id	sid	tid	token	lemma	pos
ajis02-1420	1	1	paper	paper	NOUN
ajis02-1420	1	2	title	title	NOUN
ajis02-1420	1	3	(	(	PUNCT
ajis02-1420	1	4	paper	paper	NOUN
ajis02-1420	1	5	title	title	NOUN
ajis02-1420	1	6	style	style	NOUN
ajis02-1420	1	7	)	)	PUNCT
ajis02-1420	1	8	australasian	australasian	ADJ
ajis02-1420	1	9	journal	journal	NOUN
ajis02-1420	1	10	of	of	ADP
ajis02-1420	1	11	information	information	NOUN
ajis02-1420	1	12	systems	systems	PROPN
ajis02-1420	1	13	islam	islam	PROPN
ajis02-1420	1	14	,	,	PUNCT
ajis02-1420	1	15	d’alessandro	d’alessandro	PROPN
ajis02-1420	1	16	,	,	PUNCT
ajis02-1420	1	17	furner	furner	PROPN
ajis02-1420	1	18	,	,	PUNCT
ajis02-1420	1	19	johnson	johnson	PROPN
ajis02-1420	1	20	,	,	PUNCT
ajis02-1420	1	21	gray	gray	PROPN
ajis02-1420	1	22	&	&	CCONJ
ajis02-1420	1	23	carter	carter	PROPN
ajis02-1420	1	24	2016	2016	NUM
ajis02-1420	1	25	,	,	PUNCT
ajis02-1420	1	26	vol	vol	NOUN
ajis02-1420	1	27	20	20	NUM
ajis02-1420	1	28	,	,	PUNCT
ajis02-1420	1	29	research	research	NOUN
ajis02-1420	1	30	article	article	NOUN
ajis02-1420	1	31	brand	brand	NOUN
ajis02-1420	1	32	switching	switch	VERB
ajis02-1420	1	33	pattern	pattern	NOUN
ajis02-1420	1	34	discovery	discovery	NOUN
ajis02-1420	1	35	by	by	ADP
ajis02-1420	1	36	data	datum	NOUN
ajis02-1420	1	37	mining	mining	NOUN
ajis02-1420	1	38	techniques	technique	NOUN
ajis02-1420	1	39	1	1	NUM
ajis02-1420	1	40	brand	brand	NOUN
ajis02-1420	1	41	switching	switching	NOUN
ajis02-1420	1	42	pattern	pattern	NOUN
ajis02-1420	1	43	discovery	discovery	NOUN
ajis02-1420	1	44	by	by	ADP
ajis02-1420	1	45	data	datum	NOUN
ajis02-1420	1	46	mining	mining	NOUN
ajis02-1420	1	47	techniques	technique	NOUN
ajis02-1420	1	48	for	for	ADP
ajis02-1420	1	49	the	the	DET
ajis02-1420	1	50	telecommunication	telecommunication	NOUN
ajis02-1420	1	51	industry	industry	NOUN
ajis02-1420	1	52	in	in	ADP
ajis02-1420	1	53	australia	australia	PROPN
ajis02-1420	1	54	md	md	PROPN
ajis02-1420	1	55	zahidul	zahidul	PROPN
ajis02-1420	1	56	islam	islam	PROPN
ajis02-1420	1	57	charles	charles	PROPN
ajis02-1420	1	58	sturt	sturt	PROPN
ajis02-1420	1	59	university	university	PROPN
ajis02-1420	1	60	school	school	NOUN
ajis02-1420	1	61	of	of	ADP
ajis02-1420	1	62	computing	computing	NOUN
ajis02-1420	1	63	and	and	CCONJ
ajis02-1420	1	64	mathematics	mathematics	PROPN
ajis02-1420	1	65	zislam@csu.edu.au	zislam@csu.edu.au	PROPN
ajis02-1420	1	66	steven	steven	PROPN
ajis02-1420	1	67	d’alessandro	d’alessandro	PROPN
ajis02-1420	1	68	school	school	NOUN
ajis02-1420	1	69	of	of	ADP
ajis02-1420	1	70	management	management	NOUN
ajis02-1420	1	71	and	and	CCONJ
ajis02-1420	1	72	marketing	marketing	NOUN
ajis02-1420	1	73	charles	charles	PROPN
ajis02-1420	1	74	sturt	sturt	PROPN
ajis02-1420	1	75	university	university	PROPN
ajis02-1420	1	76	michael	michael	PROPN
ajis02-1420	1	77	furner	furner	PROPN
ajis02-1420	1	78	school	school	PROPN
ajis02-1420	1	79	of	of	ADP
ajis02-1420	1	80	computing	computing	NOUN
ajis02-1420	1	81	and	and	CCONJ
ajis02-1420	1	82	mathematics	mathematics	PROPN
ajis02-1420	1	83	charles	charles	PROPN
ajis02-1420	1	84	sturt	sturt	PROPN
ajis02-1420	1	85	university	university	PROPN
ajis02-1420	1	86	lester	lester	PROPN
ajis02-1420	1	87	johnson	johnson	PROPN
ajis02-1420	1	88	department	department	PROPN
ajis02-1420	1	89	of	of	ADP
ajis02-1420	1	90	management	management	NOUN
ajis02-1420	1	91	and	and	CCONJ
ajis02-1420	1	92	marketing	marketing	NOUN
ajis02-1420	1	93	swinburne	swinburne	ADJ
ajis02-1420	1	94	university	university	PROPN
ajis02-1420	1	95	of	of	ADP
ajis02-1420	1	96	technology	technology	PROPN
ajis02-1420	1	97	david	david	PROPN
ajis02-1420	1	98	gray	gray	PROPN
ajis02-1420	1	99	department	department	PROPN
ajis02-1420	1	100	of	of	ADP
ajis02-1420	1	101	marketing	marketing	NOUN
ajis02-1420	1	102	and	and	CCONJ
ajis02-1420	1	103	management	management	NOUN
ajis02-1420	1	104	macquarie	macquarie	PROPN
ajis02-1420	1	105	university	university	PROPN
ajis02-1420	1	106	leanne	leanne	PROPN
ajis02-1420	1	107	carter	carter	PROPN
ajis02-1420	1	108	department	department	PROPN
ajis02-1420	1	109	of	of	ADP
ajis02-1420	1	110	marketing	marketing	NOUN
ajis02-1420	1	111	and	and	CCONJ
ajis02-1420	1	112	management	management	NOUN
ajis02-1420	1	113	macquarie	macquarie	PROPN
ajis02-1420	1	114	university	university	PROPN
ajis02-1420	1	115	abstract	abstract	NOUN
ajis02-1420	1	116	there	there	PRON
ajis02-1420	1	117	is	be	VERB
ajis02-1420	1	118	more	more	ADJ
ajis02-1420	1	119	than	than	ADP
ajis02-1420	1	120	one	one	NUM
ajis02-1420	1	121	mobile	mobile	ADJ
ajis02-1420	1	122	-	-	PUNCT
ajis02-1420	1	123	phone	phone	NOUN
ajis02-1420	1	124	subscription	subscription	NOUN
ajis02-1420	1	125	per	per	ADP
ajis02-1420	1	126	member	member	NOUN
ajis02-1420	1	127	of	of	ADP
ajis02-1420	1	128	the	the	DET
ajis02-1420	1	129	australian	australian	ADJ
ajis02-1420	1	130	population	population	NOUN
ajis02-1420	1	131	.	.	PUNCT
ajis02-1420	2	1	the	the	DET
ajis02-1420	2	2	number	number	NOUN
ajis02-1420	2	3	of	of	ADP
ajis02-1420	2	4	complaints	complaint	NOUN
ajis02-1420	2	5	against	against	ADP
ajis02-1420	2	6	the	the	DET
ajis02-1420	2	7	mobile	mobile	ADJ
ajis02-1420	2	8	-	-	PUNCT
ajis02-1420	2	9	phone	phone	NOUN
ajis02-1420	2	10	-	-	PUNCT
ajis02-1420	2	11	service	service	NOUN
ajis02-1420	2	12	providers	provider	NOUN
ajis02-1420	2	13	is	be	AUX
ajis02-1420	2	14	also	also	ADV
ajis02-1420	2	15	high	high	ADJ
ajis02-1420	2	16	.	.	PUNCT
ajis02-1420	3	1	therefore	therefore	ADV
ajis02-1420	3	2	,	,	PUNCT
ajis02-1420	3	3	the	the	DET
ajis02-1420	3	4	mobile	mobile	ADJ
ajis02-1420	3	5	service	service	NOUN
ajis02-1420	3	6	providers	provider	NOUN
ajis02-1420	3	7	are	be	AUX
ajis02-1420	3	8	facing	face	VERB
ajis02-1420	3	9	a	a	DET
ajis02-1420	3	10	huge	huge	ADJ
ajis02-1420	3	11	challenge	challenge	NOUN
ajis02-1420	3	12	in	in	ADP
ajis02-1420	3	13	retaining	retain	VERB
ajis02-1420	3	14	their	their	PRON
ajis02-1420	3	15	customers	customer	NOUN
ajis02-1420	3	16	.	.	PUNCT
ajis02-1420	4	1	there	there	PRON
ajis02-1420	4	2	are	be	VERB
ajis02-1420	4	3	a	a	DET
ajis02-1420	4	4	number	number	NOUN
ajis02-1420	4	5	of	of	ADP
ajis02-1420	4	6	existing	exist	VERB
ajis02-1420	4	7	models	model	NOUN
ajis02-1420	4	8	to	to	PART
ajis02-1420	4	9	analyse	analyse	VERB
ajis02-1420	4	10	customer	customer	NOUN
ajis02-1420	4	11	behaviour	behaviour	NOUN
ajis02-1420	4	12	and	and	CCONJ
ajis02-1420	4	13	switching	switch	VERB
ajis02-1420	4	14	patterns	pattern	NOUN
ajis02-1420	4	15	.	.	PUNCT
ajis02-1420	5	1	a	a	DET
ajis02-1420	5	2	number	number	NOUN
ajis02-1420	5	3	of	of	ADP
ajis02-1420	5	4	switching	switch	VERB
ajis02-1420	5	5	models	model	NOUN
ajis02-1420	5	6	may	may	AUX
ajis02-1420	5	7	also	also	ADV
ajis02-1420	5	8	exist	exist	VERB
ajis02-1420	5	9	within	within	ADP
ajis02-1420	5	10	a	a	DET
ajis02-1420	5	11	large	large	ADJ
ajis02-1420	5	12	market	market	NOUN
ajis02-1420	5	13	.	.	PUNCT
ajis02-1420	6	1	these	these	DET
ajis02-1420	6	2	models	model	NOUN
ajis02-1420	6	3	are	be	AUX
ajis02-1420	6	4	often	often	ADV
ajis02-1420	6	5	not	not	PART
ajis02-1420	6	6	useful	useful	ADJ
ajis02-1420	6	7	due	due	ADP
ajis02-1420	6	8	to	to	ADP
ajis02-1420	6	9	the	the	DET
ajis02-1420	6	10	heterogeneous	heterogeneous	ADJ
ajis02-1420	6	11	nature	nature	NOUN
ajis02-1420	6	12	of	of	ADP
ajis02-1420	6	13	the	the	DET
ajis02-1420	6	14	market	market	NOUN
ajis02-1420	6	15	.	.	PUNCT
ajis02-1420	7	1	therefore	therefore	ADV
ajis02-1420	7	2	,	,	PUNCT
ajis02-1420	7	3	in	in	ADP
ajis02-1420	7	4	this	this	DET
ajis02-1420	7	5	study	study	NOUN
ajis02-1420	7	6	we	we	PRON
ajis02-1420	7	7	use	use	VERB
ajis02-1420	7	8	data	datum	NOUN
ajis02-1420	7	9	mining	mining	NOUN
ajis02-1420	7	10	techniques	technique	NOUN
ajis02-1420	7	11	to	to	PART
ajis02-1420	7	12	let	let	VERB
ajis02-1420	7	13	the	the	DET
ajis02-1420	7	14	data	datum	NOUN
ajis02-1420	7	15	talk	talk	VERB
ajis02-1420	7	16	to	to	PART
ajis02-1420	7	17	help	help	VERB
ajis02-1420	7	18	us	we	PRON
ajis02-1420	7	19	discover	discover	VERB
ajis02-1420	7	20	switching	switch	VERB
ajis02-1420	7	21	patterns	pattern	NOUN
ajis02-1420	7	22	without	without	ADP
ajis02-1420	7	23	requiring	require	VERB
ajis02-1420	7	24	us	we	PRON
ajis02-1420	7	25	to	to	PART
ajis02-1420	7	26	use	use	VERB
ajis02-1420	7	27	any	any	DET
ajis02-1420	7	28	models	model	NOUN
ajis02-1420	7	29	and	and	CCONJ
ajis02-1420	7	30	domain	domain	NOUN
ajis02-1420	7	31	knowledge	knowledge	NOUN
ajis02-1420	7	32	.	.	PUNCT
ajis02-1420	8	1	we	we	PRON
ajis02-1420	8	2	use	use	VERB
ajis02-1420	8	3	a	a	DET
ajis02-1420	8	4	variety	variety	NOUN
ajis02-1420	8	5	of	of	ADP
ajis02-1420	8	6	decision	decision	NOUN
ajis02-1420	8	7	tree	tree	NOUN
ajis02-1420	8	8	and	and	CCONJ
ajis02-1420	8	9	decision	decision	NOUN
ajis02-1420	8	10	forest	forest	NOUN
ajis02-1420	8	11	techniques	technique	NOUN
ajis02-1420	8	12	on	on	ADP
ajis02-1420	8	13	a	a	DET
ajis02-1420	8	14	real	real	ADJ
ajis02-1420	8	15	mobile	mobile	ADJ
ajis02-1420	8	16	-	-	PUNCT
ajis02-1420	8	17	phone	phone	NOUN
ajis02-1420	8	18	-	-	PUNCT
ajis02-1420	8	19	usage	usage	NOUN
ajis02-1420	8	20	dataset	dataset	NOUN
ajis02-1420	8	21	in	in	ADP
ajis02-1420	8	22	order	order	NOUN
ajis02-1420	8	23	to	to	PART
ajis02-1420	8	24	demonstrate	demonstrate	VERB
ajis02-1420	8	25	the	the	DET
ajis02-1420	8	26	effectiveness	effectiveness	NOUN
ajis02-1420	8	27	of	of	ADP
ajis02-1420	8	28	data	datum	NOUN
ajis02-1420	8	29	mining	mining	NOUN
ajis02-1420	8	30	techniques	technique	NOUN
ajis02-1420	8	31	in	in	ADP
ajis02-1420	8	32	knowledge	knowledge	NOUN
ajis02-1420	8	33	discovery	discovery	NOUN
ajis02-1420	8	34	.	.	PUNCT
ajis02-1420	9	1	we	we	PRON
ajis02-1420	9	2	report	report	VERB
ajis02-1420	9	3	many	many	ADJ
ajis02-1420	9	4	interesting	interesting	ADJ
ajis02-1420	9	5	patterns	pattern	NOUN
ajis02-1420	9	6	,	,	PUNCT
ajis02-1420	9	7	and	and	CCONJ
ajis02-1420	9	8	discuss	discuss	VERB
ajis02-1420	9	9	them	they	PRON
ajis02-1420	9	10	from	from	ADP
ajis02-1420	9	11	a	a	DET
ajis02-1420	9	12	brand	brand	NOUN
ajis02-1420	9	13	-	-	PUNCT
ajis02-1420	9	14	switching	switch	VERB
ajis02-1420	9	15	and	and	CCONJ
ajis02-1420	9	16	marketing	marketing	NOUN
ajis02-1420	9	17	perspective	perspective	NOUN
ajis02-1420	9	18	,	,	PUNCT
ajis02-1420	9	19	through	through	ADP
ajis02-1420	9	20	which	which	PRON
ajis02-1420	9	21	they	they	PRON
ajis02-1420	9	22	are	be	AUX
ajis02-1420	9	23	found	find	VERB
ajis02-1420	9	24	to	to	PART
ajis02-1420	9	25	be	be	AUX
ajis02-1420	9	26	very	very	ADV
ajis02-1420	9	27	sensible	sensible	ADJ
ajis02-1420	9	28	and	and	CCONJ
ajis02-1420	9	29	interesting	interesting	ADJ
ajis02-1420	9	30	.	.	PUNCT
ajis02-1420	10	1	keywords	keyword	NOUN
ajis02-1420	10	2	:	:	PUNCT
ajis02-1420	10	3	decision	decision	NOUN
ajis02-1420	10	4	tree	tree	NOUN
ajis02-1420	10	5	,	,	PUNCT
ajis02-1420	10	6	decision	decision	NOUN
ajis02-1420	10	7	forest	forest	NOUN
ajis02-1420	10	8	,	,	PUNCT
ajis02-1420	10	9	ensemble	ensemble	ADJ
ajis02-1420	10	10	of	of	ADP
ajis02-1420	10	11	decision	decision	NOUN
ajis02-1420	10	12	trees	tree	NOUN
ajis02-1420	10	13	,	,	PUNCT
ajis02-1420	10	14	data	datum	NOUN
ajis02-1420	10	15	mining	mining	NOUN
ajis02-1420	10	16	,	,	PUNCT
ajis02-1420	10	17	brand	brand	NOUN
ajis02-1420	10	18	switching	switching	NOUN
ajis02-1420	10	19	,	,	PUNCT
ajis02-1420	10	20	switching	switch	VERB
ajis02-1420	10	21	behaviour	behaviour	NOUN
ajis02-1420	10	22	1	1	NUM
ajis02-1420	10	23	introduction	introduction	NOUN
ajis02-1420	10	24	1.1	1.1	NUM
ajis02-1420	10	25	mobile	mobile	NOUN
ajis02-1420	10	26	phone	phone	NOUN
ajis02-1420	10	27	brand	brand	NOUN
ajis02-1420	10	28	switching	switch	VERB
ajis02-1420	10	29	australians	australian	NOUN
ajis02-1420	10	30	love	love	VERB
ajis02-1420	10	31	and	and	CCONJ
ajis02-1420	10	32	hate	hate	VERB
ajis02-1420	10	33	their	their	PRON
ajis02-1420	10	34	mobile	mobile	ADJ
ajis02-1420	10	35	phones	phone	NOUN
ajis02-1420	10	36	.	.	PUNCT
ajis02-1420	11	1	according	accord	VERB
ajis02-1420	11	2	to	to	ADP
ajis02-1420	11	3	euromonitor	euromonitor	NOUN
ajis02-1420	11	4	,	,	PUNCT
ajis02-1420	11	5	in	in	ADP
ajis02-1420	11	6	2011	2011	NUM
ajis02-1420	11	7	there	there	PRON
ajis02-1420	11	8	were	be	VERB
ajis02-1420	11	9	some	some	DET
ajis02-1420	11	10	25.54	25.54	NUM
ajis02-1420	11	11	million	million	NUM
ajis02-1420	11	12	mobile	mobile	ADJ
ajis02-1420	11	13	phone	phone	NOUN
ajis02-1420	11	14	subscriptions	subscription	NOUN
ajis02-1420	11	15	,	,	PUNCT
ajis02-1420	11	16	more	more	ADJ
ajis02-1420	11	17	than	than	ADP
ajis02-1420	11	18	one	one	NUM
ajis02-1420	11	19	for	for	ADP
ajis02-1420	11	20	each	each	DET
ajis02-1420	11	21	member	member	NOUN
ajis02-1420	11	22	of	of	ADP
ajis02-1420	11	23	the	the	DET
ajis02-1420	11	24	australian	australian	ADJ
ajis02-1420	11	25	population	population	NOUN
ajis02-1420	11	26	(	(	PUNCT
ajis02-1420	11	27	mobile	mobile	NOUN
ajis02-1420	11	28	phone	phone	NOUN
ajis02-1420	11	29	statistics	statistics	PROPN
ajis02-1420	11	30	n.d	n.d	PROPN
ajis02-1420	11	31	.	.	PROPN
ajis02-1420	11	32	)	)	PUNCT
ajis02-1420	11	33	.	.	PUNCT
ajis02-1420	12	1	the	the	DET
ajis02-1420	12	2	telecommunications	telecommunications	NOUN
ajis02-1420	12	3	industry	industry	NOUN
ajis02-1420	12	4	ombudsman	ombudsman	NOUN
ajis02-1420	12	5	(	(	PUNCT
ajis02-1420	12	6	tio	tio	NOUN
ajis02-1420	12	7	)	)	PUNCT
ajis02-1420	12	8	received	receive	VERB
ajis02-1420	12	9	a	a	DET
ajis02-1420	12	10	record	record	NOUN
ajis02-1420	12	11	197,682	197,682	NUM
ajis02-1420	12	12	complaints	complaint	NOUN
ajis02-1420	12	13	in	in	ADP
ajis02-1420	12	14	2011	2011	NUM
ajis02-1420	12	15	,	,	PUNCT
ajis02-1420	12	16	which	which	PRON
ajis02-1420	12	17	was	be	AUX
ajis02-1420	12	18	18	18	NUM
ajis02-1420	12	19	%	%	NOUN
ajis02-1420	12	20	higher	high	ADJ
ajis02-1420	12	21	than	than	ADP
ajis02-1420	12	22	the	the	DET
ajis02-1420	12	23	number	number	NOUN
ajis02-1420	12	24	of	of	ADP
ajis02-1420	12	25	complaints	complaint	NOUN
ajis02-1420	12	26	received	receive	VERB
ajis02-1420	12	27	in	in	ADP
ajis02-1420	12	28	the	the	DET
ajis02-1420	12	29	previous	previous	ADJ
ajis02-1420	12	30	year	year	NOUN
ajis02-1420	12	31	.	.	PUNCT
ajis02-1420	13	1	(	(	PUNCT
ajis02-1420	13	2	annual	annual	ADJ
ajis02-1420	13	3	report	report	NOUN
ajis02-1420	13	4	of	of	ADP
ajis02-1420	13	5	the	the	DET
ajis02-1420	13	6	telecommunications	telecommunications	NOUN
ajis02-1420	13	7	industry	industry	NOUN
ajis02-1420	13	8	ombudsman	ombudsman	NOUN
ajis02-1420	13	9	n.d	n.d	PROPN
ajis02-1420	13	10	.	.	PROPN
ajis02-1420	13	11	)	)	PUNCT
ajis02-1420	13	12	.	.	PUNCT
ajis02-1420	14	1	the	the	DET
ajis02-1420	14	2	challenge	challenge	NOUN
ajis02-1420	14	3	for	for	ADP
ajis02-1420	14	4	mobile	mobile	ADJ
ajis02-1420	14	5	service	service	NOUN
ajis02-1420	14	6	providers	provider	NOUN
ajis02-1420	14	7	australasian	australasian	ADJ
ajis02-1420	14	8	journal	journal	NOUN
ajis02-1420	14	9	of	of	ADP
ajis02-1420	14	10	information	information	NOUN
ajis02-1420	14	11	systems	systems	PROPN
ajis02-1420	14	12	islam	islam	PROPN
ajis02-1420	14	13	,	,	PUNCT
ajis02-1420	14	14	d’alessandro	d’alessandro	PROPN
ajis02-1420	14	15	,	,	PUNCT
ajis02-1420	14	16	furner	furner	PROPN
ajis02-1420	14	17	,	,	PUNCT
ajis02-1420	14	18	johnson	johnson	PROPN
ajis02-1420	14	19	,	,	PUNCT
ajis02-1420	14	20	gray	gray	PROPN
ajis02-1420	14	21	&	&	CCONJ
ajis02-1420	14	22	carter	carter	PROPN
ajis02-1420	14	23	2016	2016	NUM
ajis02-1420	14	24	,	,	PUNCT
ajis02-1420	14	25	vol	vol	NOUN
ajis02-1420	14	26	20	20	NUM
ajis02-1420	14	27	,	,	PUNCT
ajis02-1420	14	28	research	research	NOUN
ajis02-1420	14	29	article	article	NOUN
ajis02-1420	14	30	brand	brand	NOUN
ajis02-1420	14	31	switching	switch	VERB
ajis02-1420	14	32	pattern	pattern	NOUN
ajis02-1420	14	33	discovery	discovery	NOUN
ajis02-1420	14	34	by	by	ADP
ajis02-1420	14	35	data	datum	NOUN
ajis02-1420	14	36	mining	mining	NOUN
ajis02-1420	14	37	techniques	technique	NOUN
ajis02-1420	14	38	2	2	NUM
ajis02-1420	14	39	then	then	ADV
ajis02-1420	14	40	is	be	AUX
ajis02-1420	14	41	to	to	PART
ajis02-1420	14	42	retain	retain	VERB
ajis02-1420	14	43	their	their	PRON
ajis02-1420	14	44	customers	customer	NOUN
ajis02-1420	14	45	by	by	ADP
ajis02-1420	14	46	gaining	gain	VERB
ajis02-1420	14	47	their	their	PRON
ajis02-1420	14	48	trust	trust	NOUN
ajis02-1420	14	49	and	and	CCONJ
ajis02-1420	14	50	satisfaction	satisfaction	NOUN
ajis02-1420	14	51	.	.	PUNCT
ajis02-1420	15	1	in	in	ADP
ajis02-1420	15	2	order	order	NOUN
ajis02-1420	15	3	to	to	PART
ajis02-1420	15	4	do	do	AUX
ajis02-1420	15	5	so	so	ADV
ajis02-1420	15	6	they	they	PRON
ajis02-1420	15	7	need	need	VERB
ajis02-1420	15	8	to	to	PART
ajis02-1420	15	9	assess	assess	VERB
ajis02-1420	15	10	the	the	DET
ajis02-1420	15	11	dynamics	dynamic	NOUN
ajis02-1420	15	12	of	of	ADP
ajis02-1420	15	13	brand	brand	NOUN
ajis02-1420	15	14	switching	switch	VERB
ajis02-1420	15	15	behaviour	behaviour	NOUN
ajis02-1420	15	16	.	.	PUNCT
ajis02-1420	16	1	a	a	DET
ajis02-1420	16	2	number	number	NOUN
ajis02-1420	16	3	of	of	ADP
ajis02-1420	16	4	models	model	NOUN
ajis02-1420	16	5	have	have	AUX
ajis02-1420	16	6	been	be	AUX
ajis02-1420	16	7	developed	develop	VERB
ajis02-1420	16	8	to	to	PART
ajis02-1420	16	9	analyse	analyse	VERB
ajis02-1420	16	10	the	the	DET
ajis02-1420	16	11	customer	customer	NOUN
ajis02-1420	16	12	switching	switch	VERB
ajis02-1420	16	13	process	process	NOUN
ajis02-1420	16	14	(	(	PUNCT
ajis02-1420	16	15	bansal	bansal	PROPN
ajis02-1420	16	16	&	&	CCONJ
ajis02-1420	16	17	taylor	taylor	PROPN
ajis02-1420	16	18	1999	1999	NUM
ajis02-1420	16	19	,	,	PUNCT
ajis02-1420	16	20	colgate	colgate	PROPN
ajis02-1420	16	21	&	&	CCONJ
ajis02-1420	16	22	lang	lang	PROPN
ajis02-1420	16	23	2001	2001	NUM
ajis02-1420	16	24	,	,	PUNCT
ajis02-1420	16	25	keaveney	keaveney	NOUN
ajis02-1420	16	26	1995	1995	NUM
ajis02-1420	16	27	,	,	PUNCT
ajis02-1420	16	28	lees	lee	NOUN
ajis02-1420	16	29	,	,	PUNCT
ajis02-1420	16	30	garland	garland	PROPN
ajis02-1420	16	31	&	&	CCONJ
ajis02-1420	16	32	wright	wright	PROPN
ajis02-1420	16	33	2007	2007	NUM
ajis02-1420	16	34	)	)	PUNCT
ajis02-1420	16	35	.	.	PUNCT
ajis02-1420	17	1	the	the	DET
ajis02-1420	17	2	most	most	ADV
ajis02-1420	17	3	general	general	ADJ
ajis02-1420	17	4	,	,	PUNCT
ajis02-1420	17	5	the	the	DET
ajis02-1420	17	6	keaveney	keaveney	NOUN
ajis02-1420	17	7	model	model	NOUN
ajis02-1420	17	8	(	(	PUNCT
ajis02-1420	17	9	1995	1995	NUM
ajis02-1420	17	10	,	,	PUNCT
ajis02-1420	17	11	p79	p79	NOUN
ajis02-1420	17	12	)	)	PUNCT
ajis02-1420	17	13	identified	identify	VERB
ajis02-1420	17	14	eight	eight	NUM
ajis02-1420	17	15	major	major	ADJ
ajis02-1420	17	16	factors	factor	NOUN
ajis02-1420	17	17	behind	behind	ADP
ajis02-1420	17	18	customer	customer	NOUN
ajis02-1420	17	19	exit	exit	NOUN
ajis02-1420	17	20	(	(	PUNCT
ajis02-1420	17	21	or	or	CCONJ
ajis02-1420	17	22	push	push	VERB
ajis02-1420	17	23	factors	factor	NOUN
ajis02-1420	17	24	)	)	PUNCT
ajis02-1420	17	25	including	include	VERB
ajis02-1420	17	26	:	:	PUNCT
ajis02-1420	17	27	pricing	pricing	NOUN
ajis02-1420	17	28	,	,	PUNCT
ajis02-1420	17	29	inconvenience	inconvenience	PROPN
ajis02-1420	17	30	,	,	PUNCT
ajis02-1420	17	31	core	core	NOUN
ajis02-1420	17	32	service	service	NOUN
ajis02-1420	17	33	failure	failure	NOUN
ajis02-1420	17	34	,	,	PUNCT
ajis02-1420	17	35	service	service	NOUN
ajis02-1420	17	36	encounter	encounter	NOUN
ajis02-1420	17	37	failure	failure	NOUN
ajis02-1420	17	38	,	,	PUNCT
ajis02-1420	17	39	response	response	NOUN
ajis02-1420	17	40	to	to	ADP
ajis02-1420	17	41	service	service	NOUN
ajis02-1420	17	42	failure	failure	NOUN
ajis02-1420	17	43	,	,	PUNCT
ajis02-1420	17	44	competition	competition	NOUN
ajis02-1420	17	45	,	,	PUNCT
ajis02-1420	17	46	ethical	ethical	ADJ
ajis02-1420	17	47	problems	problem	NOUN
ajis02-1420	17	48	and	and	CCONJ
ajis02-1420	17	49	involuntary	involuntary	ADJ
ajis02-1420	17	50	switching	switching	NOUN
ajis02-1420	17	51	.	.	PUNCT
ajis02-1420	18	1	1.2	1.2	NUM
ajis02-1420	18	2	the	the	DET
ajis02-1420	18	3	problem	problem	NOUN
ajis02-1420	18	4	with	with	ADP
ajis02-1420	18	5	existing	exist	VERB
ajis02-1420	18	6	models	model	NOUN
ajis02-1420	18	7	bansal	bansal	PROPN
ajis02-1420	18	8	&	&	CCONJ
ajis02-1420	18	9	taylor	taylor	PROPN
ajis02-1420	18	10	(	(	PUNCT
ajis02-1420	18	11	1999	1999	NUM
ajis02-1420	18	12	)	)	PUNCT
ajis02-1420	18	13	investigated	investigate	VERB
ajis02-1420	18	14	the	the	DET
ajis02-1420	18	15	impact	impact	NOUN
ajis02-1420	18	16	of	of	ADP
ajis02-1420	18	17	other	other	ADJ
ajis02-1420	18	18	factors	factor	NOUN
ajis02-1420	18	19	(	(	PUNCT
ajis02-1420	18	20	on	on	ADP
ajis02-1420	18	21	switching	switch	VERB
ajis02-1420	18	22	behaviour	behaviour	NOUN
ajis02-1420	18	23	)	)	PUNCT
ajis02-1420	18	24	including	include	VERB
ajis02-1420	18	25	switching	switch	VERB
ajis02-1420	18	26	costs	cost	NOUN
ajis02-1420	18	27	,	,	PUNCT
ajis02-1420	18	28	and	and	CCONJ
ajis02-1420	18	29	service	service	NOUN
ajis02-1420	18	30	quality	quality	NOUN
ajis02-1420	18	31	.	.	PUNCT
ajis02-1420	19	1	actual	actual	ADJ
ajis02-1420	19	2	switching	switch	VERB
ajis02-1420	19	3	behaviour	behaviour	NOUN
ajis02-1420	19	4	was	be	AUX
ajis02-1420	19	5	also	also	ADV
ajis02-1420	19	6	examined	examine	VERB
ajis02-1420	19	7	.	.	PUNCT
ajis02-1420	20	1	the	the	DET
ajis02-1420	20	2	problem	problem	NOUN
ajis02-1420	20	3	with	with	ADP
ajis02-1420	20	4	many	many	ADJ
ajis02-1420	20	5	existing	exist	VERB
ajis02-1420	20	6	consumer	consumer	NOUN
ajis02-1420	20	7	behaviour	behaviour	NOUN
ajis02-1420	20	8	models	model	NOUN
ajis02-1420	20	9	,	,	PUNCT
ajis02-1420	20	10	is	be	AUX
ajis02-1420	20	11	that	that	SCONJ
ajis02-1420	20	12	they	they	PRON
ajis02-1420	20	13	apply	apply	VERB
ajis02-1420	20	14	a	a	DET
ajis02-1420	20	15	standard	standard	ADJ
ajis02-1420	20	16	model	model	NOUN
ajis02-1420	20	17	,	,	PUNCT
ajis02-1420	20	18	to	to	ADP
ajis02-1420	20	19	what	what	PRON
ajis02-1420	20	20	is	be	AUX
ajis02-1420	20	21	a	a	DET
ajis02-1420	20	22	heterogeneous	heterogeneous	ADJ
ajis02-1420	20	23	market	market	NOUN
ajis02-1420	20	24	.	.	PUNCT
ajis02-1420	21	1	there	there	PRON
ajis02-1420	21	2	is	be	VERB
ajis02-1420	21	3	also	also	ADV
ajis02-1420	21	4	the	the	DET
ajis02-1420	21	5	possibility	possibility	NOUN
ajis02-1420	21	6	that	that	SCONJ
ajis02-1420	21	7	a	a	DET
ajis02-1420	21	8	number	number	NOUN
ajis02-1420	21	9	of	of	ADP
ajis02-1420	21	10	switching	switch	VERB
ajis02-1420	21	11	models	model	NOUN
ajis02-1420	21	12	may	may	AUX
ajis02-1420	21	13	exist	exist	VERB
ajis02-1420	21	14	within	within	ADP
ajis02-1420	21	15	a	a	DET
ajis02-1420	21	16	large	large	ADJ
ajis02-1420	21	17	market	market	NOUN
ajis02-1420	21	18	.	.	PUNCT
ajis02-1420	22	1	to	to	PART
ajis02-1420	22	2	counter	counter	VERB
ajis02-1420	22	3	this	this	DET
ajis02-1420	22	4	issue	issue	NOUN
ajis02-1420	22	5	researchers	researcher	NOUN
ajis02-1420	22	6	sometimes	sometimes	ADV
ajis02-1420	22	7	use	use	VERB
ajis02-1420	22	8	latent	latent	NOUN
ajis02-1420	22	9	class	class	NOUN
ajis02-1420	22	10	modelling	modelling	NOUN
ajis02-1420	22	11	(	(	PUNCT
ajis02-1420	22	12	vinzi	vinzi	NOUN
ajis02-1420	22	13	,	,	PUNCT
ajis02-1420	22	14	trinchera	trinchera	NOUN
ajis02-1420	22	15	,	,	PUNCT
ajis02-1420	22	16	squillacciotti	squillacciotti	PROPN
ajis02-1420	22	17	&	&	CCONJ
ajis02-1420	22	18	tenenhaus	tenenhaus	PROPN
ajis02-1420	22	19	2008	2008	NUM
ajis02-1420	22	20	)	)	PUNCT
ajis02-1420	22	21	.	.	PUNCT
ajis02-1420	23	1	however	however	ADV
ajis02-1420	23	2	,	,	PUNCT
ajis02-1420	23	3	even	even	ADV
ajis02-1420	23	4	in	in	ADP
ajis02-1420	23	5	this	this	DET
ajis02-1420	23	6	approach	approach	NOUN
ajis02-1420	23	7	there	there	PRON
ajis02-1420	23	8	is	be	VERB
ajis02-1420	23	9	always	always	ADV
ajis02-1420	23	10	an	an	DET
ajis02-1420	23	11	issue	issue	NOUN
ajis02-1420	23	12	of	of	ADP
ajis02-1420	23	13	model	model	NOUN
ajis02-1420	23	14	misspecification	misspecification	NOUN
ajis02-1420	23	15	for	for	ADP
ajis02-1420	23	16	different	different	ADJ
ajis02-1420	23	17	clusters	cluster	NOUN
ajis02-1420	23	18	.	.	PUNCT
ajis02-1420	24	1	1.3	1.3	NUM
ajis02-1420	24	2	a	a	DET
ajis02-1420	24	3	data	data	NOUN
ajis02-1420	24	4	mining	mining	NOUN
ajis02-1420	24	5	approach	approach	NOUN
ajis02-1420	24	6	an	an	DET
ajis02-1420	24	7	alternative	alternative	NOUN
ajis02-1420	24	8	to	to	ADP
ajis02-1420	24	9	existing	exist	VERB
ajis02-1420	24	10	models	model	NOUN
ajis02-1420	24	11	is	be	AUX
ajis02-1420	24	12	to	to	PART
ajis02-1420	24	13	let	let	VERB
ajis02-1420	24	14	the	the	DET
ajis02-1420	24	15	data	datum	NOUN
ajis02-1420	24	16	speak	speak	VERB
ajis02-1420	24	17	for	for	ADP
ajis02-1420	24	18	itself	itself	PRON
ajis02-1420	24	19	.	.	PUNCT
ajis02-1420	25	1	in	in	ADP
ajis02-1420	25	2	other	other	ADJ
ajis02-1420	25	3	words	word	NOUN
ajis02-1420	25	4	,	,	PUNCT
ajis02-1420	25	5	we	we	PRON
ajis02-1420	25	6	can	can	AUX
ajis02-1420	25	7	apply	apply	VERB
ajis02-1420	25	8	sophisticated	sophisticated	ADJ
ajis02-1420	25	9	data	datum	NOUN
ajis02-1420	25	10	mining	mining	NOUN
ajis02-1420	25	11	techniques	technique	NOUN
ajis02-1420	25	12	to	to	PART
ajis02-1420	25	13	discover	discover	VERB
ajis02-1420	25	14	brand	brand	NOUN
ajis02-1420	25	15	switching	switch	VERB
ajis02-1420	25	16	patterns	pattern	NOUN
ajis02-1420	25	17	,	,	PUNCT
ajis02-1420	25	18	which	which	PRON
ajis02-1420	25	19	can	can	AUX
ajis02-1420	25	20	then	then	ADV
ajis02-1420	25	21	be	be	AUX
ajis02-1420	25	22	explained	explain	VERB
ajis02-1420	25	23	in	in	ADP
ajis02-1420	25	24	a	a	DET
ajis02-1420	25	25	theory	theory	NOUN
ajis02-1420	25	26	post	post	ADJ
ajis02-1420	25	27	-	-	ADJ
ajis02-1420	25	28	hoc	hoc	ADJ
ajis02-1420	25	29	manner	manner	NOUN
ajis02-1420	25	30	.	.	PUNCT
ajis02-1420	26	1	such	such	DET
ajis02-1420	26	2	an	an	DET
ajis02-1420	26	3	approach	approach	NOUN
ajis02-1420	26	4	may	may	AUX
ajis02-1420	26	5	be	be	AUX
ajis02-1420	26	6	more	more	ADV
ajis02-1420	26	7	attractive	attractive	ADJ
ajis02-1420	26	8	to	to	ADP
ajis02-1420	26	9	practitioners	practitioner	NOUN
ajis02-1420	26	10	,	,	PUNCT
ajis02-1420	26	11	who	who	PRON
ajis02-1420	26	12	may	may	AUX
ajis02-1420	26	13	be	be	AUX
ajis02-1420	26	14	more	more	ADV
ajis02-1420	26	15	interested	interested	ADJ
ajis02-1420	26	16	in	in	ADP
ajis02-1420	26	17	prediction	prediction	NOUN
ajis02-1420	26	18	and	and	CCONJ
ajis02-1420	26	19	then	then	ADV
ajis02-1420	26	20	explanation	explanation	NOUN
ajis02-1420	26	21	,	,	PUNCT
ajis02-1420	26	22	than	than	ADP
ajis02-1420	26	23	testing	test	VERB
ajis02-1420	26	24	existing	exist	VERB
ajis02-1420	26	25	theories	theory	NOUN
ajis02-1420	26	26	of	of	ADP
ajis02-1420	26	27	explanation	explanation	NOUN
ajis02-1420	26	28	by	by	ADP
ajis02-1420	26	29	evidence	evidence	NOUN
ajis02-1420	26	30	.	.	PUNCT
ajis02-1420	27	1	in	in	ADP
ajis02-1420	27	2	other	other	ADJ
ajis02-1420	27	3	words	word	NOUN
ajis02-1420	27	4	,	,	PUNCT
ajis02-1420	27	5	data	data	NOUN
ajis02-1420	27	6	-	-	PUNCT
ajis02-1420	27	7	mining	mining	NOUN
ajis02-1420	27	8	techniques	technique	NOUN
ajis02-1420	27	9	can	can	AUX
ajis02-1420	27	10	discover	discover	VERB
ajis02-1420	27	11	previously	previously	ADV
ajis02-1420	27	12	hidden	hide	VERB
ajis02-1420	27	13	,	,	PUNCT
ajis02-1420	27	14	non	non	ADJ
ajis02-1420	27	15	-	-	ADJ
ajis02-1420	27	16	obvious	obvious	ADJ
ajis02-1420	27	17	,	,	PUNCT
ajis02-1420	27	18	interesting	interesting	ADJ
ajis02-1420	27	19	and	and	CCONJ
ajis02-1420	27	20	valid	valid	ADJ
ajis02-1420	27	21	patterns	pattern	NOUN
ajis02-1420	27	22	(	(	PUNCT
ajis02-1420	27	23	i.e.	i.e.	X
ajis02-1420	27	24	,	,	PUNCT
ajis02-1420	27	25	logic	logic	NOUN
ajis02-1420	27	26	rules	rule	NOUN
ajis02-1420	27	27	)	)	PUNCT
ajis02-1420	27	28	from	from	ADP
ajis02-1420	27	29	a	a	DET
ajis02-1420	27	30	dataset	dataset	NOUN
ajis02-1420	27	31	without	without	ADP
ajis02-1420	27	32	requiring	require	VERB
ajis02-1420	27	33	any	any	DET
ajis02-1420	27	34	pre	pre	ADJ
ajis02-1420	27	35	-	-	ADJ
ajis02-1420	27	36	assumed	assumed	ADJ
ajis02-1420	27	37	and	and	CCONJ
ajis02-1420	27	38	domain	domain	VERB
ajis02-1420	27	39	specific	specific	ADJ
ajis02-1420	27	40	knowledge	knowledge	NOUN
ajis02-1420	27	41	.	.	PUNCT
ajis02-1420	28	1	hung	hung	PROPN
ajis02-1420	28	2	,	,	PUNCT
ajis02-1420	28	3	yen	yen	PROPN
ajis02-1420	28	4	&	&	CCONJ
ajis02-1420	28	5	wang	wang	PROPN
ajis02-1420	28	6	(	(	PUNCT
ajis02-1420	28	7	2006	2006	NUM
ajis02-1420	28	8	)	)	PUNCT
ajis02-1420	28	9	showed	show	VERB
ajis02-1420	28	10	the	the	DET
ajis02-1420	28	11	usefulness	usefulness	NOUN
ajis02-1420	28	12	of	of	ADP
ajis02-1420	28	13	data	data	NOUN
ajis02-1420	28	14	-	-	PUNCT
ajis02-1420	28	15	mining	mining	NOUN
ajis02-1420	28	16	models	model	NOUN
ajis02-1420	28	17	in	in	ADP
ajis02-1420	28	18	brand	brand	NOUN
ajis02-1420	28	19	switching	switch	VERB
ajis02-1420	28	20	prediction	prediction	NOUN
ajis02-1420	28	21	,	,	PUNCT
ajis02-1420	28	22	without	without	ADP
ajis02-1420	28	23	exploring	explore	VERB
ajis02-1420	28	24	the	the	DET
ajis02-1420	28	25	knowledge	knowledge	NOUN
ajis02-1420	28	26	these	these	DET
ajis02-1420	28	27	models	model	NOUN
