET
american_scientific_journal-4170	207	10	background	background	NOUN
american_scientific_journal-4170	207	11	information	information	NOUN
american_scientific_journal-4170	207	12	,	,	PUNCT
american_scientific_journal-4170	207	13	extra	extra	ADJ
american_scientific_journal-4170	207	14	-	-	ADJ
american_scientific_journal-4170	207	15	curricular	curricular	ADJ
american_scientific_journal-4170	207	16	activities	activity	NOUN
american_scientific_journal-4170	207	17	,	,	PUNCT
american_scientific_journal-4170	207	18	social	social	ADJ
american_scientific_journal-4170	207	19	interaction	interaction	NOUN
american_scientific_journal-4170	207	20	,	,	PUNCT
american_scientific_journal-4170	207	21	and	and	CCONJ
american_scientific_journal-4170	207	22	psychological	psychological	ADJ
american_scientific_journal-4170	207	23	behavior	behavior	NOUN
american_scientific_journal-4170	207	24	of	of	ADP
american_scientific_journal-4170	207	25	student	student	NOUN
american_scientific_journal-4170	207	26	as	as	ADV
american_scientific_journal-4170	207	27	well	well	ADV
american_scientific_journal-4170	207	28	as	as	ADP
american_scientific_journal-4170	207	29	cgpa	cgpa	PROPN
american_scientific_journal-4170	207	30	etc	etc	X
american_scientific_journal-4170	207	31	.	.	X
american_scientific_journal-4170	208	1	if	if	SCONJ
american_scientific_journal-4170	208	2	we	we	PRON
american_scientific_journal-4170	208	3	considered	consider	VERB
american_scientific_journal-4170	208	4	the	the	DET
american_scientific_journal-4170	208	5	most	most	ADV
american_scientific_journal-4170	208	6	important	important	ADJ
american_scientific_journal-4170	208	7	attributes	attribute	NOUN
american_scientific_journal-4170	208	8	then	then	ADV
american_scientific_journal-4170	208	9	the	the	DET
american_scientific_journal-4170	208	10	classification	classification	NOUN
american_scientific_journal-4170	208	11	results	result	NOUN
american_scientific_journal-4170	208	12	are	be	AUX
american_scientific_journal-4170	208	13	improved	improve	VERB
american_scientific_journal-4170	208	14	to	to	ADP
american_scientific_journal-4170	208	15	99	99	NUM
american_scientific_journal-4170	208	16	%	%	NOUN
american_scientific_journal-4170	208	17	for	for	ADP
american_scientific_journal-4170	208	18	adtree	adtree	ADJ
american_scientific_journal-4170	208	19	algorithm	algorithm	NOUN
american_scientific_journal-4170	208	20	.	.	PUNCT
american_scientific_journal-4170	209	1	the	the	DET
american_scientific_journal-4170	209	2	2nd	2nd	ADJ
american_scientific_journal-4170	209	3	highest	high	ADJ
american_scientific_journal-4170	209	4	accuracy	accuracy	NOUN
american_scientific_journal-4170	209	5	is	be	AUX
american_scientific_journal-4170	209	6	obtained	obtain	VERB
american_scientific_journal-4170	209	7	on	on	ADP
american_scientific_journal-4170	209	8	a	a	DET
american_scientific_journal-4170	209	9	datasets	dataset	NOUN
american_scientific_journal-4170	209	10	of	of	ADP
american_scientific_journal-4170	209	11	77	77	NUM
american_scientific_journal-4170	209	12	attributes	attribute	NOUN
american_scientific_journal-4170	209	13	and	and	CCONJ
american_scientific_journal-4170	209	14	670	670	NUM
american_scientific_journal-4170	209	15	students	student	NOUN
american_scientific_journal-4170	209	16	is	be	AUX
american_scientific_journal-4170	209	17	used	use	VERB
american_scientific_journal-4170	209	18	,	,	PUNCT
american_scientific_journal-4170	209	19	in	in	ADP
american_scientific_journal-4170	209	20	which	which	PRON
american_scientific_journal-4170	209	21	the	the	DET
american_scientific_journal-4170	209	22	best	good	ADJ
american_scientific_journal-4170	209	23	attributes	attribute	NOUN
american_scientific_journal-4170	209	24	results	result	NOUN
american_scientific_journal-4170	209	25	are	be	AUX
american_scientific_journal-4170	209	26	shown	show	VERB
american_scientific_journal-4170	209	27	in	in	ADP
american_scientific_journal-4170	209	28	table	table	NOUN
american_scientific_journal-4170	209	29	6	6	NUM
american_scientific_journal-4170	209	30	is	be	AUX
american_scientific_journal-4170	209	31	obtained	obtain	VERB
american_scientific_journal-4170	209	32	by	by	ADP
american_scientific_journal-4170	209	33	adtree	adtree	PROPN
american_scientific_journal-4170	209	34	is	be	AUX
american_scientific_journal-4170	209	35	97.2	97.2	NUM
american_scientific_journal-4170	209	36	%	%	NOUN
american_scientific_journal-4170	209	37	in	in	ADP
american_scientific_journal-4170	209	38	[	[	X
american_scientific_journal-4170	209	39	19	19	NUM
american_scientific_journal-4170	209	40	]	]	PUNCT
american_scientific_journal-4170	209	41	.	.	PUNCT
american_scientific_journal-4170	210	1	ridor	ridor	PROPN
american_scientific_journal-4170	210	2	provides	provide	VERB
american_scientific_journal-4170	210	3	95.4	95.4	NUM
american_scientific_journal-4170	210	4	%	%	NOUN
american_scientific_journal-4170	210	5	accuracy	accuracy	NOUN
american_scientific_journal-4170	210	6	and	and	CCONJ
american_scientific_journal-4170	210	7	jrip	jrip	NOUN
american_scientific_journal-4170	210	8	,	,	PUNCT
american_scientific_journal-4170	210	9	nnge	nnge	NOUN
american_scientific_journal-4170	210	10	provide	provide	VERB
american_scientific_journal-4170	210	11	96	96	NUM
american_scientific_journal-4170	210	12	%	%	NOUN
american_scientific_journal-4170	210	13	to	to	PART
american_scientific_journal-4170	210	14	97	97	NUM
american_scientific_journal-4170	210	15	%	%	NOUN
american_scientific_journal-4170	210	16	accuracy	accuracy	NOUN
american_scientific_journal-4170	210	17	.	.	PUNCT
american_scientific_journal-4170	211	1	the	the	DET
american_scientific_journal-4170	211	2	3rd	3rd	ADJ
american_scientific_journal-4170	211	3	highest	high	ADJ
american_scientific_journal-4170	211	4	accuracy	accuracy	NOUN
american_scientific_journal-4170	211	5	is	be	AUX
american_scientific_journal-4170	211	6	achieved	achieve	VERB
american_scientific_journal-4170	211	7	in	in	ADP
american_scientific_journal-4170	211	8	[	[	X
american_scientific_journal-4170	211	9	9	9	NUM
american_scientific_journal-4170	211	10	]	]	PUNCT
american_scientific_journal-4170	211	11	by	by	ADP
american_scientific_journal-4170	211	12	comparison	comparison	NOUN
american_scientific_journal-4170	211	13	of	of	ADP
american_scientific_journal-4170	211	14	classifiers	classifier	NOUN
american_scientific_journal-4170	211	15	by	by	ADP
american_scientific_journal-4170	211	16	use	use	NOUN
american_scientific_journal-4170	211	17	of	of	ADP
american_scientific_journal-4170	211	18	twenty	twenty	NUM
american_scientific_journal-4170	211	19	two	two	NUM
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american_scientific_journal-4170	211	21	.	.	PUNCT
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american_scientific_journal-4170	212	4	best	good	ADJ
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american_scientific_journal-4170	212	30	of	of	ADP
american_scientific_journal-4170	212	31	classifiers	classifier	NOUN
american_scientific_journal-4170	212	32	.	.	PUNCT
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american_scientific_journal-4170	213	4	the	the	DET
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american_scientific_journal-4170	213	6	to	to	ADP
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american_scientific_journal-4170	213	8	,	,	PUNCT
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american_scientific_journal-4170	213	13	and	and	CCONJ
american_scientific_journal-4170	213	14	83	83	NUM
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american_scientific_journal-4170	213	17	has	have	AUX
american_scientific_journal-4170	213	18	been	be	AUX
american_scientific_journal-4170	213	19	seen	see	VERB
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american_scientific_journal-4170	213	21	many	many	ADJ
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american_scientific_journal-4170	213	23	results	result	NOUN
american_scientific_journal-4170	213	24	,	,	PUNCT
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american_scientific_journal-4170	213	26	we	we	PRON
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american_scientific_journal-4170	213	30	influential	influential	ADJ
american_scientific_journal-4170	213	31	features	feature	NOUN
american_scientific_journal-4170	213	32	for	for	ADP
american_scientific_journal-4170	213	33	comparison	comparison	NOUN