ajis02-1420	28	28	discovered	discover	VERB
ajis02-1420	28	29	.	.	PUNCT
ajis02-1420	29	1	instead	instead	ADV
ajis02-1420	29	2	of	of	ADP
ajis02-1420	29	3	discovering	discover	VERB
ajis02-1420	29	4	knowledge	knowledge	NOUN
ajis02-1420	29	5	and	and	CCONJ
ajis02-1420	29	6	understanding	understand	VERB
ajis02-1420	29	7	the	the	DET
ajis02-1420	29	8	patterns	pattern	NOUN
ajis02-1420	29	9	,	,	PUNCT
ajis02-1420	29	10	they	they	PRON
ajis02-1420	29	11	focussed	focusse	VERB
ajis02-1420	29	12	on	on	ADP
ajis02-1420	29	13	achieving	achieve	VERB
ajis02-1420	29	14	a	a	DET
ajis02-1420	29	15	high	high	ADJ
ajis02-1420	29	16	quality	quality	NOUN
ajis02-1420	29	17	prediction	prediction	NOUN
ajis02-1420	29	18	accuracy	accuracy	NOUN
ajis02-1420	29	19	with	with	ADP
ajis02-1420	29	20	the	the	DET
ajis02-1420	29	21	dataset	dataset	NOUN
ajis02-1420	29	22	they	they	PRON
ajis02-1420	29	23	used	use	VERB
ajis02-1420	29	24	.	.	PUNCT
ajis02-1420	30	1	wei	wei	PROPN
ajis02-1420	30	2	&	&	CCONJ
ajis02-1420	30	3	chiu	chiu	PROPN
ajis02-1420	30	4	(	(	PUNCT
ajis02-1420	30	5	2002	2002	NUM
ajis02-1420	30	6	)	)	PUNCT
ajis02-1420	30	7	used	use	VERB
ajis02-1420	30	8	data	datum	NOUN
ajis02-1420	30	9	mining	mining	NOUN
ajis02-1420	30	10	techniques	technique	NOUN
ajis02-1420	30	11	to	to	PART
ajis02-1420	30	12	discover	discover	VERB
ajis02-1420	30	13	some	some	DET
ajis02-1420	30	14	knowledge	knowledge	NOUN
ajis02-1420	30	15	,	,	PUNCT
ajis02-1420	30	16	but	but	CCONJ
ajis02-1420	30	17	they	they	PRON
ajis02-1420	30	18	used	use	VERB
ajis02-1420	30	19	only	only	ADV
ajis02-1420	30	20	contractual	contractual	ADJ
ajis02-1420	30	21	data	datum	NOUN
ajis02-1420	30	22	available	available	ADJ
ajis02-1420	30	23	with	with	ADP
ajis02-1420	30	24	the	the	DET
ajis02-1420	30	25	service	service	NOUN
ajis02-1420	30	26	provider	provider	NOUN
ajis02-1420	30	27	and	and	CCONJ
ajis02-1420	30	28	did	do	AUX
ajis02-1420	30	29	not	not	PART
ajis02-1420	30	30	carry	carry	VERB
ajis02-1420	30	31	out	out	ADP
ajis02-1420	30	32	any	any	DET
ajis02-1420	30	33	data	data	NOUN
ajis02-1420	30	34	collection	collection	NOUN
ajis02-1420	30	35	through	through	ADP
ajis02-1420	30	36	survey	survey	NOUN
ajis02-1420	30	37	.	.	PUNCT
ajis02-1420	31	1	that	that	PRON
ajis02-1420	31	2	is	be	AUX
ajis02-1420	31	3	because	because	SCONJ
ajis02-1420	31	4	knowledge	knowledge	NOUN
ajis02-1420	31	5	discovery	discovery	NOUN
ajis02-1420	31	6	was	be	AUX
ajis02-1420	31	7	not	not	PART
ajis02-1420	31	8	their	their	PRON
ajis02-1420	31	9	primary	primary	ADJ
ajis02-1420	31	10	objective	objective	NOUN
ajis02-1420	31	11	.	.	PUNCT
ajis02-1420	32	1	instead	instead	ADV
ajis02-1420	32	2	,	,	PUNCT
ajis02-1420	32	3	they	they	PRON
ajis02-1420	32	4	focussed	focusse	VERB
ajis02-1420	32	5	on	on	ADP
ajis02-1420	32	6	building	build	VERB
ajis02-1420	32	7	prediction	prediction	NOUN
ajis02-1420	32	8	models	model	NOUN
ajis02-1420	32	9	based	base	VERB
ajis02-1420	32	10	on	on	ADP
ajis02-1420	32	11	data	datum	NOUN
ajis02-1420	32	12	mining	mining	NOUN
ajis02-1420	32	13	techniques	technique	NOUN
ajis02-1420	32	14	.	.	PUNCT
ajis02-1420	33	1	additionally	additionally	ADV
ajis02-1420	33	2	,	,	PUNCT
ajis02-1420	33	3	they	they	PRON
ajis02-1420	33	4	suggested	suggest	VERB
ajis02-1420	33	5	that	that	SCONJ
ajis02-1420	33	6	future	future	ADJ
ajis02-1420	33	7	models	model	NOUN
ajis02-1420	33	8	make	make	VERB
ajis02-1420	33	9	use	use	NOUN
ajis02-1420	33	10	of	of	ADP
ajis02-1420	33	11	geographical	geographical	ADJ
ajis02-1420	33	12	and	and	CCONJ
ajis02-1420	33	13	complaint	complaint	NOUN
ajis02-1420	33	14	information	information	NOUN
ajis02-1420	33	15	from	from	ADP
ajis02-1420	33	16	customers	customer	NOUN
ajis02-1420	33	17	.	.	PUNCT
ajis02-1420	34	1	we	we	PRON
ajis02-1420	34	2	use	use	VERB
ajis02-1420	34	3	this	this	DET
ajis02-1420	34	4	information	information	NOUN
ajis02-1420	34	5	in	in	ADP
ajis02-1420	34	6	the	the	DET
ajis02-1420	34	7	dataset	dataset	NOUN
ajis02-1420	34	8	used	use	VERB
ajis02-1420	34	9	in	in	ADP
ajis02-1420	34	10	our	our	PRON
ajis02-1420	34	11	study	study	NOUN
ajis02-1420	34	12	.	.	PUNCT
ajis02-1420	35	1	ahn	ahn	PROPN
ajis02-1420	35	2	,	,	PUNCT
ajis02-1420	35	3	han	han	PROPN
ajis02-1420	35	4	&	&	CCONJ
ajis02-1420	35	5	lee	lee	PROPN
ajis02-1420	35	6	(	(	PUNCT
ajis02-1420	35	7	2006	2006	NUM
ajis02-1420	35	8	)	)	PUNCT
ajis02-1420	35	9	also	also	ADV
ajis02-1420	35	10	discovered	discover	VERB
ajis02-1420	35	11	some	some	DET
ajis02-1420	35	12	knowledge	knowledge	NOUN
ajis02-1420	35	13	by	by	ADP
ajis02-1420	35	14	creating	create	VERB
ajis02-1420	35	15	models	model	NOUN
ajis02-1420	35	16	for	for	ADP
ajis02-1420	35	17	brand	brand	NOUN
ajis02-1420	35	18	switching	switching	NOUN
ajis02-1420	35	19	based	base	VERB
ajis02-1420	35	20	on	on	ADP
ajis02-1420	35	21	statistical	statistical	ADJ
ajis02-1420	35	22	methods	method	NOUN
ajis02-1420	35	23	for	for	ADP
ajis02-1420	35	24	the	the	DET
ajis02-1420	35	25	south	south	ADJ
ajis02-1420	35	26	korean	korean	ADJ
ajis02-1420	35	27	mobile	mobile	NOUN
ajis02-1420	35	28	industry	industry	NOUN
ajis02-1420	35	29	.	.	PUNCT
ajis02-1420	36	1	they	they	PRON
ajis02-1420	36	2	found	find	VERB
ajis02-1420	36	3	a	a	DET
ajis02-1420	36	4	variety	variety	NOUN
ajis02-1420	36	5	of	of	ADP
ajis02-1420	36	6	interesting	interesting	ADJ
ajis02-1420	36	7	statistics	statistic	NOUN
ajis02-1420	36	8	relating	relate	VERB
ajis02-1420	36	9	to	to	ADP
ajis02-1420	36	10	demographics	demographic	NOUN
ajis02-1420	36	11	and	and	CCONJ
ajis02-1420	36	12	phone	phone	NOUN
ajis02-1420	36	13	usage	usage	NOUN
ajis02-1420	36	14	.	.	PUNCT
ajis02-1420	37	1	these	these	PRON
ajis02-1420	37	2	however	however	ADV
ajis02-1420	37	3	,	,	PUNCT
ajis02-1420	37	4	did	do	AUX
ajis02-1420	37	5	not	not	PART
ajis02-1420	37	6	use	use	VERB
ajis02-1420	37	7	a	a	DET
ajis02-1420	37	8	data	data	NOUN
ajis02-1420	37	9	-	-	PUNCT
ajis02-1420	37	10	driven	drive	VERB
ajis02-1420	37	11	approach	approach	NOUN
ajis02-1420	37	12	,	,	PUNCT
ajis02-1420	37	13	instead	instead	ADV
ajis02-1420	37	14	relying	rely	VERB
ajis02-1420	37	15	on	on	ADP
ajis02-1420	37	16	hypotheses	hypothesis	NOUN
ajis02-1420	37	17	developed	develop	VERB
ajis02-1420	37	18	by	by	ADP
ajis02-1420	37	19	the	the	DET
ajis02-1420	37	20	researchers	researcher	NOUN
ajis02-1420	37	21	.	.	PUNCT
ajis02-1420	38	1	this	this	DET
ajis02-1420	38	2	paper	paper	NOUN
ajis02-1420	38	3	presents	present	VERB
ajis02-1420	38	4	how	how	SCONJ
ajis02-1420	38	5	a	a	DET
ajis02-1420	38	6	data	data	NOUN
ajis02-1420	38	7	mining	mining	NOUN
ajis02-1420	38	8	approach	approach	NOUN
ajis02-1420	38	9	can	can	AUX
ajis02-1420	38	10	be	be	AUX
ajis02-1420	38	11	successfully	successfully	ADV
ajis02-1420	38	12	applied	apply	VERB
ajis02-1420	38	13	to	to	ADP
ajis02-1420	38	14	a	a	DET
ajis02-1420	38	15	marketing	marketing	NOUN
ajis02-1420	38	16	context	context	NOUN
ajis02-1420	38	17	to	to	PART
ajis02-1420	38	18	reveal	reveal	VERB
ajis02-1420	38	19	patterns	pattern	NOUN
ajis02-1420	38	20	of	of	ADP
ajis02-1420	38	21	brand	brand	NOUN
ajis02-1420	38	22	switching	switching	NOUN
ajis02-1420	38	23	.	.	PUNCT
ajis02-1420	39	1	we	we	PRON
ajis02-1420	39	2	discover	discover	VERB
ajis02-1420	39	3	valid	valid	ADJ
ajis02-1420	39	4	,	,	PUNCT
ajis02-1420	39	5	interesting	interesting	ADJ
ajis02-1420	39	6	and	and	CCONJ
ajis02-1420	39	7	previously	previously	ADV
ajis02-1420	39	8	unknown	unknown	ADJ
ajis02-1420	39	9	brand	brand	NOUN
ajis02-1420	39	10	switching	switch	VERB
ajis02-1420	39	11	patterns	pattern	NOUN
ajis02-1420	39	12	and	and	CCONJ
ajis02-1420	39	13	other	other	ADJ
ajis02-1420	39	14	customer	customer	NOUN
ajis02-1420	39	15	behaviour	behaviour	NOUN
ajis02-1420	39	16	patterns	pattern	NOUN
ajis02-1420	39	17	using	use	VERB
ajis02-1420	39	18	a	a	DET
ajis02-1420	39	19	variety	variety	NOUN
ajis02-1420	39	20	of	of	ADP
ajis02-1420	39	21	decision	decision	NOUN
ajis02-1420	39	22	tree	tree	NOUN
ajis02-1420	39	23	and	and	CCONJ
ajis02-1420	39	24	decision	decision	NOUN
ajis02-1420	39	25	forest	forest	NOUN
ajis02-1420	39	26	algorithms	algorithm	NOUN
ajis02-1420	39	27	,	,	PUNCT
ajis02-1420	39	28	showing	show	VERB
ajis02-1420	39	29	the	the	DET
ajis02-1420	39	30	power	power	NOUN
ajis02-1420	39	31	of	of	ADP
ajis02-1420	39	32	a	a	DET
ajis02-1420	39	33	data	data	NOUN
ajis02-1420	39	34	-	-	PUNCT
ajis02-1420	39	35	driven	drive	VERB
ajis02-1420	39	36	approach	approach	NOUN
ajis02-1420	39	37	.	.	PUNCT
ajis02-1420	40	1	1.4	1.4	NUM
ajis02-1420	40	2	dataset	dataset	NOUN
ajis02-1420	40	3	,	,	PUNCT
ajis02-1420	40	4	context	context	NOUN
ajis02-1420	40	5	and	and	CCONJ
ajis02-1420	40	6	pre	pre	ADJ
ajis02-1420	40	7	-	-	ADJ
ajis02-1420	40	8	processing	process	VERB
ajis02-1420	40	9	the	the	DET
ajis02-1420	40	10	dataset	dataset	NOUN
ajis02-1420	40	11	used	use	VERB
ajis02-1420	40	12	in	in	ADP
ajis02-1420	40	13	this	this	DET
ajis02-1420	40	14	study	study	NOUN
ajis02-1420	40	15	has	have	AUX
ajis02-1420	40	16	been	be	AUX
ajis02-1420	40	17	adapted	adapt	VERB
ajis02-1420	40	18	from	from	ADP
ajis02-1420	40	19	the	the	DET
ajis02-1420	40	20	results	result	NOUN
ajis02-1420	40	21	of	of	ADP
ajis02-1420	40	22	a	a	DET
ajis02-1420	40	23	survey	survey	NOUN
ajis02-1420	40	24	conducted	conduct	VERB
ajis02-1420	40	25	for	for	ADP
ajis02-1420	40	26	amaysim	amaysim	NOUN
ajis02-1420	40	27	in	in	ADP
ajis02-1420	40	28	conjunction	conjunction	NOUN
ajis02-1420	40	29	with	with	ADP
ajis02-1420	40	30	macquarie	macquarie	PROPN
ajis02-1420	40	31	university	university	PROPN
ajis02-1420	40	32	in	in	ADP
ajis02-1420	40	33	the	the	DET
ajis02-1420	40	34	report	report	NOUN
ajis02-1420	40	35	“	"	PUNCT
ajis02-1420	40	36	state	state	NOUN
ajis02-1420	40	37	of	of	ADP
ajis02-1420	40	38	the	the	DET
ajis02-1420	40	39	mobile	mobile	ADJ
ajis02-1420	40	40	nation	nation	NOUN
ajis02-1420	40	41	"	"	PUNCT
ajis02-1420	40	42	(	(	PUNCT
ajis02-1420	40	43	gray	gray	PROPN
ajis02-1420	40	44	et	et	PROPN
ajis02-1420	40	45	al	al	PROPN
ajis02-1420	40	46	.	.	PROPN
ajis02-1420	40	47	2012	2012	NUM
ajis02-1420	40	48	)	)	PUNCT
ajis02-1420	40	49	.	.	PUNCT
ajis02-1420	41	1	the	the	DET
ajis02-1420	41	2	survey	survey	NOUN
ajis02-1420	41	3	asked	ask	VERB
ajis02-1420	41	4	mobile	mobile	ADJ
ajis02-1420	41	5	phone	phone	NOUN
ajis02-1420	41	6	users	user	NOUN
ajis02-1420	41	7	,	,	PUNCT
ajis02-1420	41	8	who	who	PRON
ajis02-1420	41	9	had	have	AUX
ajis02-1420	41	10	either	either	CCONJ
ajis02-1420	41	11	changed	change	VERB
ajis02-1420	41	12	their	their	PRON
ajis02-1420	41	13	mobile	mobile	ADJ
ajis02-1420	41	14	phone	phone	NOUN
ajis02-1420	41	15	service	service	NOUN
ajis02-1420	41	16	provider	provider	NOUN
ajis02-1420	41	17	in	in	ADP
ajis02-1420	41	18	the	the	DET
ajis02-1420	41	19	last	last	ADJ
ajis02-1420	41	20	12	12	NUM
ajis02-1420	41	21	months	month	NOUN
ajis02-1420	41	22	or	or	CCONJ
ajis02-1420	41	23	had	have	AUX
ajis02-1420	41	24	considered	consider	VERB
ajis02-1420	41	25	doing	do	VERB
ajis02-1420	41	26	so	so	ADV
ajis02-1420	41	27	,	,	PUNCT
ajis02-1420	41	28	a	a	DET
ajis02-1420	41	29	variety	variety	NOUN
ajis02-1420	41	30	of	of	ADP
ajis02-1420	41	31	questions	question	NOUN
ajis02-1420	41	32	regarding	regard	VERB
ajis02-1420	41	33	their	their	PRON
ajis02-1420	41	34	phone	phone	NOUN
ajis02-1420	41	35	usage	usage	NOUN
ajis02-1420	41	36	,	,	PUNCT
ajis02-1420	41	37	contentment	contentment	NOUN
ajis02-1420	41	38	with	with	ADP
ajis02-1420	41	39	a	a	DET
ajis02-1420	41	40	variety	variety	NOUN
ajis02-1420	41	41	of	of	ADP
ajis02-1420	41	42	factors	factor	NOUN
ajis02-1420	41	43	relating	relate	VERB
ajis02-1420	41	44	to	to	ADP
ajis02-1420	41	45	their	their	PRON
ajis02-1420	41	46	provider	provider	NOUN
ajis02-1420	41	47	,	,	PUNCT
ajis02-1420	41	48	and	and	CCONJ
ajis02-1420	41	49	their	their	PRON
ajis02-1420	41	50	demographics	demographic	NOUN
ajis02-1420	41	51	.	.	PUNCT
ajis02-1420	42	1	twelve	twelve	NUM
ajis02-1420	42	2	months	month	NOUN
ajis02-1420	42	3	after	after	ADP
ajis02-1420	42	4	the	the	DET
ajis02-1420	42	5	initial	initial	ADJ
ajis02-1420	42	6	survey	survey	NOUN
ajis02-1420	42	7	,	,	PUNCT
ajis02-1420	42	8	the	the	DET
ajis02-1420	42	9	participants	participant	NOUN
ajis02-1420	42	10	were	be	AUX
ajis02-1420	42	11	again	again	ADV
ajis02-1420	42	12	asked	ask	VERB
ajis02-1420	42	13	a	a	DET
ajis02-1420	42	14	variety	variety	NOUN
ajis02-1420	42	15	of	of	ADP
ajis02-1420	42	16	questions	question	NOUN
ajis02-1420	42	17	through	through	ADP
ajis02-1420	42	18	a	a	DET
ajis02-1420	42	19	follow	follow	VERB
ajis02-1420	42	20	-	-	PUNCT
ajis02-1420	42	21	up	up	ADP
ajis02-1420	42	22	survey	survey	NOUN
ajis02-1420	42	23	,	,	PUNCT
ajis02-1420	42	24	and	and	CCONJ
ajis02-1420	42	25	it	it	PRON
ajis02-1420	42	26	was	be	AUX
ajis02-1420	42	27	determined	determined	ADJ
ajis02-1420	42	28	if	if	SCONJ
ajis02-1420	42	29	they	they	PRON
ajis02-1420	42	30	did	do	AUX
ajis02-1420	42	31	indeed	indeed	ADV
ajis02-1420	42	32	switch	switch	VERB
ajis02-1420	42	33	.	.	PUNCT
ajis02-1420	43	1	australasian	australasian	ADJ
ajis02-1420	43	2	journal	journal	NOUN
ajis02-1420	43	3	of	of	ADP
ajis02-1420	43	4	information	information	NOUN
ajis02-1420	43	5	systems	systems	PROPN
ajis02-1420	43	6	islam	islam	PROPN
ajis02-1420	43	7	,	,	PUNCT
ajis02-1420	43	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	43	9	,	,	PUNCT
ajis02-1420	43	10	furner	furner	PROPN
ajis02-1420	43	11	,	,	PUNCT
ajis02-1420	43	12	johnson	johnson	PROPN
ajis02-1420	43	13	,	,	PUNCT
ajis02-1420	43	14	gray	gray	PROPN
ajis02-1420	43	15	&	&	CCONJ
ajis02-1420	43	16	carter	carter	PROPN
ajis02-1420	43	17	2016	2016	NUM
ajis02-1420	43	18	,	,	PUNCT
ajis02-1420	43	19	vol	vol	NOUN
ajis02-1420	43	20	20	20	NUM
ajis02-1420	43	21	,	,	PUNCT
ajis02-1420	43	22	research	research	NOUN
ajis02-1420	43	23	article	article	NOUN
ajis02-1420	43	24	brand	brand	NOUN
ajis02-1420	43	25	switching	switch	VERB
ajis02-1420	43	26	pattern	pattern	NOUN
ajis02-1420	43	27	discovery	discovery	NOUN
ajis02-1420	43	28	by	by	ADP
ajis02-1420	43	29	data	datum	NOUN
ajis02-1420	43	30	mining	mining	NOUN
ajis02-1420	43	31	techniques	technique	NOUN
ajis02-1420	43	32	3	3	NUM
ajis02-1420	43	33	the	the	DET
ajis02-1420	43	34	initial	initial	ADJ
ajis02-1420	43	35	survey	survey	NOUN
ajis02-1420	43	36	contained	contain	VERB
ajis02-1420	43	37	9	9	NUM
ajis02-1420	43	38	questions	question	NOUN
ajis02-1420	43	39	regarding	regard	VERB
ajis02-1420	43	40	the	the	DET
ajis02-1420	43	41	respondent	respondent	NOUN
ajis02-1420	43	42	’s	’s	PART
ajis02-1420	43	43	demographics	demographic	NOUN
ajis02-1420	43	44	,	,	PUNCT
ajis02-1420	43	45	21	21	NUM
ajis02-1420	43	46	questions	question	NOUN
ajis02-1420	43	47	regarding	regard	VERB
ajis02-1420	43	48	the	the	DET
ajis02-1420	43	49	nature	nature	NOUN
ajis02-1420	43	50	of	of	ADP
ajis02-1420	43	51	their	their	PRON
ajis02-1420	43	52	phone	phone	NOUN
ajis02-1420	43	53	plan	plan	NOUN
ajis02-1420	43	54	,	,	PUNCT
ajis02-1420	43	55	around	around	ADV
ajis02-1420	43	56	50	50	NUM
ajis02-1420	43	57	questions	question	NOUN
ajis02-1420	43	58	regarding	regard	VERB
ajis02-1420	43	59	the	the	DET
ajis02-1420	43	60	relationship	relationship	NOUN
ajis02-1420	43	61	they	they	PRON
ajis02-1420	43	62	have	have	VERB
ajis02-1420	43	63	with	with	ADP
ajis02-1420	43	64	their	their	PRON
ajis02-1420	43	65	current	current	ADJ
ajis02-1420	43	66	and	and	CCONJ
ajis02-1420	43	67	previous	previous	ADJ
ajis02-1420	43	68	providers	provider	NOUN
ajis02-1420	43	69	,	,	PUNCT
ajis02-1420	43	70	and	and	CCONJ
ajis02-1420	43	71	some	some	DET
ajis02-1420	43	72	other	other	ADJ
ajis02-1420	43	73	miscellaneous	miscellaneous	ADJ
ajis02-1420	43	74	questions	question	NOUN
ajis02-1420	43	75	.	.	PUNCT
ajis02-1420	44	1	demographic	demographic	ADJ
ajis02-1420	44	2	questions	question	NOUN
ajis02-1420	44	3	included	include	VERB
ajis02-1420	44	4	“	"	PUNCT
ajis02-1420	44	5	what	what	PRON
ajis02-1420	44	6	is	be	AUX
ajis02-1420	44	7	your	your	PRON
ajis02-1420	44	8	age	age	NOUN
ajis02-1420	44	9	?	?	PUNCT
ajis02-1420	44	10	”	"	PUNCT
ajis02-1420	44	11	,	,	PUNCT
ajis02-1420	44	12	“	"	PUNCT
ajis02-1420	44	13	what	what	PRON
ajis02-1420	44	14	is	be	AUX
ajis02-1420	44	15	the	the	DET
ajis02-1420	44	16	highest	high	ADJ
ajis02-1420	44	17	level	level	NOUN
ajis02-1420	44	18	of	of	ADP
ajis02-1420	44	19	education	education	NOUN
ajis02-1420	44	20	you	you	PRON
ajis02-1420	44	21	have	have	AUX
ajis02-1420	44	22	completed	complete	VERB
ajis02-1420	44	23	?	?	PUNCT
ajis02-1420	44	24	”	"	PUNCT
ajis02-1420	44	25	and	and	CCONJ
ajis02-1420	44	26	questions	question	NOUN
ajis02-1420	44	27	regarding	regard	VERB
ajis02-1420	44	28	relationship	relationship	NOUN
ajis02-1420	44	29	and	and	CCONJ
ajis02-1420	44	30	familial	familial	ADJ
ajis02-1420	44	31	status	status	NOUN
ajis02-1420	44	32	all	all	PRON
ajis02-1420	44	33	of	of	ADP
ajis02-1420	44	34	which	which	PRON
ajis02-1420	44	35	are	be	AUX
ajis02-1420	44	36	categorical	categorical	ADJ
ajis02-1420	44	37	.	.	PUNCT
ajis02-1420	45	1	questions	question	NOUN
ajis02-1420	45	2	regarding	regard	VERB
ajis02-1420	45	3	the	the	DET
ajis02-1420	45	4	phone	phone	NOUN
ajis02-1420	45	5	plan	plan	NOUN
ajis02-1420	45	6	include	include	VERB
ajis02-1420	45	7	“	"	PUNCT
ajis02-1420	45	8	who	who	PRON
ajis02-1420	45	9	is	be	AUX
ajis02-1420	45	10	your	your	PRON
ajis02-1420	45	11	current	current	ADJ
ajis02-1420	45	12	mobile	mobile	ADJ
ajis02-1420	45	13	phone	phone	NOUN
ajis02-1420	45	14	provider	provider	NOUN
ajis02-1420	45	15	?	?	PUNCT
ajis02-1420	45	16	”	"	PUNCT
ajis02-1420	46	1	and	and	CCONJ
ajis02-1420	46	2	“	"	PUNCT
ajis02-1420	46	3	what	what	DET
ajis02-1420	46	4	kind	kind	NOUN
ajis02-1420	46	5	of	of	ADP
ajis02-1420	46	6	mobile	mobile	ADJ
ajis02-1420	46	7	service	service	NOUN
ajis02-1420	46	8	do	do	AUX
ajis02-1420	46	9	you	you	PRON
ajis02-1420	46	10	have	have	VERB
ajis02-1420	46	11	?	?	PUNCT
ajis02-1420	46	12	”	"	PUNCT
ajis02-1420	46	13	;	;	PUNCT
ajis02-1420	46	14	they	they	PRON
ajis02-1420	46	15	are	be	AUX
ajis02-1420	46	16	a	a	DET
ajis02-1420	46	17	mix	mix	NOUN
ajis02-1420	46	18	of	of	ADP
ajis02-1420	46	19	numerical	numerical	ADJ
ajis02-1420	46	20	and	and	CCONJ
ajis02-1420	46	21	categorical	categorical	ADJ
ajis02-1420	46	22	answers	answer	NOUN
ajis02-1420	46	23	.	.	PUNCT
ajis02-1420	47	1	relationship	relationship	NOUN
ajis02-1420	47	2	questions	question	NOUN
ajis02-1420	47	3	include	include	VERB
ajis02-1420	47	4	“	"	PUNCT
ajis02-1420	47	5	in	in	ADP
ajis02-1420	47	6	general	general	ADJ
ajis02-1420	47	7	,	,	PUNCT
ajis02-1420	47	8	to	to	ADP
ajis02-1420	47	9	what	what	DET
ajis02-1420	47	10	extent	extent	NOUN
ajis02-1420	47	11	do	do	AUX
ajis02-1420	47	12	you	you	PRON
ajis02-1420	47	13	trust	trust	VERB
ajis02-1420	47	14	mobile	mobile	ADJ
ajis02-1420	47	15	phone	phone	NOUN
ajis02-1420	47	16	carriers	carrier	NOUN
ajis02-1420	47	17	to	to	PART
ajis02-1420	47	18	respect	respect	VERB
ajis02-1420	47	19	the	the	DET
ajis02-1420	47	20	rules	rule	NOUN
ajis02-1420	47	21	and	and	CCONJ
ajis02-1420	47	22	regulations	regulation	NOUN
ajis02-1420	47	23	protecting	protect	VERB
ajis02-1420	47	24	consumers	consumer	NOUN
ajis02-1420	47	25	,	,	PUNCT
ajis02-1420	47	26	with	with	ADP
ajis02-1420	47	27	0	0	NUM
ajis02-1420	47	28	being	be	AUX
ajis02-1420	47	29	little	little	ADJ
ajis02-1420	47	30	/	/	SYM
ajis02-1420	47	31	no	no	DET
ajis02-1420	47	32	trust	trust	NOUN
ajis02-1420	47	33	and	and	CCONJ
ajis02-1420	47	34	10	10	NUM
ajis02-1420	47	35	being	be	AUX
ajis02-1420	47	36	very	very	ADV
ajis02-1420	47	37	trustworthy	trustworthy	ADJ
ajis02-1420	47	38	?	?	PUNCT
ajis02-1420	47	39	”	"	PUNCT
ajis02-1420	47	40	and	and	CCONJ
ajis02-1420	47	41	are	be	AUX
ajis02-1420	47	42	largely	largely	ADV
ajis02-1420	47	43	numerical	numerical	ADJ
ajis02-1420	47	44	ratings	rating	NOUN
ajis02-1420	47	45	provided	provide	VERB
ajis02-1420	47	46	by	by	ADP
ajis02-1420	47	47	the	the	DET
ajis02-1420	47	48	respondent	respondent	NOUN
ajis02-1420	47	49	.	.	PUNCT
ajis02-1420	48	1	the	the	DET
ajis02-1420	48	2	follow	follow	VERB
ajis02-1420	48	3	-	-	PUNCT
ajis02-1420	48	4	up	up	ADP
ajis02-1420	48	5	survey	survey	NOUN
ajis02-1420	48	6	conducted	conduct	VERB
ajis02-1420	48	7	12	12	NUM
ajis02-1420	48	8	months	month	NOUN
ajis02-1420	48	9	after	after	SCONJ
ajis02-1420	48	10	the	the	DET
ajis02-1420	48	11	original	original	ADJ
ajis02-1420	48	12	survey	survey	NOUN
ajis02-1420	48	13	was	be	AUX
ajis02-1420	48	14	considerably	considerably	ADV
ajis02-1420	48	15	smaller	small	ADJ
ajis02-1420	48	16	,	,	PUNCT
ajis02-1420	48	17	and	and	CCONJ
ajis02-1420	48	18	included	include	VERB
ajis02-1420	48	19	some	some	DET
ajis02-1420	48	20	demographics	demographic	NOUN
ajis02-1420	48	21	questions	question	NOUN
ajis02-1420	48	22	,	,	PUNCT
ajis02-1420	48	23	and	and	CCONJ
ajis02-1420	48	24	questions	question	NOUN
ajis02-1420	48	25	related	relate	VERB
ajis02-1420	48	26	to	to	ADP
ajis02-1420	48	27	the	the	DET
ajis02-1420	48	28	respondent	respondent	NOUN
ajis02-1420	48	29	’s	’s	PART
ajis02-1420	48	30	experience	experience	NOUN
ajis02-1420	48	31	over	over	ADP
ajis02-1420	48	32	the	the	DET
ajis02-1420	48	33	last	last	ADJ
ajis02-1420	48	34	year	year	NOUN
ajis02-1420	48	35	.	.	PUNCT
ajis02-1420	49	1	the	the	DET
ajis02-1420	49	2	period	period	NOUN
ajis02-1420	49	3	of	of	ADP
ajis02-1420	49	4	time	time	NOUN
ajis02-1420	49	5	between	between	ADP
ajis02-1420	49	6	the	the	DET
ajis02-1420	49	7	two	two	NUM
ajis02-1420	49	8	surveys	survey	NOUN
ajis02-1420	49	9	allows	allow	VERB
ajis02-1420	49	10	us	we	PRON
ajis02-1420	49	11	to	to	PART
ajis02-1420	49	12	analyse	analyse	VERB
ajis02-1420	49	13	confirmed	confirm	VERB
ajis02-1420	49	14	switchers	switcher	NOUN
ajis02-1420	49	15	as	as	ADV
ajis02-1420	49	16	well	well	ADV
ajis02-1420	49	17	as	as	ADP
ajis02-1420	49	18	confirmed	confirm	VERB
ajis02-1420	49	19	non	non	NOUN
ajis02-1420	49	20	-	-	NOUN
ajis02-1420	49	21	switchers	switcher	NOUN
ajis02-1420	49	22	(	(	PUNCT
ajis02-1420	49	23	those	those	PRON
ajis02-1420	49	24	who	who	PRON
ajis02-1420	49	25	had	have	AUX
ajis02-1420	49	26	thought	think	VERB
ajis02-1420	49	27	about	about	ADP
ajis02-1420	49	28	switching	switch	VERB
ajis02-1420	49	29	in	in	ADP
ajis02-1420	49	30	the	the	DET
ajis02-1420	49	31	last	last	ADJ
ajis02-1420	49	32	survey	survey	NOUN
ajis02-1420	49	33	,	,	PUNCT
ajis02-1420	49	34	but	but	CCONJ
ajis02-1420	49	35	still	still	ADV
ajis02-1420	49	36	did	do	AUX
ajis02-1420	49	37	n’t	not	PART
ajis02-1420	49	38	switch	switch	VERB
ajis02-1420	49	39	)	)	PUNCT
ajis02-1420	49	40	.	.	PUNCT
ajis02-1420	50	1	the	the	DET
ajis02-1420	50	2	dataset	dataset	NOUN
ajis02-1420	50	3	with	with	ADP
ajis02-1420	50	4	follow	follow	NOUN
ajis02-1420	50	5	-	-	PUNCT
ajis02-1420	50	6	up	up	ADP
ajis02-1420	50	7	survey	survey	NOUN
ajis02-1420	50	8	attributes	attribute	NOUN
ajis02-1420	50	9	appended	append	VERB
ajis02-1420	50	10	was	be	AUX
ajis02-1420	50	11	considered	consider	VERB
ajis02-1420	50	12	separate	separate	ADJ
ajis02-1420	50	13	to	to	ADP
ajis02-1420	50	14	the	the	DET
ajis02-1420	50	15	original	original	ADJ
ajis02-1420	50	16	dataset	dataset	NOUN
ajis02-1420	50	17	,	,	PUNCT
ajis02-1420	50	18	but	but	CCONJ
ajis02-1420	50	19	had	have	VERB
ajis02-1420	50	20	the	the	DET
ajis02-1420	50	21	same	same	ADJ
ajis02-1420	50	22	preprocessing	preprocessing	NOUN
ajis02-1420	50	23	applied	apply	VERB
ajis02-1420	50	24	.	.	PUNCT
ajis02-1420	51	1	the	the	DET
ajis02-1420	51	2	first	first	ADJ
ajis02-1420	51	3	step	step	NOUN
ajis02-1420	51	4	of	of	ADP
ajis02-1420	51	5	pre	pre	ADJ
ajis02-1420	51	6	-	-	ADJ
ajis02-1420	51	7	processing	process	VERB
ajis02-1420	51	8	the	the	DET
ajis02-1420	51	9	dataset	dataset	NOUN
ajis02-1420	51	10	involves	involve	VERB
ajis02-1420	51	11	merging	merge	VERB
ajis02-1420	51	12	some	some	DET
ajis02-1420	51	13	sets	set	NOUN
ajis02-1420	51	14	of	of	ADP
ajis02-1420	51	15	questions	question	NOUN
ajis02-1420	51	16	into	into	ADP
ajis02-1420	51	17	single	single	ADJ
ajis02-1420	51	18	attributes	attribute	NOUN
ajis02-1420	51	19	.	.	PUNCT
ajis02-1420	52	1	for	for	ADP
ajis02-1420	52	2	example	example	NOUN
ajis02-1420	52	3	,	,	PUNCT
ajis02-1420	52	4	a	a	DET
ajis02-1420	52	5	set	set	NOUN
ajis02-1420	52	6	of	of	ADP
ajis02-1420	52	7	multiple	multiple	ADJ
ajis02-1420	52	8	-	-	PUNCT
ajis02-1420	52	9	choice	choice	NOUN
ajis02-1420	52	10	questions	question	NOUN
ajis02-1420	52	11	are	be	AUX
ajis02-1420	52	12	often	often	ADV
ajis02-1420	52	13	merged	merge	VERB
ajis02-1420	52	14	into	into	ADP
ajis02-1420	52	15	a	a	DET
ajis02-1420	52	16	single	single	ADJ
ajis02-1420	52	17	attribute	attribute	NOUN
ajis02-1420	52	18	having	have	VERB
ajis02-1420	52	19	domain	domain	NOUN
ajis02-1420	52	20	values	value	NOUN
ajis02-1420	52	21	covering	cover	VERB
ajis02-1420	52	22	all	all	DET
ajis02-1420	52	23	multiple	multiple	ADJ
ajis02-1420	52	24	choice	choice	NOUN
ajis02-1420	52	25	answers	answer	NOUN
ajis02-1420	52	26	.	.	PUNCT
ajis02-1420	53	1	after	after	ADP
ajis02-1420	53	2	this	this	PRON
ajis02-1420	53	3	,	,	PUNCT
ajis02-1420	53	4	records	record	VERB
ajis02-1420	53	5	with	with	ADP
ajis02-1420	53	6	missing	miss	VERB
ajis02-1420	53	7	values	value	NOUN
ajis02-1420	53	8	were	be	AUX
ajis02-1420	53	9	removed	remove	VERB
ajis02-1420	53	10	from	from	ADP
ajis02-1420	53	11	the	the	DET
ajis02-1420	53	12	dataset	dataset	NOUN
ajis02-1420	53	13	.	.	PUNCT
ajis02-1420	54	1	care	care	NOUN
ajis02-1420	54	2	was	be	AUX
ajis02-1420	54	3	taken	take	VERB
ajis02-1420	54	4	so	so	SCONJ
ajis02-1420	54	5	that	that	SCONJ
ajis02-1420	54	6	only	only	ADJ
ajis02-1420	54	7	records	record	NOUN
ajis02-1420	54	8	with	with	ADP
ajis02-1420	54	9	missing	miss	VERB
ajis02-1420	54	10	values	value	NOUN
ajis02-1420	54	11	that	that	PRON
ajis02-1420	54	12	affected	affect	VERB
ajis02-1420	54	13	the	the	DET
ajis02-1420	54	14	analysis	analysis	NOUN
ajis02-1420	54	15	were	be	AUX
ajis02-1420	54	16	removed	remove	VERB
ajis02-1420	54	17	,	,	PUNCT
ajis02-1420	54	18	as	as	SCONJ
ajis02-1420	54	19	some	some	DET
ajis02-1420	54	20	missing	missing	ADJ
ajis02-1420	54	21	values	value	NOUN
ajis02-1420	54	22	were	be	AUX
ajis02-1420	54	23	naturally	naturally	ADV
ajis02-1420	54	24	accounted	account	VERB
ajis02-1420	54	25	for	for	ADP
ajis02-1420	54	26	by	by	ADP
ajis02-1420	54	27	the	the	DET
ajis02-1420	54	28	answers	answer	NOUN
ajis02-1420	54	29	to	to	ADP
ajis02-1420	54	30	previous	previous	ADJ
ajis02-1420	54	31	questions	question	NOUN
ajis02-1420	54	32	.	.	PUNCT
ajis02-1420	55	1	we	we	PRON
ajis02-1420	55	2	did	do	AUX
ajis02-1420	55	3	not	not	PART
ajis02-1420	55	4	use	use	VERB
ajis02-1420	55	5	missing	miss	VERB
ajis02-1420	55	6	value	value	NOUN
ajis02-1420	55	7	imputation	imputation	NOUN
ajis02-1420	55	8	techniques	technique	NOUN
ajis02-1420	55	9	(	(	PUNCT
ajis02-1420	55	10	rahman	rahman	PROPN
ajis02-1420	55	11	&	&	CCONJ
ajis02-1420	55	12	islam	islam	PROPN
ajis02-1420	55	13	2013	2013	NUM
ajis02-1420	55	14	,	,	PUNCT
ajis02-1420	55	15	rahman	rahman	PROPN
ajis02-1420	55	16	&	&	CCONJ
ajis02-1420	55	17	islam	islam	PROPN
ajis02-1420	55	18	2014	2014	NUM
ajis02-1420	55	19	)	)	PUNCT
ajis02-1420	55	20	since	since	SCONJ
ajis02-1420	55	21	the	the	DET
ajis02-1420	55	22	fundamental	fundamental	ADJ
ajis02-1420	55	23	assumption	assumption	NOUN
ajis02-1420	55	24	of	of	ADP
ajis02-1420	55	25	these	these	DET
ajis02-1420	55	26	techniques	technique	NOUN
ajis02-1420	55	27	is	be	AUX
ajis02-1420	55	28	that	that	SCONJ
ajis02-1420	55	29	the	the	DET
ajis02-1420	55	30	missing	miss	VERB
ajis02-1420	55	31	values	value	NOUN
ajis02-1420	55	32	appear	appear	VERB
ajis02-1420	55	33	at	at	ADP
ajis02-1420	55	34	random	random	ADJ
ajis02-1420	55	35	and	and	CCONJ
ajis02-1420	55	36	do	do	AUX
ajis02-1420	55	37	not	not	PART
ajis02-1420	55	38	depend	depend	VERB
ajis02-1420	55	39	on	on	ADP
ajis02-1420	55	40	any	any	DET
ajis02-1420	55	41	other	other	ADJ
ajis02-1420	55	42	factor	factor	NOUN
ajis02-1420	55	43	/	/	SYM
ajis02-1420	55	44	s	s	PROPN
ajis02-1420	55	45	,	,	PUNCT
ajis02-1420	55	46	which	which	PRON
ajis02-1420	55	47	is	be	AUX
ajis02-1420	55	48	not	not	PART
ajis02-1420	55	49	the	the	DET
ajis02-1420	55	50	case	case	NOUN
ajis02-1420	55	51	for	for	SCONJ
ajis02-1420	55	52	our	our	PRON
ajis02-1420	55	53	data	datum	NOUN
ajis02-1420	55	54	set	set	VERB
ajis02-1420	55	55	.	.	PUNCT
ajis02-1420	56	1	in	in	ADP
ajis02-1420	56	2	order	order	NOUN
ajis02-1420	56	3	to	to	PART
ajis02-1420	56	4	explore	explore	VERB
ajis02-1420	56	5	a	a	DET
ajis02-1420	56	6	wide	wide	ADJ
ajis02-1420	56	7	variety	variety	NOUN
ajis02-1420	56	8	of	of	ADP
ajis02-1420	56	9	patterns	pattern	NOUN
ajis02-1420	56	10	we	we	PRON
ajis02-1420	56	11	prepare	prepare	VERB
ajis02-1420	56	12	a	a	DET
ajis02-1420	56	13	number	number	NOUN
ajis02-1420	56	14	of	of	ADP
ajis02-1420	56	15	sub	sub	NOUN
ajis02-1420	56	16	-	-	NOUN
ajis02-1420	56	17	datasets	dataset	NOUN
ajis02-1420	56	18	mostly	mostly	ADV
ajis02-1420	56	19	by	by	ADP
ajis02-1420	56	20	selecting	select	VERB
ajis02-1420	56	21	different	different	ADJ
ajis02-1420	56	22	subsets	subset	NOUN
ajis02-1420	56	23	of	of	ADP
ajis02-1420	56	24	attributes	attribute	NOUN
ajis02-1420	56	25	and	and	CCONJ
ajis02-1420	56	26	then	then	ADV
ajis02-1420	56	27	applying	apply	VERB
ajis02-1420	56	28	six	six	NUM
ajis02-1420	56	29	(	(	PUNCT
ajis02-1420	56	30	6	6	NUM
ajis02-1420	56	31	)	)	PUNCT
ajis02-1420	56	32	data	datum	NOUN
ajis02-1420	56	33	mining	mining	NOUN
ajis02-1420	56	34	algorithms	algorithm	NOUN
ajis02-1420	56	35	on	on	ADP
ajis02-1420	56	36	the	the	DET
ajis02-1420	56	37	sub	sub	NOUN
ajis02-1420	56	38	-	-	NOUN
ajis02-1420	56	39	datasets	dataset	NOUN
ajis02-1420	56	40	.	.	PUNCT
ajis02-1420	57	1	the	the	DET
ajis02-1420	57	2	process	process	NOUN
ajis02-1420	57	3	undertaken	undertake	VERB
ajis02-1420	57	4	for	for	ADP
ajis02-1420	57	5	this	this	PRON
ajis02-1420	57	6	and	and	CCONJ
ajis02-1420	57	7	descriptions	description	NOUN
ajis02-1420	57	8	of	of	ADP
ajis02-1420	57	9	the	the	DET
ajis02-1420	57	10	datasets	dataset	NOUN
ajis02-1420	57	11	created	create	VERB
ajis02-1420	57	12	are	be	AUX
ajis02-1420	57	13	discussed	discuss	VERB
ajis02-1420	57	14	in	in	ADP
ajis02-1420	57	15	section	section	NOUN
ajis02-1420	57	16	3	3	NUM
ajis02-1420	57	17	.	.	NOUN
ajis02-1420	57	18	1.5	1.5	NUM
ajis02-1420	57	19	major	major	ADJ
ajis02-1420	57	20	contributions	contribution	NOUN
ajis02-1420	57	21	of	of	ADP
ajis02-1420	57	22	the	the	DET
ajis02-1420	57	23	study	study	NOUN
ajis02-1420	57	24	the	the	DET
ajis02-1420	57	25	major	major	ADJ
ajis02-1420	57	26	contributions	contribution	NOUN
ajis02-1420	57	27	of	of	ADP
ajis02-1420	57	28	this	this	DET
ajis02-1420	57	29	study	study	NOUN
ajis02-1420	57	30	are	be	AUX
ajis02-1420	57	31	as	as	SCONJ
ajis02-1420	57	32	follows	follow	VERB
ajis02-1420	57	33	:	:	PUNCT
ajis02-1420	57	34	•	•	ADP
ajis02-1420	57	35	the	the	DET
ajis02-1420	57	36	use	use	NOUN
ajis02-1420	57	37	of	of	ADP
ajis02-1420	57	38	a	a	DET
ajis02-1420	57	39	real	real	ADJ
ajis02-1420	57	40	life	life	NOUN
ajis02-1420	57	41	dataset	dataset	VERB
ajis02-1420	57	42	on	on	ADP
ajis02-1420	57	43	mobile	mobile	ADJ
ajis02-1420	57	44	phone	phone	NOUN
ajis02-1420	57	45	usage	usage	NOUN
ajis02-1420	57	46	and	and	CCONJ
ajis02-1420	57	47	brand	brand	NOUN
ajis02-1420	57	48	-	-	PUNCT
ajis02-1420	57	49	switching	switch	VERB
ajis02-1420	57	50	focussing	focussing	NOUN
ajis02-1420	57	51	in	in	ADP
ajis02-1420	57	52	particular	particular	ADJ
ajis02-1420	57	53	on	on	ADP
ajis02-1420	57	54	the	the	DET
ajis02-1420	57	55	australian	australian	ADJ
ajis02-1420	57	56	market	market	NOUN
ajis02-1420	57	57	–	–	PUNCT
ajis02-1420	57	58	as	as	ADV
ajis02-1420	57	59	far	far	ADV
ajis02-1420	57	60	as	as	SCONJ
ajis02-1420	57	61	we	we	PRON
ajis02-1420	57	62	know	know	VERB
ajis02-1420	57	63	this	this	PRON
ajis02-1420	57	64	is	be	AUX
ajis02-1420	57	65	the	the	DET
ajis02-1420	57	66	only	only	ADJ
ajis02-1420	57	67	study	study	NOUN
ajis02-1420	57	68	of	of	ADP
ajis02-1420	57	69	its	its	PRON
ajis02-1420	57	70	kind	kind	NOUN
ajis02-1420	57	71	on	on	ADP
ajis02-1420	57	72	an	an	DET
ajis02-1420	57	73	australian	australian	ADJ
ajis02-1420	57	74	market	market	NOUN
ajis02-1420	57	75	dataset	dataset	NOUN
ajis02-1420	57	76	.	.	PUNCT
ajis02-1420	58	1	•	•	NUM
ajis02-1420	58	2	application	application	NOUN
ajis02-1420	58	3	of	of	ADP
ajis02-1420	58	4	six	six	NUM
ajis02-1420	58	5	(	(	PUNCT
ajis02-1420	58	6	6	6	NUM
ajis02-1420	58	7	)	)	PUNCT
ajis02-1420	58	8	well	well	ADV
ajis02-1420	58	9	known	know	VERB
ajis02-1420	58	10	data	data	NOUN
ajis02-1420	58	11	mining	mining	NOUN
ajis02-1420	58	12	techniques	technique	NOUN
ajis02-1420	58	13	on	on	ADP
ajis02-1420	58	14	the	the	DET
ajis02-1420	58	15	real	real	ADJ
ajis02-1420	58	16	life	life	NOUN
ajis02-1420	58	17	dataset	dataset	VERB
ajis02-1420	58	18	in	in	ADP
ajis02-1420	58	19	order	order	NOUN
ajis02-1420	58	20	to	to	PART
ajis02-1420	58	21	explore	explore	VERB
ajis02-1420	58	22	the	the	DET
ajis02-1420	58	23	effectiveness	effectiveness	NOUN
ajis02-1420	58	24	of	of	ADP
ajis02-1420	58	25	the	the	DET
ajis02-1420	58	26	techniques	technique	NOUN
ajis02-1420	58	27	in	in	ADP
ajis02-1420	58	28	discovering	discover	VERB
ajis02-1420	58	29	valid	valid	ADJ
ajis02-1420	58	30	patterns	pattern	NOUN
ajis02-1420	58	31	(	(	PUNCT
ajis02-1420	58	32	section	section	NOUN
ajis02-1420	58	33	3	3	NUM
ajis02-1420	58	34	)	)	PUNCT
ajis02-1420	58	35	different	different	ADJ
ajis02-1420	58	36	data	datum	NOUN
ajis02-1420	58	37	mining	mining	NOUN
ajis02-1420	58	38	techniques	technique	NOUN
ajis02-1420	58	39	use	use	VERB
ajis02-1420	58	40	various	various	ADJ
ajis02-1420	58	41	methods	method	NOUN
ajis02-1420	58	42	for	for	ADP
ajis02-1420	58	43	extracting	extract	VERB
ajis02-1420	58	44	rules	rule	NOUN
ajis02-1420	58	45	.	.	PUNCT
ajis02-1420	59	1	in	in	ADP
ajis02-1420	59	2	order	order	NOUN
ajis02-1420	59	3	to	to	PART
ajis02-1420	59	4	discover	discover	VERB
ajis02-1420	59	5	useful	useful	ADJ
ajis02-1420	59	6	knowledge	knowledge	NOUN
ajis02-1420	59	7	,	,	PUNCT
ajis02-1420	59	8	it	it	PRON
ajis02-1420	59	9	is	be	AUX
ajis02-1420	59	10	important	important	ADJ
ajis02-1420	59	11	to	to	PART
ajis02-1420	59	12	know	know	VERB
ajis02-1420	59	13	which	which	DET
ajis02-1420	59	14	algorithms	algorithm	NOUN
ajis02-1420	59	15	are	be	AUX
ajis02-1420	59	16	best	good	ADJ
ajis02-1420	59	17	for	for	ADP
ajis02-1420	59	18	extracting	extract	VERB
ajis02-1420	59	19	interesting	interesting	ADJ
ajis02-1420	59	20	rules	rule	NOUN
ajis02-1420	59	21	.	.	PUNCT
ajis02-1420	60	1	•	•	NUM
ajis02-1420	60	2	comparison	comparison	NOUN
ajis02-1420	60	3	of	of	ADP
ajis02-1420	60	4	two	two	NUM
ajis02-1420	60	5	groups	group	NOUN
ajis02-1420	60	6	of	of	ADP
ajis02-1420	60	7	data	datum	NOUN
ajis02-1420	60	8	mining	mining	NOUN
ajis02-1420	60	9	techniques	technique	NOUN
ajis02-1420	60	10	,	,	PUNCT
ajis02-1420	60	11	decision	decision	NOUN
ajis02-1420	60	12	forests	forest	NOUN
ajis02-1420	60	13	and	and	CCONJ
ajis02-1420	60	14	decision	decision	NOUN
ajis02-1420	60	15	trees	tree	NOUN
ajis02-1420	60	16	,	,	PUNCT
ajis02-1420	60	17	in	in	ADP
ajis02-1420	60	18	discovering	discover	VERB
ajis02-1420	60	19	valid	valid	ADJ
ajis02-1420	60	20	patterns	pattern	NOUN
ajis02-1420	60	21	from	from	ADP
ajis02-1420	60	22	the	the	DET
ajis02-1420	60	23	dataset	dataset	NOUN
ajis02-1420	60	24	.	.	PUNCT
ajis02-1420	61	1	(	(	PUNCT
ajis02-1420	61	2	section	section	NOUN
ajis02-1420	61	3	4	4	NUM
ajis02-1420	61	4	)	)	PUNCT
ajis02-1420	61	5	this	this	PRON
ajis02-1420	61	6	provides	provide	VERB
ajis02-1420	61	7	insights	insight	NOUN
ajis02-1420	61	8	as	as	ADP
ajis02-1420	61	9	to	to	ADP
ajis02-1420	61	10	how	how	SCONJ
ajis02-1420	61	11	and	and	CCONJ
ajis02-1420	61	12	when	when	SCONJ
ajis02-1420	61	13	to	to	PART
ajis02-1420	61	14	use	use	VERB
ajis02-1420	61	15	these	these	PRON
ajis02-1420	61	16	,	,	PUNCT
ajis02-1420	61	17	and	and	CCONJ
ajis02-1420	61	18	demonstrates	demonstrate	VERB
ajis02-1420	61	19	the	the	DET
ajis02-1420	61	20	different	different	ADJ
ajis02-1420	61	21	amounts	amount	NOUN
ajis02-1420	61	22	of	of	ADP
ajis02-1420	61	23	knowledge	knowledge	NOUN
ajis02-1420	61	24	in	in	ADP
ajis02-1420	61	25	the	the	DET
ajis02-1420	61	26	form	form	NOUN
ajis02-1420	61	27	of	of	ADP
ajis02-1420	61	28	rules	rule	NOUN
ajis02-1420	61	29	accessible	accessible	ADJ
ajis02-1420	61	30	to	to	ADP
ajis02-1420	61	31	these	these	DET
ajis02-1420	61	32	groups	group	NOUN
ajis02-1420	61	33	.	.	PUNCT
ajis02-1420	62	1	•	•	NUM
ajis02-1420	62	2	identification	identification	NOUN
ajis02-1420	62	3	and	and	CCONJ
ajis02-1420	62	4	presentation	presentation	NOUN
ajis02-1420	62	5	of	of	ADP
ajis02-1420	62	6	a	a	DET
ajis02-1420	62	7	number	number	NOUN
ajis02-1420	62	8	of	of	ADP
ajis02-1420	62	9	interesting	interesting	ADJ
ajis02-1420	62	10	patterns	pattern	NOUN
ajis02-1420	62	11	/	/	SYM
ajis02-1420	62	12	trends	trend	NOUN
ajis02-1420	62	13	(	(	PUNCT
ajis02-1420	62	14	section	section	NOUN
ajis02-1420	62	15	5	5	NUM
ajis02-1420	62	16	)	)	PUNCT
ajis02-1420	62	17	.	.	PUNCT
ajis02-1420	63	1	•	•	NUM
ajis02-1420	63	2	evaluation	evaluation	NOUN
ajis02-1420	63	3	of	of	ADP
ajis02-1420	63	4	the	the	DET
ajis02-1420	63	5	discovered	discover	VERB
ajis02-1420	63	6	trends	trend	NOUN
ajis02-1420	63	7	from	from	ADP
ajis02-1420	63	8	a	a	DET
ajis02-1420	63	9	marketing	marketing	NOUN
ajis02-1420	63	10	perspective	perspective	NOUN
ajis02-1420	63	11	(	(	PUNCT
ajis02-1420	63	12	section	section	NOUN
ajis02-1420	63	13	6	6	NUM
ajis02-1420	63	14	)	)	PUNCT
ajis02-1420	63	15	.	.	PUNCT
ajis02-1420	64	1	•	•	NUM
ajis02-1420	64	2	discussion	discussion	NOUN
ajis02-1420	64	3	of	of	ADP
ajis02-1420	64	4	the	the	DET
ajis02-1420	64	5	use	use	NOUN
ajis02-1420	64	6	of	of	ADP
ajis02-1420	64	7	data	datum	NOUN
ajis02-1420	64	8	mining	mining	NOUN
ajis02-1420	64	9	techniques	technique	NOUN
ajis02-1420	64	10	in	in	ADP
ajis02-1420	64	11	collaboration	collaboration	NOUN
ajis02-1420	64	12	with	with	ADP
ajis02-1420	64	13	traditional	traditional	ADJ
ajis02-1420	64	14	statistical	statistical	ADJ
ajis02-1420	64	15	techniques	technique	NOUN
ajis02-1420	64	16	in	in	ADP
ajis02-1420	64	17	marketing	marketing	NOUN
ajis02-1420	64	18	(	(	PUNCT
ajis02-1420	64	19	section	section	NOUN
ajis02-1420	64	20	6	6	NUM
ajis02-1420	64	21	)	)	PUNCT
ajis02-1420	64	22	.	.	PUNCT
ajis02-1420	65	1	australasian	australasian	ADJ
ajis02-1420	65	2	journal	journal	NOUN
ajis02-1420	65	3	of	of	ADP
ajis02-1420	65	4	information	information	NOUN
ajis02-1420	65	5	systems	systems	PROPN
ajis02-1420	65	6	islam	islam	PROPN
ajis02-1420	65	7	,	,	PUNCT
ajis02-1420	65	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	65	9	,	,	PUNCT
ajis02-1420	65	10	furner	furner	PROPN
ajis02-1420	65	11	,	,	PUNCT
ajis02-1420	65	12	johnson	johnson	PROPN
ajis02-1420	65	13	,	,	PUNCT
ajis02-1420	65	14	gray	gray	PROPN
ajis02-1420	65	15	&	&	CCONJ
ajis02-1420	65	16	carter	carter	PROPN
ajis02-1420	65	17	2016	2016	NUM
ajis02-1420	65	18	,	,	PUNCT
ajis02-1420	65	19	vol	vol	NOUN
ajis02-1420	65	20	20	20	NUM
ajis02-1420	65	21	,	,	PUNCT
ajis02-1420	65	22	research	research	NOUN
ajis02-1420	65	23	article	article	NOUN
ajis02-1420	65	24	brand	brand	NOUN
ajis02-1420	65	25	switching	switch	VERB
ajis02-1420	65	26	pattern	pattern	NOUN
ajis02-1420	65	27	discovery	discovery	NOUN
ajis02-1420	65	28	by	by	ADP
ajis02-1420	65	29	data	datum	NOUN
ajis02-1420	65	30	mining	mining	NOUN
ajis02-1420	65	31	techniques	technique	NOUN
ajis02-1420	65	32	4	4	NUM
ajis02-1420	65	33	section	section	NOUN
ajis02-1420	65	34	2	2	NUM
ajis02-1420	65	35	briefly	briefly	NOUN
ajis02-1420	65	36	introduces	introduce	VERB
ajis02-1420	65	37	some	some	DET
ajis02-1420	65	38	data	data	NOUN
ajis02-1420	65	39	-	-	PUNCT
ajis02-1420	65	40	mining	mining	NOUN
ajis02-1420	65	41	techniques	technique	NOUN
ajis02-1420	65	42	relevant	relevant	ADJ
ajis02-1420	65	43	to	to	ADP
ajis02-1420	65	44	this	this	DET
ajis02-1420	65	45	study	study	NOUN
ajis02-1420	65	46	.	.	PUNCT
ajis02-1420	66	1	section	section	NOUN
ajis02-1420	66	2	3	3	NUM
ajis02-1420	66	3	presents	present	VERB
ajis02-1420	66	4	our	our	PRON
ajis02-1420	66	5	data	data	NOUN
ajis02-1420	66	6	analysis	analysis	NOUN
ajis02-1420	66	7	approach	approach	NOUN
ajis02-1420	66	8	.	.	PUNCT
ajis02-1420	67	1	section	section	NOUN
ajis02-1420	67	2	4	4	NUM
ajis02-1420	67	3	discusses	discuss	VERB
ajis02-1420	67	4	the	the	DET
ajis02-1420	67	5	effectiveness	effectiveness	NOUN
ajis02-1420	67	6	of	of	ADP
ajis02-1420	67	7	various	various	ADJ
ajis02-1420	67	8	datamining	datamine	VERB
ajis02-1420	67	9	techniques	technique	NOUN
ajis02-1420	67	10	in	in	ADP
ajis02-1420	67	11	discovering	discover	VERB
ajis02-1420	67	12	valid	valid	ADJ
ajis02-1420	67	13	rules	rule	NOUN
ajis02-1420	67	14	(	(	PUNCT
ajis02-1420	67	15	i.e.	i.e.	X
ajis02-1420	67	16	,	,	PUNCT
ajis02-1420	67	17	patterns	pattern	NOUN
ajis02-1420	67	18	/	/	SYM
ajis02-1420	67	19	trends	trend	NOUN
ajis02-1420	67	20	)	)	PUNCT
ajis02-1420	67	21	,	,	PUNCT
ajis02-1420	67	22	and	and	CCONJ
ajis02-1420	67	23	section	section	NOUN
ajis02-1420	67	24	5	5	NUM
ajis02-1420	67	25	presents	present	VERB
ajis02-1420	67	26	some	some	DET
ajis02-1420	67	27	interesting	interesting	ADJ
ajis02-1420	67	28	trends	trend	NOUN
ajis02-1420	67	29	discovered	discover	VERB
ajis02-1420	67	30	by	by	ADP
ajis02-1420	67	31	the	the	DET
ajis02-1420	67	32	data	data	NOUN
ajis02-1420	67	33	-	-	PUNCT
ajis02-1420	67	34	mining	mining	NOUN
ajis02-1420	67	35	techniques	technique	NOUN
ajis02-1420	67	36	.	.	PUNCT
ajis02-1420	68	1	finally	finally	ADV
ajis02-1420	68	2	,	,	PUNCT
ajis02-1420	68	3	concluding	conclude	VERB
ajis02-1420	68	4	remarks	remark	NOUN
ajis02-1420	68	5	and	and	CCONJ
ajis02-1420	68	6	discussion	discussion	NOUN
ajis02-1420	68	7	of	of	ADP
ajis02-1420	68	8	the	the	DET
ajis02-1420	68	9	study	study	NOUN
ajis02-1420	68	10	’s	’s	PART
ajis02-1420	68	11	relevance	relevance	NOUN
ajis02-1420	68	12	to	to	ADP
ajis02-1420	68	13	the	the	DET
ajis02-1420	68	14	marketing	marketing	NOUN
ajis02-1420	68	15	industry	industry	NOUN
ajis02-1420	68	16	are	be	AUX
ajis02-1420	68	17	presented	present	VERB
ajis02-1420	68	18	in	in	ADP
ajis02-1420	68	19	section	section	NOUN
ajis02-1420	68	20	6	6	NUM
ajis02-1420	68	21	.	.	SYM
ajis02-1420	68	22	2	2	NUM
ajis02-1420	68	23	data	datum	NOUN
ajis02-1420	68	24	mining	mining	NOUN
ajis02-1420	68	25	techniques	technique	NOUN
ajis02-1420	68	26	a	a	DET
ajis02-1420	68	27	brief	brief	ADJ
ajis02-1420	68	28	review	review	NOUN
ajis02-1420	68	29	data	data	NOUN
ajis02-1420	68	30	-	-	PUNCT
ajis02-1420	68	31	mining	mining	NOUN
ajis02-1420	68	32	is	be	AUX
ajis02-1420	68	33	used	use	VERB
ajis02-1420	68	34	over	over	ADP
ajis02-1420	68	35	a	a	DET
ajis02-1420	68	36	wide	wide	ADJ
ajis02-1420	68	37	variety	variety	NOUN
ajis02-1420	68	38	of	of	ADP
ajis02-1420	68	39	disciplines	discipline	NOUN
ajis02-1420	68	40	(	(	PUNCT
ajis02-1420	68	41	fayyad	fayyad	NOUN
ajis02-1420	68	42	,	,	PUNCT
ajis02-1420	68	43	piatetsky	piatetsky	PROPN
ajis02-1420	68	44	-	-	PUNCT
ajis02-1420	68	45	shapiro	shapiro	PROPN
ajis02-1420	68	46	,	,	PUNCT
ajis02-1420	68	47	smyth	smyth	PROPN
ajis02-1420	68	48	&	&	CCONJ
ajis02-1420	68	49	uthurusamy	uthurusamy	ADJ
ajis02-1420	68	50	1996	1996	NUM
ajis02-1420	68	51	,	,	PUNCT
ajis02-1420	68	52	schultz	schultz	PROPN
ajis02-1420	68	53	,	,	PUNCT
ajis02-1420	68	54	eskin	eskin	NOUN
ajis02-1420	68	55	,	,	PUNCT
ajis02-1420	68	56	zadok	zadok	PROPN
ajis02-1420	68	57	&	&	CCONJ
ajis02-1420	68	58	stolfo	stolfo	PROPN
ajis02-1420	68	59	2001	2001	NUM
ajis02-1420	68	60	,	,	PUNCT
ajis02-1420	68	61	berry	berry	NOUN
ajis02-1420	68	62	&	&	CCONJ
ajis02-1420	68	63	linoff	linoff	PROPN
ajis02-1420	68	64	2004	2004	NUM
ajis02-1420	68	65	)	)	PUNCT
ajis02-1420	68	66	.	.	PUNCT
ajis02-1420	69	1	the	the	DET
ajis02-1420	69	2	term	term	NOUN
ajis02-1420	69	3	encompasses	encompass	VERB
ajis02-1420	69	4	everything	everything	PRON
ajis02-1420	69	5	from	from	ADP
ajis02-1420	69	6	the	the	DET
ajis02-1420	69	7	collection	collection	NOUN
ajis02-1420	69	8	of	of	ADP
ajis02-1420	69	9	data	datum	NOUN
ajis02-1420	69	10	,	,	PUNCT
ajis02-1420	69	11	to	to	ADP
ajis02-1420	69	12	preprocessing	preprocessing	NOUN
ajis02-1420	69	13	and	and	CCONJ
ajis02-1420	69	14	analysis	analysis	NOUN
ajis02-1420	69	15	through	through	ADP
ajis02-1420	69	16	the	the	DET
ajis02-1420	69	17	supervised	supervised	ADJ
ajis02-1420	69	18	and	and	CCONJ
ajis02-1420	69	19	unsupervised	unsupervised	ADJ
ajis02-1420	69	20	learning	learning	NOUN
ajis02-1420	69	21	.	.	PUNCT
ajis02-1420	70	1	supervised	supervised	ADJ
ajis02-1420	70	2	learning	learn	VERB
ajis02-1420	70	3	uses	use	VERB
ajis02-1420	70	4	labelled	label	VERB
ajis02-1420	70	5	data	datum	NOUN
ajis02-1420	70	6	in	in	ADP
ajis02-1420	70	7	order	order	NOUN
ajis02-1420	70	8	to	to	PART
ajis02-1420	70	9	make	make	VERB
ajis02-1420	70	10	predictions	prediction	NOUN
ajis02-1420	70	11	,	,	PUNCT
ajis02-1420	70	12	and	and	CCONJ
ajis02-1420	70	13	classification	classification	NOUN
ajis02-1420	70	14	.	.	PUNCT
ajis02-1420	71	1	decision	decision	NOUN
ajis02-1420	71	2	tree	tree	NOUN
ajis02-1420	71	3	and	and	CCONJ
ajis02-1420	71	4	decision	decision	NOUN
ajis02-1420	71	5	forest	forest	NOUN
ajis02-1420	71	6	algorithms	algorithm	NOUN
ajis02-1420	71	7	are	be	AUX
ajis02-1420	71	8	examples	example	NOUN
ajis02-1420	71	9	of	of	ADP
ajis02-1420	71	10	classification	classification	NOUN
ajis02-1420	71	11	algorithms	algorithm	NOUN
ajis02-1420	71	12	.	.	PUNCT
ajis02-1420	72	1	2.1	2.1	NUM
ajis02-1420	72	2	what	what	PRON
ajis02-1420	72	3	is	be	AUX
ajis02-1420	72	4	a	a	DET
ajis02-1420	72	5	classifier	classifier	NOUN
ajis02-1420	72	6	?	?	PUNCT
ajis02-1420	73	1	a	a	DET
ajis02-1420	73	2	dataset	dataset	NOUN
ajis02-1420	73	3	d	d	NOUN
ajis02-1420	73	4	contains	contain	VERB
ajis02-1420	73	5	a	a	DET
ajis02-1420	73	6	set	set	NOUN
ajis02-1420	73	7	of	of	ADP
ajis02-1420	73	8	records	record	NOUN
ajis02-1420	73	9	r	r	NOUN
ajis02-1420	73	10	=	=	SYM
ajis02-1420	73	11	{	{	PUNCT
ajis02-1420	73	12	r1	r1	PROPN
ajis02-1420	73	13	,	,	PUNCT
ajis02-1420	73	14	r2	r2	PROPN
ajis02-1420	73	15	,	,	PUNCT
ajis02-1420	73	16	…	…	PUNCT
ajis02-1420	73	17	,	,	PUNCT
ajis02-1420	73	18	r|d|	r|d|	NUM
ajis02-1420	73	19	}	}	PUNCT
ajis02-1420	73	20	,	,	PUNCT
ajis02-1420	73	21	where	where	SCONJ
ajis02-1420	73	22	|d|	|d|	PROPN
ajis02-1420	73	23	is	be	AUX
ajis02-1420	73	24	the	the	DET
ajis02-1420	73	25	total	total	ADJ
ajis02-1420	73	26	number	number	NOUN
ajis02-1420	73	27	of	of	ADP
ajis02-1420	73	28	records	record	NOUN
ajis02-1420	73	29	.	.	PUNCT
ajis02-1420	74	1	each	each	DET
ajis02-1420	74	2	record	record	NOUN
ajis02-1420	74	3	of	of	ADP
ajis02-1420	74	4	d	d	PROPN
ajis02-1420	74	5	has	have	AUX
ajis02-1420	74	6	|a|	|a|	PROPN
ajis02-1420	74	7	attributes	attribute	NOUN
ajis02-1420	74	8	a	a	DET
ajis02-1420	74	9	=	=	NOUN
ajis02-1420	74	10	{	{	PUNCT
ajis02-1420	74	11	a1	a1	PROPN
ajis02-1420	74	12	,	,	PUNCT
ajis02-1420	74	13	a2	a2	PROPN
ajis02-1420	74	14	,	,	PUNCT
ajis02-1420	74	15	…	…	PUNCT
ajis02-1420	74	16	,	,	PUNCT
ajis02-1420	74	17	am	be	AUX
ajis02-1420	74	18	}	}	PUNCT
ajis02-1420	74	19	.	.	PUNCT
ajis02-1420	75	1	aj	aj	PROPN
ajis02-1420	75	2	∈	∈	PROPN
ajis02-1420	75	3	a	a	PRON
ajis02-1420	75	4	is	be	AUX
ajis02-1420	75	5	an	an	DET
ajis02-1420	75	6	attribute	attribute	NOUN
ajis02-1420	75	7	that	that	PRON
ajis02-1420	75	8	can	can	AUX
ajis02-1420	75	9	be	be	AUX
ajis02-1420	75	10	either	either	CCONJ
ajis02-1420	75	11	numerical	numerical	ADJ
ajis02-1420	75	12	or	or	CCONJ
ajis02-1420	75	13	categorical	categorical	ADJ
ajis02-1420	75	14	.	.	PUNCT
ajis02-1420	76	1	the	the	DET
ajis02-1420	76	2	domain	domain	NOUN
ajis02-1420	76	3	of	of	ADP
ajis02-1420	76	4	a	a	DET
ajis02-1420	76	5	numerical	numerical	ADJ
ajis02-1420	76	6	attribute	attribute	NOUN
ajis02-1420	76	7	aj	aj	PROPN
ajis02-1420	76	8	=	=	PROPN
ajis02-1420	77	1	[	[	X
ajis02-1420	77	2	l	l	NOUN
ajis02-1420	77	3	,	,	PUNCT
ajis02-1420	77	4	u	u	NOUN
ajis02-1420	77	5	]	]	PUNCT
ajis02-1420	77	6	varies	vary	VERB
ajis02-1420	77	7	between	between	ADP
ajis02-1420	77	8	a	a	DET
ajis02-1420	77	9	lower	low	ADJ
ajis02-1420	77	10	limit	limit	NOUN
ajis02-1420	77	11	l	l	NOUN
ajis02-1420	77	12	and	and	CCONJ
ajis02-1420	77	13	an	an	DET
ajis02-1420	77	14	upper	upper	ADJ
ajis02-1420	77	15	limit	limit	NOUN
ajis02-1420	77	16	u.	u.	VERB
ajis02-1420	77	17	the	the	DET
ajis02-1420	77	18	domain	domain	NOUN
ajis02-1420	77	19	size	size	NOUN
ajis02-1420	77	20	of	of	ADP
ajis02-1420	77	21	the	the	DET
ajis02-1420	77	22	attribute	attribute	NOUN
ajis02-1420	77	23	is	be	AUX
ajis02-1420	77	24	|aj|	|aj|	PROPN
ajis02-1420	77	25	=	=	PUNCT
ajis02-1420	78	1	[	[	X
ajis02-1420	78	2	u	u	X
ajis02-1420	78	3	–	–	PUNCT
ajis02-1420	78	4	l	l	NOUN
ajis02-1420	78	5	+	+	NOUN
ajis02-1420	78	6	1	1	NUM
ajis02-1420	78	7	]	]	PUNCT
ajis02-1420	78	8	for	for	ADP
ajis02-1420	78	9	integer	integer	NOUN
ajis02-1420	78	10	values	value	NOUN
ajis02-1420	78	11	.	.	PUNCT
ajis02-1420	79	1	similarly	similarly	ADV
ajis02-1420	79	2	,	,	PUNCT
ajis02-1420	79	3	the	the	DET
ajis02-1420	79	4	domain	domain	NOUN
ajis02-1420	79	5	of	of	ADP
ajis02-1420	79	6	a	a	DET
ajis02-1420	79	7	categorical	categorical	ADJ
ajis02-1420	79	8	attribute	attribute	NOUN
ajis02-1420	79	9	can	can	AUX
ajis02-1420	79	10	be	be	AUX
ajis02-1420	79	11	presented	present	VERB
ajis02-1420	79	12	as	as	ADP
ajis02-1420	79	13	aj	aj	PROPN
ajis02-1420	79	14	=	=	PROPN
ajis02-1420	79	15	{	{	PUNCT
ajis02-1420	79	16	aj1	aj1	NOUN
ajis02-1420	79	17	,	,	PUNCT
ajis02-1420	79	18	aj2	aj2	NOUN
ajis02-1420	79	19	,	,	PUNCT
ajis02-1420	79	20	…	…	PUNCT
ajis02-1420	79	21	,	,	PUNCT
ajis02-1420	79	22	ajd	ajd	PROPN
ajis02-1420	79	23	}	}	PUNCT
ajis02-1420	79	24	,	,	PUNCT
ajis02-1420	79	25	where	where	SCONJ
ajis02-1420	79	26	the	the	DET
ajis02-1420	79	27	domain	domain	NOUN
ajis02-1420	79	28	size	size	NOUN
ajis02-1420	79	29	is	be	AUX
ajis02-1420	79	30	|aj|	|aj|	PROPN
ajis02-1420	79	31	=	=	SYM
ajis02-1420	79	32	d.	d.	PROPN
ajis02-1420	79	33	ri	ri	PROPN
ajis02-1420	79	34	is	be	AUX
ajis02-1420	79	35	the	the	DET
ajis02-1420	79	36	i	i	PROPN
ajis02-1420	79	37	-	-	PUNCT
ajis02-1420	79	38	th	th	X
ajis02-1420	79	39	record	record	NOUN
ajis02-1420	79	40	and	and	CCONJ
ajis02-1420	79	41	ri	ri	PROPN
ajis02-1420	79	42	,	,	PUNCT
ajis02-1420	79	43	j	j	PROPN
ajis02-1420	79	44	is	be	AUX
ajis02-1420	79	45	the	the	DET
ajis02-1420	79	46	j	j	PROPN
ajis02-1420	79	47	-	-	PUNCT
ajis02-1420	79	48	th	th	VERB
ajis02-1420	79	49	attribute	attribute	NOUN
ajis02-1420	79	50	value	value	NOUN
ajis02-1420	79	51	of	of	ADP
ajis02-1420	79	52	the	the	DET
ajis02-1420	79	53	i	i	PROPN
ajis02-1420	79	54	-	-	PUNCT
ajis02-1420	79	55	th	th	X
ajis02-1420	79	56	record	record	NOUN
ajis02-1420	79	57	.	.	PUNCT
ajis02-1420	80	1	ri	ri	PROPN
ajis02-1420	80	2	,	,	PUNCT
ajis02-1420	80	3	j	j	PROPN
ajis02-1420	80	4	takes	take	VERB
ajis02-1420	80	5	a	a	DET
ajis02-1420	80	6	value	value	NOUN
ajis02-1420	80	7	from	from	ADP
ajis02-1420	80	8	the	the	DET
ajis02-1420	80	9	domain	domain	NOUN
ajis02-1420	80	10	of	of	ADP
ajis02-1420	80	11	aj	aj	PROPN
ajis02-1420	80	12	;	;	PUNCT
ajis02-1420	80	13	that	that	PRON
ajis02-1420	80	14	is	be	AUX
ajis02-1420	80	15	ri	ri	PROPN
ajis02-1420	80	16	,	,	PUNCT
ajis02-1420	80	17	j	j	PROPN
ajis02-1420	80	18	∈	∈	PROPN
ajis02-1420	80	19	aj	aj	PROPN
ajis02-1420	80	20	.	.	PUNCT
ajis02-1420	81	1	one	one	NUM
ajis02-1420	81	2	of	of	ADP
ajis02-1420	81	3	the	the	DET
ajis02-1420	81	4	categorical	categorical	ADJ
ajis02-1420	81	5	attributes	attribute	NOUN
ajis02-1420	81	6	aj	aj	PROPN
ajis02-1420	81	7	(	(	PUNCT
ajis02-1420	81	8	e.g.	e.g.	ADV
ajis02-1420	81	9	the	the	DET
ajis02-1420	81	10	attribute	attribute	NOUN
ajis02-1420	81	11	brand	brand	NOUN
ajis02-1420	81	12	-	-	PUNCT
ajis02-1420	81	13	switching	switching	NOUN
ajis02-1420	81	14	with	with	ADP
ajis02-1420	81	15	two	two	NUM
ajis02-1420	81	16	possible	possible	ADJ
ajis02-1420	81	17	values	value	NOUN
ajis02-1420	81	18	switched	switch	VERB
ajis02-1420	81	19	and	and	CCONJ
ajis02-1420	81	20	did	do	AUX
ajis02-1420	81	21	n’t	not	PART
ajis02-1420	81	22	switch	switch	VERB
ajis02-1420	81	23	)	)	PUNCT
ajis02-1420	81	24	can	can	AUX
ajis02-1420	81	25	be	be	AUX
ajis02-1420	81	26	considered	consider	VERB
ajis02-1420	81	27	as	as	ADP
ajis02-1420	81	28	the	the	DET
ajis02-1420	81	29	class	class	NOUN
ajis02-1420	81	30	attribute	attribute	NOUN
ajis02-1420	81	31	,	,	PUNCT
ajis02-1420	81	32	the	the	DET
ajis02-1420	81	33	values	value	NOUN
ajis02-1420	81	34	of	of	ADP
ajis02-1420	81	35	which	which	PRON
ajis02-1420	81	36	are	be	AUX
ajis02-1420	81	37	used	use	VERB
ajis02-1420	81	38	for	for	ADP
ajis02-1420	81	39	labelling	label	VERB
ajis02-1420	81	40	the	the	DET
ajis02-1420	81	41	records	record	NOUN
ajis02-1420	81	42	.	.	PUNCT
ajis02-1420	82	1	a	a	DET
ajis02-1420	82	2	record	record	NOUN
ajis02-1420	82	3	ri	ri	NOUN
ajis02-1420	82	4	;	;	PUNCT
ajis02-1420	82	5	∀i	∀i	NOUN
ajis02-1420	82	6	has	have	VERB
ajis02-1420	82	7	a	a	DET
ajis02-1420	82	8	class	class	NOUN
ajis02-1420	82	9	value	value	NOUN
ajis02-1420	82	10	switched	switch	VERB
ajis02-1420	82	11	or	or	CCONJ
ajis02-1420	82	12	did	do	AUX
ajis02-1420	82	13	n’t	not	PART
ajis02-1420	82	14	switch	switch	VERB
ajis02-1420	82	15	.	.	PUNCT
ajis02-1420	83	1	the	the	DET
ajis02-1420	83	2	classification	classification	NOUN
ajis02-1420	83	3	task	task	NOUN
ajis02-1420	83	4	aims	aim	VERB
ajis02-1420	83	5	to	to	PART
ajis02-1420	83	6	discover	discover	VERB
ajis02-1420	83	7	the	the	DET
ajis02-1420	83	8	logic	logic	NOUN
ajis02-1420	83	9	rules	rule	NOUN
ajis02-1420	83	10	that	that	PRON
ajis02-1420	83	11	determine	determine	VERB
ajis02-1420	83	12	whether	whether	SCONJ
ajis02-1420	83	13	a	a	DET
ajis02-1420	83	14	record	record	NOUN
ajis02-1420	83	15	should	should	AUX
ajis02-1420	83	16	have	have	VERB
ajis02-1420	83	17	the	the	DET
ajis02-1420	83	18	class	class	NOUN
ajis02-1420	83	19	value	value	NOUN
ajis02-1420	83	20	switched	switch	VERB
ajis02-1420	83	21	or	or	CCONJ
ajis02-1420	83	22	did	do	AUX
ajis02-1420	83	23	n’t	not	PART
ajis02-1420	83	24	switch	switch	VERB
ajis02-1420	83	25	.	.	PUNCT
ajis02-1420	84	1	an	an	DET
ajis02-1420	84	2	example	example	NOUN
ajis02-1420	84	3	of	of	ADP
ajis02-1420	84	4	a	a	DET
ajis02-1420	84	5	logic	logic	NOUN
ajis02-1420	84	6	rule	rule	NOUN
ajis02-1420	84	7	can	can	AUX
ajis02-1420	84	8	be	be	AUX
ajis02-1420	84	9	“	"	PUNCT
ajis02-1420	84	10	if	if	SCONJ
ajis02-1420	84	11	gender	gender	NOUN
ajis02-1420	84	12	=	=	SYM
ajis02-1420	84	13	male	male	NOUN
ajis02-1420	84	14	and	and	CCONJ
ajis02-1420	84	15	age	age	NOUN
ajis02-1420	84	16	≤	≤	NUM
ajis02-1420	84	17	40	40	NUM
ajis02-1420	84	18	then	then	ADV
ajis02-1420	84	19	brand	brand	NOUN
ajis02-1420	84	20	-	-	PUNCT
ajis02-1420	84	21	switching	switch	VERB
ajis02-1420	84	22	=	=	NOUN
ajis02-1420	84	23	switched	switch	VERB
ajis02-1420	84	24	"	"	PUNCT
ajis02-1420	84	25	meaning	mean	VERB
ajis02-1420	84	26	that	that	SCONJ
ajis02-1420	84	27	if	if	SCONJ
ajis02-1420	84	28	any	any	DET
ajis02-1420	84	29	record	record	NOUN
ajis02-1420	84	30	ri	ri	NOUN
ajis02-1420	84	31	is	be	AUX
ajis02-1420	84	32	a	a	DET
ajis02-1420	84	33	male	male	NOUN
ajis02-1420	84	34	aged	aged	ADJ
ajis02-1420	84	35	40	40	NUM
ajis02-1420	84	36	years	year	NOUN
ajis02-1420	84	37	or	or	CCONJ
ajis02-1420	84	38	younger	young	ADJ
ajis02-1420	84	39	then	then	ADV
ajis02-1420	84	40	he	he	PRON
ajis02-1420	84	41	is	be	AUX
ajis02-1420	84	42	likely	likely	ADJ
ajis02-1420	84	43	to	to	PART
ajis02-1420	84	44	switch	switch	VERB
ajis02-1420	84	45	his	his	PRON
ajis02-1420	84	46	service	service	NOUN
ajis02-1420	84	47	provider	provider	NOUN
ajis02-1420	84	48	.	.	PUNCT
ajis02-1420	85	1	a	a	DET
ajis02-1420	85	2	classifier	classifier	NOUN
ajis02-1420	85	3	discovers	discover	VERB
ajis02-1420	85	4	and	and	CCONJ
ajis02-1420	85	5	uses	use	VERB
ajis02-1420	85	6	the	the	DET
ajis02-1420	85	7	rules	rule	NOUN
ajis02-1420	85	8	to	to	PART
ajis02-1420	85	9	predict	predict	VERB
ajis02-1420	85	10	new	new	ADJ
ajis02-1420	85	11	,	,	PUNCT
ajis02-1420	85	12	unlabelled	unlabelled	ADJ
ajis02-1420	85	13	data	datum	NOUN
ajis02-1420	85	14	in	in	ADP
ajis02-1420	85	15	the	the	DET
ajis02-1420	85	16	future	future	NOUN
ajis02-1420	85	17	.	.	PUNCT
ajis02-1420	86	1	a	a	DET
ajis02-1420	86	2	black	black	ADJ
ajis02-1420	86	3	-	-	PUNCT
ajis02-1420	86	4	box	box	NOUN
ajis02-1420	86	5	technique	technique	NOUN
ajis02-1420	86	6	such	such	ADJ
ajis02-1420	86	7	as	as	ADP
ajis02-1420	86	8	artificial	artificial	ADJ
ajis02-1420	86	9	neural	neural	ADJ
ajis02-1420	86	10	networks	network	NOUN
ajis02-1420	86	11	does	do	AUX
ajis02-1420	86	12	not	not	PART
ajis02-1420	86	13	provide	provide	VERB
ajis02-1420	86	14	any	any	DET
ajis02-1420	86	15	logic	logic	NOUN
ajis02-1420	86	16	rules	rule	NOUN
ajis02-1420	86	17	that	that	PRON
ajis02-1420	86	18	are	be	AUX
ajis02-1420	86	19	human	human	ADJ
ajis02-1420	86	20	understandable	understandable	ADJ
ajis02-1420	86	21	,	,	PUNCT
ajis02-1420	86	22	whereas	whereas	SCONJ
ajis02-1420	86	23	decision	decision	NOUN
ajis02-1420	86	24	trees	tree	NOUN
ajis02-1420	86	25	(	(	PUNCT
ajis02-1420	86	26	quinlan	quinlan	PROPN
ajis02-1420	86	27	1993	1993	NUM
ajis02-1420	86	28	)	)	PUNCT
ajis02-1420	86	29	avoid	avoid	VERB
ajis02-1420	86	30	this	this	DET
ajis02-1420	86	31	issue	issue	NOUN
ajis02-1420	86	32	of	of	ADP
ajis02-1420	86	33	a	a	DET
ajis02-1420	86	34	black	black	ADJ
ajis02-1420	86	35	box	box	NOUN
ajis02-1420	86	36	algorithm	algorithm	NOUN
ajis02-1420	86	37	.	.	PUNCT
ajis02-1420	87	1	2.2	2.2	NUM
ajis02-1420	87	2	decision	decision	NOUN
ajis02-1420	87	3	trees	tree	NOUN
ajis02-1420	87	4	,	,	PUNCT
ajis02-1420	87	5	forests	forest	NOUN
ajis02-1420	87	6	and	and	CCONJ
ajis02-1420	87	7	logic	logic	NOUN
ajis02-1420	87	8	rules	rule	VERB
ajis02-1420	87	9	a	a	DET
ajis02-1420	87	10	decision	decision	NOUN
ajis02-1420	87	11	tree	tree	NOUN
ajis02-1420	87	12	(	(	PUNCT
ajis02-1420	87	13	quinlan	quinlan	PROPN
ajis02-1420	87	14	1986	1986	NUM
ajis02-1420	87	15	)	)	PUNCT
ajis02-1420	87	16	discovers	discover	VERB