american_scientific_journal-4170	213	34	then	then	ADV
american_scientific_journal-4170	213	35	the	the	DET
american_scientific_journal-4170	213	36	accuracy	accuracy	NOUN
american_scientific_journal-4170	213	37	is	be	AUX
american_scientific_journal-4170	213	38	reduce	reduce	VERB
american_scientific_journal-4170	213	39	in	in	ADP
american_scientific_journal-4170	213	40	mostly	mostly	ADV
american_scientific_journal-4170	213	41	algorithms	algorithm	NOUN
american_scientific_journal-4170	213	42	to	to	ADP
american_scientific_journal-4170	213	43	70	70	NUM
american_scientific_journal-4170	213	44	%	%	NOUN
american_scientific_journal-4170	213	45	.	.	PUNCT
american_scientific_journal-4170	214	1	it	it	PRON
american_scientific_journal-4170	214	2	does	do	AUX
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american_scientific_journal-4170	214	4	provide	provide	VERB
american_scientific_journal-4170	214	5	efficient	efficient	ADJ
american_scientific_journal-4170	214	6	results	result	NOUN
american_scientific_journal-4170	214	7	.	.	PUNCT
american_scientific_journal-4170	215	1	figure	figure	VERB
american_scientific_journal-4170	215	2	2	2	NUM
american_scientific_journal-4170	215	3	:	:	PUNCT
american_scientific_journal-4170	215	4	prediction	prediction	NOUN
american_scientific_journal-4170	215	5	accuracy	accuracy	NOUN
american_scientific_journal-4170	215	6	with	with	ADP
american_scientific_journal-4170	215	7	algorithms	algorithm	NOUN
american_scientific_journal-4170	215	8	american	american	PROPN
american_scientific_journal-4170	215	9	scientific	scientific	ADJ
american_scientific_journal-4170	215	10	research	research	NOUN
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american_scientific_journal-4170	215	12	for	for	ADP
american_scientific_journal-4170	215	13	engineering	engineering	NOUN
american_scientific_journal-4170	215	14	,	,	PUNCT
american_scientific_journal-4170	215	15	technology	technology	NOUN
american_scientific_journal-4170	215	16	,	,	PUNCT
american_scientific_journal-4170	215	17	and	and	CCONJ
american_scientific_journal-4170	215	18	sciences	science	NOUN
american_scientific_journal-4170	215	19	(	(	PUNCT
american_scientific_journal-4170	215	20	asrjets	asrjet	NOUN
american_scientific_journal-4170	215	21	)	)	PUNCT
american_scientific_journal-4170	215	22	(	(	PUNCT
american_scientific_journal-4170	215	23	2018	2018	NUM
american_scientific_journal-4170	215	24	)	)	PUNCT
american_scientific_journal-4170	215	25	volume	volume	NOUN
american_scientific_journal-4170	215	26	44	44	NUM
american_scientific_journal-4170	215	27	,	,	PUNCT
american_scientific_journal-4170	215	28	no	no	DET
american_scientific_journal-4170	215	29	1	1	NUM
american_scientific_journal-4170	215	30	,	,	PUNCT
american_scientific_journal-4170	215	31	pp	pp	ADV
american_scientific_journal-4170	215	32	122	122	NUM
american_scientific_journal-4170	215	33	-	-	SYM
american_scientific_journal-4170	215	34	136	136	NUM
american_scientific_journal-4170	215	35	132	132	NUM
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american_scientific_journal-4170	215	37	6	6	NUM
american_scientific_journal-4170	215	38	:	:	PUNCT
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american_scientific_journal-4170	215	46	on	on	ADP
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american_scientific_journal-4170	215	51	%	%	NOUN
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american_scientific_journal-4170	215	57	n	n	DET
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american_scientific_journal-4170	215	71	nb	nb	INTJ
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american_scientific_journal-4170	215	77	%	%	NOUN
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american_scientific_journal-4170	218	37	48.3	48.3	NUM
american_scientific_journal-4170	218	38	56.7	56.7	NUM
american_scientific_journal-4170	218	39	65	65	NUM
american_scientific_journal-4170	218	40	90.0	90.0	NUM
american_scientific_journal-4170	218	41	75.0	75.0	NUM
american_scientific_journal-4170	218	42	93.3	93.3	NUM
american_scientific_journal-4170	218	43	null	null	ADJ
american_scientific_journal-4170	218	44	null	null	ADJ
american_scientific_journal-4170	218	45	8.0	8.0	NUM
american_scientific_journal-4170	218	46	31.0	31.0	NUM
american_scientific_journal-4170	218	47	2.0	2.0	NUM
american_scientific_journal-4170	218	48	76.0	76.0	NUM
american_scientific_journal-4170	218	49	4.0	4.0	NUM
american_scientific_journal-4170	218	50	21.0	21.0	NUM
american_scientific_journal-4170	218	51	31.0	31.0	NUM
american_scientific_journal-4170	218	52	212.0	212.0	NUM
american_scientific_journal-4170	218	53	44.0	44.0	NUM
american_scientific_journal-4170	218	54	5.0	5.0	NUM
american_scientific_journal-4170	218	55	2.0	2.0	NUM
american_scientific_journal-4170	218	56	7.6	7.6	NUM
american_scientific_journal-4170	218	57	4.0	4.0	NUM
american_scientific_journal-4170	218	58	[	[	X
american_scientific_journal-4170	218	59	7	7	NUM
american_scientific_journal-4170	218	60	]	]	SYM
american_scientific_journal-4170	218	61	2014	2014	NUM
american_scientific_journal-4170	218	62	classifiers	classifier	NOUN
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american_scientific_journal-4170	218	66	tree	tree	NOUN
american_scientific_journal-4170	218	67	decision	decision	NOUN
american_scientific_journal-4170	218	68	table	table	NOUN
american_scientific_journal-4170	218	69	logistic	logistic	ADJ
american_scientific_journal-4170	218	70	null	null	NOUN
american_scientific_journal-4170	218	71	90.5	90.5	NUM
american_scientific_journal-4170	218	72	90.0	90.0	NUM
american_scientific_journal-4170	218	73	90.7	90.7	NUM
american_scientific_journal-4170	218	74	90	90	NUM
american_scientific_journal-4170	218	75	23.8	23.8	NUM
american_scientific_journal-4170	218	76	24.7	24.7	NUM
american_scientific_journal-4170	218	77	28.8	28.8	NUM
american_scientific_journal-4170	218	78	20	20	NUM
american_scientific_journal-4170	218	79	null	null	ADJ
american_scientific_journal-4170	218	80	null	null	ADJ
american_scientific_journal-4170	218	81	null	null	ADJ
american_scientific_journal-4170	218	82	american	american	ADJ
american_scientific_journal-4170	218	83	scientific	scientific	ADJ
american_scientific_journal-4170	218	84	research	research	NOUN
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american_scientific_journal-4170	218	86	for	for	ADP
american_scientific_journal-4170	218	87	engineering	engineering	NOUN
american_scientific_journal-4170	218	88	,	,	PUNCT
american_scientific_journal-4170	218	89	technology	technology	NOUN
american_scientific_journal-4170	218	90	,	,	PUNCT
american_scientific_journal-4170	218	91	and	and	CCONJ
american_scientific_journal-4170	218	92	sciences	science	NOUN
american_scientific_journal-4170	218	93	(	(	PUNCT
american_scientific_journal-4170	218	94	asrjets	asrjet	NOUN
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american_scientific_journal-4170	218	96	(	(	PUNCT
american_scientific_journal-4170	218	97	2018	2018	NUM
american_scientific_journal-4170	218	98	)	)	PUNCT
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american_scientific_journal-4170	218	102	no	no	DET
american_scientific_journal-4170	218	103	1	1	NUM
american_scientific_journal-4170	218	104	,	,	PUNCT
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american_scientific_journal-4170	218	106	122	122	NUM
american_scientific_journal-4170	218	107	-	-	SYM
american_scientific_journal-4170	218	108	136	136	NUM
american_scientific_journal-4170	218	109	133	133	NUM
american_scientific_journal-4170	218	110	regression	regression	NOUN
american_scientific_journal-4170	218	111	[	[	X
american_scientific_journal-4170	218	112	14	14	NUM
american_scientific_journal-4170	218	113	]	]	SYM
american_scientific_journal-4170	218	114	2015	2015	NUM
american_scientific_journal-4170	218	115	algorithms(22	algorithms(22	NOUN
american_scientific_journal-4170	218	116	features	feature	VERB
american_scientific_journal-4170	218	117	)	)	PUNCT
american_scientific_journal-4170	218	118	lazy	lazy	ADJ
american_scientific_journal-4170	218	119	multi	multi	NOUN
american_scientific_journal-4170	218	120	.	.	PUNCT
american_scientific_journal-4170	219	1	perception	perception	NOUN
american_scientific_journal-4170	219	2	logistic	logistic	ADJ
american_scientific_journal-4170	219	3	tree(j48	tree(j48	PROPN
american_scientific_journal-4170	219	4	)	)	PUNCT