ajis02-1420	87	17	a	a	DET
ajis02-1420	87	18	set	set	NOUN
ajis02-1420	87	19	of	of	ADP
ajis02-1420	87	20	logic	logic	NOUN
ajis02-1420	87	21	rules	rule	NOUN
ajis02-1420	87	22	,	,	PUNCT
ajis02-1420	87	23	where	where	SCONJ
ajis02-1420	87	24	each	each	DET
ajis02-1420	87	25	record	record	NOUN
ajis02-1420	87	26	ri	ri	NOUN
ajis02-1420	87	27	of	of	ADP
ajis02-1420	87	28	a	a	DET
ajis02-1420	87	29	training	training	NOUN
ajis02-1420	87	30	dataset	dataset	NOUN
ajis02-1420	87	31	(	(	PUNCT
ajis02-1420	87	32	i.e.	i.e.	X
ajis02-1420	87	33	,	,	PUNCT
ajis02-1420	87	34	the	the	DET
ajis02-1420	87	35	dataset	dataset	NOUN
ajis02-1420	87	36	which	which	PRON
ajis02-1420	87	37	the	the	DET
ajis02-1420	87	38	decision	decision	NOUN
ajis02-1420	87	39	tree	tree	NOUN
ajis02-1420	87	40	is	be	AUX
ajis02-1420	87	41	built	build	VERB
ajis02-1420	87	42	from	from	ADP
ajis02-1420	87	43	)	)	PUNCT
ajis02-1420	87	44	obeys	obey	NOUN
ajis02-1420	87	45	/	/	SYM
ajis02-1420	87	46	falls	fall	VERB
ajis02-1420	87	47	in	in	ADP
ajis02-1420	87	48	one	one	NUM
ajis02-1420	87	49	and	and	CCONJ
ajis02-1420	87	50	only	only	ADV
ajis02-1420	87	51	one	one	NUM
ajis02-1420	87	52	logic	logic	NOUN
ajis02-1420	87	53	rule	rule	NOUN
ajis02-1420	87	54	.	.	PUNCT
ajis02-1420	88	1	an	an	DET
ajis02-1420	88	2	example	example	NOUN
ajis02-1420	88	3	of	of	ADP
ajis02-1420	88	4	a	a	DET
ajis02-1420	88	5	decision	decision	NOUN
ajis02-1420	88	6	tree	tree	NOUN
ajis02-1420	88	7	is	be	AUX
ajis02-1420	88	8	shown	show	VERB
ajis02-1420	88	9	in	in	ADP
ajis02-1420	88	10	figure	figure	NOUN
ajis02-1420	88	11	1	1	NUM
ajis02-1420	88	12	.	.	PUNCT
ajis02-1420	89	1	this	this	DET
ajis02-1420	89	2	decision	decision	NOUN
ajis02-1420	89	3	tree	tree	NOUN
ajis02-1420	89	4	is	be	AUX
ajis02-1420	89	5	assumed	assume	VERB
ajis02-1420	89	6	to	to	PART
ajis02-1420	89	7	be	be	AUX
ajis02-1420	89	8	trained	train	VERB
ajis02-1420	89	9	on	on	ADP
ajis02-1420	89	10	an	an	DET
ajis02-1420	89	11	imaginary	imaginary	ADJ
ajis02-1420	89	12	mobile	mobile	ADJ
ajis02-1420	89	13	-	-	PUNCT
ajis02-1420	89	14	phone	phone	NOUN
ajis02-1420	89	15	-	-	PUNCT
ajis02-1420	89	16	user	user	NOUN
ajis02-1420	89	17	dataset	dataset	NOUN
ajis02-1420	89	18	,	,	PUNCT
ajis02-1420	89	19	which	which	PRON
ajis02-1420	89	20	has	have	VERB
ajis02-1420	89	21	a	a	DET
ajis02-1420	89	22	class	class	NOUN
ajis02-1420	89	23	attribute	attribute	NOUN
ajis02-1420	89	24	with	with	ADP
ajis02-1420	89	25	two	two	NUM
ajis02-1420	89	26	possible	possible	ADJ
ajis02-1420	89	27	classes	class	NOUN
ajis02-1420	89	28	:	:	PUNCT
ajis02-1420	89	29	“	"	PUNCT
ajis02-1420	89	30	switched	switch	VERB
ajis02-1420	89	31	"	"	PUNCT
ajis02-1420	89	32	and	and	CCONJ
ajis02-1420	89	33	“	"	PUNCT
ajis02-1420	89	34	did	do	AUX
ajis02-1420	89	35	n’t	not	PART
ajis02-1420	89	36	switch	switch	VERB
ajis02-1420	89	37	"	"	PUNCT
ajis02-1420	89	38	.	.	PUNCT
ajis02-1420	90	1	australasian	australasian	ADJ
ajis02-1420	90	2	journal	journal	NOUN
ajis02-1420	90	3	of	of	ADP
ajis02-1420	90	4	information	information	NOUN
ajis02-1420	90	5	systems	systems	PROPN
ajis02-1420	90	6	islam	islam	PROPN
ajis02-1420	90	7	,	,	PUNCT
ajis02-1420	90	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	90	9	,	,	PUNCT
ajis02-1420	90	10	furner	furner	PROPN
ajis02-1420	90	11	,	,	PUNCT
ajis02-1420	90	12	johnson	johnson	PROPN
ajis02-1420	90	13	,	,	PUNCT
ajis02-1420	90	14	gray	gray	PROPN
ajis02-1420	90	15	&	&	CCONJ
ajis02-1420	90	16	carter	carter	PROPN
ajis02-1420	90	17	2016	2016	NUM
ajis02-1420	90	18	,	,	PUNCT
ajis02-1420	90	19	vol	vol	NOUN
ajis02-1420	90	20	20	20	NUM
ajis02-1420	90	21	,	,	PUNCT
ajis02-1420	90	22	research	research	NOUN
ajis02-1420	90	23	article	article	NOUN
ajis02-1420	90	24	brand	brand	NOUN
ajis02-1420	90	25	switching	switch	VERB
ajis02-1420	90	26	pattern	pattern	NOUN
ajis02-1420	90	27	discovery	discovery	NOUN
ajis02-1420	90	28	by	by	ADP
ajis02-1420	90	29	data	datum	NOUN
ajis02-1420	90	30	mining	mining	NOUN
ajis02-1420	90	31	techniques	technique	NOUN
ajis02-1420	90	32	5	5	NUM
ajis02-1420	90	33	figure	figure	NOUN
ajis02-1420	90	34	1	1	NUM
ajis02-1420	90	35	:	:	PUNCT
ajis02-1420	90	36	example	example	NOUN
ajis02-1420	90	37	of	of	ADP
ajis02-1420	90	38	a	a	DET
ajis02-1420	90	39	decision	decision	NOUN
ajis02-1420	90	40	tree	tree	NOUN
ajis02-1420	90	41	.	.	PUNCT
ajis02-1420	91	1	there	there	PRON
ajis02-1420	91	2	are	be	VERB
ajis02-1420	91	3	three	three	NUM
ajis02-1420	91	4	leaves	leave	NOUN
ajis02-1420	91	5	and	and	CCONJ
ajis02-1420	91	6	each	each	PRON
ajis02-1420	91	7	of	of	ADP
ajis02-1420	91	8	them	they	PRON
ajis02-1420	91	9	represents	represent	VERB
ajis02-1420	91	10	a	a	DET
ajis02-1420	91	11	logic	logic	NOUN
ajis02-1420	91	12	rule	rule	NOUN
ajis02-1420	91	13	.	.	PUNCT
ajis02-1420	92	1	for	for	ADP
ajis02-1420	92	2	example	example	NOUN
ajis02-1420	92	3	,	,	PUNCT
ajis02-1420	92	4	leaf	leaf	NOUN
ajis02-1420	92	5	1	1	NUM
ajis02-1420	92	6	indicates	indicate	VERB
ajis02-1420	92	7	a	a	DET
ajis02-1420	92	8	logic	logic	NOUN
ajis02-1420	92	9	rule	rule	NOUN
ajis02-1420	92	10	:	:	PUNCT
ajis02-1420	92	11	if	if	SCONJ
ajis02-1420	92	12	gender	gender	NOUN
ajis02-1420	92	13	=	=	SYM
ajis02-1420	92	14	female	female	NOUN
ajis02-1420	92	15	then	then	ADV
ajis02-1420	92	16	brand	brand	NOUN
ajis02-1420	92	17	-	-	PUNCT
ajis02-1420	92	18	switching	switch	VERB
ajis02-1420	92	19	=	=	SYM
ajis02-1420	92	20	did	do	AUX
ajis02-1420	92	21	n’t	not	PART
ajis02-1420	92	22	switch	switch	VERB
ajis02-1420	92	23	.	.	PUNCT
ajis02-1420	93	1	the	the	DET
ajis02-1420	93	2	validity	validity	NOUN
ajis02-1420	93	3	of	of	ADP
ajis02-1420	93	4	a	a	DET
ajis02-1420	93	5	rule	rule	NOUN
ajis02-1420	93	6	is	be	AUX
ajis02-1420	93	7	measured	measure	VERB
ajis02-1420	93	8	by	by	ADP
ajis02-1420	93	9	two	two	NUM
ajis02-1420	93	10	terms	term	NOUN
ajis02-1420	93	11	:	:	PUNCT
ajis02-1420	93	12	support	support	NOUN
ajis02-1420	93	13	and	and	CCONJ
ajis02-1420	93	14	confidence	confidence	NOUN
ajis02-1420	93	15	(	(	PUNCT
ajis02-1420	93	16	han	han	PROPN
ajis02-1420	93	17	,	,	PUNCT
ajis02-1420	93	18	kamber	kamber	PROPN
ajis02-1420	93	19	&	&	CCONJ
ajis02-1420	93	20	pei	pei	PROPN
ajis02-1420	93	21	2006	2006	NUM
ajis02-1420	93	22	)	)	PUNCT
ajis02-1420	93	23	.	.	PUNCT
ajis02-1420	94	1	support	support	NOUN
ajis02-1420	94	2	is	be	AUX
ajis02-1420	94	3	defined	define	VERB
ajis02-1420	94	4	as	as	ADP
ajis02-1420	94	5	the	the	DET
ajis02-1420	94	6	ratio	ratio	NOUN
ajis02-1420	94	7	of	of	ADP
ajis02-1420	94	8	the	the	DET
ajis02-1420	94	9	number	number	NOUN
ajis02-1420	94	10	of	of	ADP
ajis02-1420	94	11	records	record	NOUN
ajis02-1420	94	12	falling	fall	VERB
ajis02-1420	94	13	into	into	ADP
ajis02-1420	94	14	the	the	DET
ajis02-1420	94	15	leaf	leaf	NOUN
ajis02-1420	94	16	to	to	ADP
ajis02-1420	94	17	the	the	DET
ajis02-1420	94	18	total	total	ADJ
ajis02-1420	94	19	number	number	NOUN
ajis02-1420	94	20	of	of	ADP
ajis02-1420	94	21	records	record	NOUN
ajis02-1420	94	22	in	in	ADP
ajis02-1420	94	23	the	the	DET
ajis02-1420	94	24	dataset	dataset	NOUN
ajis02-1420	94	25	.	.	PUNCT
ajis02-1420	95	1	confidence	confidence	NOUN
ajis02-1420	95	2	of	of	ADP
ajis02-1420	95	3	a	a	DET
ajis02-1420	95	4	rule	rule	NOUN
ajis02-1420	95	5	is	be	AUX
ajis02-1420	95	6	defined	define	VERB
ajis02-1420	95	7	as	as	ADP
ajis02-1420	95	8	the	the	DET
ajis02-1420	95	9	ratio	ratio	NOUN
ajis02-1420	95	10	of	of	ADP
ajis02-1420	95	11	the	the	DET
ajis02-1420	95	12	dominant	dominant	ADJ
ajis02-1420	95	13	class	class	NOUN
ajis02-1420	95	14	in	in	ADP
ajis02-1420	95	15	a	a	DET
ajis02-1420	95	16	leaf	leaf	NOUN
ajis02-1420	95	17	to	to	ADP
ajis02-1420	95	18	the	the	DET
ajis02-1420	95	19	other	other	ADJ
ajis02-1420	95	20	classes	class	NOUN
ajis02-1420	95	21	.	.	PUNCT
ajis02-1420	96	1	the	the	PRON
ajis02-1420	96	2	higher	high	ADJ
ajis02-1420	96	3	the	the	DET
ajis02-1420	96	4	support	support	NOUN
ajis02-1420	96	5	and	and	CCONJ
ajis02-1420	96	6	confidence	confidence	NOUN
ajis02-1420	96	7	of	of	ADP
ajis02-1420	96	8	a	a	DET
ajis02-1420	96	9	logic	logic	NOUN
ajis02-1420	96	10	rule	rule	NOUN
ajis02-1420	96	11	,	,	PUNCT
ajis02-1420	96	12	the	the	PRON
ajis02-1420	96	13	stronger	strong	ADJ
ajis02-1420	96	14	(	(	PUNCT
ajis02-1420	96	15	i.e.	i.e.	X
ajis02-1420	96	16	,	,	PUNCT
ajis02-1420	96	17	more	more	ADV
ajis02-1420	96	18	valid	valid	ADJ
ajis02-1420	96	19	)	)	PUNCT
ajis02-1420	96	20	the	the	DET
ajis02-1420	96	21	rule	rule	NOUN
ajis02-1420	96	22	is	be	AUX
ajis02-1420	96	23	.	.	PUNCT
ajis02-1420	97	1	a	a	DET
ajis02-1420	97	2	decision	decision	NOUN
ajis02-1420	97	3	tree	tree	NOUN
ajis02-1420	97	4	algorithm	algorithm	NOUN
ajis02-1420	97	5	(	(	PUNCT
ajis02-1420	97	6	quinlan	quinlan	PROPN
ajis02-1420	97	7	1993	1993	NUM
ajis02-1420	97	8	)	)	PUNCT
ajis02-1420	97	9	chooses	choose	VERB
ajis02-1420	97	10	the	the	DET
ajis02-1420	97	11	test	test	NOUN
ajis02-1420	97	12	attributes	attribute	NOUN
ajis02-1420	97	13	and	and	CCONJ
ajis02-1420	97	14	corresponding	corresponding	ADJ
ajis02-1420	97	15	splitting	splitting	NOUN
ajis02-1420	97	16	points	point	NOUN
ajis02-1420	97	17	(	(	PUNCT
ajis02-1420	97	18	such	such	ADJ
ajis02-1420	97	19	as	as	ADP
ajis02-1420	97	20	age	age	NOUN
ajis02-1420	97	21	≤	≤	NUM
ajis02-1420	97	22	40	40	NUM
ajis02-1420	97	23	)	)	PUNCT
ajis02-1420	97	24	automatically	automatically	ADV
ajis02-1420	97	25	without	without	ADP
ajis02-1420	97	26	requiring	require	VERB
ajis02-1420	97	27	any	any	DET
ajis02-1420	97	28	input	input	NOUN
ajis02-1420	97	29	/	/	SYM
ajis02-1420	97	30	assumption	assumption	NOUN
ajis02-1420	97	31	from	from	ADP
ajis02-1420	97	32	a	a	DET
ajis02-1420	97	33	user	user	NOUN
ajis02-1420	97	34	/	/	SYM
ajis02-1420	97	35	data	datum	NOUN
ajis02-1420	97	36	miner	miner	NOUN
ajis02-1420	97	37	.	.	PUNCT
ajis02-1420	98	1	a	a	DET
ajis02-1420	98	2	decision	decision	NOUN
ajis02-1420	98	3	forest	forest	NOUN
ajis02-1420	98	4	(	(	PUNCT
ajis02-1420	98	5	breiman	breiman	NOUN
ajis02-1420	98	6	2001	2001	NUM
ajis02-1420	98	7	)	)	PUNCT
ajis02-1420	98	8	being	be	AUX
ajis02-1420	98	9	an	an	DET
ajis02-1420	98	10	ensemble	ensemble	NOUN
ajis02-1420	98	11	of	of	ADP
ajis02-1420	98	12	decision	decision	NOUN
ajis02-1420	98	13	trees	tree	NOUN
ajis02-1420	98	14	can	can	AUX
ajis02-1420	98	15	typically	typically	ADV
ajis02-1420	98	16	discover	discover	VERB
ajis02-1420	98	17	higher	high	ADJ
ajis02-1420	98	18	number	number	NOUN
ajis02-1420	98	19	of	of	ADP
ajis02-1420	98	20	valid	valid	ADJ
ajis02-1420	98	21	and	and	CCONJ
ajis02-1420	98	22	interesting	interesting	ADJ
ajis02-1420	98	23	patterns	pattern	NOUN
ajis02-1420	98	24	than	than	ADP
ajis02-1420	98	25	a	a	DET
ajis02-1420	98	26	tree	tree	NOUN
ajis02-1420	98	27	.	.	PUNCT
ajis02-1420	99	1	it	it	PRON
ajis02-1420	99	2	is	be	AUX
ajis02-1420	99	3	important	important	ADJ
ajis02-1420	99	4	to	to	PART
ajis02-1420	99	5	discover	discover	VERB
ajis02-1420	99	6	those	those	DET
ajis02-1420	99	7	additional	additional	ADJ
ajis02-1420	99	8	logic	logic	NOUN
ajis02-1420	99	9	rules	rule	NOUN
ajis02-1420	99	10	since	since	SCONJ
ajis02-1420	99	11	based	base	VERB
ajis02-1420	99	12	on	on	ADP
ajis02-1420	99	13	them	they	PRON
ajis02-1420	99	14	a	a	DET
ajis02-1420	99	15	service	service	NOUN
ajis02-1420	99	16	provider	provider	NOUN
ajis02-1420	99	17	can	can	AUX
ajis02-1420	99	18	get	get	VERB
ajis02-1420	99	19	a	a	DET
ajis02-1420	99	20	better	well	ADJ
ajis02-1420	99	21	understanding	understanding	NOUN
ajis02-1420	99	22	on	on	ADP
ajis02-1420	99	23	the	the	DET
ajis02-1420	99	24	reasons	reason	NOUN
ajis02-1420	99	25	/	/	SYM
ajis02-1420	99	26	trends	trend	NOUN
ajis02-1420	99	27	of	of	ADP
ajis02-1420	99	28	various	various	ADJ
ajis02-1420	99	29	important	important	ADJ
ajis02-1420	99	30	issues	issue	NOUN
ajis02-1420	99	31	.	.	PUNCT
ajis02-1420	100	1	in	in	ADP
ajis02-1420	100	2	this	this	DET
ajis02-1420	100	3	study	study	NOUN
ajis02-1420	100	4	we	we	PRON
ajis02-1420	100	5	make	make	VERB
ajis02-1420	100	6	use	use	NOUN
ajis02-1420	100	7	of	of	ADP
ajis02-1420	100	8	the	the	DET
ajis02-1420	100	9	random	random	ADJ
ajis02-1420	100	10	forest	forest	NOUN
ajis02-1420	100	11	(	(	PUNCT
ajis02-1420	100	12	breiman	breiman	NOUN
ajis02-1420	100	13	2001	2001	NUM
ajis02-1420	100	14	)	)	PUNCT
ajis02-1420	100	15	,	,	PUNCT
ajis02-1420	100	16	bagging	bagging	NOUN
ajis02-1420	100	17	(	(	PUNCT
ajis02-1420	100	18	breiman	breiman	NOUN
ajis02-1420	100	19	1996	1996	NUM
ajis02-1420	100	20	)	)	PUNCT
ajis02-1420	100	21	and	and	CCONJ
ajis02-1420	100	22	sysfor	sysfor	PROPN
ajis02-1420	100	23	(	(	PUNCT
ajis02-1420	100	24	islam	islam	PROPN
ajis02-1420	100	25	&	&	CCONJ
ajis02-1420	100	26	giggins	giggins	PROPN
ajis02-1420	100	27	2011	2011	NUM
ajis02-1420	100	28	)	)	PUNCT
ajis02-1420	100	29	forest	forest	NOUN
ajis02-1420	100	30	algorithms	algorithm	NOUN
ajis02-1420	100	31	as	as	SCONJ
ajis02-1420	100	32	implemented	implement	VERB
ajis02-1420	100	33	by	by	ADP
ajis02-1420	100	34	us	we	PRON
ajis02-1420	100	35	.	.	PUNCT
ajis02-1420	101	1	we	we	PRON
ajis02-1420	101	2	also	also	ADV
ajis02-1420	101	3	make	make	VERB
ajis02-1420	101	4	use	use	NOUN
ajis02-1420	101	5	of	of	ADP
ajis02-1420	101	6	the	the	DET
ajis02-1420	101	7	individual	individual	ADJ
ajis02-1420	101	8	decision	decision	NOUN
ajis02-1420	101	9	tree	tree	NOUN
ajis02-1420	101	10	algorithms	algorithm	VERB
ajis02-1420	101	11	j48	j48	NOUN
ajis02-1420	101	12	(	(	PUNCT
ajis02-1420	101	13	quinlan	quinlan	PROPN
ajis02-1420	101	14	1993	1993	NUM
ajis02-1420	101	15	)	)	PUNCT
ajis02-1420	101	16	,	,	PUNCT
ajis02-1420	101	17	simplecart	simplecart	NOUN
ajis02-1420	101	18	(	(	PUNCT
ajis02-1420	101	19	breiman	breiman	NOUN
ajis02-1420	101	20	,	,	PUNCT
ajis02-1420	101	21	friedman	friedman	NOUN
ajis02-1420	101	22	,	,	PUNCT
ajis02-1420	101	23	olshen	olshen	NOUN
ajis02-1420	101	24	&	&	CCONJ
ajis02-1420	101	25	stone	stone	PROPN
ajis02-1420	101	26	1984	1984	NUM
ajis02-1420	101	27	)	)	PUNCT
ajis02-1420	101	28	and	and	CCONJ
ajis02-1420	101	29	reptree	reptree	NOUN
ajis02-1420	101	30	(	(	PUNCT
ajis02-1420	101	31	witten	witten	PROPN
ajis02-1420	101	32	&	&	CCONJ
ajis02-1420	101	33	frank	frank	PROPN
ajis02-1420	101	34	2005	2005	NUM
ajis02-1420	101	35	)	)	PUNCT
ajis02-1420	101	36	,	,	PUNCT
ajis02-1420	101	37	all	all	PRON
ajis02-1420	101	38	of	of	ADP
ajis02-1420	101	39	which	which	PRON
ajis02-1420	101	40	have	have	VERB
ajis02-1420	101	41	implementations	implementation	NOUN
ajis02-1420	101	42	available	available	ADJ
ajis02-1420	101	43	in	in	ADP
ajis02-1420	101	44	weka	weka	PROPN
ajis02-1420	101	45	(	(	PUNCT
ajis02-1420	101	46	hall	hall	PROPN
ajis02-1420	101	47	,	,	PUNCT
ajis02-1420	101	48	frank	frank	PROPN
ajis02-1420	101	49	,	,	PUNCT
ajis02-1420	101	50	holmes	holmes	PROPN
ajis02-1420	101	51	,	,	PUNCT
ajis02-1420	101	52	pfahringer	pfahringer	NOUN
ajis02-1420	101	53	,	,	PUNCT
ajis02-1420	101	54	reutemann	reutemann	PROPN
ajis02-1420	101	55	&	&	CCONJ
ajis02-1420	101	56	witten	witten	PROPN
ajis02-1420	101	57	2009	2009	NUM
ajis02-1420	101	58	)	)	PUNCT
ajis02-1420	101	59	.	.	PUNCT
ajis02-1420	102	1	we	we	PRON
ajis02-1420	102	2	classify	classify	VERB
ajis02-1420	102	3	logic	logic	NOUN
ajis02-1420	102	4	rules	rule	NOUN
ajis02-1420	102	5	/	/	SYM
ajis02-1420	102	6	patterns	pattern	NOUN
ajis02-1420	102	7	into	into	ADP
ajis02-1420	102	8	two	two	NUM
ajis02-1420	102	9	main	main	ADJ
ajis02-1420	102	10	categories	category	NOUN
ajis02-1420	102	11	:	:	PUNCT
ajis02-1420	102	12	valid	valid	ADJ
ajis02-1420	102	13	and	and	CCONJ
ajis02-1420	102	14	interesting	interesting	ADJ
ajis02-1420	102	15	.	.	PUNCT
ajis02-1420	103	1	by	by	ADP
ajis02-1420	103	2	valid	valid	ADJ
ajis02-1420	103	3	rules	rule	NOUN
ajis02-1420	103	4	we	we	PRON
ajis02-1420	103	5	mean	mean	VERB
ajis02-1420	103	6	the	the	DET
ajis02-1420	103	7	rules	rule	NOUN
ajis02-1420	103	8	that	that	PRON
ajis02-1420	103	9	have	have	VERB
ajis02-1420	103	10	high	high	ADJ
ajis02-1420	103	11	support	support	NOUN
ajis02-1420	103	12	and	and	CCONJ
ajis02-1420	103	13	confidence	confidence	NOUN
ajis02-1420	103	14	.	.	PUNCT
ajis02-1420	104	1	how	how	SCONJ
ajis02-1420	104	2	high	high	ADJ
ajis02-1420	104	3	is	be	AUX
ajis02-1420	104	4	high	high	ADJ
ajis02-1420	104	5	?	?	PUNCT
ajis02-1420	105	1	we	we	PRON
ajis02-1420	105	2	argue	argue	VERB
ajis02-1420	105	3	that	that	SCONJ
ajis02-1420	105	4	this	this	PRON
ajis02-1420	105	5	depends	depend	VERB
ajis02-1420	105	6	on	on	ADP
ajis02-1420	105	7	the	the	DET
ajis02-1420	105	8	consideration	consideration	NOUN
ajis02-1420	105	9	of	of	ADP
ajis02-1420	105	10	a	a	DET
ajis02-1420	105	11	domain	domain	NOUN
ajis02-1420	105	12	expert	expert	NOUN
ajis02-1420	105	13	or	or	CCONJ
ajis02-1420	105	14	user	user	NOUN
ajis02-1420	105	15	.	.	PUNCT
ajis02-1420	106	1	by	by	ADP
ajis02-1420	106	2	interesting	interesting	ADJ
ajis02-1420	106	3	rules	rule	NOUN
ajis02-1420	106	4	(	(	PUNCT
ajis02-1420	106	5	freitas	freita	NOUN
ajis02-1420	106	6	1999	1999	NUM
ajis02-1420	106	7	)	)	PUNCT
ajis02-1420	106	8	we	we	PRON
ajis02-1420	106	9	mean	mean	VERB
ajis02-1420	106	10	the	the	DET
ajis02-1420	106	11	rules	rule	NOUN
ajis02-1420	106	12	that	that	PRON
ajis02-1420	106	13	reveal	reveal	VERB
ajis02-1420	106	14	interesting	interesting	ADJ
ajis02-1420	106	15	,	,	PUNCT
ajis02-1420	106	16	previously	previously	ADV
ajis02-1420	106	17	unknown	unknown	ADJ
ajis02-1420	106	18	and	and	CCONJ
ajis02-1420	106	19	non	non	ADJ
ajis02-1420	106	20	-	-	ADJ
ajis02-1420	106	21	obvious	obvious	ADJ
ajis02-1420	106	22	information	information	NOUN
ajis02-1420	106	23	.	.	PUNCT
ajis02-1420	107	1	a	a	DET
ajis02-1420	107	2	number	number	NOUN
ajis02-1420	107	3	of	of	ADP
ajis02-1420	107	4	interesting	interesting	ADJ
ajis02-1420	107	5	rules	rule	NOUN
ajis02-1420	107	6	have	have	AUX
ajis02-1420	107	7	been	be	AUX
ajis02-1420	107	8	presented	present	VERB
ajis02-1420	107	9	in	in	ADP
ajis02-1420	107	10	section	section	NOUN
ajis02-1420	107	11	5	5	NUM
ajis02-1420	107	12	.	.	SYM
ajis02-1420	107	13	3	3	NUM
ajis02-1420	107	14	our	our	PRON
ajis02-1420	107	15	approach	approach	NOUN
ajis02-1420	107	16	in	in	ADP
ajis02-1420	107	17	analysing	analyse	VERB
ajis02-1420	107	18	the	the	DET
ajis02-1420	107	19	dataset	dataset	NOUN
ajis02-1420	107	20	often	often	ADV
ajis02-1420	107	21	an	an	DET
ajis02-1420	107	22	intelligent	intelligent	ADJ
ajis02-1420	107	23	use	use	NOUN
ajis02-1420	107	24	of	of	ADP
ajis02-1420	107	25	data	datum	NOUN
ajis02-1420	107	26	mining	mining	NOUN
ajis02-1420	107	27	techniques	technique	NOUN
ajis02-1420	107	28	on	on	ADP
ajis02-1420	107	29	a	a	DET
ajis02-1420	107	30	dataset	dataset	NOUN
ajis02-1420	107	31	can	can	AUX
ajis02-1420	107	32	discover	discover	VERB
ajis02-1420	107	33	more	more	ADJ
ajis02-1420	107	34	(	(	PUNCT
ajis02-1420	107	35	valid	valid	ADJ
ajis02-1420	107	36	and	and	CCONJ
ajis02-1420	107	37	interesting	interesting	ADJ
ajis02-1420	107	38	)	)	PUNCT
ajis02-1420	107	39	rules	rule	NOUN
ajis02-1420	107	40	/	/	SYM
ajis02-1420	107	41	patterns	pattern	NOUN
ajis02-1420	107	42	than	than	ADP
ajis02-1420	107	43	a	a	DET
ajis02-1420	107	44	straight	straight	ADJ
ajis02-1420	107	45	forward	forward	ADJ
ajis02-1420	107	46	application	application	NOUN
ajis02-1420	107	47	of	of	ADP
ajis02-1420	107	48	data	datum	NOUN
ajis02-1420	107	49	mining	mining	NOUN
ajis02-1420	107	50	techniques	technique	NOUN
ajis02-1420	107	51	.	.	PUNCT
ajis02-1420	108	1	therefore	therefore	ADV
ajis02-1420	108	2	,	,	PUNCT
ajis02-1420	108	3	we	we	PRON
ajis02-1420	108	4	apply	apply	VERB
ajis02-1420	108	5	several	several	ADJ
ajis02-1420	108	6	data	datum	NOUN
ajis02-1420	108	7	mining	mining	NOUN
ajis02-1420	108	8	techniques	technique	NOUN
ajis02-1420	108	9	on	on	ADP
ajis02-1420	108	10	various	various	ADJ
ajis02-1420	108	11	sub	sub	NOUN
ajis02-1420	108	12	-	-	NOUN
ajis02-1420	108	13	datasets	dataset	NOUN
ajis02-1420	108	14	prepared	prepare	VERB
ajis02-1420	108	15	from	from	ADP
ajis02-1420	108	16	the	the	DET
ajis02-1420	108	17	pre	pre	ADJ
ajis02-1420	108	18	-	-	ADJ
ajis02-1420	108	19	processed	processed	ADJ
ajis02-1420	108	20	dataset	dataset	NOUN
ajis02-1420	108	21	discussed	discuss	VERB
ajis02-1420	108	22	in	in	ADP
ajis02-1420	108	23	section	section	NOUN
ajis02-1420	108	24	1.4	1.4	NUM
ajis02-1420	108	25	.	.	PUNCT
ajis02-1420	109	1	sub	sub	NOUN
ajis02-1420	109	2	-	-	NOUN
ajis02-1420	109	3	datasets	dataset	NOUN
ajis02-1420	109	4	are	be	AUX
ajis02-1420	109	5	prepared	prepare	VERB
ajis02-1420	109	6	by	by	ADP
ajis02-1420	109	7	selecting	select	VERB
ajis02-1420	109	8	different	different	ADJ
ajis02-1420	109	9	class	class	NOUN
ajis02-1420	109	10	attributes	attribute	NOUN
ajis02-1420	109	11	and	and	CCONJ
ajis02-1420	109	12	subsets	subset	NOUN
ajis02-1420	109	13	of	of	ADP
ajis02-1420	109	14	attributes	attribute	NOUN
ajis02-1420	109	15	.	.	PUNCT
ajis02-1420	110	1	we	we	PRON
ajis02-1420	110	2	identify	identify	VERB
ajis02-1420	110	3	a	a	DET
ajis02-1420	110	4	set	set	NOUN
ajis02-1420	110	5	of	of	ADP
ajis02-1420	110	6	attributes	attribute	NOUN
ajis02-1420	110	7	,	,	PUNCT
ajis02-1420	110	8	each	each	PRON
ajis02-1420	110	9	of	of	ADP
ajis02-1420	110	10	which	which	PRON
ajis02-1420	110	11	qualifies	qualify	VERB
ajis02-1420	110	12	to	to	PART
ajis02-1420	110	13	be	be	AUX
ajis02-1420	110	14	a	a	DET
ajis02-1420	110	15	class	class	NOUN
ajis02-1420	110	16	attribute	attribute	NOUN
ajis02-1420	110	17	in	in	ADP
ajis02-1420	110	18	the	the	DET
ajis02-1420	110	19	sense	sense	NOUN
ajis02-1420	110	20	that	that	SCONJ
ajis02-1420	110	21	they	they	PRON
ajis02-1420	110	22	have	have	AUX
ajis02-1420	110	23	the	the	DET
ajis02-1420	110	24	ability	ability	NOUN
ajis02-1420	110	25	to	to	PART
ajis02-1420	110	26	label	label	VERB
ajis02-1420	110	27	the	the	DET
ajis02-1420	110	28	records	record	NOUN
ajis02-1420	110	29	.	.	PUNCT
ajis02-1420	111	1	a	a	DET
ajis02-1420	111	2	class	class	NOUN
ajis02-1420	111	3	attribute	attribute	NOUN
ajis02-1420	111	4	is	be	AUX
ajis02-1420	111	5	chosen	choose	VERB
ajis02-1420	111	6	to	to	PART
ajis02-1420	111	7	explore	explore	VERB
ajis02-1420	111	8	the	the	DET
ajis02-1420	111	9	causes	cause	NOUN
ajis02-1420	111	10	of	of	ADP
ajis02-1420	111	11	specific	specific	ADJ
ajis02-1420	111	12	phenomena	phenomenon	NOUN
ajis02-1420	111	13	,	,	PUNCT
ajis02-1420	111	14	such	such	ADJ
ajis02-1420	111	15	as	as	ADP
ajis02-1420	111	16	switching	switch	VERB
ajis02-1420	111	17	.	.	PUNCT
ajis02-1420	112	1	by	by	ADP
ajis02-1420	112	2	selecting	select	VERB
ajis02-1420	112	3	different	different	ADJ
ajis02-1420	112	4	class	class	NOUN
ajis02-1420	112	5	attributes	attribute	NOUN
ajis02-1420	112	6	for	for	ADP
ajis02-1420	112	7	different	different	ADJ
ajis02-1420	112	8	subaustralasian	subaustralasian	ADJ
ajis02-1420	112	9	journal	journal	NOUN
ajis02-1420	112	10	of	of	ADP
ajis02-1420	112	11	information	information	NOUN
ajis02-1420	112	12	systems	systems	PROPN
ajis02-1420	112	13	islam	islam	PROPN
ajis02-1420	112	14	,	,	PUNCT
ajis02-1420	112	15	d’alessandro	d’alessandro	PROPN
ajis02-1420	112	16	,	,	PUNCT
ajis02-1420	112	17	furner	furner	PROPN
ajis02-1420	112	18	,	,	PUNCT
ajis02-1420	112	19	johnson	johnson	PROPN
ajis02-1420	112	20	,	,	PUNCT
ajis02-1420	112	21	gray	gray	PROPN
ajis02-1420	112	22	&	&	CCONJ
ajis02-1420	112	23	carter	carter	PROPN
ajis02-1420	112	24	2016	2016	NUM
ajis02-1420	112	25	,	,	PUNCT
ajis02-1420	112	26	vol	vol	NOUN
ajis02-1420	112	27	20	20	NUM
ajis02-1420	112	28	,	,	PUNCT
ajis02-1420	112	29	research	research	NOUN
ajis02-1420	112	30	article	article	NOUN
ajis02-1420	112	31	brand	brand	NOUN
ajis02-1420	112	32	switching	switch	VERB
ajis02-1420	112	33	pattern	pattern	NOUN
ajis02-1420	112	34	discovery	discovery	NOUN
ajis02-1420	112	35	by	by	ADP
ajis02-1420	112	36	data	datum	NOUN
ajis02-1420	112	37	mining	mining	NOUN
ajis02-1420	112	38	techniques	technique	NOUN
ajis02-1420	112	39	6	6	NUM
ajis02-1420	112	40	datasets	dataset	NOUN
ajis02-1420	112	41	and	and	CCONJ
ajis02-1420	112	42	applying	apply	VERB
ajis02-1420	112	43	a	a	DET
ajis02-1420	112	44	classifier	classifier	NOUN
ajis02-1420	112	45	on	on	ADP
ajis02-1420	112	46	a	a	DET
ajis02-1420	112	47	sub	sub	ADJ
ajis02-1420	112	48	-	-	ADJ
ajis02-1420	112	49	dataset	dataset	ADJ
ajis02-1420	112	50	,	,	PUNCT
ajis02-1420	112	51	we	we	PRON
ajis02-1420	112	52	force	force	VERB
ajis02-1420	112	53	the	the	DET
ajis02-1420	112	54	classifier	classifier	NOUN
ajis02-1420	112	55	to	to	PART
ajis02-1420	112	56	choose	choose	VERB
ajis02-1420	112	57	logic	logic	NOUN
ajis02-1420	112	58	rules	rule	NOUN
ajis02-1420	112	59	in	in	ADP
ajis02-1420	112	60	order	order	NOUN
ajis02-1420	112	61	to	to	PART
ajis02-1420	112	62	identify	identify	VERB
ajis02-1420	112	63	trends	trend	NOUN
ajis02-1420	112	64	relating	relate	VERB
ajis02-1420	112	65	to	to	ADP
ajis02-1420	112	66	the	the	DET
ajis02-1420	112	67	chosen	choose	VERB
ajis02-1420	112	68	class	class	NOUN
ajis02-1420	112	69	attribute	attribute	NOUN
ajis02-1420	112	70	.	.	PUNCT
ajis02-1420	113	1	in	in	ADP
ajis02-1420	113	2	this	this	DET
ajis02-1420	113	3	study	study	NOUN
ajis02-1420	113	4	we	we	PRON
ajis02-1420	113	5	select	select	VERB
ajis02-1420	113	6	the	the	DET
ajis02-1420	113	7	following	follow	VERB
ajis02-1420	113	8	class	class	NOUN
ajis02-1420	113	9	attributes	attribute	NOUN
ajis02-1420	113	10	:	:	PUNCT
ajis02-1420	113	11	switching	switch	VERB
ajis02-1420	113	12	status	status	NOUN
ajis02-1420	113	13	,	,	PUNCT
ajis02-1420	113	14	mobile	mobile	NOUN
ajis02-1420	113	15	plan	plan	NOUN
ajis02-1420	113	16	type	type	NOUN
ajis02-1420	113	17	and	and	CCONJ
ajis02-1420	113	18	underspending	underspending	NOUN
ajis02-1420	113	19	.	.	PUNCT
ajis02-1420	114	1	let	let	VERB
ajis02-1420	114	2	us	we	PRON
ajis02-1420	114	3	call	call	VERB
ajis02-1420	114	4	the	the	DET
ajis02-1420	114	5	original	original	ADJ
ajis02-1420	114	6	pre	pre	ADJ
ajis02-1420	114	7	-	-	ADJ
ajis02-1420	114	8	processed	processed	ADJ
ajis02-1420	114	9	dataset	dataset	NOUN
ajis02-1420	114	10	(	(	PUNCT
ajis02-1420	114	11	without	without	ADP
ajis02-1420	114	12	follow	follow	VERB
ajis02-1420	114	13	-	-	PUNCT
ajis02-1420	114	14	up	up	ADP
ajis02-1420	114	15	questions	question	NOUN
ajis02-1420	114	16	)	)	PUNCT
ajis02-1420	115	1	d	d	NOUN
ajis02-1420	115	2	,	,	PUNCT
ajis02-1420	115	3	and	and	CCONJ
ajis02-1420	115	4	the	the	DET
ajis02-1420	115	5	dataset	dataset	NOUN
ajis02-1420	115	6	with	with	ADP
ajis02-1420	115	7	follow	follow	NOUN
ajis02-1420	115	8	-	-	PUNCT
ajis02-1420	115	9	up	up	ADP
ajis02-1420	115	10	questions	question	NOUN
ajis02-1420	115	11	d	d	NOUN
ajis02-1420	115	12	'	'	PUNCT
ajis02-1420	115	13	.	.	PUNCT
ajis02-1420	116	1	the	the	DET
ajis02-1420	116	2	sub	sub	NOUN
ajis02-1420	116	3	-	-	NOUN
ajis02-1420	116	4	datasets	dataset	NOUN
ajis02-1420	116	5	having	having	AUX
ajis02-1420	116	6	switching	switch	VERB
ajis02-1420	116	7	status	status	NOUN
ajis02-1420	116	8	,	,	PUNCT
ajis02-1420	116	9	mobile	mobile	NOUN
ajis02-1420	116	10	plan	plan	NOUN
ajis02-1420	116	11	type	type	NOUN
ajis02-1420	116	12	and	and	CCONJ
ajis02-1420	116	13	underspending	underspending	NOUN
ajis02-1420	116	14	as	as	SCONJ
ajis02-1420	116	15	the	the	DET
ajis02-1420	116	16	class	class	NOUN
ajis02-1420	116	17	attributes	attribute	NOUN
ajis02-1420	116	18	are	be	AUX
ajis02-1420	116	19	denoted	denote	VERB
ajis02-1420	116	20	by	by	ADP
ajis02-1420	116	21	ds	ds	ADJ
ajis02-1420	116	22	,	,	PUNCT
ajis02-1420	116	23	dp	dp	NOUN
ajis02-1420	116	24	and	and	CCONJ
ajis02-1420	116	25	du	du	NOUN
ajis02-1420	116	26	,	,	PUNCT
ajis02-1420	116	27	respectively	respectively	ADV
ajis02-1420	116	28	.	.	PUNCT
ajis02-1420	117	1	we	we	PRON
ajis02-1420	117	2	next	next	ADV
ajis02-1420	117	3	use	use	VERB
ajis02-1420	117	4	a	a	DET
ajis02-1420	117	5	variety	variety	NOUN
ajis02-1420	117	6	of	of	ADP
ajis02-1420	117	7	attribute	attribute	NOUN
ajis02-1420	117	8	subsets	subset	NOUN
ajis02-1420	117	9	ax	ax	NOUN
ajis02-1420	117	10	⊂	⊂	PROPN
ajis02-1420	117	11	a	a	X
ajis02-1420	117	12	,	,	PUNCT
ajis02-1420	117	13	where	where	SCONJ
ajis02-1420	117	14	ax;∀x	ax;∀x	ADV
ajis02-1420	117	15	relates	relate	VERB
ajis02-1420	117	16	to	to	ADP
ajis02-1420	117	17	a	a	DET
ajis02-1420	117	18	common	common	ADJ
ajis02-1420	117	19	question	question	NOUN
ajis02-1420	117	20	set	set	NOUN
ajis02-1420	117	21	,	,	PUNCT
ajis02-1420	117	22	for	for	ADP
ajis02-1420	117	23	example	example	NOUN
ajis02-1420	117	24	,	,	PUNCT
ajis02-1420	117	25	demographics	demographic	NOUN
ajis02-1420	117	26	.	.	PUNCT
ajis02-1420	118	1	the	the	DET
ajis02-1420	118	2	attribute	attribute	NOUN
ajis02-1420	118	3	subsets	subset	VERB
ajis02-1420	118	4	that	that	PRON
ajis02-1420	118	5	we	we	PRON
ajis02-1420	118	6	use	use	VERB
ajis02-1420	118	7	in	in	ADP
ajis02-1420	118	8	this	this	DET
ajis02-1420	118	9	study	study	NOUN
ajis02-1420	118	10	are	be	AUX
ajis02-1420	118	11	based	base	VERB
ajis02-1420	118	12	on	on	ADP
ajis02-1420	118	13	demographics	demographic	NOUN
ajis02-1420	118	14	,	,	PUNCT
ajis02-1420	118	15	relationship	relationship	NOUN
ajis02-1420	118	16	with	with	ADP
ajis02-1420	118	17	their	their	PRON
ajis02-1420	118	18	telephone	telephone	NOUN
ajis02-1420	118	19	provider	provider	NOUN
ajis02-1420	118	20	,	,	PUNCT
ajis02-1420	118	21	and	and	CCONJ
ajis02-1420	118	22	type	type	NOUN
ajis02-1420	118	23	of	of	ADP
ajis02-1420	118	24	phone	phone	NOUN
ajis02-1420	118	25	usage	usage	NOUN
ajis02-1420	118	26	.	.	PUNCT
ajis02-1420	119	1	additionally	additionally	ADV
ajis02-1420	119	2	,	,	PUNCT
ajis02-1420	119	3	we	we	PRON
ajis02-1420	119	4	also	also	ADV
ajis02-1420	119	5	select	select	VERB
ajis02-1420	119	6	subsets	subset	NOUN
ajis02-1420	119	7	of	of	ADP
ajis02-1420	119	8	attributes	attribute	NOUN
ajis02-1420	119	9	(	(	PUNCT
ajis02-1420	119	10	let	let	VERB
ajis02-1420	119	11	us	we	PRON
ajis02-1420	119	12	call	call	VERB
ajis02-1420	119	13	them	they	PRON
ajis02-1420	119	14	class	class	NOUN
ajis02-1420	119	15	specific	specific	ADJ
ajis02-1420	119	16	subsets	subset	NOUN
ajis02-1420	119	17	)	)	PUNCT
ajis02-1420	119	18	that	that	PRON
ajis02-1420	119	19	are	be	AUX
ajis02-1420	119	20	related	relate	VERB
ajis02-1420	119	21	and	and	CCONJ
ajis02-1420	119	22	specific	specific	ADJ
ajis02-1420	119	23	to	to	ADP
ajis02-1420	119	24	class	class	NOUN
ajis02-1420	119	25	attributes	attribute	NOUN
ajis02-1420	119	26	.	.	PUNCT
ajis02-1420	120	1	sub	sub	NOUN
ajis02-1420	120	2	-	-	NOUN
ajis02-1420	120	3	datasets	dataset	NOUN
ajis02-1420	120	4	made	make	VERB
ajis02-1420	120	5	of	of	ADP
ajis02-1420	120	6	subsets	subset	NOUN
ajis02-1420	120	7	of	of	ADP
ajis02-1420	120	8	attributes	attribute	NOUN
ajis02-1420	120	9	relating	relate	VERB
ajis02-1420	120	10	demographics	demographic	NOUN
ajis02-1420	120	11	,	,	PUNCT
ajis02-1420	120	12	relationship	relationship	NOUN
ajis02-1420	120	13	with	with	ADP
ajis02-1420	120	14	their	their	PRON
ajis02-1420	120	15	telephone	telephone	NOUN
ajis02-1420	120	16	provider	provider	NOUN
ajis02-1420	120	17	,	,	PUNCT
ajis02-1420	120	18	type	type	NOUN
ajis02-1420	120	19	of	of	ADP
ajis02-1420	120	20	phone	phone	NOUN
ajis02-1420	120	21	usage	usage	NOUN
ajis02-1420	120	22	and	and	CCONJ
ajis02-1420	120	23	class	class	NOUN
ajis02-1420	120	24	specific	specific	ADJ
ajis02-1420	120	25	subsets	subset	NOUN
ajis02-1420	120	26	are	be	AUX
ajis02-1420	120	27	denoted	denote	VERB
ajis02-1420	120	28	by	by	ADP
ajis02-1420	120	29	dd	dd	PROPN
ajis02-1420	120	30	,	,	PUNCT
ajis02-1420	120	31	dr	dr	PROPN
ajis02-1420	120	32	,	,	PUNCT
ajis02-1420	120	33	dt	dt	PUNCT
ajis02-1420	120	34	and	and	CCONJ
ajis02-1420	120	35	da	da	NOUN
ajis02-1420	120	36	,	,	PUNCT
ajis02-1420	120	37	respectively	respectively	ADV
ajis02-1420	120	38	.	.	PUNCT
ajis02-1420	121	1	finally	finally	ADV
ajis02-1420	121	2	,	,	PUNCT
ajis02-1420	121	3	we	we	PRON
ajis02-1420	121	4	prepare	prepare	VERB
ajis02-1420	121	5	sub	sub	NOUN
ajis02-1420	121	6	-	-	NOUN
ajis02-1420	121	7	datasets	dataset	NOUN
ajis02-1420	121	8	using	use	VERB
ajis02-1420	121	9	a	a	DET
ajis02-1420	121	10	subset	subset	NOUN
ajis02-1420	121	11	of	of	ADP
ajis02-1420	121	12	attributes	attribute	NOUN
ajis02-1420	121	13	and	and	CCONJ
ajis02-1420	121	14	a	a	DET
ajis02-1420	121	15	class	class	NOUN
ajis02-1420	121	16	attribute	attribute	NOUN
ajis02-1420	121	17	for	for	ADP
ajis02-1420	121	18	data	datum	NOUN
ajis02-1420	121	19	analysis	analysis	NOUN
ajis02-1420	121	20	and	and	CCONJ
ajis02-1420	121	21	knowledge	knowledge	NOUN
ajis02-1420	121	22	discovery	discovery	NOUN
ajis02-1420	121	23	.	.	PUNCT
ajis02-1420	122	1	for	for	ADP
ajis02-1420	122	2	example	example	NOUN
ajis02-1420	122	3	,	,	PUNCT
ajis02-1420	122	4	we	we	PRON
ajis02-1420	122	5	prepare	prepare	VERB
ajis02-1420	122	6	a	a	DET
ajis02-1420	122	7	sub	sub	NOUN
ajis02-1420	122	8	-	-	ADJ
ajis02-1420	122	9	dataset	dataset	ADJ
ajis02-1420	122	10	with	with	ADP
ajis02-1420	122	11	the	the	DET
ajis02-1420	122	12	demographic	demographic	ADJ
ajis02-1420	122	13	subset	subset	NOUN
ajis02-1420	122	14	of	of	ADP
ajis02-1420	122	15	attributes	attribute	NOUN
ajis02-1420	122	16	and	and	CCONJ
ajis02-1420	122	17	switching	switch	VERB
ajis02-1420	122	18	status	status	NOUN
ajis02-1420	122	19	class	class	NOUN
ajis02-1420	122	20	attribute	attribute	NOUN
ajis02-1420	122	21	and	and	CCONJ
ajis02-1420	122	22	denote	denote	VERB
ajis02-1420	122	23	the	the	DET
ajis02-1420	122	24	dataset	dataset	NOUN
ajis02-1420	122	25	by	by	ADP
ajis02-1420	122	26	dds	dds	PROPN
ajis02-1420	122	27	.	.	PUNCT
ajis02-1420	123	1	for	for	ADP
ajis02-1420	123	2	each	each	DET
ajis02-1420	123	3	class	class	NOUN
ajis02-1420	123	4	attribute	attribute	NOUN
ajis02-1420	123	5	we	we	PRON
ajis02-1420	123	6	choose	choose	VERB
ajis02-1420	123	7	a	a	DET
ajis02-1420	123	8	number	number	NOUN
ajis02-1420	123	9	of	of	ADP
ajis02-1420	123	10	subsets	subset	NOUN
ajis02-1420	123	11	of	of	ADP
ajis02-1420	123	12	attributes	attribute	NOUN
ajis02-1420	123	13	and	and	CCONJ
ajis02-1420	123	14	thus	thus	ADV
ajis02-1420	123	15	prepare	prepare	VERB
ajis02-1420	123	16	a	a	DET
ajis02-1420	123	17	number	number	NOUN
ajis02-1420	123	18	of	of	ADP
ajis02-1420	123	19	sub	sub	NOUN
ajis02-1420	123	20	-	-	NOUN
ajis02-1420	123	21	datasets	dataset	NOUN
ajis02-1420	123	22	.	.	PUNCT
ajis02-1420	124	1	for	for	ADP
ajis02-1420	124	2	the	the	DET
ajis02-1420	124	3	switching	switch	VERB
ajis02-1420	124	4	status	status	NOUN
ajis02-1420	124	5	class	class	NOUN
ajis02-1420	124	6	attribute	attribute	NOUN
ajis02-1420	124	7	we	we	PRON
ajis02-1420	124	8	create	create	VERB
ajis02-1420	124	9	4	4	NUM
ajis02-1420	124	10	sub	sub	NOUN
ajis02-1420	124	11	-	-	NOUN
ajis02-1420	124	12	datasets	dataset	NOUN
ajis02-1420	124	13	:	:	PUNCT
ajis02-1420	124	14	dds	dds	PROPN
ajis02-1420	124	15	,	,	PUNCT
ajis02-1420	124	16	drs	drs	PROPN
ajis02-1420	124	17	,	,	PUNCT
ajis02-1420	124	18	dts	dt	NOUN
ajis02-1420	124	19	and	and	CCONJ
ajis02-1420	124	20	das	das	PROPN
ajis02-1420	124	21	.	.	PUNCT
ajis02-1420	124	22	similarly	similarly	ADV
ajis02-1420	124	23	,	,	PUNCT
ajis02-1420	124	24	for	for	ADP
ajis02-1420	124	25	the	the	DET
ajis02-1420	124	26	mobile	mobile	ADJ
ajis02-1420	124	27	plan	plan	NOUN
ajis02-1420	124	28	type	type	NOUN
ajis02-1420	124	29	class	class	NOUN
ajis02-1420	124	30	attribute	attribute	NOUN
ajis02-1420	124	31	we	we	PRON
ajis02-1420	124	32	create	create	VERB
ajis02-1420	124	33	2	2	NUM
ajis02-1420	124	34	sub	sub	NOUN
ajis02-1420	124	35	-	-	NOUN
ajis02-1420	124	36	datasets	dataset	NOUN
ajis02-1420	124	37	:	:	PUNCT
ajis02-1420	124	38	ddp	ddp	NOUN
ajis02-1420	124	39	and	and	CCONJ
ajis02-1420	124	40	dap	dap	PROPN
ajis02-1420	124	41	.	.	PROPN
ajis02-1420	125	1	for	for	ADP
ajis02-1420	125	2	the	the	DET
ajis02-1420	125	3	underspending	underspend	VERB
ajis02-1420	125	4	class	class	NOUN
ajis02-1420	125	5	attribute	attribute	NOUN
ajis02-1420	125	6	we	we	PRON
ajis02-1420	125	7	create	create	VERB
ajis02-1420	125	8	1	1	NUM
ajis02-1420	125	9	sub	sub	ADJ
ajis02-1420	125	10	-	-	ADJ
ajis02-1420	125	11	dataset	dataset	ADJ
ajis02-1420	125	12	ddu	ddu	NOUN
ajis02-1420	125	13	.	.	PUNCT
ajis02-1420	126	1	the	the	DET
ajis02-1420	126	2	design	design	NOUN
ajis02-1420	126	3	and	and	CCONJ
ajis02-1420	126	4	selection	selection	NOUN
ajis02-1420	126	5	of	of	ADP
ajis02-1420	126	6	sub	sub	NOUN
ajis02-1420	126	7	-	-	NOUN
ajis02-1420	126	8	datasets	dataset	NOUN
ajis02-1420	126	9	are	be	AUX
ajis02-1420	126	10	our	our	PRON
ajis02-1420	126	11	subjective	subjective	ADJ
ajis02-1420	126	12	decision	decision	NOUN
ajis02-1420	126	13	.	.	PUNCT
ajis02-1420	127	1	for	for	ADP
ajis02-1420	127	2	each	each	DET
ajis02-1420	127	3	sub	sub	ADJ
ajis02-1420	127	4	-	-	ADJ
ajis02-1420	127	5	dataset	dataset	ADJ
ajis02-1420	127	6	we	we	PRON
ajis02-1420	127	7	apply	apply	VERB
ajis02-1420	127	8	six	six	NUM
ajis02-1420	127	9	(	(	PUNCT
ajis02-1420	127	10	6	6	NUM
ajis02-1420	127	11	)	)	PUNCT
ajis02-1420	127	12	classification	classification	NOUN
ajis02-1420	127	13	algorithms	algorithm	NOUN
ajis02-1420	127	14	(	(	PUNCT
ajis02-1420	127	15	i.e.	i.e.	X
ajis02-1420	127	16	,	,	PUNCT
ajis02-1420	127	17	data	datum	NOUN
ajis02-1420	127	18	mining	mining	NOUN
ajis02-1420	127	19	techniques	technique	NOUN
ajis02-1420	127	20	)	)	PUNCT
ajis02-1420	127	21	namely	namely	ADV
ajis02-1420	127	22	sysfor	sysfor	PROPN
ajis02-1420	127	23	,	,	PUNCT
ajis02-1420	127	24	random	random	ADJ
ajis02-1420	127	25	forest	forest	NOUN
ajis02-1420	127	26	,	,	PUNCT
ajis02-1420	127	27	bagging	bagging	NOUN
ajis02-1420	127	28	,	,	PUNCT
ajis02-1420	127	29	j48	j48	PROPN
ajis02-1420	127	30	,	,	PUNCT
ajis02-1420	127	31	simplecart	simplecart	NOUN
ajis02-1420	127	32	,	,	PUNCT
ajis02-1420	127	33	and	and	CCONJ
ajis02-1420	127	34	reptree	reptree	NOUN
ajis02-1420	127	35	.	.	PUNCT
ajis02-1420	128	1	the	the	DET
ajis02-1420	128	2	code	code	NOUN
ajis02-1420	128	3	for	for	ADP
ajis02-1420	128	4	sysfor	sysfor	PROPN
ajis02-1420	128	5	is	be	AUX
ajis02-1420	128	6	freely	freely	ADV
ajis02-1420	128	7	available	available	ADJ
ajis02-1420	128	8	online	online	ADV
ajis02-1420	128	9	at	at	ADP
ajis02-1420	128	10	http://csusap.csu.edu.au/~zislam/.	http://csusap.csu.edu.au/~zislam/.	NOUN
ajis02-1420	128	11	based	base	VERB
ajis02-1420	128	12	on	on	ADP
ajis02-1420	128	13	the	the	DET
ajis02-1420	128	14	use	use	NOUN
ajis02-1420	128	15	of	of	ADP
ajis02-1420	128	16	data	datum	NOUN
ajis02-1420	128	17	mining	mining	NOUN
ajis02-1420	128	18	algorithms	algorithm	NOUN
ajis02-1420	128	19	on	on	ADP
ajis02-1420	128	20	the	the	DET
ajis02-1420	128	21	sub	sub	NOUN
ajis02-1420	128	22	-	-	NOUN
ajis02-1420	128	23	datasets	dataset	NOUN
ajis02-1420	128	24	and	and	CCONJ
ajis02-1420	128	25	the	the	DET
ajis02-1420	128	26	whole	whole	ADJ
ajis02-1420	128	27	dataset	dataset	NOUN
ajis02-1420	128	28	,	,	PUNCT
ajis02-1420	128	29	we	we	PRON
ajis02-1420	128	30	discover	discover	VERB
ajis02-1420	128	31	a	a	DET
ajis02-1420	128	32	huge	huge	ADJ
ajis02-1420	128	33	set	set	NOUN
ajis02-1420	128	34	of	of	ADP
ajis02-1420	128	35	logic	logic	NOUN
ajis02-1420	128	36	rules	rule	NOUN
ajis02-1420	128	37	from	from	ADP
ajis02-1420	128	38	which	which	PRON
ajis02-1420	128	39	we	we	PRON
ajis02-1420	128	40	then	then	ADV
ajis02-1420	128	41	select	select	VERB
ajis02-1420	128	42	valid	valid	ADJ
ajis02-1420	128	43	and/or	and/or	CCONJ
ajis02-1420	128	44	interesting	interesting	ADJ
ajis02-1420	128	45	rules	rule	NOUN
ajis02-1420	128	46	.	.	PUNCT
ajis02-1420	129	1	our	our	PRON
ajis02-1420	129	2	definitions	definition	NOUN
ajis02-1420	129	3	of	of	ADP
ajis02-1420	129	4	valid	valid	ADJ
ajis02-1420	129	5	and	and	CCONJ
ajis02-1420	129	6	interesting	interesting	ADJ
ajis02-1420	129	7	rules	rule	NOUN
ajis02-1420	129	8	are	be	AUX
ajis02-1420	129	9	provided	provide	VERB
ajis02-1420	129	10	in	in	ADP
ajis02-1420	129	11	section	section	NOUN
ajis02-1420	129	12	5	5	NUM
ajis02-1420	129	13	.	.	PUNCT
ajis02-1420	130	1	additionally	additionally	ADV
ajis02-1420	130	2	,	,	PUNCT
ajis02-1420	130	3	we	we	PRON
ajis02-1420	130	4	take	take	VERB
ajis02-1420	130	5	advantage	advantage	NOUN
ajis02-1420	130	6	of	of	ADP
ajis02-1420	130	7	the	the	DET
ajis02-1420	130	8	follow	follow	NOUN
ajis02-1420	130	9	up	up	ADP
ajis02-1420	130	10	survey	survey	NOUN
ajis02-1420	130	11	(	(	PUNCT
ajis02-1420	130	12	see	see	VERB
ajis02-1420	130	13	section	section	NOUN
ajis02-1420	130	14	1.4	1.4	NUM
ajis02-1420	130	15	)	)	PUNCT
ajis02-1420	130	16	for	for	ADP
ajis02-1420	130	17	a	a	DET
ajis02-1420	130	18	more	more	ADV
ajis02-1420	130	19	useful	useful	ADJ
ajis02-1420	130	20	data	datum	NOUN
ajis02-1420	130	21	analysis	analysis	NOUN
ajis02-1420	130	22	.	.	PUNCT
ajis02-1420	131	1	let	let	VERB
ajis02-1420	131	2	us	we	PRON
ajis02-1420	131	3	denote	denote	VERB
ajis02-1420	131	4	the	the	DET
ajis02-1420	131	5	dataset	dataset	NOUN
ajis02-1420	131	6	containing	contain	VERB
ajis02-1420	131	7	follow	follow	VERB
ajis02-1420	131	8	up	up	ADP
ajis02-1420	131	9	survey	survey	NOUN
ajis02-1420	131	10	questions	question	NOUN
ajis02-1420	131	11	(	(	PUNCT
ajis02-1420	131	12	in	in	ADP
ajis02-1420	131	13	addition	addition	NOUN
ajis02-1420	131	14	to	to	ADP
ajis02-1420	131	15	the	the	DET
ajis02-1420	131	16	initial	initial	ADJ
ajis02-1420	131	17	survey	survey	NOUN
ajis02-1420	131	18	questions	question	NOUN
ajis02-1420	131	19	)	)	PUNCT
ajis02-1420	131	20	by	by	ADP
ajis02-1420	131	21	d	d	NOUN
ajis02-1420	131	22	'	'	PUNCT
ajis02-1420	131	23	.	.	PUNCT
ajis02-1420	132	1	we	we	PRON
ajis02-1420	132	2	also	also	ADV
ajis02-1420	132	3	prepare	prepare	VERB
ajis02-1420	132	4	a	a	DET
ajis02-1420	132	5	dataset	dataset	NOUN
ajis02-1420	132	6	d'fu	d'fu	PROPN
ajis02-1420	132	7	,	,	PUNCT
ajis02-1420	132	8	which	which	PRON
ajis02-1420	132	9	only	only	ADV
ajis02-1420	132	10	includes	include	VERB
ajis02-1420	132	11	attributes	attribute	NOUN
ajis02-1420	132	12	from	from	ADP
ajis02-1420	132	13	the	the	DET
ajis02-1420	132	14	follow	follow	NOUN
ajis02-1420	132	15	up	up	ADP
ajis02-1420	132	16	survey	survey	NOUN
ajis02-1420	132	17	.	.	PUNCT
ajis02-1420	133	1	we	we	PRON
ajis02-1420	133	2	then	then	ADV
ajis02-1420	133	3	prepare	prepare	VERB
ajis02-1420	133	4	sub	sub	NOUN
ajis02-1420	133	5	-	-	NOUN
ajis02-1420	133	6	datasets	dataset	NOUN
ajis02-1420	133	7	d'as	d'as	PROPN
ajis02-1420	133	8	,	,	PUNCT
ajis02-1420	133	9	d'ds	d'ds	PROPN
ajis02-1420	133	10	,	,	PUNCT
ajis02-1420	133	11	and	and	CCONJ
ajis02-1420	133	12	d'rs	d'rs	PROPN
ajis02-1420	133	13	,	,	PUNCT
ajis02-1420	133	14	as	as	ADV
ajis02-1420	133	15	well	well	ADV
ajis02-1420	133	16	as	as	ADP
ajis02-1420	133	17	d'fus	d'fus	PROPN
ajis02-1420	133	18	.	.	PUNCT
ajis02-1420	134	1	all	all	DET
ajis02-1420	134	2	six	six	NUM
ajis02-1420	134	3	data	datum	NOUN
ajis02-1420	134	4	mining	mining	NOUN
ajis02-1420	134	5	techniques	technique	NOUN
ajis02-1420	134	6	are	be	AUX
ajis02-1420	134	7	applied	apply	VERB
ajis02-1420	134	8	on	on	ADP
ajis02-1420	134	9	these	these	DET
ajis02-1420	134	10	sub	sub	NOUN
ajis02-1420	134	11	-	-	NOUN
ajis02-1420	134	12	datasets	dataset	NOUN
ajis02-1420	134	13	in	in	ADP
ajis02-1420	134	14	order	order	NOUN
ajis02-1420	134	15	to	to	PART
ajis02-1420	134	16	explore	explore	VERB
ajis02-1420	134	17	valid	valid	ADJ
ajis02-1420	134	18	and/or	and/or	CCONJ
ajis02-1420	134	19	interesting	interesting	ADJ
ajis02-1420	134	20	rules	rule	NOUN
ajis02-1420	134	21	.	.	PUNCT
ajis02-1420	135	1	we	we	PRON
ajis02-1420	135	2	also	also	ADV
ajis02-1420	135	3	take	take	VERB
ajis02-1420	135	4	advantage	advantage	NOUN
ajis02-1420	135	5	of	of	ADP
ajis02-1420	135	6	d	d	NOUN
ajis02-1420	135	7	'	'	PUNCT
ajis02-1420	135	8	in	in	ADP
ajis02-1420	135	9	identifying	identify	VERB
ajis02-1420	135	10	the	the	DET
ajis02-1420	135	11	customers	customer	NOUN
ajis02-1420	135	12	who	who	PRON
ajis02-1420	135	13	have	have	AUX
ajis02-1420	135	14	definitely	definitely	ADV
ajis02-1420	135	15	switched	switch	VERB
ajis02-1420	135	16	within	within	ADP
ajis02-1420	135	17	the	the	DET
ajis02-1420	135	18	last	last	ADJ
ajis02-1420	135	19	12	12	NUM
ajis02-1420	135	20	months	month	NOUN
ajis02-1420	135	21	(	(	PUNCT
ajis02-1420	135	22	i.e.	i.e.	X
ajis02-1420	135	23	,	,	PUNCT
ajis02-1420	135	24	confirmed	confirm	VERB
ajis02-1420	135	25	switchers	switcher	NOUN
ajis02-1420	135	26	)	)	PUNCT
ajis02-1420	135	27	by	by	ADP
ajis02-1420	135	28	carefully	carefully	ADV
ajis02-1420	135	29	checking	check	VERB
ajis02-1420	135	30	their	their	PRON
ajis02-1420	135	31	mobile	mobile	ADJ
ajis02-1420	135	32	service	service	NOUN
ajis02-1420	135	33	providers	provider	NOUN
ajis02-1420	135	34	in	in	ADP
ajis02-1420	135	35	the	the	DET
ajis02-1420	135	36	initial	initial	ADJ
ajis02-1420	135	37	survey	survey	NOUN
ajis02-1420	135	38	and	and	CCONJ
ajis02-1420	135	39	follow	follow	VERB
ajis02-1420	135	40	up	up	ADP
ajis02-1420	135	41	survey	survey	NOUN
ajis02-1420	135	42	.	.	PUNCT
ajis02-1420	136	1	the	the	DET
ajis02-1420	136	2	class	class	NOUN
ajis02-1420	136	3	values	value	NOUN
ajis02-1420	136	4	of	of	ADP
ajis02-1420	136	5	d'as	d'as	PROPN
ajis02-1420	136	6	,	,	PUNCT
ajis02-1420	136	7	d'ds	d'ds	PROPN
ajis02-1420	136	8	,	,	PUNCT
ajis02-1420	136	9	d'rs	d'rs	PROPN
ajis02-1420	136	10	and	and	CCONJ
ajis02-1420	136	11	d'fus	d'fus	PROPN
ajis02-1420	136	12	are	be	AUX
ajis02-1420	136	13	then	then	ADV
ajis02-1420	136	14	determined	determine	VERB
ajis02-1420	136	15	accordingly	accordingly	ADV
ajis02-1420	136	16	.	.	PUNCT
ajis02-1420	137	1	4	4	NUM
ajis02-1420	137	2	data	datum	NOUN
ajis02-1420	137	3	mining	mining	NOUN
ajis02-1420	137	4	performance	performance	NOUN
ajis02-1420	137	5	in	in	ADP
ajis02-1420	137	6	the	the	DET
ajis02-1420	137	7	process	process	NOUN
ajis02-1420	137	8	of	of	ADP
ajis02-1420	137	9	conducting	conduct	VERB
ajis02-1420	137	10	this	this	DET
ajis02-1420	137	11	study	study	NOUN
ajis02-1420	137	12	,	,	PUNCT
ajis02-1420	137	13	a	a	DET
ajis02-1420	137	14	wide	wide	ADJ
ajis02-1420	137	15	variety	variety	NOUN
ajis02-1420	137	16	of	of	ADP
ajis02-1420	137	17	logic	logic	NOUN
ajis02-1420	137	18	rules	rule	NOUN
ajis02-1420	137	19	regarding	regard	VERB
ajis02-1420	137	20	brand	brand	NOUN
ajis02-1420	137	21	-	-	PUNCT
ajis02-1420	137	22	switching	switching	NOUN
ajis02-1420	137	23	and	and	CCONJ
ajis02-1420	137	24	a	a	DET
ajis02-1420	137	25	variety	variety	NOUN
ajis02-1420	137	26	of	of	ADP
ajis02-1420	137	27	other	other	ADJ
ajis02-1420	137	28	key	key	ADJ
ajis02-1420	137	29	issues	issue	NOUN
ajis02-1420	137	30	have	have	AUX
ajis02-1420	137	31	been	be	AUX
ajis02-1420	137	32	generated	generate	VERB
ajis02-1420	137	33	.	.	PUNCT
ajis02-1420	138	1	from	from	ADP
ajis02-1420	138	2	these	these	DET
ajis02-1420	138	3	rules	rule	NOUN
ajis02-1420	138	4	,	,	PUNCT
ajis02-1420	138	5	those	those	PRON
ajis02-1420	138	6	which	which	PRON
ajis02-1420	138	7	provide	provide	VERB
ajis02-1420	138	8	meaningful	meaningful	ADJ
ajis02-1420	138	9	,	,	PUNCT
ajis02-1420	138	10	non	non	ADJ
ajis02-1420	138	11	-	-	ADJ
ajis02-1420	138	12	trivial	trivial	ADJ
ajis02-1420	138	13	information	information	NOUN
ajis02-1420	138	14	are	be	AUX
ajis02-1420	138	15	extracted	extract	VERB
ajis02-1420	138	16	.	.	PUNCT
ajis02-1420	139	1	rules	rule	NOUN
ajis02-1420	139	2	that	that	PRON
ajis02-1420	139	3	have	have	VERB
ajis02-1420	139	4	high	high	ADJ
ajis02-1420	139	5	support	support	NOUN
ajis02-1420	139	6	and	and	CCONJ
ajis02-1420	139	7	confidence	confidence	NOUN
ajis02-1420	139	8	are	be	AUX
ajis02-1420	139	9	used	use	VERB
ajis02-1420	139	10	to	to	PART
ajis02-1420	139	11	extract	extract	VERB
ajis02-1420	139	12	the	the	DET
ajis02-1420	139	13	meaningful	meaningful	ADJ
ajis02-1420	139	14	information	information	NOUN
ajis02-1420	139	15	from	from	ADP
ajis02-1420	139	16	the	the	DET
ajis02-1420	139	17	dataset	dataset	NOUN
ajis02-1420	139	18	.	.	PUNCT
ajis02-1420	140	1	in	in	ADP
ajis02-1420	140	2	this	this	DET
ajis02-1420	140	3	study	study	NOUN
ajis02-1420	140	4	,	,	PUNCT
ajis02-1420	140	5	the	the	DET
ajis02-1420	140	6	criteria	criterion	NOUN
ajis02-1420	140	7	of	of	ADP
ajis02-1420	140	8	valid	valid	ADJ
ajis02-1420	140	9	rules	rule	NOUN
ajis02-1420	140	10	are	be	AUX
ajis02-1420	140	11	user	user	NOUN
ajis02-1420	140	12	-	-	PUNCT
ajis02-1420	140	13	defined	define	VERB
ajis02-1420	140	14	,	,	PUNCT
ajis02-1420	140	15	following	follow	VERB
ajis02-1420	140	16	the	the	DET
ajis02-1420	140	17	suggestions	suggestion	NOUN
ajis02-1420	140	18	of	of	ADP
ajis02-1420	140	19	previous	previous	ADJ
ajis02-1420	140	20	literature	literature	NOUN
ajis02-1420	140	21	(	(	PUNCT
ajis02-1420	140	22	freitas	freitas	PROPN
ajis02-1420	140	23	1999	1999	NUM
ajis02-1420	140	24	)	)	PUNCT
ajis02-1420	140	25	.	.	PUNCT
ajis02-1420	141	1	rules	rule	NOUN
ajis02-1420	141	2	with	with	ADP
ajis02-1420	141	3	both	both	CCONJ
ajis02-1420	141	4	high	high	ADJ
ajis02-1420	141	5	support	support	NOUN
ajis02-1420	141	6	and	and	CCONJ
ajis02-1420	141	7	high	high	ADJ
ajis02-1420	141	8	confidence	confidence	NOUN
ajis02-1420	141	9	are	be	AUX
ajis02-1420	141	10	considered	consider	VERB
ajis02-1420	141	11	to	to	PART
ajis02-1420	141	12	be	be	AUX
ajis02-1420	141	13	valid	valid	ADJ
ajis02-1420	141	14	.	.	PUNCT
ajis02-1420	142	1	we	we	PRON
ajis02-1420	142	2	use	use	VERB
ajis02-1420	142	3	two	two	NUM
ajis02-1420	142	4	different	different	ADJ
ajis02-1420	142	5	confidence	confidence	NOUN
ajis02-1420	142	6	thresholds	threshold	VERB
ajis02-1420	142	7	:	:	PUNCT
ajis02-1420	142	8	70	70	NUM
ajis02-1420	142	9	%	%	NOUN
ajis02-1420	142	10	and	and	CCONJ
ajis02-1420	142	11	90	90	NUM
ajis02-1420	142	12	%	%	NOUN
ajis02-1420	142	13	,	,	PUNCT
ajis02-1420	142	14	and	and	CCONJ
ajis02-1420	142	15	two	two	NUM
ajis02-1420	142	16	different	different	ADJ
ajis02-1420	142	17	support	support	NOUN
ajis02-1420	142	18	thresholds	threshold	NOUN
ajis02-1420	142	19	:	:	PUNCT
ajis02-1420	142	20	5	5	NUM
ajis02-1420	142	21	%	%	NOUN
ajis02-1420	142	22	and	and	CCONJ
ajis02-1420	142	23	10	10	NUM
ajis02-1420	142	24	%	%	NOUN
ajis02-1420	142	25	.	.	PUNCT
ajis02-1420	143	1	table	table	NOUN
ajis02-1420	143	2	1	1	NUM
ajis02-1420	143	3	shows	show	VERB
ajis02-1420	143	4	the	the	DET
ajis02-1420	143	5	model	model	NOUN
ajis02-1420	143	6	performance	performance	NOUN
ajis02-1420	143	7	over	over	ADP
ajis02-1420	143	8	the	the	DET
ajis02-1420	143	9	generated	generate	VERB
ajis02-1420	143	10	sub	sub	NOUN
ajis02-1420	143	11	-	-	NOUN
ajis02-1420	143	12	datasets	dataset	NOUN
ajis02-1420	143	13	from	from	ADP
ajis02-1420	143	14	section	section	NOUN
ajis02-1420	143	15	3	3	NUM
ajis02-1420	143	16	,	,	PUNCT
ajis02-1420	143	17	grouped	group	VERB
ajis02-1420	143	18	by	by	ADP
ajis02-1420	143	19	ds	ds	PROPN
ajis02-1420	143	20	(	(	PUNCT
ajis02-1420	143	21	switching	switching	NOUN
ajis02-1420	143	22	)	)	PUNCT
ajis02-1420	143	23	,	,	PUNCT
ajis02-1420	143	24	dp	dp	NOUN
ajis02-1420	143	25	(	(	PUNCT
ajis02-1420	143	26	plan	plan	NOUN
ajis02-1420	143	27	type	type	NOUN
ajis02-1420	143	28	)	)	PUNCT
ajis02-1420	143	29	,	,	PUNCT
ajis02-1420	143	30	du	du	PROPN
ajis02-1420	143	31	(	(	PUNCT
ajis02-1420	143	32	underspend	underspend	PROPN
ajis02-1420	143	33	)	)	PUNCT
ajis02-1420	143	34	and	and	CCONJ
ajis02-1420	143	35	d	d	PROPN
ajis02-1420	143	36	's	's	PART
ajis02-1420	143	37	(	(	PUNCT
ajis02-1420	143	38	confirmed	confirm	VERB
ajis02-1420	143	39	switchers	switcher	NOUN
ajis02-1420	143	40	)	)	PUNCT
ajis02-1420	143	41	.	.	PUNCT
ajis02-1420	144	1	each	each	DET
ajis02-1420	144	2	section	section	NOUN
ajis02-1420	144	3	of	of	ADP
ajis02-1420	144	4	the	the	DET
ajis02-1420	144	5	table	table	NOUN
ajis02-1420	144	6	has	have	VERB
ajis02-1420	144	7	the	the	DET
ajis02-1420	144	8	data	data	NOUN
ajis02-1420	144	9	-	-	PUNCT
ajis02-1420	144	10	mining	mining	NOUN
ajis02-1420	144	11	techniques	technique	NOUN
ajis02-1420	144	12	in	in	ADP
ajis02-1420	144	13	one	one	NUM
ajis02-1420	144	14	of	of	ADP
ajis02-1420	144	15	two	two	NUM
ajis02-1420	144	16	groups	group	NOUN
ajis02-1420	144	17	,	,	PUNCT
ajis02-1420	144	18	forest	forest	NOUN
ajis02-1420	144	19	or	or	CCONJ
ajis02-1420	144	20	tree	tree	NOUN
ajis02-1420	144	21	.	.	PUNCT
ajis02-1420	145	1	the	the	DET
ajis02-1420	145	2	average	average	ADJ
ajis02-1420	145	3	classification	classification	NOUN
ajis02-1420	145	4	accuracy	accuracy	NOUN
ajis02-1420	145	5	column	column	NOUN
ajis02-1420	145	6	shows	show	VERB
ajis02-1420	145	7	the	the	DET
ajis02-1420	145	8	average	average	ADJ
ajis02-1420	145	9	classification	classification	NOUN
ajis02-1420	145	10	accuracy	accuracy	NOUN
ajis02-1420	145	11	over	over	ADP
ajis02-1420	145	12	all	all	DET
ajis02-1420	145	13	subaustralasian	subaustralasian	ADJ
ajis02-1420	145	14	journal	journal	NOUN
ajis02-1420	145	15	of	of	ADP
ajis02-1420	145	16	information	information	NOUN
ajis02-1420	145	17	systems	systems	PROPN
ajis02-1420	145	18	islam	islam	PROPN
ajis02-1420	145	19	,	,	PUNCT
ajis02-1420	145	20	d’alessandro	d’alessandro	PROPN
ajis02-1420	145	21	,	,	PUNCT
ajis02-1420	145	22	furner	furner	PROPN
ajis02-1420	145	23	,	,	PUNCT
ajis02-1420	145	24	johnson	johnson	PROPN
ajis02-1420	145	25	,	,	PUNCT
ajis02-1420	145	26	gray	gray	PROPN
ajis02-1420	145	27	&	&	CCONJ
ajis02-1420	145	28	carter	carter	PROPN
ajis02-1420	145	29	2016	2016	NUM
ajis02-1420	145	30	,	,	PUNCT
ajis02-1420	145	31	vol	vol	NOUN
ajis02-1420	145	32	20	20	NUM
ajis02-1420	145	33	,	,	PUNCT
ajis02-1420	145	34	research	research	NOUN
ajis02-1420	145	35	article	article	NOUN
ajis02-1420	145	36	brand	brand	NOUN
ajis02-1420	145	37	switching	switch	VERB
ajis02-1420	145	38	pattern	pattern	NOUN
ajis02-1420	145	39	discovery	discovery	NOUN
ajis02-1420	145	40	by	by	ADP
ajis02-1420	145	41	data	datum	NOUN
ajis02-1420	145	42	mining	mining	NOUN
ajis02-1420	145	43	techniques	technique	NOUN
ajis02-1420	145	44	7	7	NUM
ajis02-1420	145	45	datasets	dataset	NOUN
ajis02-1420	145	46	for	for	ADP
ajis02-1420	145	47	a	a	DET
ajis02-1420	145	48	particular	particular	ADJ
ajis02-1420	145	49	class	class	NOUN
ajis02-1420	145	50	attribute	attribute	NOUN
ajis02-1420	145	51	.	.	PUNCT
ajis02-1420	146	1	for	for	ADP
ajis02-1420	146	2	example	example	NOUN
ajis02-1420	146	3	,	,	PUNCT
ajis02-1420	146	4	the	the	DET
ajis02-1420	146	5	average	average	ADJ
ajis02-1420	146	6	classification	classification	NOUN
ajis02-1420	146	7	accuracy	accuracy	NOUN
ajis02-1420	146	8	column	column	NOUN
ajis02-1420	146	9	for	for	ADP
ajis02-1420	146	10	sysfor	sysfor	NOUN
ajis02-1420	146	11	in	in	ADP
ajis02-1420	146	12	the	the	DET
ajis02-1420	146	13	switching	switch	VERB
ajis02-1420	146	14	section	section	NOUN
ajis02-1420	146	15	represents	represent	VERB
ajis02-1420	146	16	the	the	DET
ajis02-1420	146	17	average	average	ADJ
ajis02-1420	146	18	classification	classification	NOUN
ajis02-1420	146	19	accuracy	accuracy	NOUN
ajis02-1420	146	20	on	on	ADP
ajis02-1420	146	21	dds	dds	PROPN
ajis02-1420	146	22	,	,	PUNCT
ajis02-1420	146	23	drs	drs	PROPN
ajis02-1420	146	24	,	,	PUNCT
ajis02-1420	146	25	dts	dt	NOUN
ajis02-1420	146	26	and	and	CCONJ
ajis02-1420	146	27	das	das	PROPN
ajis02-1420	146	28	.	.	PUNCT
ajis02-1420	147	1	similarly	similarly	ADV
ajis02-1420	147	2	,	,	PUNCT
ajis02-1420	147	3	the	the	DET
ajis02-1420	147	4	no	no	NOUN
ajis02-1420	147	5	.	.	PUNCT
ajis02-1420	148	1	valid	valid	ADJ
ajis02-1420	148	2	rules	rule	NOUN
ajis02-1420	148	3	found	find	VERB
ajis02-1420	148	4	column	column	NOUN
ajis02-1420	148	5	represents	represent	VERB
ajis02-1420	148	6	the	the	DET
ajis02-1420	148	7	sum	sum	NOUN
ajis02-1420	148	8	of	of	ADP
ajis02-1420	148	9	valid	valid	ADJ
ajis02-1420	148	10	rules	rule	NOUN
ajis02-1420	148	11	(	(	PUNCT
ajis02-1420	148	12	unique	unique	ADJ
ajis02-1420	148	13	)	)	PUNCT
ajis02-1420	148	14	found	find	VERB
ajis02-1420	148	15	over	over	ADP
ajis02-1420	148	16	these	these	DET
ajis02-1420	148	17	sub	sub	NOUN
ajis02-1420	148	18	-	-	NOUN
ajis02-1420	148	19	datasets	dataset	NOUN
ajis02-1420	148	20	.	.	PUNCT
ajis02-1420	149	1	two	two	NUM
ajis02-1420	149	2	identical	identical	ADJ
ajis02-1420	149	3	valid	valid	ADJ
ajis02-1420	149	4	rules	rule	NOUN
ajis02-1420	149	5	are	be	AUX
ajis02-1420	149	6	counted	count	VERB
ajis02-1420	149	7	as	as	ADP
ajis02-1420	149	8	one	one	NUM
ajis02-1420	149	9	unique	unique	ADJ
ajis02-1420	149	10	valid	valid	ADJ
ajis02-1420	149	11	rule	rule	NOUN
ajis02-1420	149	12	.	.	PUNCT
ajis02-1420	150	1	from	from	ADP
ajis02-1420	150	2	table	table	NOUN
ajis02-1420	150	3	1	1	NUM
ajis02-1420	150	4	,	,	PUNCT
ajis02-1420	150	5	we	we	PRON
ajis02-1420	150	6	can	can	AUX
ajis02-1420	150	7	infer	infer	VERB
ajis02-1420	150	8	some	some	DET
ajis02-1420	150	9	interesting	interesting	ADJ
ajis02-1420	150	10	points	point	NOUN
ajis02-1420	150	11	.	.	PUNCT
ajis02-1420	151	1	first	first	ADV
ajis02-1420	151	2	,	,	PUNCT
ajis02-1420	151	3	data	datum	NOUN
ajis02-1420	151	4	mining	mining	NOUN
ajis02-1420	151	5	techniques	technique	NOUN
ajis02-1420	151	6	can	can	AUX
ajis02-1420	151	7	discover	discover	VERB
ajis02-1420	151	8	a	a	DET
ajis02-1420	151	9	big	big	ADJ
ajis02-1420	151	10	number	number	NOUN
ajis02-1420	151	11	of	of	ADP
ajis02-1420	151	12	valid	valid	ADJ
ajis02-1420	151	13	and	and	CCONJ
ajis02-1420	151	14	unique	unique	ADJ
ajis02-1420	151	15	rules	rule	NOUN
ajis02-1420	151	16	/	/	SYM
ajis02-1420	151	17	patterns	pattern	NOUN
ajis02-1420	151	18	from	from	ADP
ajis02-1420	151	19	the	the	DET
ajis02-1420	151	20	dataset	dataset	NOUN
ajis02-1420	151	21	.	.	PUNCT
ajis02-1420	152	1	these	these	DET
ajis02-1420	152	2	rules	rule	NOUN
ajis02-1420	152	3	can	can	AUX
ajis02-1420	152	4	be	be	AUX
ajis02-1420	152	5	used	use	VERB
ajis02-1420	152	6	to	to	PART
ajis02-1420	152	7	classify	classify	VERB
ajis02-1420	152	8	the	the	DET
ajis02-1420	152	9	records	record	NOUN
ajis02-1420	152	10	against	against	ADP
ajis02-1420	152	11	the	the	DET
ajis02-1420	152	12	class	class	NOUN
ajis02-1420	152	13	attributes	attribute	VERB
ajis02-1420	152	14	,	,	PUNCT
ajis02-1420	152	15	but	but	CCONJ
ajis02-1420	152	16	are	be	AUX
ajis02-1420	152	17	also	also	ADV
ajis02-1420	152	18	the	the	DET
ajis02-1420	152	19	key	key	NOUN
ajis02-1420	152	20	in	in	ADP
ajis02-1420	152	21	determining	determine	VERB
ajis02-1420	152	22	trends	trend	NOUN
ajis02-1420	152	23	in	in	ADP
ajis02-1420	152	24	the	the	DET
ajis02-1420	152	25	dataset	dataset	NOUN