american_scientific_journal-4170	219	5	random	random	ADJ
american_scientific_journal-4170	219	6	test	test	NOUN
american_scientific_journal-4170	219	7	bayes	bayes	PROPN
american_scientific_journal-4170	219	8	net	net	ADJ
american_scientific_journal-4170	219	9	naïve	naïve	ADJ
american_scientific_journal-4170	219	10	bayes	bayes	PROPN
american_scientific_journal-4170	219	11	smo	smo	PROPN
american_scientific_journal-4170	219	12	83.47	83.47	NUM
american_scientific_journal-4170	219	13	79.76	79.76	NUM
american_scientific_journal-4170	219	14	83.88	83.88	NUM
american_scientific_journal-4170	219	15	82.60	82.60	NUM
american_scientific_journal-4170	219	16	81.32	81.32	NUM
american_scientific_journal-4170	219	17	83.26	83.26	NUM
american_scientific_journal-4170	219	18	73.99	73.99	NUM
american_scientific_journal-4170	219	19	83.38	83.38	NUM
american_scientific_journal-4170	219	20	null	null	ADJ
american_scientific_journal-4170	219	21	null	null	ADJ
american_scientific_journal-4170	219	22	null	null	ADJ
american_scientific_journal-4170	219	23	null	null	ADJ
american_scientific_journal-4170	219	24	null	null	NOUN
american_scientific_journal-4170	219	25	[	[	X
american_scientific_journal-4170	219	26	25	25	NUM
american_scientific_journal-4170	219	27	]	]	SYM
american_scientific_journal-4170	219	28	2016	2016	NUM
american_scientific_journal-4170	219	29	rule	rule	NOUN
american_scientific_journal-4170	219	30	induction	induction	NOUN
american_scientific_journal-4170	219	31	algorithms	algorithm	NOUN
american_scientific_journal-4170	219	32	jrip	jrip	ADP
american_scientific_journal-4170	219	33	oner	oner	NOUN
american_scientific_journal-4170	219	34	ridor	ridor	NOUN
american_scientific_journal-4170	219	35	decision	decision	NOUN
american_scientific_journal-4170	219	36	tree	tree	NOUN
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american_scientific_journal-4170	220	1	adtree	adtree	VERB
american_scientific_journal-4170	220	2	j48	j48	PROPN
american_scientific_journal-4170	220	3	random	random	ADJ
american_scientific_journal-4170	220	4	tree	tree	NOUN
american_scientific_journal-4170	220	5	reptree	reptree	NOUN
american_scientific_journal-4170	220	6	simplecart	simplecart	NOUN
american_scientific_journal-4170	220	7	80	80	NUM
american_scientific_journal-4170	220	8	83.3	83.3	NUM
american_scientific_journal-4170	220	9	79	79	NUM
american_scientific_journal-4170	220	10	83.4	83.4	NUM
american_scientific_journal-4170	220	11	82.3	82.3	NUM
american_scientific_journal-4170	220	12	75.7	75.7	NUM
american_scientific_journal-4170	220	13	77.9	77.9	NUM
american_scientific_journal-4170	220	14	80	80	NUM
american_scientific_journal-4170	220	15	null	null	ADJ
american_scientific_journal-4170	220	16	null	null	ADJ
american_scientific_journal-4170	220	17	null	null	ADJ
american_scientific_journal-4170	220	18	null	null	PROPN
american_scientific_journal-4170	220	19	null	null	NOUN
american_scientific_journal-4170	220	20	an	an	DET
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american_scientific_journal-4170	220	22	79.2	79.2	NUM
american_scientific_journal-4170	220	23	%	%	NOUN
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american_scientific_journal-4170	220	25	is	be	AUX
american_scientific_journal-4170	220	26	seen	see	VERB
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american_scientific_journal-4170	220	29	[	[	X
american_scientific_journal-4170	220	30	25	25	NUM
american_scientific_journal-4170	220	31	]	]	PUNCT
american_scientific_journal-4170	220	32	,	,	PUNCT
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american_scientific_journal-4170	220	34	is	be	AUX
american_scientific_journal-4170	220	35	achieve	achieve	VERB
american_scientific_journal-4170	220	36	by	by	ADP
american_scientific_journal-4170	220	37	use	use	NOUN
american_scientific_journal-4170	220	38	of	of	ADP
american_scientific_journal-4170	220	39	the	the	DET
american_scientific_journal-4170	220	40	student	student	NOUN
american_scientific_journal-4170	220	41	performance	performance	NOUN
american_scientific_journal-4170	220	42	in	in	ADP
american_scientific_journal-4170	220	43	university	university	NOUN
american_scientific_journal-4170	220	44	,	,	PUNCT
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american_scientific_journal-4170	220	46	behavior	behavior	NOUN
american_scientific_journal-4170	220	47	,	,	PUNCT
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american_scientific_journal-4170	220	49	data	datum	NOUN
american_scientific_journal-4170	220	50	,	,	PUNCT
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american_scientific_journal-4170	220	52	information	information	NOUN
american_scientific_journal-4170	220	53	,	,	PUNCT
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american_scientific_journal-4170	220	55	background	background	NOUN
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american_scientific_journal-4170	220	57	the	the	DET
american_scientific_journal-4170	220	58	current	current	ADJ
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american_scientific_journal-4170	220	61	student	student	NOUN
american_scientific_journal-4170	220	62	so	so	SCONJ
american_scientific_journal-4170	220	63	the	the	DET
american_scientific_journal-4170	220	64	results	result	NOUN
american_scientific_journal-4170	220	65	are	be	AUX
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american_scientific_journal-4170	220	67	by	by	ADP
american_scientific_journal-4170	220	68	rule	rule	NOUN
american_scientific_journal-4170	220	69	induction	induction	NOUN
american_scientific_journal-4170	220	70	and	and	CCONJ
american_scientific_journal-4170	220	71	decision	decision	NOUN
american_scientific_journal-4170	220	72	tree	tree	NOUN
american_scientific_journal-4170	220	73	algorithms	algorithm	NOUN
american_scientific_journal-4170	220	74	with	with	ADP
american_scientific_journal-4170	220	75	original	original	ADJ
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american_scientific_journal-4170	220	77	is	be	AUX
american_scientific_journal-4170	220	78	79.2	79.2	NUM
american_scientific_journal-4170	220	79	%	%	NOUN
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american_scientific_journal-4170	220	81	use	use	NOUN
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american_scientific_journal-4170	220	83	jrip	jrip	ADJ
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american_scientific_journal-4170	220	85	and	and	CCONJ
american_scientific_journal-4170	220	86	standard	standard	ADJ
american_scientific_journal-4170	220	87	deviation	deviation	NOUN
american_scientific_journal-4170	220	88	is	be	AUX
american_scientific_journal-4170	220	89	4.354	4.354	NUM
american_scientific_journal-4170	220	90	.	.	PUNCT
american_scientific_journal-4170	221	1	the	the	DET
american_scientific_journal-4170	221	2	accuracy	accuracy	NOUN
american_scientific_journal-4170	221	3	is	be	AUX
american_scientific_journal-4170	221	4	achieved	achieve	VERB
american_scientific_journal-4170	221	5	80	80	NUM
american_scientific_journal-4170	221	6	%	%	NOUN
american_scientific_journal-4170	221	7	by	by	ADP
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american_scientific_journal-4170	221	10	on	on	ADP
american_scientific_journal-4170	221	11	original	original	ADJ
american_scientific_journal-4170	221	12	dataset	dataset	NOUN
american_scientific_journal-4170	221	13	.	.	PUNCT
american_scientific_journal-4170	222	1	in	in	ADP
american_scientific_journal-4170	222	2	work	work	NOUN
american_scientific_journal-4170	222	3	of	of	ADP
american_scientific_journal-4170	222	4	[	[	X
american_scientific_journal-4170	222	5	7	7	X
american_scientific_journal-4170	222	6	]	]	PUNCT
american_scientific_journal-4170	222	7	predict	predict	VERB
american_scientific_journal-4170	222	8	the	the	DET
american_scientific_journal-4170	222	9	students	student	NOUN
american_scientific_journal-4170	222	10	risks	risk	VERB
american_scientific_journal-4170	222	11	by	by	ADP
american_scientific_journal-4170	222	12	use	use	NOUN
american_scientific_journal-4170	222	13	of	of	ADP
american_scientific_journal-4170	222	14	naïve	naïve	ADJ
american_scientific_journal-4170	222	15	bayes	bayes	NOUN
american_scientific_journal-4170	222	16	,	,	PUNCT
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american_scientific_journal-4170	222	18	tree	tree	NOUN
american_scientific_journal-4170	222	19	and	and	CCONJ