ajis02-1420	152	26	.	.	PUNCT
ajis02-1420	153	1	second	second	ADJ
ajis02-1420	153	2	,	,	PUNCT
ajis02-1420	153	3	forests	forest	NOUN
ajis02-1420	153	4	can	can	AUX
ajis02-1420	153	5	discover	discover	VERB
ajis02-1420	153	6	considerably	considerably	ADV
ajis02-1420	153	7	more	more	ADJ
ajis02-1420	153	8	(	(	PUNCT
ajis02-1420	153	9	valid	valid	ADJ
ajis02-1420	153	10	and	and	CCONJ
ajis02-1420	153	11	unique	unique	ADJ
ajis02-1420	153	12	)	)	PUNCT
ajis02-1420	153	13	rules	rule	NOUN
ajis02-1420	153	14	/	/	SYM
ajis02-1420	153	15	patterns	pattern	NOUN
ajis02-1420	153	16	than	than	ADP
ajis02-1420	153	17	trees	tree	NOUN
ajis02-1420	153	18	,	,	PUNCT
ajis02-1420	153	19	according	accord	VERB
ajis02-1420	153	20	to	to	ADP
ajis02-1420	153	21	our	our	PRON
ajis02-1420	153	22	settings	setting	NOUN
ajis02-1420	153	23	of	of	ADP
ajis02-1420	153	24	valid	valid	ADJ
ajis02-1420	153	25	rules	rule	NOUN
ajis02-1420	153	26	.	.	PUNCT
ajis02-1420	154	1	third	third	ADJ
ajis02-1420	154	2	,	,	PUNCT
ajis02-1420	154	3	classification	classification	NOUN
ajis02-1420	154	4	accuracies	accuracy	NOUN
ajis02-1420	154	5	of	of	ADP
ajis02-1420	154	6	trees	tree	NOUN
ajis02-1420	154	7	are	be	AUX
ajis02-1420	154	8	similar	similar	ADJ
ajis02-1420	154	9	to	to	ADP
ajis02-1420	154	10	forests	forest	NOUN
ajis02-1420	154	11	.	.	PUNCT
ajis02-1420	155	1	so	so	ADV
ajis02-1420	155	2	classification	classification	NOUN
ajis02-1420	155	3	accuracies	accuracy	NOUN
ajis02-1420	155	4	are	be	AUX
ajis02-1420	155	5	not	not	PART
ajis02-1420	155	6	necessarily	necessarily	ADV
ajis02-1420	155	7	related	relate	VERB
ajis02-1420	155	8	to	to	ADP
ajis02-1420	155	9	number	number	NOUN
ajis02-1420	155	10	of	of	ADP
ajis02-1420	155	11	valid	valid	ADJ
ajis02-1420	155	12	rules	rule	NOUN
ajis02-1420	155	13	.	.	PUNCT
ajis02-1420	156	1	fourth	fourth	ADJ
ajis02-1420	156	2	,	,	PUNCT
ajis02-1420	156	3	it	it	PRON
ajis02-1420	156	4	appears	appear	VERB
ajis02-1420	156	5	(	(	PUNCT
ajis02-1420	156	6	somewhat	somewhat	ADV
ajis02-1420	156	7	misleadingly	misleadingly	ADV
ajis02-1420	156	8	)	)	PUNCT
ajis02-1420	156	9	that	that	PRON
ajis02-1420	156	10	randomforest	randomfor	ADJ
ajis02-1420	156	11	(	(	PUNCT
ajis02-1420	156	12	and	and	CCONJ
ajis02-1420	156	13	to	to	ADP
ajis02-1420	156	14	a	a	DET
ajis02-1420	156	15	lesser	less	ADJ
ajis02-1420	156	16	extent	extent	NOUN
ajis02-1420	156	17	bagging	bagging	NOUN
ajis02-1420	156	18	)	)	PUNCT
ajis02-1420	156	19	generate	generate	VERB
ajis02-1420	156	20	larger	large	ADJ
ajis02-1420	156	21	number	number	NOUN
ajis02-1420	156	22	of	of	ADP
ajis02-1420	156	23	valid	valid	ADJ
ajis02-1420	156	24	rules	rule	NOUN
ajis02-1420	156	25	than	than	ADP
ajis02-1420	156	26	sysfor	sysfor	PROPN
ajis02-1420	156	27	.	.	PUNCT
ajis02-1420	157	1	this	this	PRON
ajis02-1420	157	2	does	do	AUX
ajis02-1420	157	3	not	not	PART
ajis02-1420	157	4	necessarily	necessarily	ADV
ajis02-1420	157	5	indicate	indicate	VERB
ajis02-1420	157	6	the	the	DET
ajis02-1420	157	7	superiority	superiority	NOUN
ajis02-1420	157	8	of	of	ADP
ajis02-1420	157	9	these	these	DET
ajis02-1420	157	10	techniques	technique	NOUN
ajis02-1420	157	11	for	for	ADP
ajis02-1420	157	12	knowledge	knowledge	NOUN
ajis02-1420	157	13	discovery	discovery	NOUN
ajis02-1420	157	14	over	over	ADP
ajis02-1420	157	15	sysfor	sysfor	NOUN
ajis02-1420	157	16	for	for	ADP
ajis02-1420	157	17	the	the	DET
ajis02-1420	157	18	following	follow	VERB
ajis02-1420	157	19	reason	reason	NOUN
ajis02-1420	157	20	.	.	PUNCT
ajis02-1420	158	1	randomforest	randomforest	VERB
ajis02-1420	158	2	and	and	CCONJ
ajis02-1420	158	3	bagging	bagging	NOUN
ajis02-1420	158	4	use	use	NOUN
ajis02-1420	158	5	bootstrap	bootstrap	NOUN
ajis02-1420	158	6	samples	sample	NOUN
ajis02-1420	158	7	of	of	ADP
ajis02-1420	158	8	the	the	DET
ajis02-1420	158	9	dataset	dataset	NOUN
ajis02-1420	158	10	on	on	ADP
ajis02-1420	158	11	which	which	PRON
ajis02-1420	158	12	they	they	PRON
ajis02-1420	158	13	build	build	VERB
ajis02-1420	158	14	trees	tree	NOUN
ajis02-1420	158	15	.	.	PUNCT
ajis02-1420	159	1	since	since	SCONJ
ajis02-1420	159	2	the	the	DET
ajis02-1420	159	3	bootstrap	bootstrap	NOUN
ajis02-1420	159	4	samples	sample	NOUN
ajis02-1420	159	5	are	be	AUX
ajis02-1420	159	6	often	often	ADV
ajis02-1420	159	7	very	very	ADV
ajis02-1420	159	8	similar	similar	ADJ
ajis02-1420	159	9	to	to	ADP
ajis02-1420	159	10	each	each	DET
ajis02-1420	159	11	other	other	ADJ
ajis02-1420	159	12	,	,	PUNCT
ajis02-1420	159	13	they	they	PRON
ajis02-1420	159	14	frequently	frequently	ADV
ajis02-1420	159	15	discover	discover	VERB
ajis02-1420	159	16	very	very	ADV
ajis02-1420	159	17	similar	similar	ADJ
ajis02-1420	159	18	rules	rule	NOUN
ajis02-1420	159	19	which	which	PRON
ajis02-1420	159	20	have	have	VERB
ajis02-1420	159	21	only	only	ADV
ajis02-1420	159	22	slight	slight	ADJ
ajis02-1420	159	23	differences	difference	NOUN
ajis02-1420	159	24	in	in	ADP
ajis02-1420	159	25	the	the	DET
ajis02-1420	159	26	splitting	splitting	NOUN
ajis02-1420	159	27	points	point	NOUN
ajis02-1420	159	28	of	of	ADP
ajis02-1420	159	29	the	the	DET
ajis02-1420	159	30	attributes	attribute	NOUN
ajis02-1420	159	31	(	(	PUNCT
ajis02-1420	159	32	despite	despite	SCONJ
ajis02-1420	159	33	the	the	DET
ajis02-1420	159	34	same	same	ADJ
ajis02-1420	159	35	attributes	attribute	NOUN
ajis02-1420	159	36	being	be	AUX
ajis02-1420	159	37	tested	test	VERB
ajis02-1420	159	38	)	)	PUNCT
ajis02-1420	159	39	.	.	PUNCT
ajis02-1420	160	1	while	while	SCONJ
ajis02-1420	160	2	technically	technically	ADV
ajis02-1420	160	3	“	"	PUNCT
ajis02-1420	160	4	unique	unique	ADJ
ajis02-1420	160	5	"	"	PUNCT
ajis02-1420	160	6	rules	rule	NOUN
ajis02-1420	160	7	,	,	PUNCT
ajis02-1420	160	8	these	these	PRON
ajis02-1420	160	9	are	be	AUX
ajis02-1420	160	10	not	not	PART
ajis02-1420	160	11	necessarily	necessarily	ADV
ajis02-1420	160	12	useful	useful	ADJ
ajis02-1420	160	13	more	more	ADJ
ajis02-1420	160	14	than	than	ADP
ajis02-1420	160	15	once	once	ADV
ajis02-1420	160	16	.	.	PUNCT
ajis02-1420	161	1	this	this	PRON
ajis02-1420	161	2	is	be	AUX
ajis02-1420	161	3	in	in	ADP
ajis02-1420	161	4	contrast	contrast	NOUN
ajis02-1420	161	5	to	to	ADP
ajis02-1420	161	6	sysfor	sysfor	NOUN
ajis02-1420	161	7	,	,	PUNCT
ajis02-1420	161	8	for	for	ADP
ajis02-1420	161	9	which	which	PRON
ajis02-1420	161	10	the	the	DET
ajis02-1420	161	11	rules	rule	NOUN
ajis02-1420	161	12	are	be	AUX
ajis02-1420	161	13	diverse	diverse	ADJ
ajis02-1420	161	14	as	as	SCONJ
ajis02-1420	161	15	the	the	DET
ajis02-1420	161	16	technique	technique	NOUN
ajis02-1420	161	17	does	do	AUX
ajis02-1420	161	18	not	not	PART
ajis02-1420	161	19	use	use	VERB
ajis02-1420	161	20	bootstrap	bootstrap	NOUN
ajis02-1420	161	21	sampling	sampling	NOUN
ajis02-1420	161	22	.	.	PUNCT
ajis02-1420	162	1	rules	rule	NOUN
ajis02-1420	162	2	presented	present	VERB
ajis02-1420	162	3	in	in	ADP
ajis02-1420	162	4	table	table	NOUN
ajis02-1420	162	5	1	1	NUM
ajis02-1420	162	6	for	for	ADP
ajis02-1420	162	7	each	each	DET
ajis02-1420	162	8	algorithm	algorithm	NOUN
ajis02-1420	162	9	(	(	PUNCT
ajis02-1420	162	10	such	such	ADJ
ajis02-1420	162	11	as	as	ADP
ajis02-1420	162	12	sysfor	sysfor	NOUN
ajis02-1420	162	13	and	and	CCONJ
ajis02-1420	162	14	bagging	bagging	NOUN
ajis02-1420	162	15	)	)	PUNCT
ajis02-1420	162	16	are	be	AUX
ajis02-1420	162	17	unique	unique	ADJ
ajis02-1420	162	18	.	.	PUNCT
ajis02-1420	163	1	that	that	PRON
ajis02-1420	163	2	is	be	AUX
ajis02-1420	163	3	,	,	PUNCT
ajis02-1420	163	4	for	for	ADP
ajis02-1420	163	5	underspend	underspend	NOUN
ajis02-1420	163	6	sysfor	sysfor	PROPN
ajis02-1420	163	7	discovers	discover	VERB
ajis02-1420	163	8	62	62	NUM
ajis02-1420	163	9	unique	unique	ADJ
ajis02-1420	163	10	and	and	CCONJ
ajis02-1420	163	11	valid	valid	ADJ
ajis02-1420	163	12	rules	rule	NOUN
ajis02-1420	163	13	,	,	PUNCT
ajis02-1420	163	14	but	but	CCONJ
ajis02-1420	163	15	some	some	PRON
ajis02-1420	163	16	of	of	ADP
ajis02-1420	163	17	these	these	DET
ajis02-1420	163	18	rules	rule	NOUN
ajis02-1420	163	19	can	can	AUX
ajis02-1420	163	20	also	also	ADV
ajis02-1420	163	21	be	be	AUX
ajis02-1420	163	22	discovered	discover	VERB
ajis02-1420	163	23	by	by	ADP
ajis02-1420	163	24	another	another	DET
ajis02-1420	163	25	algorithm	algorithm	NOUN
ajis02-1420	163	26	.	.	PUNCT
ajis02-1420	164	1	therefore	therefore	ADV
ajis02-1420	164	2	,	,	PUNCT
ajis02-1420	164	3	table	table	NOUN
ajis02-1420	164	4	2	2	NUM
ajis02-1420	164	5	presents	present	VERB
ajis02-1420	164	6	the	the	DET
ajis02-1420	164	7	total	total	ADJ
ajis02-1420	164	8	number	number	NOUN
ajis02-1420	164	9	of	of	ADP
ajis02-1420	164	10	valid	valid	ADJ
ajis02-1420	164	11	and	and	CCONJ
ajis02-1420	164	12	unique	unique	ADJ
ajis02-1420	164	13	rules	rule	NOUN
ajis02-1420	164	14	found	find	VERB
ajis02-1420	164	15	by	by	ADP
ajis02-1420	164	16	all	all	DET
ajis02-1420	164	17	six	six	NUM
ajis02-1420	164	18	algorithms	algorithm	NOUN
ajis02-1420	164	19	for	for	ADP
ajis02-1420	164	20	each	each	DET
ajis02-1420	164	21	class	class	NOUN
ajis02-1420	164	22	attribute	attribute	NOUN
ajis02-1420	164	23	.	.	PUNCT
ajis02-1420	165	1	we	we	PRON
ajis02-1420	165	2	can	can	AUX
ajis02-1420	165	3	see	see	VERB
ajis02-1420	165	4	that	that	SCONJ
ajis02-1420	165	5	data	data	NOUN
ajis02-1420	165	6	mining	mining	NOUN
ajis02-1420	165	7	techniques	technique	NOUN
ajis02-1420	165	8	can	can	AUX
ajis02-1420	165	9	discover	discover	VERB
ajis02-1420	165	10	a	a	DET
ajis02-1420	165	11	huge	huge	ADJ
ajis02-1420	165	12	number	number	NOUN
ajis02-1420	165	13	of	of	ADP
ajis02-1420	165	14	valid	valid	ADJ
ajis02-1420	165	15	and	and	CCONJ
ajis02-1420	165	16	unique	unique	ADJ
ajis02-1420	165	17	rules	rule	NOUN
ajis02-1420	165	18	from	from	ADP
ajis02-1420	165	19	the	the	DET
ajis02-1420	165	20	dataset	dataset	NOUN
ajis02-1420	165	21	.	.	PUNCT
ajis02-1420	166	1	the	the	DET
ajis02-1420	166	2	table	table	NOUN
ajis02-1420	166	3	also	also	ADV
ajis02-1420	166	4	gives	give	VERB
ajis02-1420	166	5	an	an	DET
ajis02-1420	166	6	idea	idea	NOUN
ajis02-1420	166	7	on	on	ADP
ajis02-1420	166	8	how	how	SCONJ
ajis02-1420	166	9	quickly	quickly	ADV
ajis02-1420	166	10	the	the	DET
ajis02-1420	166	11	number	number	NOUN
ajis02-1420	166	12	of	of	ADP
ajis02-1420	166	13	valid	valid	ADJ
ajis02-1420	166	14	and	and	CCONJ
ajis02-1420	166	15	unique	unique	ADJ
ajis02-1420	166	16	rules	rule	NOUN
ajis02-1420	166	17	decreases	decrease	VERB
ajis02-1420	166	18	with	with	ADP
ajis02-1420	166	19	the	the	DET
ajis02-1420	166	20	increase	increase	NOUN
ajis02-1420	166	21	of	of	ADP
ajis02-1420	166	22	support	support	NOUN
ajis02-1420	166	23	and	and	CCONJ
ajis02-1420	166	24	confidence	confidence	NOUN
ajis02-1420	166	25	.	.	PUNCT
ajis02-1420	167	1	table	table	NOUN
ajis02-1420	167	2	2	2	NUM
ajis02-1420	167	3	provides	provide	VERB
ajis02-1420	167	4	an	an	DET
ajis02-1420	167	5	overview	overview	NOUN
ajis02-1420	167	6	of	of	ADP
ajis02-1420	167	7	the	the	DET
ajis02-1420	167	8	success	success	NOUN
ajis02-1420	167	9	of	of	ADP
ajis02-1420	167	10	finding	find	VERB
ajis02-1420	167	11	rules	rule	NOUN
ajis02-1420	167	12	that	that	PRON
ajis02-1420	167	13	fit	fit	VERB
ajis02-1420	167	14	our	our	PRON
ajis02-1420	167	15	criteria	criterion	NOUN
ajis02-1420	167	16	of	of	ADP
ajis02-1420	167	17	interestingness	interestingness	NOUN
ajis02-1420	167	18	using	use	VERB
ajis02-1420	167	19	all	all	PRON
ajis02-1420	167	20	of	of	ADP
ajis02-1420	167	21	the	the	DET
ajis02-1420	167	22	data	data	NOUN
ajis02-1420	167	23	-	-	PUNCT
ajis02-1420	167	24	mining	mining	NOUN
ajis02-1420	167	25	algorithms	algorithm	NOUN
ajis02-1420	167	26	that	that	PRON
ajis02-1420	167	27	are	be	AUX
ajis02-1420	167	28	part	part	NOUN
ajis02-1420	167	29	of	of	ADP
ajis02-1420	167	30	our	our	PRON
ajis02-1420	167	31	methodology	methodology	NOUN
ajis02-1420	167	32	.	.	PUNCT
ajis02-1420	168	1	5	5	NUM
ajis02-1420	168	2	observations	observation	NOUN
ajis02-1420	168	3	and	and	CCONJ
ajis02-1420	168	4	findings	finding	NOUN
ajis02-1420	168	5	using	use	VERB
ajis02-1420	168	6	data	datum	NOUN
ajis02-1420	168	7	mining	mining	NOUN
ajis02-1420	168	8	in	in	ADP
ajis02-1420	168	9	section	section	NOUN
ajis02-1420	168	10	4	4	NUM
ajis02-1420	168	11	we	we	PRON
ajis02-1420	168	12	reported	report	VERB
ajis02-1420	168	13	on	on	ADP
ajis02-1420	168	14	the	the	DET
ajis02-1420	168	15	number	number	NOUN
ajis02-1420	168	16	of	of	ADP
ajis02-1420	168	17	valid	valid	ADJ
ajis02-1420	168	18	and	and	CCONJ
ajis02-1420	168	19	unique	unique	ADJ
ajis02-1420	168	20	rules	rule	NOUN
ajis02-1420	168	21	selected	select	VERB
ajis02-1420	168	22	from	from	ADP
ajis02-1420	168	23	a	a	DET
ajis02-1420	168	24	huge	huge	ADJ
ajis02-1420	168	25	set	set	NOUN
ajis02-1420	168	26	of	of	ADP
ajis02-1420	168	27	rules	rule	NOUN
ajis02-1420	168	28	that	that	PRON
ajis02-1420	168	29	is	be	AUX
ajis02-1420	168	30	obtained	obtain	VERB
ajis02-1420	168	31	by	by	ADP
ajis02-1420	168	32	the	the	DET
ajis02-1420	168	33	data	data	NOUN
ajis02-1420	168	34	mining	mining	NOUN
ajis02-1420	168	35	techniques	technique	NOUN
ajis02-1420	168	36	.	.	PUNCT
ajis02-1420	169	1	in	in	ADP
ajis02-1420	169	2	this	this	DET
ajis02-1420	169	3	section	section	NOUN
ajis02-1420	169	4	we	we	PRON
ajis02-1420	169	5	present	present	VERB
ajis02-1420	169	6	some	some	DET
ajis02-1420	169	7	interesting	interesting	ADJ
ajis02-1420	169	8	rules	rule	NOUN
ajis02-1420	169	9	that	that	PRON
ajis02-1420	169	10	are	be	AUX
ajis02-1420	169	11	again	again	ADV
ajis02-1420	169	12	selected	select	VERB
ajis02-1420	169	13	from	from	ADP
ajis02-1420	169	14	the	the	DET
ajis02-1420	169	15	huge	huge	ADJ
ajis02-1420	169	16	set	set	NOUN
ajis02-1420	169	17	of	of	ADP
ajis02-1420	169	18	rules	rule	NOUN
ajis02-1420	169	19	.	.	PUNCT
ajis02-1420	170	1	we	we	PRON
ajis02-1420	170	2	group	group	VERB
ajis02-1420	170	3	together	together	ADV
ajis02-1420	170	4	similar	similar	ADJ
ajis02-1420	170	5	rules	rule	NOUN
ajis02-1420	170	6	into	into	ADP
ajis02-1420	170	7	trends	trend	NOUN
ajis02-1420	170	8	,	,	PUNCT
ajis02-1420	170	9	which	which	PRON
ajis02-1420	170	10	explain	explain	VERB
ajis02-1420	170	11	interesting	interesting	ADJ
ajis02-1420	170	12	components	component	NOUN
ajis02-1420	170	13	/	/	SYM
ajis02-1420	170	14	observations	observation	NOUN
ajis02-1420	170	15	of	of	ADP
ajis02-1420	170	16	the	the	DET
ajis02-1420	170	17	data	datum	NOUN
ajis02-1420	170	18	analysis	analysis	NOUN
ajis02-1420	170	19	.	.	PUNCT
ajis02-1420	171	1	the	the	DET
ajis02-1420	171	2	findings	finding	NOUN
ajis02-1420	171	3	reported	report	VERB
ajis02-1420	171	4	in	in	ADP
ajis02-1420	171	5	the	the	DET
ajis02-1420	171	6	following	follow	VERB
ajis02-1420	171	7	subsections	subsection	NOUN
ajis02-1420	171	8	are	be	AUX
ajis02-1420	171	9	discovered	discover	VERB
ajis02-1420	171	10	automatically	automatically	ADV
ajis02-1420	171	11	through	through	ADP
ajis02-1420	171	12	data	data	NOUN
ajis02-1420	171	13	mining	mining	NOUN
ajis02-1420	171	14	and	and	CCONJ
ajis02-1420	171	15	not	not	PART
ajis02-1420	171	16	based	base	VERB
ajis02-1420	171	17	on	on	ADP
ajis02-1420	171	18	any	any	DET
ajis02-1420	171	19	hypothesis	hypothesis	NOUN
ajis02-1420	171	20	/	/	SYM
ajis02-1420	171	21	assumption	assumption	NOUN
ajis02-1420	171	22	.	.	PUNCT
ajis02-1420	172	1	the	the	DET
ajis02-1420	172	2	survey	survey	NOUN
ajis02-1420	172	3	was	be	AUX
ajis02-1420	172	4	not	not	PART
ajis02-1420	172	5	originally	originally	ADV
ajis02-1420	172	6	designed	design	VERB
ajis02-1420	172	7	by	by	ADP
ajis02-1420	172	8	us	we	PRON
ajis02-1420	172	9	.	.	PUNCT
ajis02-1420	173	1	it	it	PRON
ajis02-1420	173	2	only	only	ADV
ajis02-1420	173	3	collected	collect	VERB
ajis02-1420	173	4	data	datum	NOUN
ajis02-1420	173	5	on	on	ADP
ajis02-1420	173	6	the	the	DET
ajis02-1420	173	7	customers	customer	NOUN
ajis02-1420	173	8	who	who	PRON
ajis02-1420	173	9	either	either	CCONJ
ajis02-1420	173	10	switched	switch	VERB
ajis02-1420	173	11	their	their	PRON
ajis02-1420	173	12	service	service	NOUN
ajis02-1420	173	13	providers	provider	NOUN
ajis02-1420	173	14	within	within	ADP
ajis02-1420	173	15	the	the	DET
ajis02-1420	173	16	last	last	ADJ
ajis02-1420	173	17	12	12	NUM
ajis02-1420	173	18	months	month	NOUN
ajis02-1420	173	19	or	or	CCONJ
ajis02-1420	173	20	considered	consider	VERB
ajis02-1420	173	21	switching	switch	VERB
ajis02-1420	173	22	seriously	seriously	ADV
ajis02-1420	173	23	within	within	ADP
ajis02-1420	173	24	the	the	DET
ajis02-1420	173	25	same	same	ADJ
ajis02-1420	173	26	time	time	NOUN
ajis02-1420	173	27	period	period	NOUN
ajis02-1420	173	28	.	.	PUNCT
ajis02-1420	174	1	hence	hence	ADV
ajis02-1420	174	2	,	,	PUNCT
ajis02-1420	174	3	we	we	PRON
ajis02-1420	174	4	only	only	ADV
ajis02-1420	174	5	have	have	VERB
ajis02-1420	174	6	information	information	NOUN
ajis02-1420	174	7	on	on	ADP
ajis02-1420	174	8	the	the	DET
ajis02-1420	174	9	customers	customer	NOUN
ajis02-1420	174	10	who	who	PRON
ajis02-1420	174	11	considered	consider	VERB
ajis02-1420	174	12	switching	switch	VERB
ajis02-1420	174	13	and	and	CCONJ
ajis02-1420	174	14	then	then	ADV
ajis02-1420	174	15	switched	switch	VERB
ajis02-1420	174	16	,	,	PUNCT
ajis02-1420	174	17	and	and	CCONJ
ajis02-1420	174	18	the	the	DET
ajis02-1420	174	19	customers	customer	NOUN
ajis02-1420	174	20	who	who	PRON
ajis02-1420	174	21	considered	consider	VERB
ajis02-1420	174	22	switching	switch	VERB
ajis02-1420	174	23	but	but	CCONJ
ajis02-1420	174	24	did	do	AUX
ajis02-1420	174	25	not	not	PART
ajis02-1420	174	26	switch	switch	VERB
ajis02-1420	174	27	.	.	PUNCT
ajis02-1420	175	1	we	we	PRON
ajis02-1420	175	2	do	do	AUX
ajis02-1420	175	3	not	not	PART
ajis02-1420	175	4	have	have	VERB
ajis02-1420	175	5	any	any	DET
ajis02-1420	175	6	data	datum	NOUN
ajis02-1420	175	7	on	on	ADP
ajis02-1420	175	8	customers	customer	NOUN
ajis02-1420	175	9	who	who	PRON
ajis02-1420	175	10	did	do	AUX
ajis02-1420	175	11	not	not	PART
ajis02-1420	175	12	consider	consider	VERB
ajis02-1420	175	13	switching	switch	VERB
ajis02-1420	175	14	their	their	PRON
ajis02-1420	175	15	providers	provider	NOUN
ajis02-1420	175	16	within	within	ADP
ajis02-1420	175	17	last	last	ADJ
ajis02-1420	175	18	12	12	NUM
ajis02-1420	175	19	months	month	NOUN
ajis02-1420	175	20	.	.	PUNCT
ajis02-1420	176	1	the	the	DET
ajis02-1420	176	2	names	name	NOUN
ajis02-1420	176	3	of	of	ADP
ajis02-1420	176	4	all	all	DET
ajis02-1420	176	5	telecommunication	telecommunication	NOUN
ajis02-1420	176	6	companies	company	NOUN
ajis02-1420	176	7	have	have	AUX
ajis02-1420	176	8	been	be	AUX
ajis02-1420	176	9	replaced	replace	VERB
ajis02-1420	176	10	with	with	ADP
ajis02-1420	176	11	pseudonyms	pseudonym	NOUN
ajis02-1420	176	12	to	to	PART
ajis02-1420	176	13	maintain	maintain	VERB
ajis02-1420	176	14	confidentiality	confidentiality	NOUN
ajis02-1420	176	15	.	.	PUNCT
ajis02-1420	177	1	in	in	ADP
ajis02-1420	177	2	this	this	DET
ajis02-1420	177	3	study	study	NOUN
ajis02-1420	177	4	we	we	PRON
ajis02-1420	177	5	use	use	VERB
ajis02-1420	177	6	the	the	DET
ajis02-1420	177	7	data	datum	NOUN
ajis02-1420	177	8	collected	collect	VERB
ajis02-1420	177	9	through	through	ADP
ajis02-1420	177	10	the	the	DET
ajis02-1420	177	11	survey	survey	NOUN
ajis02-1420	177	12	and	and	CCONJ
ajis02-1420	177	13	extract	extract	VERB
ajis02-1420	177	14	knowledge	knowledge	NOUN
ajis02-1420	177	15	from	from	ADP
ajis02-1420	177	16	whatever	whatever	DET
ajis02-1420	177	17	data	datum	NOUN
ajis02-1420	177	18	have	have	AUX
ajis02-1420	177	19	already	already	ADV
ajis02-1420	177	20	been	be	AUX
ajis02-1420	177	21	collected	collect	VERB
ajis02-1420	177	22	.	.	PUNCT
ajis02-1420	178	1	one	one	NUM
ajis02-1420	178	2	of	of	ADP
ajis02-1420	178	3	our	our	PRON
ajis02-1420	178	4	goals	goal	NOUN
ajis02-1420	178	5	is	be	AUX
ajis02-1420	178	6	to	to	PART
ajis02-1420	178	7	demonstrate	demonstrate	VERB
ajis02-1420	178	8	that	that	SCONJ
ajis02-1420	178	9	data	data	NOUN
ajis02-1420	178	10	mining	mining	NOUN
ajis02-1420	178	11	techniques	technique	NOUN
ajis02-1420	178	12	can	can	AUX
ajis02-1420	178	13	still	still	ADV
ajis02-1420	178	14	discover	discover	VERB
ajis02-1420	178	15	valid	valid	ADJ
ajis02-1420	178	16	and/or	and/or	CCONJ
ajis02-1420	178	17	interesting	interesting	ADJ
ajis02-1420	178	18	rules	rule	NOUN
ajis02-1420	178	19	from	from	ADP
ajis02-1420	178	20	the	the	DET
ajis02-1420	178	21	dataset	dataset	NOUN
ajis02-1420	178	22	.	.	PUNCT
ajis02-1420	179	1	5.1	5.1	NUM
ajis02-1420	179	2	demographics	demographic	NOUN
ajis02-1420	179	3	based	base	VERB
ajis02-1420	179	4	analysis	analysis	NOUN
ajis02-1420	179	5	for	for	ADP
ajis02-1420	179	6	brand	brand	NOUN
ajis02-1420	179	7	switching	switch	VERB
ajis02-1420	179	8	the	the	DET
ajis02-1420	179	9	goal	goal	NOUN
ajis02-1420	179	10	of	of	ADP
ajis02-1420	179	11	this	this	DET
ajis02-1420	179	12	section	section	NOUN
ajis02-1420	179	13	of	of	ADP
ajis02-1420	179	14	the	the	DET
ajis02-1420	179	15	study	study	NOUN
ajis02-1420	179	16	is	be	AUX
ajis02-1420	179	17	to	to	PART
ajis02-1420	179	18	test	test	VERB
ajis02-1420	179	19	a	a	DET
ajis02-1420	179	20	variety	variety	NOUN
ajis02-1420	179	21	of	of	ADP
ajis02-1420	179	22	class	class	NOUN
ajis02-1420	179	23	attributes	attribute	VERB
ajis02-1420	179	24	against	against	ADP
ajis02-1420	179	25	only	only	ADV
ajis02-1420	179	26	those	those	DET
ajis02-1420	179	27	attributes	attribute	NOUN
ajis02-1420	179	28	which	which	PRON
ajis02-1420	179	29	represent	represent	VERB
ajis02-1420	179	30	demographic	demographic	ADJ
ajis02-1420	179	31	information	information	NOUN
ajis02-1420	179	32	,	,	PUNCT
ajis02-1420	179	33	in	in	ADP
ajis02-1420	179	34	order	order	NOUN
ajis02-1420	179	35	to	to	PART
ajis02-1420	179	36	explore	explore	VERB
ajis02-1420	179	37	how	how	SCONJ
ajis02-1420	179	38	these	these	DET
ajis02-1420	179	39	class	class	NOUN
ajis02-1420	179	40	attributes	attribute	VERB
ajis02-1420	179	41	(	(	PUNCT
ajis02-1420	179	42	such	such	ADJ
ajis02-1420	179	43	as	as	ADP
ajis02-1420	179	44	switching	switch	VERB
ajis02-1420	179	45	status	status	NOUN
ajis02-1420	179	46	)	)	PUNCT
ajis02-1420	179	47	are	be	AUX
ajis02-1420	179	48	dependent	dependent	ADJ
ajis02-1420	179	49	on	on	ADP
ajis02-1420	179	50	the	the	DET
ajis02-1420	179	51	demographic	demographic	ADJ
ajis02-1420	179	52	information	information	NOUN
ajis02-1420	179	53	such	such	ADJ
ajis02-1420	179	54	as	as	ADP
ajis02-1420	179	55	age	age	NOUN
ajis02-1420	179	56	,	,	PUNCT
ajis02-1420	179	57	gender	gender	NOUN
ajis02-1420	179	58	and	and	CCONJ
ajis02-1420	179	59	place	place	NOUN
ajis02-1420	179	60	of	of	ADP
ajis02-1420	179	61	residence	residence	NOUN
ajis02-1420	179	62	.	.	PUNCT
ajis02-1420	180	1	that	that	PRON
ajis02-1420	180	2	is	is	ADV
ajis02-1420	180	3	,	,	PUNCT
ajis02-1420	180	4	we	we	PRON
ajis02-1420	180	5	use	use	VERB
ajis02-1420	180	6	the	the	DET
ajis02-1420	180	7	dds	dds	PROPN
ajis02-1420	180	8	dataset	dataset	PROPN
ajis02-1420	180	9	(	(	PUNCT
ajis02-1420	180	10	see	see	VERB
ajis02-1420	180	11	section	section	NOUN
ajis02-1420	180	12	3	3	NUM
ajis02-1420	180	13	)	)	PUNCT
ajis02-1420	180	14	.	.	PUNCT
ajis02-1420	181	1	australasian	australasian	ADJ
ajis02-1420	181	2	journal	journal	NOUN
ajis02-1420	181	3	of	of	ADP
ajis02-1420	181	4	information	information	NOUN
ajis02-1420	181	5	systems	systems	PROPN
ajis02-1420	181	6	islam	islam	PROPN
ajis02-1420	181	7	,	,	PUNCT
ajis02-1420	181	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	181	9	,	,	PUNCT
ajis02-1420	181	10	furner	furner	PROPN
ajis02-1420	181	11	,	,	PUNCT
ajis02-1420	181	12	johnson	johnson	PROPN
ajis02-1420	181	13	,	,	PUNCT
ajis02-1420	181	14	gray	gray	PROPN
ajis02-1420	181	15	&	&	CCONJ
ajis02-1420	181	16	carter	carter	PROPN
ajis02-1420	181	17	2016	2016	NUM
ajis02-1420	181	18	,	,	PUNCT
ajis02-1420	181	19	vol	vol	NOUN
ajis02-1420	181	20	20	20	NUM
ajis02-1420	181	21	,	,	PUNCT
ajis02-1420	181	22	research	research	NOUN
ajis02-1420	181	23	article	article	NOUN
ajis02-1420	181	24	brand	brand	NOUN
ajis02-1420	181	25	switching	switch	VERB
ajis02-1420	181	26	pattern	pattern	NOUN
ajis02-1420	181	27	discovery	discovery	NOUN
ajis02-1420	181	28	by	by	ADP
ajis02-1420	181	29	data	datum	NOUN
ajis02-1420	181	30	mining	mining	NOUN
ajis02-1420	181	31	techniques	technique	NOUN
ajis02-1420	181	32	8	8	NUM
ajis02-1420	181	33	5.1.1	5.1.1	NUM
ajis02-1420	181	34	trend	trend	NOUN
ajis02-1420	181	35	:	:	PUNCT
ajis02-1420	181	36	age	age	NOUN
ajis02-1420	181	37	,	,	PUNCT
ajis02-1420	181	38	gender	gender	NOUN
ajis02-1420	181	39	,	,	PUNCT
ajis02-1420	181	40	and	and	CCONJ
ajis02-1420	181	41	brand	brand	NOUN
ajis02-1420	181	42	-	-	PUNCT
ajis02-1420	181	43	switching	switch	VERB
ajis02-1420	181	44	out	out	ADP
ajis02-1420	181	45	of	of	ADP
ajis02-1420	181	46	1392	1392	NUM
ajis02-1420	181	47	records	record	NOUN
ajis02-1420	181	48	representing	represent	VERB
ajis02-1420	181	49	those	those	PRON
ajis02-1420	181	50	surveyed	survey	VERB
ajis02-1420	181	51	who	who	PRON
ajis02-1420	181	52	had	have	AUX
ajis02-1420	181	53	either	either	CCONJ
ajis02-1420	181	54	switched	switch	VERB
ajis02-1420	181	55	or	or	CCONJ
ajis02-1420	181	56	considered	consider	VERB
ajis02-1420	181	57	switching	switching	NOUN
ajis02-1420	181	58	,	,	PUNCT
ajis02-1420	181	59	there	there	PRON
ajis02-1420	181	60	were	be	VERB
ajis02-1420	181	61	149	149	NUM
ajis02-1420	181	62	participants	participant	NOUN
ajis02-1420	181	63	(	(	PUNCT
ajis02-1420	181	64	10.70	10.70	NUM
ajis02-1420	181	65	%	%	NOUN
ajis02-1420	181	66	of	of	ADP
ajis02-1420	181	67	the	the	DET
ajis02-1420	181	68	total	total	ADJ
ajis02-1420	181	69	participants	participant	NOUN
ajis02-1420	181	70	)	)	PUNCT
ajis02-1420	181	71	who	who	PRON
ajis02-1420	181	72	were	be	AUX
ajis02-1420	181	73	male	male	ADJ
ajis02-1420	181	74	and	and	CCONJ
ajis02-1420	181	75	within	within	ADP
ajis02-1420	181	76	the	the	DET
ajis02-1420	181	77	age	age	NOUN
ajis02-1420	181	78	bracket	bracket	NOUN
ajis02-1420	181	79	of	of	ADP
ajis02-1420	181	80	35	35	NUM
ajis02-1420	181	81	to	to	PART
ajis02-1420	181	82	44	44	NUM
ajis02-1420	181	83	.	.	PUNCT
ajis02-1420	182	1	interestingly	interestingly	ADV
ajis02-1420	182	2	,	,	PUNCT
ajis02-1420	182	3	73.83	73.83	NUM
ajis02-1420	182	4	%	%	NOUN
ajis02-1420	182	5	of	of	ADP
ajis02-1420	182	6	these	these	DET
ajis02-1420	182	7	respondents	respondent	NOUN
ajis02-1420	182	8	(	(	PUNCT
ajis02-1420	182	9	i.e.	i.e.	X
ajis02-1420	182	10	,	,	PUNCT
ajis02-1420	182	11	110	110	NUM
ajis02-1420	182	12	respondents	respondent	NOUN
ajis02-1420	182	13	)	)	PUNCT
ajis02-1420	182	14	had	have	AUX
ajis02-1420	182	15	switched	switch	VERB
ajis02-1420	182	16	in	in	ADP
ajis02-1420	182	17	the	the	DET
ajis02-1420	182	18	last	last	ADJ
ajis02-1420	182	19	12	12	NUM
ajis02-1420	182	20	months	month	NOUN
ajis02-1420	182	21	.	.	PUNCT
ajis02-1420	183	1	that	that	PRON
ajis02-1420	183	2	is	is	ADV
ajis02-1420	183	3	,	,	PUNCT
ajis02-1420	183	4	the	the	DET
ajis02-1420	183	5	male	male	ADJ
ajis02-1420	183	6	customers	customer	NOUN
ajis02-1420	183	7	aged	age	VERB
ajis02-1420	183	8	between	between	ADP
ajis02-1420	183	9	35	35	NUM
ajis02-1420	183	10	to	to	PART
ajis02-1420	183	11	44	44	NUM
ajis02-1420	183	12	years	year	NOUN
ajis02-1420	183	13	have	have	VERB
ajis02-1420	183	14	73.83	73.83	NUM
ajis02-1420	183	15	%	%	NOUN
ajis02-1420	183	16	probability	probability	NOUN
ajis02-1420	183	17	of	of	ADP
ajis02-1420	183	18	switching	switch	VERB
ajis02-1420	183	19	their	their	PRON
ajis02-1420	183	20	provider	provider	NOUN
ajis02-1420	183	21	once	once	SCONJ
ajis02-1420	183	22	they	they	PRON
ajis02-1420	183	23	consider	consider	VERB
ajis02-1420	183	24	switching	switch	VERB
ajis02-1420	183	25	.	.	PUNCT
ajis02-1420	184	1	a	a	DET
ajis02-1420	184	2	similar	similar	ADJ
ajis02-1420	184	3	trend	trend	NOUN
ajis02-1420	184	4	of	of	ADP
ajis02-1420	184	5	switching	switching	NOUN
ajis02-1420	184	6	is	be	AUX
ajis02-1420	184	7	observed	observe	VERB
ajis02-1420	184	8	among	among	ADP
ajis02-1420	184	9	the	the	DET
ajis02-1420	184	10	younger	young	ADJ
ajis02-1420	184	11	male	male	ADJ
ajis02-1420	184	12	participants	participant	NOUN
ajis02-1420	184	13	.	.	PUNCT
ajis02-1420	185	1	male	male	ADJ
ajis02-1420	185	2	participants	participant	NOUN
ajis02-1420	185	3	within	within	ADP
ajis02-1420	185	4	the	the	DET
ajis02-1420	185	5	age	age	NOUN
ajis02-1420	185	6	bracket	bracket	NOUN
ajis02-1420	185	7	18	18	NUM
ajis02-1420	185	8	-	-	SYM
ajis02-1420	185	9	24	24	NUM
ajis02-1420	185	10	,	,	PUNCT
ajis02-1420	185	11	25	25	NUM
ajis02-1420	185	12	-	-	SYM
ajis02-1420	185	13	34	34	NUM
ajis02-1420	185	14	and	and	CCONJ
ajis02-1420	185	15	35	35	NUM
ajis02-1420	185	16	-	-	SYM
ajis02-1420	185	17	44	44	NUM
ajis02-1420	185	18	have	have	VERB
ajis02-1420	185	19	75.51	75.51	NUM
ajis02-1420	185	20	%	%	NOUN
ajis02-1420	185	21	,	,	PUNCT
ajis02-1420	185	22	81.31	81.31	NUM
ajis02-1420	185	23	%	%	NOUN
ajis02-1420	185	24	and	and	CCONJ
ajis02-1420	185	25	73.83	73.83	NUM
ajis02-1420	185	26	%	%	NOUN
ajis02-1420	185	27	chance	chance	NOUN
ajis02-1420	185	28	of	of	ADP
ajis02-1420	185	29	switching	switch	VERB
ajis02-1420	185	30	respectively	respectively	ADV
ajis02-1420	185	31	,	,	PUNCT