american_scientific_journal-4170	222	20	logistic	logistic	ADJ
american_scientific_journal-4170	222	21	regression	regression	NOUN
american_scientific_journal-4170	222	22	the	the	DET
american_scientific_journal-4170	222	23	roc	roc	PROPN
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american_scientific_journal-4170	222	25	.	.	PUNCT
american_scientific_journal-4170	223	1	the	the	DET
american_scientific_journal-4170	223	2	maximum	maximum	NOUN
american_scientific_journal-4170	223	3	gained	gain	VERB
american_scientific_journal-4170	223	4	is	be	AUX
american_scientific_journal-4170	223	5	1.0	1.0	NUM
american_scientific_journal-4170	223	6	by	by	ADP
american_scientific_journal-4170	223	7	logistic	logistic	ADJ
american_scientific_journal-4170	223	8	regression	regression	NOUN
american_scientific_journal-4170	223	9	and	and	CCONJ
american_scientific_journal-4170	223	10	minimum	minimum	NOUN
american_scientific_journal-4170	223	11	by	by	ADP
american_scientific_journal-4170	223	12	naives	naif	NOUN
american_scientific_journal-4170	223	13	bayes	bayes	PROPN
american_scientific_journal-4170	223	14	,	,	PUNCT
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american_scientific_journal-4170	223	16	is	be	AUX
american_scientific_journal-4170	223	17	0.5	0.5	NUM
american_scientific_journal-4170	223	18	.	.	PUNCT
american_scientific_journal-4170	224	1	for	for	ADP
american_scientific_journal-4170	224	2	prediction	prediction	NOUN
american_scientific_journal-4170	224	3	of	of	ADP
american_scientific_journal-4170	224	4	student	student	NOUN
american_scientific_journal-4170	224	5	performance	performance	NOUN
american_scientific_journal-4170	224	6	used	use	VERB
american_scientific_journal-4170	224	7	of	of	ADP
american_scientific_journal-4170	224	8	[	[	X
american_scientific_journal-4170	224	9	2	2	NUM
american_scientific_journal-4170	224	10	]	]	X
american_scientific_journal-4170	224	11	nb	nb	PROPN
american_scientific_journal-4170	224	12	,	,	PUNCT
american_scientific_journal-4170	224	13	mlp	mlp	PROPN
american_scientific_journal-4170	224	14	and	and	CCONJ
american_scientific_journal-4170	224	15	j48	j48	PROPN
american_scientific_journal-4170	224	16	algorithms	algorithm	NOUN
american_scientific_journal-4170	224	17	,	,	PUNCT
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american_scientific_journal-4170	224	19	best	good	ADJ
american_scientific_journal-4170	224	20	results	result	NOUN
american_scientific_journal-4170	224	21	had	have	AUX
american_scientific_journal-4170	224	22	been	be	AUX
american_scientific_journal-4170	224	23	obtained	obtain	VERB
american_scientific_journal-4170	224	24	from	from	ADP
american_scientific_journal-4170	224	25	mlp	mlp	PROPN
american_scientific_journal-4170	224	26	algorithm	algorithm	PROPN
american_scientific_journal-4170	224	27	.	.	PUNCT
american_scientific_journal-4170	225	1	they	they	PRON
american_scientific_journal-4170	225	2	provided	provide	VERB
american_scientific_journal-4170	225	3	74	74	NUM
american_scientific_journal-4170	225	4	%	%	NOUN
american_scientific_journal-4170	225	5	accurate	accurate	ADJ
american_scientific_journal-4170	225	6	predication	predication	NOUN
american_scientific_journal-4170	225	7	results	result	NOUN
american_scientific_journal-4170	225	8	.	.	PUNCT
american_scientific_journal-4170	226	1	this	this	DET
american_scientific_journal-4170	226	2	method	method	NOUN
american_scientific_journal-4170	226	3	takes	take	VERB
american_scientific_journal-4170	226	4	4.13	4.13	NUM
american_scientific_journal-4170	226	5	sec	sec	PROPN
american_scientific_journal-4170	226	6	to	to	PART
american_scientific_journal-4170	226	7	build	build	VERB
american_scientific_journal-4170	226	8	a	a	DET
american_scientific_journal-4170	226	9	model	model	NOUN
american_scientific_journal-4170	226	10	.	.	PUNCT
american_scientific_journal-4170	227	1	the	the	DET
american_scientific_journal-4170	227	2	work	work	NOUN
american_scientific_journal-4170	227	3	of	of	ADP
american_scientific_journal-4170	227	4	[	[	X
american_scientific_journal-4170	227	5	24	24	NUM
american_scientific_journal-4170	227	6	]	]	PUNCT
american_scientific_journal-4170	227	7	used	use	VERB
american_scientific_journal-4170	227	8	the	the	DET
american_scientific_journal-4170	227	9	id3	id3	PROPN
american_scientific_journal-4170	227	10	,	,	PUNCT
american_scientific_journal-4170	227	11	c4.5	c4.5	PROPN
american_scientific_journal-4170	227	12	and	and	CCONJ
american_scientific_journal-4170	227	13	adt	adt	NOUN
american_scientific_journal-4170	227	14	algorithms	algorithm	NOUN
american_scientific_journal-4170	227	15	.	.	PUNCT
american_scientific_journal-4170	228	1	it	it	PRON
american_scientific_journal-4170	228	2	also	also	ADV
american_scientific_journal-4170	228	3	provides	provide	VERB
american_scientific_journal-4170	228	4	a	a	DET
american_scientific_journal-4170	228	5	survey	survey	NOUN
american_scientific_journal-4170	228	6	based	base	VERB
american_scientific_journal-4170	228	7	research	research	NOUN
american_scientific_journal-4170	228	8	work	work	NOUN
american_scientific_journal-4170	228	9	results	result	NOUN
american_scientific_journal-4170	228	10	and	and	CCONJ
american_scientific_journal-4170	228	11	best	good	ADJ
american_scientific_journal-4170	228	12	accuracy	accuracy	NOUN
american_scientific_journal-4170	228	13	is	be	AUX
american_scientific_journal-4170	228	14	obtained	obtain	VERB
american_scientific_journal-4170	228	15	from	from	ADP
american_scientific_journal-4170	228	16	c4.5	c4.5	PROPN
american_scientific_journal-4170	228	17	,	,	PUNCT
american_scientific_journal-4170	228	18	which	which	PRON
american_scientific_journal-4170	228	19	is	be	AUX
american_scientific_journal-4170	228	20	74.416	74.416	NUM
american_scientific_journal-4170	228	21	%	%	NOUN
american_scientific_journal-4170	228	22	,	,	PUNCT
american_scientific_journal-4170	228	23	and	and	CCONJ
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american_scientific_journal-4170	228	25	for	for	ADP
american_scientific_journal-4170	228	26	this	this	DET
american_scientific_journal-4170	228	27	algorithm	algorithm	NOUN
american_scientific_journal-4170	228	28	is	be	AUX
american_scientific_journal-4170	228	29	70.4	70.4	NUM
american_scientific_journal-4170	228	30	.	.	PUNCT
american_scientific_journal-4170	229	1	another	another	DET
american_scientific_journal-4170	229	2	[	[	X
american_scientific_journal-4170	229	3	9	9	NUM
american_scientific_journal-4170	229	4	]	]	PUNCT
american_scientific_journal-4170	229	5	approach	approach	NOUN
american_scientific_journal-4170	229	6	in	in	ADP
american_scientific_journal-4170	229	7	which	which	PRON
american_scientific_journal-4170	229	8	comparison	comparison	NOUN
american_scientific_journal-4170	229	9	of	of	ADP
american_scientific_journal-4170	229	10	two	two	NUM
american_scientific_journal-4170	229	11	algorithms	algorithm	NOUN
american_scientific_journal-4170	229	12	is	be	AUX
american_scientific_journal-4170	229	13	presented	present	VERB
american_scientific_journal-4170	229	14	by	by	ADP
american_scientific_journal-4170	229	15	use	use	NOUN
american_scientific_journal-4170	229	16	of	of	ADP
american_scientific_journal-4170	229	17	id3	id3	NOUN
american_scientific_journal-4170	229	18	and	and	CCONJ
american_scientific_journal-4170	229	19	c4.5	c4.5	PROPN
american_scientific_journal-4170	229	20	algorithms	algorithm	NOUN
american_scientific_journal-4170	229	21	.	.	PUNCT
american_scientific_journal-4170	230	1	the	the	DET
american_scientific_journal-4170	230	2	both	both	DET
american_scientific_journal-4170	230	3	algorithms	algorithm	NOUN
american_scientific_journal-4170	230	4	give	give	VERB
american_scientific_journal-4170	230	5	the	the	DET
american_scientific_journal-4170	230	6	accuracy	accuracy	NOUN
american_scientific_journal-4170	230	7	of	of	ADP
american_scientific_journal-4170	230	8	75.145	75.145	NUM
american_scientific_journal-4170	230	9	%	%	NOUN
american_scientific_journal-4170	230	10	but	but	CCONJ
american_scientific_journal-4170	230	11	the	the	DET
american_scientific_journal-4170	230	12	execution	execution	NOUN
american_scientific_journal-4170	230	13	time	time	NOUN
american_scientific_journal-4170	230	14	varies	vary	VERB
american_scientific_journal-4170	230	15	from	from	ADP
american_scientific_journal-4170	230	16	39.1	39.1	NUM
american_scientific_journal-4170	230	17	to	to	ADP
american_scientific_journal-4170	230	18	47.6	47.6	NUM