ajis02-1420	185	32	once	once	SCONJ
ajis02-1420	185	33	they	they	PRON
ajis02-1420	185	34	consider	consider	VERB
ajis02-1420	185	35	it	it	PRON
ajis02-1420	185	36	.	.	PUNCT
ajis02-1420	186	1	male	male	ADJ
ajis02-1420	186	2	participants	participant	NOUN
ajis02-1420	186	3	aged	age	VERB
ajis02-1420	186	4	between	between	ADP
ajis02-1420	186	5	18	18	NUM
ajis02-1420	186	6	and	and	CCONJ
ajis02-1420	186	7	44	44	NUM
ajis02-1420	186	8	have	have	VERB
ajis02-1420	186	9	an	an	DET
ajis02-1420	186	10	overall	overall	ADJ
ajis02-1420	186	11	76.72	76.72	NUM
ajis02-1420	186	12	%	%	NOUN
ajis02-1420	186	13	chance	chance	NOUN
ajis02-1420	186	14	of	of	ADP
ajis02-1420	186	15	switching	switch	VERB
ajis02-1420	186	16	once	once	SCONJ
ajis02-1420	186	17	they	they	PRON
ajis02-1420	186	18	consider	consider	VERB
ajis02-1420	186	19	it	it	PRON
ajis02-1420	186	20	.	.	PUNCT
ajis02-1420	187	1	however	however	ADV
ajis02-1420	187	2	,	,	PUNCT
ajis02-1420	187	3	the	the	DET
ajis02-1420	187	4	trend	trend	NOUN
ajis02-1420	187	5	of	of	ADP
ajis02-1420	187	6	switching	switching	NOUN
ajis02-1420	187	7	is	be	AUX
ajis02-1420	187	8	significantly	significantly	ADV
ajis02-1420	187	9	lower	low	ADJ
ajis02-1420	187	10	among	among	ADP
ajis02-1420	187	11	the	the	DET
ajis02-1420	187	12	older	old	ADJ
ajis02-1420	187	13	male	male	ADJ
ajis02-1420	187	14	customers	customer	NOUN
ajis02-1420	187	15	.	.	PUNCT
ajis02-1420	188	1	male	male	ADJ
ajis02-1420	188	2	customers	customer	NOUN
ajis02-1420	188	3	within	within	ADP
ajis02-1420	188	4	the	the	DET
ajis02-1420	188	5	age	age	NOUN
ajis02-1420	188	6	bracket	bracket	NOUN
ajis02-1420	188	7	45	45	NUM
ajis02-1420	188	8	-	-	SYM
ajis02-1420	188	9	54	54	NUM
ajis02-1420	188	10	,	,	PUNCT
ajis02-1420	188	11	55	55	NUM
ajis02-1420	188	12	-	-	SYM
ajis02-1420	188	13	64	64	NUM
ajis02-1420	188	14	and	and	CCONJ
ajis02-1420	188	15	65	65	NUM
ajis02-1420	188	16	-	-	PUNCT
ajis02-1420	188	17	above	above	ADV
ajis02-1420	188	18	have	have	VERB
ajis02-1420	188	19	only	only	ADV
ajis02-1420	188	20	58.27	58.27	NUM
ajis02-1420	188	21	%	%	NOUN
ajis02-1420	188	22	,	,	PUNCT
ajis02-1420	188	23	52.87	52.87	NUM
ajis02-1420	188	24	%	%	NOUN
ajis02-1420	188	25	and	and	CCONJ
ajis02-1420	188	26	52	52	NUM
ajis02-1420	188	27	%	%	NOUN
ajis02-1420	188	28	chance	chance	NOUN
ajis02-1420	188	29	of	of	ADP
ajis02-1420	188	30	switching	switch	VERB
ajis02-1420	188	31	respectively	respectively	ADV
ajis02-1420	188	32	,	,	PUNCT
ajis02-1420	188	33	even	even	ADV
ajis02-1420	188	34	when	when	SCONJ
ajis02-1420	188	35	they	they	PRON
ajis02-1420	188	36	consider	consider	VERB
ajis02-1420	188	37	doing	do	VERB
ajis02-1420	188	38	it	it	PRON
ajis02-1420	188	39	.	.	PUNCT
ajis02-1420	189	1	the	the	DET
ajis02-1420	189	2	overall	overall	ADJ
ajis02-1420	189	3	chance	chance	NOUN
ajis02-1420	189	4	of	of	ADP
ajis02-1420	189	5	switching	switch	VERB
ajis02-1420	189	6	among	among	ADP
ajis02-1420	189	7	the	the	DET
ajis02-1420	189	8	male	male	ADJ
ajis02-1420	189	9	customers	customer	NOUN
ajis02-1420	189	10	aged	age	VERB
ajis02-1420	189	11	between	between	ADP
ajis02-1420	189	12	18	18	NUM
ajis02-1420	189	13	and	and	CCONJ
ajis02-1420	189	14	44	44	NUM
ajis02-1420	189	15	is	be	AUX
ajis02-1420	189	16	76.72	76.72	NUM
ajis02-1420	189	17	%	%	NOUN
ajis02-1420	189	18	,	,	PUNCT
ajis02-1420	189	19	while	while	SCONJ
ajis02-1420	189	20	the	the	DET
ajis02-1420	189	21	switching	switch	VERB
ajis02-1420	189	22	chance	chance	NOUN
ajis02-1420	189	23	for	for	ADP
ajis02-1420	189	24	male	male	ADJ
ajis02-1420	189	25	customers	customer	NOUN
ajis02-1420	189	26	aged	age	VERB
ajis02-1420	189	27	between	between	ADP
ajis02-1420	189	28	45	45	NUM
ajis02-1420	189	29	and	and	CCONJ
ajis02-1420	189	30	above	above	ADV
ajis02-1420	189	31	is	be	AUX
ajis02-1420	189	32	only	only	ADV
ajis02-1420	189	33	54.23	54.23	NUM
ajis02-1420	189	34	%	%	NOUN
ajis02-1420	189	35	(	(	PUNCT
ajis02-1420	189	36	once	once	SCONJ
ajis02-1420	189	37	they	they	PRON
ajis02-1420	189	38	consider	consider	VERB
ajis02-1420	189	39	switching	switch	VERB
ajis02-1420	189	40	)	)	PUNCT
ajis02-1420	189	41	.	.	PUNCT
ajis02-1420	190	1	in	in	ADP
ajis02-1420	190	2	the	the	DET
ajis02-1420	190	3	dataset	dataset	NOUN
ajis02-1420	190	4	,	,	PUNCT
ajis02-1420	190	5	there	there	PRON
ajis02-1420	190	6	were	be	VERB
ajis02-1420	190	7	426	426	NUM
ajis02-1420	190	8	older	old	ADJ
ajis02-1420	190	9	(	(	PUNCT
ajis02-1420	190	10	aged	aged	ADJ
ajis02-1420	190	11	between	between	ADP
ajis02-1420	190	12	45	45	NUM
ajis02-1420	190	13	and	and	CCONJ
ajis02-1420	190	14	above	above	ADJ
ajis02-1420	190	15	)	)	PUNCT
ajis02-1420	190	16	male	male	ADJ
ajis02-1420	190	17	participants	participant	NOUN
ajis02-1420	190	18	and	and	CCONJ
ajis02-1420	190	19	305	305	NUM
ajis02-1420	190	20	younger	young	ADJ
ajis02-1420	190	21	(	(	PUNCT
ajis02-1420	190	22	aged	aged	ADJ
ajis02-1420	190	23	between	between	ADP
ajis02-1420	190	24	18	18	NUM
ajis02-1420	190	25	and	and	CCONJ
ajis02-1420	190	26	44	44	NUM
ajis02-1420	190	27	)	)	PUNCT
ajis02-1420	190	28	participants	participant	NOUN
ajis02-1420	190	29	.	.	PUNCT
ajis02-1420	191	1	from	from	ADP
ajis02-1420	191	2	these	these	DET
ajis02-1420	191	3	results	result	NOUN
ajis02-1420	191	4	it	it	PRON
ajis02-1420	191	5	is	be	AUX
ajis02-1420	191	6	evident	evident	ADJ
ajis02-1420	191	7	that	that	SCONJ
ajis02-1420	191	8	males	male	NOUN
ajis02-1420	191	9	between	between	ADP
ajis02-1420	191	10	the	the	DET
ajis02-1420	191	11	age	age	NOUN
ajis02-1420	191	12	of	of	ADP
ajis02-1420	191	13	18	18	NUM
ajis02-1420	191	14	and	and	CCONJ
ajis02-1420	191	15	44	44	NUM
ajis02-1420	191	16	are	be	AUX
ajis02-1420	191	17	at	at	ADP
ajis02-1420	191	18	considerable	considerable	ADJ
ajis02-1420	191	19	risk	risk	NOUN
ajis02-1420	191	20	of	of	ADP
ajis02-1420	191	21	switching	switching	NOUN
ajis02-1420	191	22	.	.	PUNCT
ajis02-1420	192	1	the	the	DET
ajis02-1420	192	2	providers	provider	NOUN
ajis02-1420	192	3	may	may	AUX
ajis02-1420	192	4	take	take	VERB
ajis02-1420	192	5	different	different	ADJ
ajis02-1420	192	6	strategies	strategy	NOUN
ajis02-1420	192	7	for	for	ADP
ajis02-1420	192	8	them	they	PRON
ajis02-1420	192	9	as	as	SCONJ
ajis02-1420	192	10	they	they	PRON
ajis02-1420	192	11	are	be	AUX
ajis02-1420	192	12	very	very	ADV
ajis02-1420	192	13	vulnerable	vulnerable	ADJ
ajis02-1420	192	14	to	to	ADP
ajis02-1420	192	15	switching	switch	VERB
ajis02-1420	192	16	.	.	PUNCT
ajis02-1420	193	1	older	old	ADJ
ajis02-1420	193	2	male	male	ADJ
ajis02-1420	193	3	customers	customer	NOUN
ajis02-1420	193	4	are	be	AUX
ajis02-1420	193	5	more	more	ADV
ajis02-1420	193	6	stable	stable	ADJ
ajis02-1420	193	7	than	than	ADP
ajis02-1420	193	8	younger	young	ADJ
ajis02-1420	193	9	(	(	PUNCT
ajis02-1420	193	10	less	less	ADJ
ajis02-1420	193	11	than	than	ADP
ajis02-1420	193	12	45	45	NUM
ajis02-1420	193	13	years	year	NOUN
ajis02-1420	193	14	old	old	ADJ
ajis02-1420	193	15	)	)	PUNCT
ajis02-1420	193	16	male	male	ADJ
ajis02-1420	193	17	customers	customer	NOUN
ajis02-1420	193	18	.	.	PUNCT
ajis02-1420	194	1	younger	young	ADJ
ajis02-1420	194	2	male	male	ADJ
ajis02-1420	194	3	customers	customer	NOUN
ajis02-1420	194	4	being	be	AUX
ajis02-1420	194	5	more	more	ADV
ajis02-1420	194	6	switch	switch	NOUN
ajis02-1420	194	7	-	-	PUNCT
ajis02-1420	194	8	prone	prone	ADJ
ajis02-1420	194	9	(	(	PUNCT
ajis02-1420	194	10	vulnerable	vulnerable	ADJ
ajis02-1420	194	11	)	)	PUNCT
ajis02-1420	194	12	may	may	AUX
ajis02-1420	194	13	need	need	VERB
ajis02-1420	194	14	more	more	ADJ
ajis02-1420	194	15	attention	attention	NOUN
ajis02-1420	194	16	in	in	ADP
ajis02-1420	194	17	order	order	NOUN
ajis02-1420	194	18	to	to	PART
ajis02-1420	194	19	increase	increase	VERB
ajis02-1420	194	20	retention	retention	NOUN
ajis02-1420	194	21	.	.	PUNCT
ajis02-1420	195	1	the	the	DET
ajis02-1420	195	2	switching	switch	VERB
ajis02-1420	195	3	tendency	tendency	NOUN
ajis02-1420	195	4	among	among	ADP
ajis02-1420	195	5	the	the	DET
ajis02-1420	195	6	women	woman	NOUN
ajis02-1420	195	7	is	be	AUX
ajis02-1420	195	8	significantly	significantly	ADV
ajis02-1420	195	9	lower	low	ADJ
ajis02-1420	195	10	at	at	ADP
ajis02-1420	195	11	only	only	ADV
ajis02-1420	195	12	37.97	37.97	NUM
ajis02-1420	195	13	%	%	NOUN
ajis02-1420	195	14	,	,	PUNCT
ajis02-1420	195	15	regardless	regardless	ADV
ajis02-1420	195	16	of	of	ADP
ajis02-1420	195	17	their	their	PRON
ajis02-1420	195	18	age	age	NOUN
ajis02-1420	195	19	,	,	PUNCT
ajis02-1420	195	20	compared	compare	VERB
ajis02-1420	195	21	to	to	ADP
ajis02-1420	195	22	the	the	DET
ajis02-1420	195	23	young	young	ADJ
ajis02-1420	195	24	male	male	ADJ
ajis02-1420	195	25	customers	customer	NOUN
ajis02-1420	195	26	(	(	PUNCT
ajis02-1420	195	27	aged	age	VERB
ajis02-1420	195	28	between	between	ADP
ajis02-1420	195	29	18	18	NUM
ajis02-1420	195	30	and	and	CCONJ
ajis02-1420	195	31	44	44	NUM
ajis02-1420	195	32	)	)	PUNCT
ajis02-1420	195	33	who	who	PRON
ajis02-1420	195	34	have	have	VERB
ajis02-1420	195	35	76.72	76.72	NUM
ajis02-1420	195	36	%	%	NOUN
ajis02-1420	195	37	chance	chance	NOUN
ajis02-1420	195	38	of	of	ADP
ajis02-1420	195	39	switching	switch	VERB
ajis02-1420	195	40	.	.	PUNCT
ajis02-1420	196	1	even	even	ADV
ajis02-1420	196	2	within	within	ADP
ajis02-1420	196	3	specific	specific	ADJ
ajis02-1420	196	4	age	age	NOUN
ajis02-1420	196	5	brackets	bracket	NOUN
ajis02-1420	196	6	the	the	DET
ajis02-1420	196	7	switching	switching	NOUN
ajis02-1420	196	8	tendency	tendency	NOUN
ajis02-1420	196	9	of	of	ADP
ajis02-1420	196	10	women	woman	NOUN
ajis02-1420	196	11	is	be	AUX
ajis02-1420	196	12	lower	low	ADJ
ajis02-1420	196	13	than	than	ADP
ajis02-1420	196	14	that	that	PRON
ajis02-1420	196	15	of	of	ADP
ajis02-1420	196	16	men	man	NOUN
ajis02-1420	196	17	.	.	PUNCT
ajis02-1420	197	1	for	for	ADP
ajis02-1420	197	2	example	example	NOUN
ajis02-1420	197	3	,	,	PUNCT
ajis02-1420	197	4	once	once	SCONJ
ajis02-1420	197	5	they	they	PRON
ajis02-1420	197	6	consider	consider	VERB
ajis02-1420	197	7	switching	switch	VERB
ajis02-1420	197	8	the	the	DET
ajis02-1420	197	9	possibility	possibility	NOUN
ajis02-1420	197	10	of	of	ADP
ajis02-1420	197	11	actually	actually	ADV
ajis02-1420	197	12	switching	switch	VERB
ajis02-1420	197	13	among	among	ADP
ajis02-1420	197	14	men	man	NOUN
ajis02-1420	197	15	and	and	CCONJ
ajis02-1420	197	16	women	woman	NOUN
ajis02-1420	197	17	within	within	ADP
ajis02-1420	197	18	the	the	DET
ajis02-1420	197	19	age	age	NOUN
ajis02-1420	197	20	bracket	bracket	NOUN
ajis02-1420	197	21	25	25	NUM
ajis02-1420	197	22	-	-	SYM
ajis02-1420	197	23	34	34	NUM
ajis02-1420	197	24	are	be	AUX
ajis02-1420	197	25	81.31	81.31	NUM
ajis02-1420	197	26	%	%	NOUN
ajis02-1420	197	27	and	and	CCONJ
ajis02-1420	197	28	40	40	NUM
ajis02-1420	197	29	%	%	NOUN
ajis02-1420	197	30	,	,	PUNCT
ajis02-1420	197	31	respectively	respectively	ADV
ajis02-1420	197	32	.	.	PUNCT
ajis02-1420	198	1	similarly	similarly	ADV
ajis02-1420	198	2	,	,	PUNCT
ajis02-1420	198	3	within	within	ADP
ajis02-1420	198	4	the	the	DET
ajis02-1420	198	5	age	age	NOUN
ajis02-1420	198	6	bracket	bracket	NOUN
ajis02-1420	198	7	35	35	NUM
ajis02-1420	198	8	-	-	SYM
ajis02-1420	198	9	44	44	NUM
ajis02-1420	198	10	the	the	DET
ajis02-1420	198	11	actual	actual	ADJ
ajis02-1420	198	12	switching	switching	NOUN
ajis02-1420	198	13	possibility	possibility	NOUN
ajis02-1420	198	14	among	among	ADP
ajis02-1420	198	15	men	man	NOUN
ajis02-1420	198	16	and	and	CCONJ
ajis02-1420	198	17	women	woman	NOUN
ajis02-1420	198	18	are	be	AUX
ajis02-1420	198	19	73.83	73.83	NUM
ajis02-1420	198	20	%	%	NOUN
ajis02-1420	198	21	and	and	CCONJ
ajis02-1420	198	22	35.21	35.21	NUM
ajis02-1420	198	23	%	%	NOUN
ajis02-1420	198	24	,	,	PUNCT
ajis02-1420	198	25	respectively	respectively	ADV
ajis02-1420	198	26	.	.	PUNCT
ajis02-1420	199	1	women	woman	NOUN
ajis02-1420	199	2	that	that	PRON
ajis02-1420	199	3	are	be	AUX
ajis02-1420	199	4	married	married	ADJ
ajis02-1420	199	5	and	and	CCONJ
ajis02-1420	199	6	with	with	ADP
ajis02-1420	199	7	children	child	NOUN
ajis02-1420	199	8	have	have	VERB
ajis02-1420	199	9	an	an	DET
ajis02-1420	199	10	even	even	ADV
ajis02-1420	199	11	lower	low	ADJ
ajis02-1420	199	12	switching	switching	NOUN
ajis02-1420	199	13	rate	rate	NOUN
ajis02-1420	199	14	at	at	ADP
ajis02-1420	199	15	only	only	ADV
ajis02-1420	199	16	25	25	NUM
ajis02-1420	199	17	%	%	NOUN
ajis02-1420	199	18	.	.	PUNCT
ajis02-1420	200	1	it	it	PRON
ajis02-1420	200	2	would	would	AUX
ajis02-1420	200	3	seem	seem	VERB
ajis02-1420	200	4	that	that	SCONJ
ajis02-1420	200	5	regardless	regardless	ADV
ajis02-1420	200	6	of	of	ADP
ajis02-1420	200	7	their	their	PRON
ajis02-1420	200	8	age	age	NOUN
ajis02-1420	200	9	women	woman	NOUN
ajis02-1420	200	10	are	be	AUX
ajis02-1420	200	11	a	a	DET
ajis02-1420	200	12	lot	lot	NOUN
ajis02-1420	200	13	more	more	ADV
ajis02-1420	200	14	stable	stable	ADJ
ajis02-1420	200	15	than	than	ADP
ajis02-1420	200	16	young	young	ADJ
ajis02-1420	200	17	men	man	NOUN
ajis02-1420	200	18	in	in	ADP
ajis02-1420	200	19	terms	term	NOUN
ajis02-1420	200	20	of	of	ADP
ajis02-1420	200	21	the	the	DET
ajis02-1420	200	22	switching	switching	NOUN
ajis02-1420	200	23	tendency	tendency	NOUN
ajis02-1420	200	24	.	.	PUNCT
ajis02-1420	201	1	perhaps	perhaps	ADV
ajis02-1420	201	2	the	the	DET
ajis02-1420	201	3	providers	provider	NOUN
ajis02-1420	201	4	can	can	AUX
ajis02-1420	201	5	have	have	VERB
ajis02-1420	201	6	specific	specific	ADJ
ajis02-1420	201	7	strategies	strategy	NOUN
ajis02-1420	201	8	for	for	ADP
ajis02-1420	201	9	different	different	ADJ
ajis02-1420	201	10	groups	group	NOUN
ajis02-1420	201	11	to	to	PART
ajis02-1420	201	12	increase	increase	VERB
ajis02-1420	201	13	retention	retention	NOUN
ajis02-1420	201	14	.	.	PUNCT
ajis02-1420	202	1	the	the	DET
ajis02-1420	202	2	observations	observation	NOUN
ajis02-1420	202	3	may	may	AUX
ajis02-1420	202	4	help	help	VERB
ajis02-1420	202	5	in	in	ADP
ajis02-1420	202	6	building	build	VERB
ajis02-1420	202	7	such	such	ADJ
ajis02-1420	202	8	strategies	strategy	NOUN
ajis02-1420	202	9	.	.	PUNCT
ajis02-1420	203	1	5.1.2	5.1.2	NUM
ajis02-1420	203	2	trend	trend	NOUN
ajis02-1420	203	3	:	:	PUNCT
ajis02-1420	203	4	professional	professional	ADJ
ajis02-1420	203	5	communities	community	NOUN
ajis02-1420	203	6	and	and	CCONJ
ajis02-1420	203	7	brand	brand	NOUN
ajis02-1420	203	8	-	-	PUNCT
ajis02-1420	203	9	switching	switch	VERB
ajis02-1420	203	10	the	the	DET
ajis02-1420	203	11	gender	gender	NOUN
ajis02-1420	203	12	based	base	VERB
ajis02-1420	203	13	difference	difference	NOUN
ajis02-1420	203	14	of	of	ADP
ajis02-1420	203	15	the	the	DET
ajis02-1420	203	16	switching	switching	NOUN
ajis02-1420	203	17	pattern	pattern	NOUN
ajis02-1420	203	18	is	be	AUX
ajis02-1420	203	19	also	also	ADV
ajis02-1420	203	20	clearly	clearly	ADV
ajis02-1420	203	21	evident	evident	ADJ
ajis02-1420	203	22	within	within	ADP
ajis02-1420	203	23	some	some	DET
ajis02-1420	203	24	professional	professional	ADJ
ajis02-1420	203	25	communities	community	NOUN
ajis02-1420	203	26	.	.	PUNCT
ajis02-1420	204	1	once	once	SCONJ
ajis02-1420	204	2	they	they	PRON
ajis02-1420	204	3	have	have	AUX
ajis02-1420	204	4	considered	consider	VERB
ajis02-1420	204	5	switching	switch	VERB
ajis02-1420	204	6	,	,	PUNCT
ajis02-1420	204	7	the	the	DET
ajis02-1420	204	8	male	male	ADJ
ajis02-1420	204	9	respondents	respondent	NOUN
ajis02-1420	204	10	working	work	VERB
ajis02-1420	204	11	in	in	ADP
ajis02-1420	204	12	finance	finance	NOUN
ajis02-1420	204	13	and	and	CCONJ
ajis02-1420	204	14	insurance	insurance	NOUN
ajis02-1420	204	15	have	have	VERB
ajis02-1420	204	16	88.24	88.24	NUM
ajis02-1420	204	17	%	%	NOUN
ajis02-1420	204	18	chance	chance	NOUN
ajis02-1420	204	19	of	of	ADP
ajis02-1420	204	20	actually	actually	ADV
ajis02-1420	204	21	switching	switch	VERB
ajis02-1420	204	22	,	,	PUNCT
ajis02-1420	204	23	whereas	whereas	SCONJ
ajis02-1420	204	24	female	female	ADJ
ajis02-1420	204	25	respondents	respondent	NOUN
ajis02-1420	204	26	working	work	VERB
ajis02-1420	204	27	in	in	ADP
ajis02-1420	204	28	the	the	DET
ajis02-1420	204	29	same	same	ADJ
ajis02-1420	204	30	sector	sector	NOUN
ajis02-1420	204	31	have	have	VERB
ajis02-1420	204	32	only	only	ADV
ajis02-1420	204	33	26.67	26.67	NUM
ajis02-1420	204	34	%	%	NOUN
ajis02-1420	204	35	chance	chance	NOUN
ajis02-1420	204	36	of	of	ADP
ajis02-1420	204	37	actually	actually	ADV
ajis02-1420	204	38	switching	switch	VERB
ajis02-1420	204	39	.	.	PUNCT
ajis02-1420	205	1	there	there	PRON
ajis02-1420	205	2	are	be	VERB
ajis02-1420	205	3	17	17	NUM
ajis02-1420	205	4	male	male	ADJ
ajis02-1420	205	5	and	and	CCONJ
ajis02-1420	205	6	15	15	NUM
ajis02-1420	205	7	female	female	ADJ
ajis02-1420	205	8	respondents	respondent	NOUN
ajis02-1420	205	9	working	work	VERB
ajis02-1420	205	10	in	in	ADP
ajis02-1420	205	11	finance	finance	NOUN
ajis02-1420	205	12	and	and	CCONJ
ajis02-1420	205	13	insurance	insurance	NOUN
ajis02-1420	205	14	in	in	ADP
ajis02-1420	205	15	the	the	DET
ajis02-1420	205	16	dataset	dataset	NOUN
ajis02-1420	205	17	.	.	PUNCT
ajis02-1420	206	1	a	a	DET
ajis02-1420	206	2	similar	similar	ADJ
ajis02-1420	206	3	gender	gender	NOUN
ajis02-1420	206	4	based	base	VERB
ajis02-1420	206	5	difference	difference	NOUN
ajis02-1420	206	6	in	in	ADP
ajis02-1420	206	7	switching	switching	NOUN
ajis02-1420	206	8	possibility	possibility	NOUN
ajis02-1420	206	9	exists	exist	VERB
ajis02-1420	206	10	among	among	ADP
ajis02-1420	206	11	the	the	DET
ajis02-1420	206	12	students	student	NOUN
ajis02-1420	206	13	.	.	PUNCT
ajis02-1420	207	1	while	while	SCONJ
ajis02-1420	207	2	the	the	DET
ajis02-1420	207	3	possibility	possibility	NOUN
ajis02-1420	207	4	of	of	ADP
ajis02-1420	207	5	actually	actually	ADV
ajis02-1420	207	6	switching	switch	VERB
ajis02-1420	207	7	within	within	ADP
ajis02-1420	207	8	the	the	DET
ajis02-1420	207	9	male	male	ADJ
ajis02-1420	207	10	students	student	NOUN
ajis02-1420	207	11	is	be	AUX
ajis02-1420	207	12	62.5	62.5	NUM
ajis02-1420	207	13	%	%	NOUN
ajis02-1420	207	14	,	,	PUNCT
ajis02-1420	207	15	the	the	DET
ajis02-1420	207	16	actually	actually	ADV
ajis02-1420	207	17	switching	switch	VERB
ajis02-1420	207	18	possibility	possibility	NOUN
ajis02-1420	207	19	within	within	ADP
ajis02-1420	207	20	the	the	DET
ajis02-1420	207	21	female	female	ADJ
ajis02-1420	207	22	students	student	NOUN
ajis02-1420	207	23	is	be	AUX
ajis02-1420	207	24	45	45	NUM
ajis02-1420	207	25	%	%	NOUN
ajis02-1420	207	26	.	.	PUNCT
ajis02-1420	208	1	once	once	SCONJ
ajis02-1420	208	2	they	they	PRON
ajis02-1420	208	3	consider	consider	VERB
ajis02-1420	208	4	switching	switch	VERB
ajis02-1420	208	5	,	,	PUNCT
ajis02-1420	208	6	the	the	DET
ajis02-1420	208	7	overall	overall	ADJ
ajis02-1420	208	8	actual	actual	ADJ
ajis02-1420	208	9	switching	switching	NOUN
ajis02-1420	208	10	possibility	possibility	NOUN
ajis02-1420	208	11	among	among	ADP
ajis02-1420	208	12	the	the	DET
ajis02-1420	208	13	students	student	NOUN
ajis02-1420	208	14	is	be	AUX
ajis02-1420	208	15	only	only	ADV
ajis02-1420	208	16	52.78	52.78	NUM
ajis02-1420	208	17	%	%	NOUN
ajis02-1420	208	18	.	.	PUNCT
ajis02-1420	209	1	there	there	PRON
ajis02-1420	209	2	are	be	VERB
ajis02-1420	209	3	32	32	NUM
ajis02-1420	209	4	male	male	ADJ
ajis02-1420	209	5	students	student	NOUN
ajis02-1420	209	6	and	and	CCONJ
ajis02-1420	209	7	40	40	NUM
ajis02-1420	209	8	female	female	ADJ
ajis02-1420	209	9	students	student	NOUN
ajis02-1420	209	10	.	.	PUNCT
ajis02-1420	210	1	interestingly	interestingly	ADV
ajis02-1420	210	2	,	,	PUNCT
ajis02-1420	210	3	the	the	DET
ajis02-1420	210	4	gender	gender	NOUN
ajis02-1420	210	5	based	base	VERB
ajis02-1420	210	6	difference	difference	NOUN
ajis02-1420	210	7	is	be	AUX
ajis02-1420	210	8	not	not	PART
ajis02-1420	210	9	observed	observe	VERB
ajis02-1420	210	10	among	among	ADP
ajis02-1420	210	11	the	the	DET
ajis02-1420	210	12	information	information	NOUN
ajis02-1420	210	13	media	medium	NOUN
ajis02-1420	210	14	and	and	CCONJ
ajis02-1420	210	15	telecommunication	telecommunication	NOUN
ajis02-1420	210	16	professionals	professional	NOUN
ajis02-1420	210	17	.	.	PUNCT
ajis02-1420	211	1	within	within	ADP
ajis02-1420	211	2	this	this	DET
ajis02-1420	211	3	community	community	NOUN
ajis02-1420	211	4	the	the	DET
ajis02-1420	211	5	actual	actual	ADJ
ajis02-1420	211	6	switching	switch	VERB
ajis02-1420	211	7	possibilities	possibility	NOUN
ajis02-1420	211	8	for	for	ADP
ajis02-1420	211	9	male	male	ADJ
ajis02-1420	211	10	and	and	CCONJ
ajis02-1420	211	11	female	female	ADJ
ajis02-1420	211	12	(	(	PUNCT
ajis02-1420	211	13	once	once	SCONJ
ajis02-1420	211	14	they	they	PRON
ajis02-1420	211	15	consider	consider	VERB
ajis02-1420	211	16	of	of	ADP
ajis02-1420	211	17	switching	switching	NOUN
ajis02-1420	211	18	)	)	PUNCT
ajis02-1420	211	19	are	be	AUX
ajis02-1420	211	20	76	76	NUM
ajis02-1420	211	21	%	%	NOUN
ajis02-1420	211	22	and	and	CCONJ
ajis02-1420	211	23	75	75	NUM
ajis02-1420	211	24	%	%	NOUN
ajis02-1420	211	25	,	,	PUNCT
ajis02-1420	211	26	respectively	respectively	ADV
ajis02-1420	211	27	.	.	PUNCT
ajis02-1420	212	1	while	while	SCONJ
ajis02-1420	212	2	the	the	DET
ajis02-1420	212	3	switching	switch	VERB
ajis02-1420	212	4	tendency	tendency	NOUN
ajis02-1420	212	5	among	among	ADP
ajis02-1420	212	6	the	the	DET
ajis02-1420	212	7	women	woman	NOUN
ajis02-1420	212	8	is	be	AUX
ajis02-1420	212	9	low	low	ADJ
ajis02-1420	212	10	overall	overall	ADJ
ajis02-1420	212	11	,	,	PUNCT
ajis02-1420	212	12	it	it	PRON
ajis02-1420	212	13	is	be	AUX
ajis02-1420	212	14	not	not	PART
ajis02-1420	212	15	the	the	DET
ajis02-1420	212	16	case	case	NOUN
ajis02-1420	212	17	for	for	ADP
ajis02-1420	212	18	the	the	DET
ajis02-1420	212	19	women	woman	NOUN
ajis02-1420	212	20	in	in	ADP
ajis02-1420	212	21	information	information	NOUN
ajis02-1420	212	22	media	medium	NOUN
ajis02-1420	212	23	and	and	CCONJ
ajis02-1420	212	24	telecommunication	telecommunication	NOUN
ajis02-1420	212	25	.	.	PUNCT
ajis02-1420	213	1	it	it	PRON
ajis02-1420	213	2	should	should	AUX
ajis02-1420	213	3	be	be	AUX
ajis02-1420	213	4	noted	note	VERB
ajis02-1420	213	5	though	though	SCONJ
ajis02-1420	213	6	that	that	SCONJ
ajis02-1420	213	7	there	there	PRON
ajis02-1420	213	8	were	be	VERB
ajis02-1420	213	9	only	only	ADV
ajis02-1420	213	10	australasian	australasian	ADJ
ajis02-1420	213	11	journal	journal	NOUN
ajis02-1420	213	12	of	of	ADP
ajis02-1420	213	13	information	information	NOUN
ajis02-1420	213	14	systems	systems	PROPN
ajis02-1420	213	15	islam	islam	PROPN
ajis02-1420	213	16	,	,	PUNCT
ajis02-1420	213	17	d’alessandro	d’alessandro	PROPN
ajis02-1420	213	18	,	,	PUNCT
ajis02-1420	213	19	furner	furner	PROPN
ajis02-1420	213	20	,	,	PUNCT
ajis02-1420	213	21	johnson	johnson	PROPN
ajis02-1420	213	22	,	,	PUNCT
ajis02-1420	213	23	gray	gray	PROPN
ajis02-1420	213	24	&	&	CCONJ
ajis02-1420	213	25	carter	carter	PROPN
ajis02-1420	213	26	2016	2016	NUM
ajis02-1420	213	27	,	,	PUNCT
ajis02-1420	213	28	vol	vol	NOUN
ajis02-1420	213	29	20	20	NUM
ajis02-1420	213	30	,	,	PUNCT
ajis02-1420	213	31	research	research	NOUN
ajis02-1420	213	32	article	article	NOUN
ajis02-1420	213	33	brand	brand	NOUN
ajis02-1420	213	34	switching	switch	VERB
ajis02-1420	213	35	pattern	pattern	NOUN
ajis02-1420	213	36	discovery	discovery	NOUN
ajis02-1420	213	37	by	by	ADP
ajis02-1420	213	38	data	datum	NOUN
ajis02-1420	213	39	mining	mining	NOUN
ajis02-1420	213	40	techniques	technique	NOUN
ajis02-1420	213	41	9	9	NUM
ajis02-1420	213	42	four	four	NUM
ajis02-1420	213	43	women	woman	NOUN
ajis02-1420	213	44	from	from	ADP
ajis02-1420	213	45	the	the	DET
ajis02-1420	213	46	information	information	NOUN
ajis02-1420	213	47	media	medium	NOUN
ajis02-1420	213	48	and	and	CCONJ
ajis02-1420	213	49	telecommunication	telecommunication	NOUN
ajis02-1420	213	50	profession	profession	NOUN
ajis02-1420	213	51	surveyed	survey	VERB
ajis02-1420	213	52	,	,	PUNCT
ajis02-1420	213	53	but	but	CCONJ
ajis02-1420	213	54	the	the	DET
ajis02-1420	213	55	rules	rule	NOUN
ajis02-1420	213	56	enjoy	enjoy	VERB
ajis02-1420	213	57	high	high	ADJ
ajis02-1420	213	58	confidence	confidence	NOUN
ajis02-1420	213	59	.	.	PUNCT
ajis02-1420	214	1	5.1.3	5.1.3	NUM
ajis02-1420	214	2	trend	trend	NOUN
ajis02-1420	214	3	:	:	PUNCT
ajis02-1420	214	4	marital	marital	ADJ
ajis02-1420	214	5	and	and	CCONJ
ajis02-1420	214	6	familial	familial	ADJ
ajis02-1420	214	7	status	status	NOUN
ajis02-1420	214	8	,	,	PUNCT
ajis02-1420	214	9	and	and	CCONJ
ajis02-1420	214	10	brand	brand	NOUN
ajis02-1420	214	11	-	-	PUNCT
ajis02-1420	214	12	switching	switching	NOUN
ajis02-1420	214	13	interestingly	interestingly	ADV
ajis02-1420	214	14	,	,	PUNCT
ajis02-1420	214	15	it	it	PRON
ajis02-1420	214	16	is	be	AUX
ajis02-1420	214	17	observed	observe	VERB
ajis02-1420	214	18	that	that	SCONJ
ajis02-1420	214	19	if	if	SCONJ
ajis02-1420	214	20	male	male	ADJ
ajis02-1420	214	21	respondents	respondent	NOUN
ajis02-1420	214	22	aged	age	VERB
ajis02-1420	214	23	between	between	ADP
ajis02-1420	214	24	55	55	NUM
ajis02-1420	214	25	and	and	CCONJ
ajis02-1420	214	26	64	64	NUM
ajis02-1420	214	27	are	be	AUX
ajis02-1420	214	28	divorced	divorce	VERB
ajis02-1420	214	29	then	then	ADV
ajis02-1420	214	30	their	their	PRON
ajis02-1420	214	31	actual	actual	ADJ
ajis02-1420	214	32	switching	switching	NOUN
ajis02-1420	214	33	possibility	possibility	NOUN
ajis02-1420	214	34	is	be	AUX
ajis02-1420	214	35	85	85	NUM
ajis02-1420	214	36	%	%	NOUN
ajis02-1420	214	37	.	.	PUNCT
ajis02-1420	215	1	in	in	ADP
ajis02-1420	215	2	our	our	PRON
ajis02-1420	215	3	dataset	dataset	NOUN
ajis02-1420	215	4	,	,	PUNCT
ajis02-1420	215	5	there	there	PRON
ajis02-1420	215	6	are	be	VERB
ajis02-1420	215	7	21	21	NUM
ajis02-1420	215	8	respondents	respondent	NOUN
ajis02-1420	215	9	within	within	ADP
ajis02-1420	215	10	this	this	DET
ajis02-1420	215	11	category	category	NOUN
ajis02-1420	215	12	.	.	PUNCT
ajis02-1420	216	1	interestingly	interestingly	ADV
ajis02-1420	216	2	,	,	PUNCT
ajis02-1420	216	3	18	18	NUM
ajis02-1420	216	4	of	of	ADP
ajis02-1420	216	5	them	they	PRON
ajis02-1420	216	6	considered	consider	VERB
ajis02-1420	216	7	switching	switch	VERB
ajis02-1420	216	8	and	and	CCONJ
ajis02-1420	216	9	actually	actually	ADV
ajis02-1420	216	10	switched	switch	VERB
ajis02-1420	216	11	in	in	ADP
ajis02-1420	216	12	the	the	DET
ajis02-1420	216	13	12	12	NUM
ajis02-1420	216	14	months	month	NOUN
ajis02-1420	216	15	prior	prior	ADV
ajis02-1420	216	16	to	to	ADP
ajis02-1420	216	17	being	be	AUX
ajis02-1420	216	18	surveyed	survey	VERB
ajis02-1420	216	19	.	.	PUNCT
ajis02-1420	217	1	on	on	ADP
ajis02-1420	217	2	the	the	DET
ajis02-1420	217	3	other	other	ADJ
ajis02-1420	217	4	hand	hand	NOUN
ajis02-1420	217	5	,	,	PUNCT
ajis02-1420	217	6	men	man	NOUN
ajis02-1420	217	7	aged	age	VERB
ajis02-1420	217	8	between	between	ADP
ajis02-1420	217	9	55	55	NUM
ajis02-1420	217	10	and	and	CCONJ
ajis02-1420	217	11	64	64	NUM
ajis02-1420	217	12	years	year	NOUN
ajis02-1420	217	13	who	who	PRON
ajis02-1420	217	14	are	be	AUX
ajis02-1420	217	15	married	married	ADJ
ajis02-1420	217	16	with	with	ADP
ajis02-1420	217	17	their	their	PRON
ajis02-1420	217	18	youngest	young	ADJ
ajis02-1420	217	19	child	child	NOUN
ajis02-1420	217	20	older	old	ADJ
ajis02-1420	217	21	than	than	ADP
ajis02-1420	217	22	5	5	NUM
ajis02-1420	217	23	years	year	NOUN
ajis02-1420	217	24	have	have	VERB
ajis02-1420	217	25	an	an	DET
ajis02-1420	217	26	actual	actual	ADJ
ajis02-1420	217	27	switching	switching	NOUN
ajis02-1420	217	28	possibility	possibility	NOUN
ajis02-1420	217	29	of	of	ADP
ajis02-1420	217	30	only	only	ADV
ajis02-1420	217	31	40	40	NUM
ajis02-1420	217	32	%	%	NOUN
ajis02-1420	217	33	,	,	PUNCT
ajis02-1420	217	34	even	even	ADV
ajis02-1420	217	35	when	when	SCONJ
ajis02-1420	217	36	they	they	PRON
ajis02-1420	217	37	consider	consider	VERB
ajis02-1420	217	38	switching	switch	VERB
ajis02-1420	217	39	.	.	PUNCT
ajis02-1420	218	1	there	there	PRON
ajis02-1420	218	2	were	be	VERB
ajis02-1420	218	3	65	65	NUM
ajis02-1420	218	4	respondents	respondent	NOUN
ajis02-1420	218	5	within	within	ADP
ajis02-1420	218	6	this	this	DET
ajis02-1420	218	7	group	group	NOUN
ajis02-1420	218	8	and	and	CCONJ
ajis02-1420	218	9	26	26	NUM
ajis02-1420	218	10	of	of	ADP
ajis02-1420	218	11	them	they	PRON
ajis02-1420	218	12	had	have	AUX
ajis02-1420	218	13	switched	switch	VERB
ajis02-1420	218	14	in	in	ADP
ajis02-1420	218	15	the	the	DET
ajis02-1420	218	16	last	last	ADJ
ajis02-1420	218	17	12	12	NUM
ajis02-1420	218	18	months	month	NOUN
ajis02-1420	218	19	.	.	PUNCT
ajis02-1420	219	1	this	this	PRON
ajis02-1420	219	2	is	be	AUX
ajis02-1420	219	3	even	even	ADV
ajis02-1420	219	4	lower	low	ADJ
ajis02-1420	219	5	than	than	ADP
ajis02-1420	219	6	the	the	DET
ajis02-1420	219	7	average	average	NOUN
ajis02-1420	219	8	for	for	ADP
ajis02-1420	219	9	older	old	ADJ
ajis02-1420	219	10	men	man	NOUN
ajis02-1420	219	11	,	,	PUNCT
ajis02-1420	219	12	which	which	PRON
ajis02-1420	219	13	was	be	AUX
ajis02-1420	219	14	only	only	ADV
ajis02-1420	219	15	54.23	54.23	NUM
ajis02-1420	219	16	%	%	NOUN
ajis02-1420	219	17	.	.	PUNCT
ajis02-1420	220	1	although	although	SCONJ
ajis02-1420	220	2	generally	generally	ADV