american_scientific_journal-4170	230	19	mile	mile	NOUN
american_scientific_journal-4170	230	20	-	-	PUNCT
american_scientific_journal-4170	230	21	seconds	second	NOUN
american_scientific_journal-4170	230	22	.	.	PUNCT
american_scientific_journal-4170	231	1	they	they	PRON
american_scientific_journal-4170	231	2	get	get	VERB
american_scientific_journal-4170	231	3	from	from	ADP
american_scientific_journal-4170	231	4	173	173	NUM
american_scientific_journal-4170	231	5	to	to	PART
american_scientific_journal-4170	231	6	130	130	NUM
american_scientific_journal-4170	231	7	are	be	AUX
american_scientific_journal-4170	231	8	the	the	DET
american_scientific_journal-4170	231	9	corrected	correct	VERB
american_scientific_journal-4170	231	10	prediction	prediction	NOUN
american_scientific_journal-4170	231	11	about	about	ADP
american_scientific_journal-4170	231	12	the	the	DET
american_scientific_journal-4170	231	13	performance	performance	NOUN
american_scientific_journal-4170	231	14	of	of	ADP
american_scientific_journal-4170	231	15	students	student	NOUN
american_scientific_journal-4170	231	16	.	.	PUNCT
american_scientific_journal-4170	232	1	after	after	ADP
american_scientific_journal-4170	232	2	the	the	DET
american_scientific_journal-4170	232	3	deep	deep	ADJ
american_scientific_journal-4170	232	4	study	study	NOUN
american_scientific_journal-4170	232	5	of	of	ADP
american_scientific_journal-4170	232	6	literature	literature	NOUN
american_scientific_journal-4170	232	7	the	the	DET
american_scientific_journal-4170	232	8	best	good	ADJ
american_scientific_journal-4170	232	9	result	result	NOUN
american_scientific_journal-4170	232	10	are	be	AUX
american_scientific_journal-4170	232	11	presented	present	VERB
american_scientific_journal-4170	232	12	in	in	ADP
american_scientific_journal-4170	232	13	graphical	graphical	ADJ
american_scientific_journal-4170	232	14	representation	representation	NOUN
american_scientific_journal-4170	232	15	by	by	ADP
american_scientific_journal-4170	232	16	using	use	VERB
american_scientific_journal-4170	232	17	figure	figure	NOUN
american_scientific_journal-4170	232	18	3	3	NUM
american_scientific_journal-4170	232	19	.	.	PUNCT
american_scientific_journal-4170	232	20	american	american	PROPN
american_scientific_journal-4170	232	21	scientific	scientific	ADJ
american_scientific_journal-4170	232	22	research	research	PROPN
american_scientific_journal-4170	232	23	journal	journal	NOUN
american_scientific_journal-4170	232	24	for	for	ADP
american_scientific_journal-4170	232	25	engineering	engineering	NOUN
american_scientific_journal-4170	232	26	,	,	PUNCT
american_scientific_journal-4170	232	27	technology	technology	NOUN
american_scientific_journal-4170	232	28	,	,	PUNCT
american_scientific_journal-4170	232	29	and	and	CCONJ
american_scientific_journal-4170	232	30	sciences	science	NOUN
american_scientific_journal-4170	232	31	(	(	PUNCT
american_scientific_journal-4170	232	32	asrjets	asrjet	NOUN
american_scientific_journal-4170	232	33	)	)	PUNCT
american_scientific_journal-4170	232	34	(	(	PUNCT
american_scientific_journal-4170	232	35	2018	2018	NUM
american_scientific_journal-4170	232	36	)	)	PUNCT
american_scientific_journal-4170	232	37	volume	volume	NOUN
american_scientific_journal-4170	232	38	44	44	NUM
american_scientific_journal-4170	232	39	,	,	PUNCT
american_scientific_journal-4170	232	40	no	no	DET
american_scientific_journal-4170	232	41	1	1	NUM
american_scientific_journal-4170	232	42	,	,	PUNCT
american_scientific_journal-4170	232	43	pp	pp	ADV
american_scientific_journal-4170	232	44	122	122	NUM
american_scientific_journal-4170	232	45	-	-	SYM
american_scientific_journal-4170	232	46	136	136	NUM
american_scientific_journal-4170	232	47	134	134	NUM
american_scientific_journal-4170	232	48	figure	figure	NOUN
american_scientific_journal-4170	232	49	3	3	NUM
american_scientific_journal-4170	232	50	:	:	PUNCT
american_scientific_journal-4170	232	51	algorithm	algorithm	NOUN
american_scientific_journal-4170	232	52	accuracy	accuracy	NOUN
american_scientific_journal-4170	232	53	based	base	VERB
american_scientific_journal-4170	232	54	graphical	graphical	ADJ
american_scientific_journal-4170	232	55	representation	representation	NOUN
american_scientific_journal-4170	232	56	2012	2012	NUM
american_scientific_journal-4170	232	57	-	-	SYM
american_scientific_journal-4170	232	58	2017	2017	NUM
american_scientific_journal-4170	232	59	5	5	NUM
american_scientific_journal-4170	232	60	.	.	PUNCT
american_scientific_journal-4170	233	1	conclusion	conclusion	NOUN
american_scientific_journal-4170	233	2	and	and	CCONJ
american_scientific_journal-4170	233	3	future	future	ADJ
american_scientific_journal-4170	233	4	work	work	NOUN
american_scientific_journal-4170	233	5	the	the	DET
american_scientific_journal-4170	233	6	prediction	prediction	NOUN
american_scientific_journal-4170	233	7	of	of	ADP
american_scientific_journal-4170	233	8	student	student	NOUN
american_scientific_journal-4170	233	9	’s	’s	PART
american_scientific_journal-4170	233	10	performance	performance	NOUN
american_scientific_journal-4170	233	11	in	in	ADP
american_scientific_journal-4170	233	12	advance	advance	NOUN
american_scientific_journal-4170	233	13	is	be	AUX
american_scientific_journal-4170	233	14	very	very	ADV
american_scientific_journal-4170	233	15	important	important	ADJ
american_scientific_journal-4170	233	16	issue	issue	NOUN
american_scientific_journal-4170	233	17	.	.	PUNCT
american_scientific_journal-4170	234	1	we	we	PRON
american_scientific_journal-4170	234	2	concluded	conclude	VERB
american_scientific_journal-4170	234	3	after	after	ADP
american_scientific_journal-4170	234	4	deep	deep	ADJ
american_scientific_journal-4170	234	5	studies	study	NOUN
american_scientific_journal-4170	234	6	that	that	SCONJ
american_scientific_journal-4170	234	7	various	various	ADJ
american_scientific_journal-4170	234	8	datasets	dataset	NOUN
american_scientific_journal-4170	234	9	of	of	ADP
american_scientific_journal-4170	234	10	student	student	NOUN
american_scientific_journal-4170	234	11	provides	provide	VERB
american_scientific_journal-4170	234	12	different	different	ADJ
american_scientific_journal-4170	234	13	results	result	NOUN
american_scientific_journal-4170	234	14	with	with	ADP
american_scientific_journal-4170	234	15	different	different	ADJ
american_scientific_journal-4170	234	16	attributes	attribute	NOUN
american_scientific_journal-4170	234	17	.	.	PUNCT
american_scientific_journal-4170	235	1	this	this	PRON
american_scientific_journal-4170	235	2	is	be	AUX
american_scientific_journal-4170	235	3	the	the	DET
american_scientific_journal-4170	235	4	reason	reason	NOUN
american_scientific_journal-4170	235	5	that	that	SCONJ
american_scientific_journal-4170	235	6	the	the	DET
american_scientific_journal-4170	235	7	results	result	NOUN
american_scientific_journal-4170	235	8	are	be	AUX
american_scientific_journal-4170	235	9	vary	vary	ADJ
american_scientific_journal-4170	235	10	with	with	ADP
american_scientific_journal-4170	235	11	different	different	ADJ
american_scientific_journal-4170	235	12	evaluation	evaluation	NOUN
american_scientific_journal-4170	235	13	measures	measure	NOUN
american_scientific_journal-4170	235	14	like	like	ADP
american_scientific_journal-4170	235	15	accuracy	accuracy	NOUN
american_scientific_journal-4170	235	16	,	,	PUNCT
american_scientific_journal-4170	235	17	precision	precision	NOUN
american_scientific_journal-4170	235	18	and	and	CCONJ
american_scientific_journal-4170	235	19	geometric	geometric	ADJ
american_scientific_journal-4170	235	20	mean	mean	NOUN
american_scientific_journal-4170	235	21	.	.	PUNCT
american_scientific_journal-4170	236	1	we	we	PRON
american_scientific_journal-4170	236	2	concluded	conclude	VERB
american_scientific_journal-4170	236	3	after	after	ADP
american_scientific_journal-4170	236	4	these	these	DET
american_scientific_journal-4170	236	5	studies	study	NOUN
american_scientific_journal-4170	236	6	that	that	SCONJ
american_scientific_journal-4170	236	7	every	every	DET
american_scientific_journal-4170	236	8	data	data	NOUN
american_scientific_journal-4170	236	9	mining	mining	NOUN
american_scientific_journal-4170	236	10	approach	approach	NOUN
american_scientific_journal-4170	236	11	and	and	CCONJ
american_scientific_journal-4170	236	12	algorithm	algorithm	NOUN
american_scientific_journal-4170	236	13	results	result	NOUN
american_scientific_journal-4170	236	14	are	be	AUX
american_scientific_journal-4170	236	15	varied	varied	ADJ
american_scientific_journal-4170	236	16	according	accord	VERB
american_scientific_journal-4170	236	17	to	to	ADP
american_scientific_journal-4170	236	18	the	the	DET
american_scientific_journal-4170	236	19	dataset	dataset	ADJ
american_scientific_journal-4170	236	20	and	and	CCONJ
american_scientific_journal-4170	236	21	variable	variable	ADJ
american_scientific_journal-4170	236	22	attribute	attribute	NOUN
american_scientific_journal-4170	236	23	used	use	VERB
american_scientific_journal-4170	236	24	for	for	ADP
american_scientific_journal-4170	236	25	prediction	prediction	NOUN
american_scientific_journal-4170	236	26	.	.	PUNCT
american_scientific_journal-4170	237	1	however	however	ADV
american_scientific_journal-4170	237	2	,	,	PUNCT
american_scientific_journal-4170	237	3	if	if	SCONJ
american_scientific_journal-4170	237	4	we	we	PRON
american_scientific_journal-4170	237	5	use	use	VERB
american_scientific_journal-4170	237	6	the	the	DET
american_scientific_journal-4170	237	7	decision	decision	NOUN
american_scientific_journal-4170	237	8	tree	tree	NOUN
american_scientific_journal-4170	237	9	algorithms	algorithm	NOUN
american_scientific_journal-4170	237	10	,	,	PUNCT
american_scientific_journal-4170	237	11	adtree	adtree	ADJ
american_scientific_journal-4170	237	12	,	,	PUNCT
american_scientific_journal-4170	237	13	jrip	jrip	ADJ
american_scientific_journal-4170	237	14	,	,	PUNCT
american_scientific_journal-4170	237	15	ridor	ridor	NOUN
american_scientific_journal-4170	237	16	,	,	PUNCT
american_scientific_journal-4170	237	17	logistic	logistic	ADJ
american_scientific_journal-4170	237	18	regression	regression	NOUN
american_scientific_journal-4170	237	19	and	and	CCONJ
american_scientific_journal-4170	237	20	neural	neural	ADJ
american_scientific_journal-4170	237	21	network	network	NOUN
american_scientific_journal-4170	237	22	approach	approach	NOUN
american_scientific_journal-4170	237	23	,	,	PUNCT
american_scientific_journal-4170	237	24	according	accord	VERB
american_scientific_journal-4170	237	25	to	to	ADP
american_scientific_journal-4170	237	26	our	our	PRON
american_scientific_journal-4170	237	27	requirements	requirement	NOUN
american_scientific_journal-4170	237	28	these	these	DET
american_scientific_journal-4170	237	29	algorithms	algorithm	NOUN
american_scientific_journal-4170	237	30	provide	provide	VERB
american_scientific_journal-4170	237	31	extra	extra	ADJ
american_scientific_journal-4170	237	32	ordinary	ordinary	ADJ
american_scientific_journal-4170	237	33	accurate	accurate	ADJ
american_scientific_journal-4170	237	34	results	result	NOUN
american_scientific_journal-4170	237	35	for	for	ADP
american_scientific_journal-4170	237	36	future	future	ADJ
american_scientific_journal-4170	237	37	prediction	prediction	NOUN
american_scientific_journal-4170	237	38	and	and	CCONJ
american_scientific_journal-4170	237	39	help	help	NOUN
american_scientific_journal-4170	237	40	in	in	ADP
american_scientific_journal-4170	237	41	the	the	DET
american_scientific_journal-4170	237	42	betterment	betterment	NOUN
american_scientific_journal-4170	237	43	of	of	ADP
american_scientific_journal-4170	237	44	education	education	NOUN
american_scientific_journal-4170	237	45	system	system	NOUN
american_scientific_journal-4170	237	46	.	.	PUNCT
american_scientific_journal-4170	238	1	in	in	ADP
american_scientific_journal-4170	238	2	this	this	DET
american_scientific_journal-4170	238	3	way	way	NOUN
american_scientific_journal-4170	238	4	,	,	PUNCT
american_scientific_journal-4170	238	5	we	we	PRON
american_scientific_journal-4170	238	6	can	can	AUX
american_scientific_journal-4170	238	7	improve	improve	VERB
american_scientific_journal-4170	238	8	the	the	DET
american_scientific_journal-4170	238	9	prediction	prediction	NOUN
american_scientific_journal-4170	238	10	methods	method	NOUN
american_scientific_journal-4170	238	11	and	and	CCONJ
american_scientific_journal-4170	238	12	performance	performance	NOUN
american_scientific_journal-4170	238	13	of	of	ADP
american_scientific_journal-4170	238	14	education	education	NOUN
american_scientific_journal-4170	238	15	system	system	NOUN
american_scientific_journal-4170	238	16	.	.	PUNCT
american_scientific_journal-4170	239	1	this	this	DET
american_scientific_journal-4170	239	2	research	research	NOUN
american_scientific_journal-4170	239	3	will	will	AUX
american_scientific_journal-4170	239	4	implement	implement	VERB
american_scientific_journal-4170	239	5	in	in	ADP
american_scientific_journal-4170	239	6	future	future	NOUN
american_scientific_journal-4170	239	7	by	by	ADP
american_scientific_journal-4170	239	8	use	use	NOUN
american_scientific_journal-4170	239	9	of	of	ADP
american_scientific_journal-4170	239	10	real	real	ADJ
american_scientific_journal-4170	239	11	datasets	dataset	NOUN
american_scientific_journal-4170	239	12	of	of	ADP
american_scientific_journal-4170	239	13	fast	fast	ADJ
american_scientific_journal-4170	239	14	university	university	NOUN
american_scientific_journal-4170	239	15	and	and	CCONJ
american_scientific_journal-4170	239	16	take	take	VERB
american_scientific_journal-4170	239	17	the	the	DET
american_scientific_journal-4170	239	18	student	student	NOUN
american_scientific_journal-4170	239	19	’s	’s	PART
american_scientific_journal-4170	239	20	attributes	attribute	NOUN
american_scientific_journal-4170	239	21	.	.	PUNCT
american_scientific_journal-4170	240	1	in	in	ADP
american_scientific_journal-4170	240	2	order	order	NOUN
american_scientific_journal-4170	240	3	to	to	PART
american_scientific_journal-4170	240	4	determine	determine	VERB
american_scientific_journal-4170	240	5	the	the	DET
american_scientific_journal-4170	240	6	effects	effect	NOUN
american_scientific_journal-4170	240	7	of	of	ADP
american_scientific_journal-4170	240	8	best	good	ADJ
american_scientific_journal-4170	240	9	predictive	predictive	ADJ
american_scientific_journal-4170	240	10	algorithm	algorithm	NOUN
american_scientific_journal-4170	240	11	(	(	PUNCT
american_scientific_journal-4170	240	12	decision	decision	NOUN
american_scientific_journal-4170	240	13	tree	tree	NOUN
american_scientific_journal-4170	240	14	/	/	SYM
american_scientific_journal-4170	240	15	neural	neural	ADJ
american_scientific_journal-4170	240	16	network	network	NOUN
american_scientific_journal-4170	240	17	)	)	PUNCT
american_scientific_journal-4170	240	18	and	and	CCONJ
american_scientific_journal-4170	240	19	other	other	ADJ
american_scientific_journal-4170	240	20	techniques	technique	NOUN
american_scientific_journal-4170	240	21	will	will	AUX
american_scientific_journal-4170	240	22	evaluate	evaluate	VERB
american_scientific_journal-4170	240	23	by	by	ADP
american_scientific_journal-4170	240	24	statistical	statistical	ADJ
american_scientific_journal-4170	240	25	and	and	CCONJ
american_scientific_journal-4170	240	26	empirical	empirical	ADJ
american_scientific_journal-4170	240	27	studies	study	NOUN
american_scientific_journal-4170	240	28	.	.	PUNCT
american_scientific_journal-4170	241	1	in	in	ADP
american_scientific_journal-4170	241	2	this	this	DET
american_scientific_journal-4170	241	3	way	way	NOUN
american_scientific_journal-4170	241	4	,	,	PUNCT
american_scientific_journal-4170	241	5	we	we	PRON
american_scientific_journal-4170	241	6	can	can	AUX
american_scientific_journal-4170	241	7	compare	compare	VERB
american_scientific_journal-4170	241	8	the	the	DET
american_scientific_journal-4170	241	9	results	result	NOUN
american_scientific_journal-4170	241	10	of	of	ADP
american_scientific_journal-4170	241	11	students	student	NOUN
american_scientific_journal-4170	241	12	with	with	ADP
american_scientific_journal-4170	241	13	previous	previous	ADJ
american_scientific_journal-4170	241	14	semester	semester	NOUN
american_scientific_journal-4170	241	15	results	result	NOUN
american_scientific_journal-4170	241	16	.	.	PUNCT
american_scientific_journal-4170	242	1	the	the	DET
american_scientific_journal-4170	242	2	best	good	ADJ
american_scientific_journal-4170	242	3	techniques	technique	NOUN
american_scientific_journal-4170	242	4	are	be	AUX
american_scientific_journal-4170	242	5	selected	select	VERB
american_scientific_journal-4170	242	6	based	base	VERB
american_scientific_journal-4170	242	7	on	on	ADP
american_scientific_journal-4170	242	8	accuracy	accuracy	NOUN
american_scientific_journal-4170	242	9	.	.	PUNCT
american_scientific_journal-4170	243	1	we	we	PRON
american_scientific_journal-4170	243	2	will	will	AUX
american_scientific_journal-4170	243	3	find	find	VERB
american_scientific_journal-4170	243	4	more	more	ADV
american_scientific_journal-4170	243	5	efficient	efficient	ADJ
american_scientific_journal-4170	243	6	techniques	technique	NOUN
american_scientific_journal-4170	243	7	based	base	VERB
american_scientific_journal-4170	243	8	on	on	ADP
american_scientific_journal-4170	243	9	other	other	ADJ
american_scientific_journal-4170	243	10	execution	execution	NOUN
american_scientific_journal-4170	243	11	measure	measure	NOUN
american_scientific_journal-4170	243	12	like	like	ADP
american_scientific_journal-4170	243	13	recall	recall	NOUN
american_scientific_journal-4170	243	14	and	and	CCONJ
american_scientific_journal-4170	243	15	other	other	ADJ
american_scientific_journal-4170	243	16	in	in	ADP
american_scientific_journal-4170	243	17	future	future	NOUN
american_scientific_journal-4170	243	18	.	.	PUNCT
american_scientific_journal-4170	244	1	references	reference	NOUN
american_scientific_journal-4170	244	2	[	[	X
american_scientific_journal-4170	244	3	1	1	NUM
american_scientific_journal-4170	244	4	]	]	PUNCT
american_scientific_journal-4170	244	5	.	.	PUNCT
american_scientific_journal-4170	245	1	kabakchieva	kabakchieva	PROPN
american_scientific_journal-4170	245	2	,	,	PUNCT
american_scientific_journal-4170	245	3	d.	d.	PROPN
american_scientific_journal-4170	245	4	,	,	PUNCT
american_scientific_journal-4170	245	5	predicting	predict	VERB
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american_scientific_journal-4170	250	2	,	,	PUNCT
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american_scientific_journal-4170	280	2	.	.	PUNCT
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american_scientific_journal-4170	291	4	,	,	PUNCT
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american_scientific_journal-4170	293	6	1	1	NUM
american_scientific_journal-4170	293	7	-	-	SYM
american_scientific_journal-4170	293	8	5	5	NUM
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american_scientific_journal-4170	295	2	,	,	PUNCT
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american_scientific_journal-4170	314	16	.	.	PUNCT
american_scientific_journal-4170	314	17	2012	2012	NUM
american_scientific_journal-4170	314	18	.	.	PUNCT
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american_scientific_journal-4170	315	2	.	.	PUNCT
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american_scientific_journal-4170	316	2	17	17	NUM
american_scientific_journal-4170	316	3	]	]	PUNCT
american_scientific_journal-4170	316	4	.	.	PUNCT
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american_scientific_journal-4170	317	2	,	,	PUNCT
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american_scientific_journal-4170	317	4	.	.	PROPN
american_scientific_journal-4170	317	5	,	,	PUNCT
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american_scientific_journal-4170	317	8	.	.	PROPN
american_scientific_journal-4170	317	9	,	,	PUNCT
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american_scientific_journal-4170	317	28	-	-	PUNCT
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american_scientific_journal-4170	317	31	.	.	PUNCT
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american_scientific_journal-4170	318	3	,	,	PUNCT
american_scientific_journal-4170	318	4	2015	2015	NUM
american_scientific_journal-4170	318	5	.	.	PUNCT
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american_scientific_journal-4170	319	2	):	):	PUNCT
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american_scientific_journal-4170	319	4	1	1	NUM
american_scientific_journal-4170	319	5	.	.	PUNCT
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american_scientific_journal-4170	320	4	.	.	PUNCT
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american_scientific_journal-4170	321	2	,	,	PUNCT
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american_scientific_journal-4170	321	4	and	and	CCONJ
american_scientific_journal-4170	321	5	d.	d.	PROPN
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american_scientific_journal-4170	321	7	.	.	PUNCT
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american_scientific_journal-4170	322	13	.	.	PUNCT
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american_scientific_journal-4170	323	3	and	and	CCONJ
american_scientific_journal-4170	323	4	network	network	NOUN
american_scientific_journal-4170	323	5	technologies	technology	NOUN
american_scientific_journal-4170	323	6	(	(	PUNCT
american_scientific_journal-4170	323	7	iccnt	iccnt	ADJ
american_scientific_journal-4170	323	8	)	)	PUNCT
american_scientific_journal-4170	323	9	,	,	PUNCT
american_scientific_journal-4170	323	10	2014	2014	NUM
american_scientific_journal-4170	323	11	international	international	ADJ
american_scientific_journal-4170	323	12	conference	conference	NOUN
american_scientific_journal-4170	323	13	on	on	ADP
american_scientific_journal-4170	323	14	.	.	PUNCT
american_scientific_journal-4170	323	15	2014	2014	NUM
american_scientific_journal-4170	323	16	.	.	PUNCT
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american_scientific_journal-4170	324	2	.	.	PUNCT
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american_scientific_journal-4170	325	2	19	19	NUM
american_scientific_journal-4170	325	3	]	]	PUNCT
american_scientific_journal-4170	325	4	.	.	PUNCT
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american_scientific_journal-4170	326	2	,	,	PUNCT
american_scientific_journal-4170	326	3	v.	v.	PROPN
american_scientific_journal-4170	326	4	,	,	PUNCT
american_scientific_journal-4170	326	5	p.	p.	NOUN
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american_scientific_journal-4170	326	7	,	,	PUNCT
american_scientific_journal-4170	326	8	and	and	CCONJ
american_scientific_journal-4170	326	9	k.	k.	PROPN
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american_scientific_journal-4170	326	11	,	,	PUNCT
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american_scientific_journal-4170	326	13	student	student	NOUN
american_scientific_journal-4170	326	14	performance	performance	NOUN
american_scientific_journal-4170	326	15	:	:	PUNCT
american_scientific_journal-4170	326	16	a	a	DET
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american_scientific_journal-4170	326	19	data	data	NOUN
american_scientific_journal-4170	326	20	mining	mining	NOUN
american_scientific_journal-4170	326	21	approach	approach	NOUN
american_scientific_journal-4170	326	22	.	.	PUNCT
american_scientific_journal-4170	327	1	international	international	ADJ
american_scientific_journal-4170	327	2	journal	journal	PROPN
american_scientific_journal-4170	327	3	of	of	ADP
american_scientific_journal-4170	327	4	computer	computer	NOUN
american_scientific_journal-4170	327	5	applications	application	NOUN
american_scientific_journal-4170	327	6	,	,	PUNCT
american_scientific_journal-4170	327	7	2013	2013	NUM
american_scientific_journal-4170	327	8	.	.	PUNCT
american_scientific_journal-4170	327	9	63(8	63(8	NUM
american_scientific_journal-4170	327	10	)	)	PUNCT
american_scientific_journal-4170	327	11	.	.	PUNCT
american_scientific_journal-4170	328	1	[	[	X
american_scientific_journal-4170	328	2	20	20	NUM
american_scientific_journal-4170	328	3	]	]	PUNCT
american_scientific_journal-4170	328	4	.	.	PUNCT
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american_scientific_journal-4170	329	2	,	,	PUNCT
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american_scientific_journal-4170	329	4	and	and	CCONJ
american_scientific_journal-4170	329	5	n.j	n.j	PROPN
american_scientific_journal-4170	329	6	.	.	PROPN
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american_scientific_journal-4170	329	8	,	,	PUNCT
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american_scientific_journal-4170	329	10	of	of	ADP
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american_scientific_journal-4170	329	12	mining	mining	NOUN
american_scientific_journal-4170	329	13	in	in	ADP
american_scientific_journal-4170	329	14	educational	educational	ADJ
american_scientific_journal-4170	329	15	database	database	NOUN
american_scientific_journal-4170	329	16	for	for	ADP
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american_scientific_journal-4170	329	20	of	of	ADP
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american_scientific_journal-4170	329	23	.	.	PUNCT
american_scientific_journal-4170	330	1	elakia	elakia	NOUN
american_scientific_journal-4170	330	2	et	et	PROPN
american_scientific_journal-4170	330	3	al,/(ijcsit	al,/(ijcsit	PROPN
american_scientific_journal-4170	330	4	)	)	PUNCT
american_scientific_journal-4170	330	5	international	international	ADJ
american_scientific_journal-4170	330	6	journal	journal	NOUN
american_scientific_journal-4170	330	7	of	of	ADP
american_scientific_journal-4170	330	8	computer	computer	NOUN
american_scientific_journal-4170	330	9	science	science	NOUN
american_scientific_journal-4170	330	10	and	and	CCONJ
american_scientific_journal-4170	330	11	information	information	NOUN
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american_scientific_journal-4170	330	13	,	,	PUNCT
american_scientific_journal-4170	330	14	2014	2014	NUM
american_scientific_journal-4170	330	15	.	.	PUNCT
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american_scientific_journal-4170	331	4	4649	4649	NUM
american_scientific_journal-4170	331	5	-	-	SYM
american_scientific_journal-4170	331	6	4652	4652	NUM
american_scientific_journal-4170	331	7	.	.	PUNCT
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american_scientific_journal-4170	332	2	21	21	NUM
american_scientific_journal-4170	332	3	]	]	PUNCT
american_scientific_journal-4170	332	4	.	.	PUNCT
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american_scientific_journal-4170	333	2	,	,	PUNCT
american_scientific_journal-4170	333	3	t.	t.	PROPN
american_scientific_journal-4170	333	4	,	,	PUNCT
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american_scientific_journal-4170	333	7	,	,	PUNCT
american_scientific_journal-4170	333	8	and	and	CCONJ
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american_scientific_journal-4170	333	11	.	.	PUNCT
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american_scientific_journal-4170	333	13	students	student	NOUN
american_scientific_journal-4170	333	14	'	'	PART
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american_scientific_journal-4170	333	19	.	.	PUNCT
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american_scientific_journal-4170	334	5	research	research	NOUN
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american_scientific_journal-4170	334	7	for	for	ADP
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american_scientific_journal-4170	334	9	,	,	PUNCT
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american_scientific_journal-4170	334	11	,	,	PUNCT
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american_scientific_journal-4170	334	24	1	1	NUM
american_scientific_journal-4170	334	25	,	,	PUNCT
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american_scientific_journal-4170	334	28	-	-	SYM
american_scientific_journal-4170	334	29	136	136	NUM
american_scientific_journal-4170	334	30	136	136	NUM
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american_scientific_journal-4170	334	32	&	&	CCONJ
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american_scientific_journal-4170	334	35	(	(	PUNCT
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american_scientific_journal-4170	334	40	fourth	fourth	ADJ
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american_scientific_journal-4170	334	44	.	.	PUNCT
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american_scientific_journal-4170	334	46	.	.	PUNCT
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american_scientific_journal-4170	335	2	.	.	PUNCT
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american_scientific_journal-4170	336	4	.	.	PUNCT
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american_scientific_journal-4170	337	2	,	,	PUNCT
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american_scientific_journal-4170	337	4	,	,	PUNCT
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american_scientific_journal-4170	337	7	,	,	PUNCT
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american_scientific_journal-4170	337	10	.	.	PUNCT
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american_scientific_journal-4170	338	2	.	.	PUNCT
american_scientific_journal-4170	339	1	a	a	DET
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american_scientific_journal-4170	339	5	'	'	PART
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american_scientific_journal-4170	339	9	(	(	PUNCT
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american_scientific_journal-4170	340	4	,	,	PUNCT
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american_scientific_journal-4170	340	8	(	(	PUNCT
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american_scientific_journal-4170	340	11	,	,	PUNCT
american_scientific_journal-4170	340	12	2013	2013	NUM
american_scientific_journal-4170	340	13	ieee	ieee	PROPN
american_scientific_journal-4170	340	14	international	international	ADJ
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american_scientific_journal-4170	340	16	on	on	ADP
american_scientific_journal-4170	340	17	.	.	PUNCT
american_scientific_journal-4170	341	1	2013	2013	NUM
american_scientific_journal-4170	341	2	.	.	PUNCT
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american_scientific_journal-4170	342	2	.	.	PUNCT
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american_scientific_journal-4170	343	4	.	.	PUNCT
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american_scientific_journal-4170	344	2	,	,	PUNCT
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american_scientific_journal-4170	344	4	,	,	PUNCT
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american_scientific_journal-4170	344	7	,	,	PUNCT
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american_scientific_journal-4170	344	11	.	.	PUNCT
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american_scientific_journal-4170	345	13	.	.	PUNCT
american_scientific_journal-4170	346	1	in	in	ADP
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american_scientific_journal-4170	346	5	(	(	PUNCT
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american_scientific_journal-4170	346	8	,	,	PUNCT
american_scientific_journal-4170	346	9	2014	2014	NUM
american_scientific_journal-4170	346	10	ieee	ieee	NOUN
american_scientific_journal-4170	346	11	international	international	NOUN
american_scientific_journal-4170	346	12	.	.	PUNCT
american_scientific_journal-4170	346	13	2014	2014	NUM
american_scientific_journal-4170	346	14	.	.	PUNCT
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american_scientific_journal-4170	347	2	.	.	PUNCT
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american_scientific_journal-4170	348	4	.	.	PUNCT
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american_scientific_journal-4170	349	2	,	,	PUNCT
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american_scientific_journal-4170	349	4	.	.	PROPN
american_scientific_journal-4170	349	5	,	,	PUNCT
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american_scientific_journal-4170	349	9	and	and	CCONJ
american_scientific_journal-4170	349	10	s.	s.	PROPN
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american_scientific_journal-4170	349	12	,	,	PUNCT
american_scientific_journal-4170	349	13	mining	mining	NOUN
american_scientific_journal-4170	349	14	education	education	NOUN
american_scientific_journal-4170	349	15	data	datum	NOUN
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american_scientific_journal-4170	349	18	student	student	NOUN
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american_scientific_journal-4170	349	22	a	a	DET
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american_scientific_journal-4170	350	4	,	,	PUNCT
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american_scientific_journal-4170	350	6	.	.	PUNCT
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american_scientific_journal-4170	351	3	]	]	PUNCT
american_scientific_journal-4170	351	4	.	.	PUNCT
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american_scientific_journal-4170	352	11	t.	t.	PROPN
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american_scientific_journal-4170	352	22	data	data	NOUN
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