ajis02-1420	220	3	older	old	ADJ
ajis02-1420	220	4	male	male	ADJ
ajis02-1420	220	5	customers	customer	NOUN
ajis02-1420	220	6	are	be	AUX
ajis02-1420	220	7	less	less	ADV
ajis02-1420	220	8	likely	likely	ADJ
ajis02-1420	220	9	to	to	PART
ajis02-1420	220	10	switch	switch	VERB
ajis02-1420	220	11	,	,	PUNCT
ajis02-1420	220	12	their	their	PRON
ajis02-1420	220	13	risk	risk	NOUN
ajis02-1420	220	14	of	of	ADP
ajis02-1420	220	15	switching	switch	VERB
ajis02-1420	220	16	increases	increase	NOUN
ajis02-1420	220	17	dramatically	dramatically	ADV
ajis02-1420	220	18	if	if	SCONJ
ajis02-1420	220	19	they	they	PRON
ajis02-1420	220	20	are	be	AUX
ajis02-1420	220	21	divorced	divorce	VERB
ajis02-1420	220	22	(	(	PUNCT
ajis02-1420	220	23	from	from	ADP
ajis02-1420	220	24	54.23	54.23	NUM
ajis02-1420	220	25	%	%	NOUN
ajis02-1420	220	26	to	to	PART
ajis02-1420	220	27	85	85	NUM
ajis02-1420	220	28	%	%	NOUN
ajis02-1420	220	29	)	)	PUNCT
ajis02-1420	220	30	,	,	PUNCT
ajis02-1420	220	31	and	and	CCONJ
ajis02-1420	220	32	decreases	decrease	VERB
ajis02-1420	220	33	dramatically	dramatically	ADV
ajis02-1420	220	34	if	if	SCONJ
ajis02-1420	220	35	they	they	PRON
ajis02-1420	220	36	are	be	AUX
ajis02-1420	220	37	married	married	ADJ
ajis02-1420	220	38	with	with	ADP
ajis02-1420	220	39	the	the	DET
ajis02-1420	220	40	youngest	young	ADJ
ajis02-1420	220	41	child	child	NOUN
ajis02-1420	220	42	aged	age	VERB
ajis02-1420	220	43	5	5	NUM
ajis02-1420	220	44	years	year	NOUN
ajis02-1420	220	45	or	or	CCONJ
ajis02-1420	220	46	more	more	ADJ
ajis02-1420	220	47	(	(	PUNCT
ajis02-1420	220	48	from	from	ADP
ajis02-1420	220	49	54.23	54.23	NUM
ajis02-1420	220	50	%	%	NOUN
ajis02-1420	220	51	to	to	PART
ajis02-1420	220	52	40	40	NUM
ajis02-1420	220	53	%	%	NOUN
ajis02-1420	220	54	)	)	PUNCT
ajis02-1420	220	55	.	.	PUNCT
ajis02-1420	221	1	5.1.4	5.1.4	NUM
ajis02-1420	221	2	trend	trend	NOUN
ajis02-1420	221	3	:	:	PUNCT
ajis02-1420	221	4	income	income	NOUN
ajis02-1420	221	5	ranges	range	NOUN
ajis02-1420	221	6	and	and	CCONJ
ajis02-1420	221	7	brand	brand	NOUN
ajis02-1420	221	8	-	-	PUNCT
ajis02-1420	221	9	switching	switching	NOUN
ajis02-1420	221	10	surprisingly	surprisingly	ADV
ajis02-1420	221	11	,	,	PUNCT
ajis02-1420	221	12	the	the	DET
ajis02-1420	221	13	analysis	analysis	NOUN
ajis02-1420	221	14	undertaken	undertake	VERB
ajis02-1420	221	15	shows	show	VERB
ajis02-1420	221	16	no	no	DET
ajis02-1420	221	17	patterns	pattern	NOUN
ajis02-1420	221	18	within	within	ADP
ajis02-1420	221	19	different	different	ADJ
ajis02-1420	221	20	income	income	NOUN
ajis02-1420	221	21	ranges	range	NOUN
ajis02-1420	221	22	.	.	PUNCT
ajis02-1420	222	1	while	while	SCONJ
ajis02-1420	222	2	it	it	PRON
ajis02-1420	222	3	has	have	AUX
ajis02-1420	222	4	been	be	AUX
ajis02-1420	222	5	previously	previously	ADV
ajis02-1420	222	6	observed	observe	VERB
ajis02-1420	222	7	that	that	SCONJ
ajis02-1420	222	8	the	the	DET
ajis02-1420	222	9	patterns	pattern	NOUN
ajis02-1420	222	10	for	for	ADP
ajis02-1420	222	11	switching	switching	NOUN
ajis02-1420	222	12	or	or	CCONJ
ajis02-1420	222	13	non	non	ADJ
ajis02-1420	222	14	-	-	ADJ
ajis02-1420	222	15	switching	switching	NOUN
ajis02-1420	222	16	have	have	AUX
ajis02-1420	222	17	been	be	AUX
ajis02-1420	222	18	mainly	mainly	ADV
ajis02-1420	222	19	driven	drive	VERB
ajis02-1420	222	20	by	by	ADP
ajis02-1420	222	21	gender	gender	NOUN
ajis02-1420	222	22	,	,	PUNCT
ajis02-1420	222	23	this	this	PRON
ajis02-1420	222	24	is	be	AUX
ajis02-1420	222	25	not	not	PART
ajis02-1420	222	26	the	the	DET
ajis02-1420	222	27	case	case	NOUN
ajis02-1420	222	28	for	for	ADP
ajis02-1420	222	29	income	income	NOUN
ajis02-1420	222	30	ranges	range	VERB
ajis02-1420	222	31	something	something	PRON
ajis02-1420	222	32	which	which	PRON
ajis02-1420	222	33	one	one	PRON
ajis02-1420	222	34	would	would	AUX
ajis02-1420	222	35	intuit	intuit	VERB
ajis02-1420	222	36	differently	differently	ADV
ajis02-1420	222	37	.	.	PUNCT
ajis02-1420	223	1	an	an	DET
ajis02-1420	223	2	interesting	interesting	ADJ
ajis02-1420	223	3	trend	trend	NOUN
ajis02-1420	223	4	discovered	discover	VERB
ajis02-1420	223	5	however	however	ADV
ajis02-1420	223	6	,	,	PUNCT
ajis02-1420	223	7	is	be	AUX
ajis02-1420	223	8	that	that	SCONJ
ajis02-1420	223	9	women	woman	NOUN
ajis02-1420	223	10	with	with	ADP
ajis02-1420	223	11	an	an	DET
ajis02-1420	223	12	annual	annual	ADJ
ajis02-1420	223	13	income	income	NOUN
ajis02-1420	223	14	of	of	ADP
ajis02-1420	223	15	$	$	SYM
ajis02-1420	223	16	40,000	40,000	NUM
ajis02-1420	223	17	and	and	CCONJ
ajis02-1420	223	18	$	$	SYM
ajis02-1420	223	19	49,999	49,999	NUM
ajis02-1420	223	20	have	have	VERB
ajis02-1420	223	21	a	a	DET
ajis02-1420	223	22	lower	low	ADJ
ajis02-1420	223	23	switching	switching	NOUN
ajis02-1420	223	24	possibility	possibility	NOUN
ajis02-1420	223	25	than	than	ADP
ajis02-1420	223	26	most	most	ADJ
ajis02-1420	223	27	women	woman	NOUN
ajis02-1420	223	28	at	at	ADP
ajis02-1420	223	29	21.93	21.93	NUM
ajis02-1420	223	30	%	%	NOUN
ajis02-1420	223	31	compared	compare	VERB
ajis02-1420	223	32	to	to	ADP
ajis02-1420	223	33	an	an	DET
ajis02-1420	223	34	overall	overall	ADJ
ajis02-1420	223	35	average	average	ADJ
ajis02-1420	223	36	switching	switching	NOUN
ajis02-1420	223	37	tendency	tendency	NOUN
ajis02-1420	223	38	of	of	ADP
ajis02-1420	223	39	37.97	37.97	NUM
ajis02-1420	223	40	%	%	NOUN
ajis02-1420	223	41	.	.	PUNCT
ajis02-1420	224	1	despite	despite	SCONJ
ajis02-1420	224	2	this	this	PRON
ajis02-1420	224	3	being	be	AUX
ajis02-1420	224	4	the	the	DET
ajis02-1420	224	5	case	case	NOUN
ajis02-1420	224	6	for	for	ADP
ajis02-1420	224	7	almost	almost	ADV
ajis02-1420	224	8	all	all	PRON
ajis02-1420	224	9	income	income	NOUN
ajis02-1420	224	10	ranges	range	NOUN
ajis02-1420	224	11	,	,	PUNCT
ajis02-1420	224	12	a	a	DET
ajis02-1420	224	13	high	high	ADJ
ajis02-1420	224	14	non	non	ADJ
ajis02-1420	224	15	-	-	ADJ
ajis02-1420	224	16	switching	switching	ADJ
ajis02-1420	224	17	tendency	tendency	NOUN
ajis02-1420	224	18	(	(	PUNCT
ajis02-1420	224	19	87.5	87.5	NUM
ajis02-1420	224	20	%	%	NOUN
ajis02-1420	224	21	possibility	possibility	NOUN
ajis02-1420	224	22	)	)	PUNCT
ajis02-1420	224	23	is	be	AUX
ajis02-1420	224	24	observed	observe	VERB
ajis02-1420	224	25	within	within	ADP
ajis02-1420	224	26	the	the	DET
ajis02-1420	224	27	respondents	respondent	NOUN
ajis02-1420	224	28	having	have	VERB
ajis02-1420	224	29	annual	annual	ADJ
ajis02-1420	224	30	income	income	NOUN
ajis02-1420	224	31	between	between	ADP
ajis02-1420	224	32	$	$	SYM
ajis02-1420	224	33	100,000	100,000	NUM
ajis02-1420	224	34	and	and	CCONJ
ajis02-1420	224	35	$	$	SYM
ajis02-1420	224	36	109,000	109,000	NUM
ajis02-1420	224	37	,	,	PUNCT
ajis02-1420	224	38	and	and	CCONJ
ajis02-1420	224	39	age	age	NOUN
ajis02-1420	224	40	between	between	ADP
ajis02-1420	224	41	55	55	NUM
ajis02-1420	224	42	and	and	CCONJ
ajis02-1420	224	43	64	64	NUM
ajis02-1420	224	44	.	.	PUNCT
ajis02-1420	225	1	there	there	PRON
ajis02-1420	225	2	are	be	VERB
ajis02-1420	225	3	8	8	NUM
ajis02-1420	225	4	such	such	ADJ
ajis02-1420	225	5	participants	participant	NOUN
ajis02-1420	225	6	,	,	PUNCT
ajis02-1420	225	7	7	7	NUM
ajis02-1420	225	8	of	of	ADP
ajis02-1420	225	9	which	which	PRON
ajis02-1420	225	10	did	do	AUX
ajis02-1420	225	11	not	not	PART
ajis02-1420	225	12	switch	switch	VERB
ajis02-1420	225	13	in	in	ADP
ajis02-1420	225	14	the	the	DET
ajis02-1420	225	15	last	last	ADJ
ajis02-1420	225	16	12	12	NUM
ajis02-1420	225	17	months	month	NOUN
ajis02-1420	225	18	although	although	SCONJ
ajis02-1420	225	19	they	they	PRON
ajis02-1420	225	20	considered	consider	VERB
ajis02-1420	225	21	switching	switch	VERB
ajis02-1420	225	22	.	.	PUNCT
ajis02-1420	226	1	when	when	SCONJ
ajis02-1420	226	2	one	one	PRON
ajis02-1420	226	3	compares	compare	VERB
ajis02-1420	226	4	this	this	PRON
ajis02-1420	226	5	to	to	ADP
ajis02-1420	226	6	the	the	DET
ajis02-1420	226	7	rest	rest	NOUN
ajis02-1420	226	8	of	of	ADP
ajis02-1420	226	9	men	man	NOUN
ajis02-1420	226	10	within	within	ADP
ajis02-1420	226	11	this	this	DET
ajis02-1420	226	12	age	age	NOUN
ajis02-1420	226	13	bracket	bracket	NOUN
ajis02-1420	226	14	,	,	PUNCT
ajis02-1420	226	15	who	who	PRON
ajis02-1420	226	16	have	have	VERB
ajis02-1420	226	17	a	a	DET
ajis02-1420	226	18	47.13	47.13	NUM
ajis02-1420	226	19	%	%	NOUN
ajis02-1420	226	20	non	non	ADJ
ajis02-1420	226	21	-	-	ADJ
ajis02-1420	226	22	switching	switching	ADJ
ajis02-1420	226	23	tendency	tendency	NOUN
ajis02-1420	226	24	,	,	PUNCT
ajis02-1420	226	25	this	this	PRON
ajis02-1420	226	26	is	be	AUX
ajis02-1420	226	27	a	a	DET
ajis02-1420	226	28	significant	significant	ADJ
ajis02-1420	226	29	difference	difference	NOUN
ajis02-1420	226	30	.	.	PUNCT
ajis02-1420	227	1	5.1.5	5.1.5	NUM
ajis02-1420	227	2	trend	trend	NOUN
ajis02-1420	227	3	:	:	PUNCT
ajis02-1420	227	4	education	education	NOUN
ajis02-1420	227	5	and	and	CCONJ
ajis02-1420	227	6	brand	brand	NOUN
ajis02-1420	227	7	-	-	PUNCT
ajis02-1420	227	8	switching	switching	NOUN
ajis02-1420	227	9	once	once	SCONJ
ajis02-1420	227	10	they	they	PRON
ajis02-1420	227	11	think	think	VERB
ajis02-1420	227	12	of	of	ADP
ajis02-1420	227	13	switching	switching	NOUN
ajis02-1420	227	14	,	,	PUNCT
ajis02-1420	227	15	the	the	DET
ajis02-1420	227	16	overall	overall	ADJ
ajis02-1420	227	17	rate	rate	NOUN
ajis02-1420	227	18	of	of	ADP
ajis02-1420	227	19	switching	switch	VERB
ajis02-1420	227	20	for	for	ADP
ajis02-1420	227	21	the	the	DET
ajis02-1420	227	22	university	university	NOUN
ajis02-1420	227	23	drop	drop	NOUN
ajis02-1420	227	24	-	-	PUNCT
ajis02-1420	227	25	outs	out	NOUN
ajis02-1420	227	26	is	be	AUX
ajis02-1420	227	27	31.51	31.51	NUM
ajis02-1420	227	28	%	%	NOUN
ajis02-1420	227	29	.	.	PUNCT
ajis02-1420	228	1	those	those	DET
ajis02-1420	228	2	respondents	respondent	NOUN
ajis02-1420	228	3	with	with	ADP
ajis02-1420	228	4	bachelor	bachelor	NOUN
ajis02-1420	228	5	’s	’s	NOUN
ajis02-1420	228	6	degree	degree	NOUN
ajis02-1420	228	7	as	as	ADP
ajis02-1420	228	8	their	their	PRON
ajis02-1420	228	9	highest	high	ADJ
ajis02-1420	228	10	education	education	NOUN
ajis02-1420	228	11	level	level	NOUN
ajis02-1420	228	12	who	who	PRON
ajis02-1420	228	13	do	do	AUX
ajis02-1420	228	14	not	not	PART
ajis02-1420	228	15	have	have	VERB
ajis02-1420	228	16	children	child	NOUN
ajis02-1420	228	17	have	have	VERB
ajis02-1420	228	18	an	an	DET
ajis02-1420	228	19	even	even	ADV
ajis02-1420	228	20	higher	high	ADJ
ajis02-1420	228	21	actual	actual	ADJ
ajis02-1420	228	22	switching	switching	NOUN
ajis02-1420	228	23	rate	rate	NOUN
ajis02-1420	228	24	at	at	ADP
ajis02-1420	228	25	37.25	37.25	NUM
ajis02-1420	228	26	%	%	NOUN
ajis02-1420	228	27	.	.	PUNCT
ajis02-1420	229	1	from	from	ADP
ajis02-1420	229	2	this	this	PRON
ajis02-1420	229	3	,	,	PUNCT
ajis02-1420	229	4	that	that	SCONJ
ajis02-1420	229	5	people	people	NOUN
ajis02-1420	229	6	who	who	PRON
ajis02-1420	229	7	have	have	AUX
ajis02-1420	229	8	been	be	AUX
ajis02-1420	229	9	to	to	ADP
ajis02-1420	229	10	university	university	NOUN
ajis02-1420	229	11	for	for	ADP
ajis02-1420	229	12	a	a	DET
ajis02-1420	229	13	reasonable	reasonable	ADJ
ajis02-1420	229	14	amount	amount	NOUN
ajis02-1420	229	15	of	of	ADP
ajis02-1420	229	16	time	time	NOUN
ajis02-1420	229	17	tend	tend	VERB
ajis02-1420	229	18	to	to	PART
ajis02-1420	229	19	switch	switch	VERB
ajis02-1420	229	20	a	a	DET
ajis02-1420	229	21	lot	lot	NOUN
ajis02-1420	229	22	can	can	AUX
ajis02-1420	229	23	be	be	AUX
ajis02-1420	229	24	inferred	infer	VERB
ajis02-1420	229	25	.	.	PUNCT
ajis02-1420	230	1	this	this	DET
ajis02-1420	230	2	finding	finding	NOUN
ajis02-1420	230	3	suggests	suggest	VERB
ajis02-1420	230	4	that	that	SCONJ
ajis02-1420	230	5	advertising	advertising	NOUN
ajis02-1420	230	6	at	at	ADP
ajis02-1420	230	7	universities	university	NOUN
ajis02-1420	230	8	and	and	CCONJ
ajis02-1420	230	9	targeting	target	VERB
ajis02-1420	230	10	university	university	NOUN
ajis02-1420	230	11	students	student	NOUN
ajis02-1420	230	12	to	to	PART
ajis02-1420	230	13	foster	foster	VERB
ajis02-1420	230	14	a	a	DET
ajis02-1420	230	15	sense	sense	NOUN
ajis02-1420	230	16	of	of	ADP
ajis02-1420	230	17	brand	brand	NOUN
ajis02-1420	230	18	-	-	PUNCT
ajis02-1420	230	19	loyalty	loyalty	NOUN
ajis02-1420	230	20	may	may	AUX
ajis02-1420	230	21	be	be	AUX
ajis02-1420	230	22	a	a	DET
ajis02-1420	230	23	possible	possible	ADJ
ajis02-1420	230	24	approach	approach	NOUN
ajis02-1420	230	25	for	for	ADP
ajis02-1420	230	26	the	the	DET
ajis02-1420	230	27	service	service	NOUN
ajis02-1420	230	28	providers	provider	NOUN
ajis02-1420	230	29	.	.	PUNCT
ajis02-1420	231	1	5.2	5.2	NUM
ajis02-1420	231	2	demographics	demographic	NOUN
ajis02-1420	231	3	based	base	VERB
ajis02-1420	231	4	analysis	analysis	NOUN
ajis02-1420	231	5	for	for	ADP
ajis02-1420	231	6	properties	property	NOUN
ajis02-1420	231	7	other	other	ADJ
ajis02-1420	231	8	than	than	ADP
ajis02-1420	231	9	brand	brand	NOUN
ajis02-1420	231	10	switching	switching	NOUN
ajis02-1420	231	11	in	in	ADP
ajis02-1420	231	12	this	this	DET
ajis02-1420	231	13	subsection	subsection	NOUN
ajis02-1420	231	14	we	we	PRON
ajis02-1420	231	15	use	use	VERB
ajis02-1420	231	16	the	the	DET
ajis02-1420	231	17	same	same	ADJ
ajis02-1420	231	18	demographic	demographic	ADJ
ajis02-1420	231	19	based	base	VERB
ajis02-1420	231	20	attributes	attribute	NOUN
ajis02-1420	231	21	used	use	VERB
ajis02-1420	231	22	in	in	ADP
ajis02-1420	231	23	the	the	DET
ajis02-1420	231	24	previous	previous	ADJ
ajis02-1420	231	25	study	study	NOUN
ajis02-1420	231	26	,	,	PUNCT
ajis02-1420	231	27	but	but	CCONJ
ajis02-1420	231	28	explore	explore	VERB
ajis02-1420	231	29	patterns	pattern	NOUN
ajis02-1420	231	30	other	other	ADJ
ajis02-1420	231	31	than	than	ADP
ajis02-1420	231	32	just	just	ADV
ajis02-1420	231	33	brand	brand	NOUN
ajis02-1420	231	34	switching	switch	VERB
ajis02-1420	231	35	tendency	tendency	NOUN
ajis02-1420	231	36	.	.	PUNCT
ajis02-1420	232	1	therefore	therefore	ADV
ajis02-1420	232	2	,	,	PUNCT
ajis02-1420	232	3	we	we	PRON
ajis02-1420	232	4	use	use	VERB
ajis02-1420	232	5	some	some	DET
ajis02-1420	232	6	other	other	ADJ
ajis02-1420	232	7	attributes	attribute	NOUN
ajis02-1420	232	8	from	from	ADP
ajis02-1420	232	9	the	the	DET
ajis02-1420	232	10	dataset	dataset	NOUN
ajis02-1420	232	11	as	as	ADP
ajis02-1420	232	12	our	our	PRON
ajis02-1420	232	13	class	class	NOUN
ajis02-1420	232	14	attribute	attribute	NOUN
ajis02-1420	232	15	in	in	ADP
ajis02-1420	232	16	this	this	DET
ajis02-1420	232	17	section	section	NOUN
ajis02-1420	232	18	.	.	PUNCT
ajis02-1420	233	1	this	this	PRON
ajis02-1420	233	2	allows	allow	VERB
ajis02-1420	233	3	us	we	PRON
ajis02-1420	233	4	to	to	PART
ajis02-1420	233	5	discover	discover	VERB
ajis02-1420	233	6	if	if	SCONJ
ajis02-1420	233	7	there	there	PRON
ajis02-1420	233	8	are	be	VERB
ajis02-1420	233	9	any	any	DET
ajis02-1420	233	10	strong	strong	ADJ
ajis02-1420	233	11	rules	rule	NOUN
ajis02-1420	233	12	that	that	PRON
ajis02-1420	233	13	predict	predict	VERB
ajis02-1420	233	14	other	other	ADJ
ajis02-1420	233	15	factors	factor	NOUN
ajis02-1420	233	16	such	such	ADJ
ajis02-1420	233	17	as	as	ADP
ajis02-1420	233	18	underspending	underspending	NOUN
ajis02-1420	233	19	and	and	CCONJ
ajis02-1420	233	20	phone	phone	NOUN
ajis02-1420	233	21	service	service	NOUN
ajis02-1420	233	22	type	type	NOUN
ajis02-1420	233	23	.	.	PUNCT
ajis02-1420	234	1	these	these	DET
ajis02-1420	234	2	strong	strong	ADJ
ajis02-1420	234	3	rules	rule	NOUN
ajis02-1420	234	4	can	can	AUX
ajis02-1420	234	5	be	be	AUX
ajis02-1420	234	6	adapted	adapt	VERB
ajis02-1420	234	7	into	into	ADP
ajis02-1420	234	8	knowledge	knowledge	NOUN
ajis02-1420	234	9	about	about	ADP
ajis02-1420	234	10	these	these	DET
ajis02-1420	234	11	factors	factor	NOUN
ajis02-1420	234	12	,	,	PUNCT
ajis02-1420	234	13	just	just	ADV
ajis02-1420	234	14	as	as	SCONJ
ajis02-1420	234	15	has	have	AUX
ajis02-1420	234	16	been	be	AUX
ajis02-1420	234	17	done	do	VERB
ajis02-1420	234	18	previously	previously	ADV
ajis02-1420	234	19	with	with	ADP
ajis02-1420	234	20	brand	brand	NOUN
ajis02-1420	234	21	-	-	PUNCT
ajis02-1420	234	22	switching	switching	NOUN
ajis02-1420	234	23	.	.	PUNCT
ajis02-1420	235	1	5.2.1	5.2.1	NUM
ajis02-1420	235	2	trend	trend	NOUN
ajis02-1420	235	3	:	:	PUNCT
ajis02-1420	235	4	relation	relation	NOUN
ajis02-1420	235	5	between	between	ADP
ajis02-1420	235	6	underspending	underspending	NOUN
ajis02-1420	235	7	and	and	CCONJ
ajis02-1420	235	8	gender	gender	NOUN
ajis02-1420	235	9	a	a	DET
ajis02-1420	235	10	demographic	demographic	ADJ
ajis02-1420	235	11	analysis	analysis	NOUN
ajis02-1420	235	12	of	of	ADP
ajis02-1420	235	13	the	the	DET
ajis02-1420	235	14	1077	1077	NUM
ajis02-1420	235	15	respondents	respondent	NOUN
ajis02-1420	235	16	who	who	PRON
ajis02-1420	235	17	are	be	AUX
ajis02-1420	235	18	not	not	PART
ajis02-1420	235	19	on	on	ADP
ajis02-1420	235	20	a	a	DET
ajis02-1420	235	21	pre	pre	ADJ
ajis02-1420	235	22	-	-	ADJ
ajis02-1420	235	23	paid	pay	VERB
ajis02-1420	235	24	plan	plan	NOUN
ajis02-1420	235	25	shows	show	VERB
ajis02-1420	235	26	that	that	SCONJ
ajis02-1420	235	27	males	male	NOUN
ajis02-1420	235	28	are	be	AUX
ajis02-1420	235	29	highly	highly	ADV
ajis02-1420	235	30	likely	likely	ADJ
ajis02-1420	235	31	to	to	PART
ajis02-1420	235	32	underspend	underspend	VERB
ajis02-1420	235	33	the	the	DET
ajis02-1420	235	34	“	"	PUNCT
ajis02-1420	235	35	included	include	VERB
ajis02-1420	235	36	value	value	NOUN
ajis02-1420	235	37	"	"	PUNCT
ajis02-1420	235	38	on	on	ADP
ajis02-1420	235	39	their	their	PRON
ajis02-1420	235	40	plan	plan	NOUN
ajis02-1420	235	41	.	.	PUNCT
ajis02-1420	236	1	males	male	NOUN
ajis02-1420	236	2	in	in	ADP
ajis02-1420	236	3	this	this	DET
ajis02-1420	236	4	category	category	NOUN
ajis02-1420	236	5	have	have	VERB
ajis02-1420	236	6	an	an	DET
ajis02-1420	236	7	underspending	underspending	ADJ
ajis02-1420	236	8	likelihood	likelihood	NOUN
ajis02-1420	236	9	of	of	ADP
ajis02-1420	236	10	75.54	75.54	NUM
ajis02-1420	236	11	%	%	NOUN
ajis02-1420	236	12	.	.	PUNCT
ajis02-1420	237	1	this	this	PRON
ajis02-1420	237	2	is	be	AUX
ajis02-1420	237	3	opposed	oppose	VERB
ajis02-1420	237	4	to	to	ADP
ajis02-1420	237	5	females	female	NOUN
ajis02-1420	237	6	who	who	PRON
ajis02-1420	237	7	have	have	VERB
ajis02-1420	237	8	only	only	ADV
ajis02-1420	237	9	67	67	NUM
ajis02-1420	237	10	%	%	NOUN
ajis02-1420	237	11	possibility	possibility	NOUN
ajis02-1420	237	12	of	of	ADP
ajis02-1420	237	13	underspending	underspending	NOUN
ajis02-1420	237	14	.	.	PUNCT
ajis02-1420	238	1	from	from	ADP
ajis02-1420	238	2	this	this	PRON
ajis02-1420	238	3	,	,	PUNCT
ajis02-1420	238	4	it	it	PRON
ajis02-1420	238	5	appears	appear	VERB
ajis02-1420	238	6	that	that	SCONJ
ajis02-1420	238	7	men	man	NOUN
ajis02-1420	238	8	are	be	AUX
ajis02-1420	238	9	slightly	slightly	ADV
ajis02-1420	238	10	more	more	ADV
ajis02-1420	238	11	likely	likely	ADJ
ajis02-1420	238	12	to	to	PART
ajis02-1420	238	13	underspend	underspend	VERB
ajis02-1420	238	14	the	the	DET
ajis02-1420	238	15	included	include	VERB
ajis02-1420	238	16	value	value	NOUN
ajis02-1420	238	17	on	on	ADP
ajis02-1420	238	18	their	their	PRON
ajis02-1420	238	19	plans	plan	NOUN
ajis02-1420	238	20	than	than	ADP
ajis02-1420	238	21	women	woman	NOUN
ajis02-1420	238	22	.	.	PUNCT
ajis02-1420	239	1	australasian	australasian	ADJ
ajis02-1420	239	2	journal	journal	NOUN
ajis02-1420	239	3	of	of	ADP
ajis02-1420	239	4	information	information	NOUN
ajis02-1420	239	5	systems	systems	PROPN
ajis02-1420	239	6	islam	islam	PROPN
ajis02-1420	239	7	,	,	PUNCT
ajis02-1420	239	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	239	9	,	,	PUNCT
ajis02-1420	239	10	furner	furner	PROPN
ajis02-1420	239	11	,	,	PUNCT
ajis02-1420	239	12	johnson	johnson	PROPN
ajis02-1420	239	13	,	,	PUNCT
ajis02-1420	239	14	gray	gray	PROPN
ajis02-1420	239	15	&	&	CCONJ
ajis02-1420	239	16	carter	carter	PROPN
ajis02-1420	239	17	2016	2016	NUM
ajis02-1420	239	18	,	,	PUNCT
ajis02-1420	239	19	vol	vol	NOUN
ajis02-1420	239	20	20	20	NUM
ajis02-1420	239	21	,	,	PUNCT
ajis02-1420	239	22	research	research	NOUN
ajis02-1420	239	23	article	article	NOUN
ajis02-1420	239	24	brand	brand	NOUN
ajis02-1420	239	25	switching	switch	VERB
ajis02-1420	239	26	pattern	pattern	NOUN
ajis02-1420	239	27	discovery	discovery	NOUN
ajis02-1420	239	28	by	by	ADP
ajis02-1420	239	29	data	datum	NOUN
ajis02-1420	239	30	mining	mining	NOUN
ajis02-1420	239	31	techniques	technique	NOUN
ajis02-1420	239	32	10	10	NUM
ajis02-1420	239	33	5.2.2	5.2.2	NUM
ajis02-1420	239	34	trend	trend	NOUN
ajis02-1420	239	35	:	:	PUNCT
ajis02-1420	239	36	mobile	mobile	ADJ
ajis02-1420	239	37	service	service	NOUN
ajis02-1420	239	38	type	type	NOUN
ajis02-1420	239	39	and	and	CCONJ
ajis02-1420	239	40	familial	familial	ADJ
ajis02-1420	239	41	status	status	NOUN
ajis02-1420	239	42	a	a	DET
ajis02-1420	239	43	demographic	demographic	ADJ
ajis02-1420	239	44	analysis	analysis	NOUN
ajis02-1420	239	45	of	of	ADP
ajis02-1420	239	46	1540	1540	NUM
ajis02-1420	239	47	survey	survey	NOUN
ajis02-1420	239	48	-	-	PUNCT
ajis02-1420	239	49	respondents	respondent	NOUN
ajis02-1420	239	50	pertaining	pertain	VERB
ajis02-1420	239	51	to	to	ADP
ajis02-1420	239	52	the	the	DET
ajis02-1420	239	53	type	type	NOUN
ajis02-1420	239	54	of	of	ADP
ajis02-1420	239	55	mobile	mobile	ADJ
ajis02-1420	239	56	phone	phone	NOUN
ajis02-1420	239	57	service	service	NOUN
ajis02-1420	239	58	shows	show	VERB
ajis02-1420	239	59	that	that	SCONJ
ajis02-1420	239	60	of	of	ADP
ajis02-1420	239	61	all	all	DET
ajis02-1420	239	62	those	those	DET
ajis02-1420	239	63	customers	customer	NOUN
ajis02-1420	239	64	with	with	ADP
ajis02-1420	239	65	a	a	DET
ajis02-1420	239	66	child	child	NOUN
ajis02-1420	239	67	under	under	ADP
ajis02-1420	239	68	5	5	NUM
ajis02-1420	239	69	years	year	NOUN
ajis02-1420	239	70	old	old	ADJ
ajis02-1420	239	71	,	,	PUNCT
ajis02-1420	239	72	a	a	DET
ajis02-1420	239	73	substantial	substantial	ADJ
ajis02-1420	239	74	amount	amount	NOUN
ajis02-1420	239	75	of	of	ADP
ajis02-1420	239	76	these	these	PRON
ajis02-1420	239	77	(	(	PUNCT
ajis02-1420	239	78	64.26	64.26	NUM
ajis02-1420	239	79	%	%	NOUN
ajis02-1420	239	80	)	)	PUNCT
ajis02-1420	239	81	are	be	AUX
ajis02-1420	239	82	on	on	ADP
ajis02-1420	239	83	a	a	DET
ajis02-1420	239	84	cap	cap	NOUN
ajis02-1420	239	85	plan	plan	NOUN
ajis02-1420	239	86	with	with	ADP
ajis02-1420	239	87	a	a	DET
ajis02-1420	239	88	phone	phone	NOUN
ajis02-1420	239	89	.	.	PUNCT
ajis02-1420	240	1	the	the	DET
ajis02-1420	240	2	next	next	ADJ
ajis02-1420	240	3	largest	large	ADJ
ajis02-1420	240	4	service	service	NOUN
ajis02-1420	240	5	type	type	NOUN
ajis02-1420	240	6	for	for	ADP
ajis02-1420	240	7	these	these	DET
ajis02-1420	240	8	customers	customer	NOUN
ajis02-1420	240	9	is	be	AUX
ajis02-1420	240	10	prepaid	prepay	VERB
ajis02-1420	240	11	with	with	ADP
ajis02-1420	240	12	20.53	20.53	NUM
ajis02-1420	240	13	%	%	NOUN
ajis02-1420	240	14	of	of	ADP
ajis02-1420	240	15	respondents	respondent	NOUN
ajis02-1420	240	16	,	,	PUNCT
ajis02-1420	240	17	a	a	DET
ajis02-1420	240	18	substantial	substantial	ADJ
ajis02-1420	240	19	difference	difference	NOUN
ajis02-1420	240	20	.	.	PUNCT
ajis02-1420	241	1	as	as	ADP
ajis02-1420	241	2	a	a	DET
ajis02-1420	241	3	significant	significant	ADJ
ajis02-1420	241	4	quantity	quantity	NOUN
ajis02-1420	241	5	(	(	PUNCT
ajis02-1420	241	6	64.26	64.26	NUM
ajis02-1420	241	7	%	%	NOUN
ajis02-1420	241	8	)	)	PUNCT
ajis02-1420	241	9	of	of	ADP
ajis02-1420	241	10	these	these	DET
ajis02-1420	241	11	customers	customer	NOUN
ajis02-1420	241	12	are	be	AUX
ajis02-1420	241	13	on	on	ADP
ajis02-1420	241	14	a	a	DET
ajis02-1420	241	15	cap	cap	NOUN
ajis02-1420	241	16	plan	plan	NOUN
ajis02-1420	241	17	with	with	ADP
ajis02-1420	241	18	a	a	DET
ajis02-1420	241	19	phone	phone	NOUN
ajis02-1420	241	20	,	,	PUNCT
ajis02-1420	241	21	it	it	PRON
ajis02-1420	241	22	would	would	AUX
ajis02-1420	241	23	make	make	VERB
ajis02-1420	241	24	sense	sense	NOUN
ajis02-1420	241	25	to	to	PART
ajis02-1420	241	26	directly	directly	ADV
ajis02-1420	241	27	market	market	VERB
ajis02-1420	241	28	to	to	ADP
ajis02-1420	241	29	people	people	NOUN
ajis02-1420	241	30	with	with	ADP
ajis02-1420	241	31	young	young	ADJ
ajis02-1420	241	32	families	family	NOUN
ajis02-1420	241	33	for	for	ADP
ajis02-1420	241	34	these	these	DET
ajis02-1420	241	35	services	service	NOUN
ajis02-1420	241	36	.	.	PUNCT
ajis02-1420	242	1	5.3	5.3	NUM
ajis02-1420	242	2	relationship	relationship	NOUN
ajis02-1420	242	3	-	-	PUNCT
ajis02-1420	242	4	based	base	VERB
ajis02-1420	242	5	analysis	analysis	NOUN
ajis02-1420	242	6	for	for	ADP
ajis02-1420	242	7	brand	brand	NOUN
ajis02-1420	242	8	-	-	PUNCT
ajis02-1420	242	9	switching	switch	VERB
ajis02-1420	242	10	this	this	DET
ajis02-1420	242	11	section	section	NOUN
ajis02-1420	242	12	aims	aim	VERB
ajis02-1420	242	13	to	to	PART
ajis02-1420	242	14	explore	explore	VERB
ajis02-1420	242	15	interesting	interesting	ADJ
ajis02-1420	242	16	patterns	pattern	NOUN
ajis02-1420	242	17	of	of	ADP
ajis02-1420	242	18	brand	brand	NOUN
ajis02-1420	242	19	switching	switching	NOUN
ajis02-1420	242	20	and	and	CCONJ
ajis02-1420	242	21	the	the	DET
ajis02-1420	242	22	relationship	relationship	NOUN
ajis02-1420	242	23	a	a	DET
ajis02-1420	242	24	customer	customer	NOUN
ajis02-1420	242	25	has	have	VERB
ajis02-1420	242	26	with	with	ADP
ajis02-1420	242	27	their	their	PRON
ajis02-1420	242	28	phone	phone	NOUN
ajis02-1420	242	29	company	company	NOUN
ajis02-1420	242	30	(	(	PUNCT
ajis02-1420	242	31	and	and	CCONJ
ajis02-1420	242	32	phone	phone	NOUN
ajis02-1420	242	33	companies	company	NOUN
ajis02-1420	242	34	in	in	ADP
ajis02-1420	242	35	general	general	ADJ
ajis02-1420	242	36	)	)	PUNCT
ajis02-1420	242	37	.	.	PUNCT
ajis02-1420	243	1	the	the	DET
ajis02-1420	243	2	independent	independent	ADJ
ajis02-1420	243	3	variables	variable	NOUN
ajis02-1420	243	4	that	that	PRON
ajis02-1420	243	5	are	be	AUX
ajis02-1420	243	6	chosen	choose	VERB
ajis02-1420	243	7	in	in	ADP
ajis02-1420	243	8	this	this	DET
ajis02-1420	243	9	section	section	NOUN
ajis02-1420	243	10	include	include	VERB
ajis02-1420	243	11	those	those	PRON
ajis02-1420	243	12	that	that	PRON
ajis02-1420	243	13	represent	represent	VERB
ajis02-1420	243	14	various	various	ADJ
ajis02-1420	243	15	satisfaction	satisfaction	NOUN
ajis02-1420	243	16	metrics	metric	NOUN
ajis02-1420	243	17	,	,	PUNCT
ajis02-1420	243	18	number	number	NOUN
ajis02-1420	243	19	of	of	ADP
ajis02-1420	243	20	times	time	NOUN
ajis02-1420	243	21	a	a	DET
ajis02-1420	243	22	customer	customer	NOUN
ajis02-1420	243	23	has	have	AUX
ajis02-1420	243	24	complained	complain	VERB
ajis02-1420	243	25	or	or	CCONJ
ajis02-1420	243	26	had	have	VERB
ajis02-1420	243	27	problems	problem	NOUN
ajis02-1420	243	28	,	,	PUNCT
ajis02-1420	243	29	and	and	CCONJ
ajis02-1420	243	30	channels	channel	NOUN
ajis02-1420	243	31	of	of	ADP
ajis02-1420	243	32	complaint	complaint	NOUN
ajis02-1420	243	33	.	.	PUNCT
ajis02-1420	244	1	the	the	DET
ajis02-1420	244	2	dependent	dependent	ADJ
ajis02-1420	244	3	variable	variable	NOUN
ajis02-1420	244	4	(	(	PUNCT
ajis02-1420	244	5	i.e.	i.e.	X
ajis02-1420	244	6	,	,	PUNCT
ajis02-1420	244	7	the	the	DET
ajis02-1420	244	8	class	class	NOUN
ajis02-1420	244	9	attribute	attribute	NOUN
ajis02-1420	244	10	)	)	PUNCT
ajis02-1420	244	11	is	be	AUX
ajis02-1420	244	12	brand	brand	NOUN
ajis02-1420	244	13	-	-	PUNCT
ajis02-1420	244	14	switching	switching	NOUN
ajis02-1420	244	15	.	.	PUNCT
ajis02-1420	245	1	5.3.1	5.3.1	NUM
ajis02-1420	245	2	trend	trend	NOUN
ajis02-1420	245	3	:	:	PUNCT
ajis02-1420	245	4	perceived	perceive	VERB
ajis02-1420	245	5	industry	industry	NOUN
ajis02-1420	245	6	ethics	ethic	NOUN
ajis02-1420	245	7	and	and	CCONJ
ajis02-1420	245	8	brand	brand	NOUN
ajis02-1420	245	9	-	-	PUNCT
ajis02-1420	245	10	switching	switch	VERB
ajis02-1420	245	11	interestingly	interestingly	ADV
ajis02-1420	245	12	those	those	PRON
ajis02-1420	245	13	who	who	PRON
ajis02-1420	245	14	believe	believe	VERB
ajis02-1420	245	15	that	that	SCONJ
ajis02-1420	245	16	telecommunication	telecommunication	NOUN
ajis02-1420	245	17	service	service	NOUN
ajis02-1420	245	18	providers	provider	NOUN
ajis02-1420	245	19	act	act	VERB
ajis02-1420	245	20	ethically	ethically	ADV
ajis02-1420	245	21	have	have	VERB
ajis02-1420	245	22	a	a	DET
ajis02-1420	245	23	high	high	ADJ
ajis02-1420	245	24	switching	switching	NOUN
ajis02-1420	245	25	tendency	tendency	NOUN
ajis02-1420	245	26	.	.	PUNCT
ajis02-1420	246	1	once	once	SCONJ
ajis02-1420	246	2	they	they	PRON
ajis02-1420	246	3	consider	consider	VERB
ajis02-1420	246	4	switching	switch	VERB
ajis02-1420	246	5	they	they	PRON
ajis02-1420	246	6	have	have	VERB
ajis02-1420	246	7	a	a	DET
ajis02-1420	246	8	switching	switch	VERB
ajis02-1420	246	9	probability	probability	NOUN
ajis02-1420	246	10	of	of	ADP
ajis02-1420	246	11	65.73	65.73	NUM
ajis02-1420	246	12	%	%	NOUN
ajis02-1420	246	13	.	.	PUNCT
ajis02-1420	247	1	that	that	PRON
ajis02-1420	247	2	is	be	AUX
ajis02-1420	247	3	,	,	PUNCT
ajis02-1420	247	4	94	94	NUM
ajis02-1420	247	5	of	of	ADP
ajis02-1420	247	6	these	these	DET
ajis02-1420	247	7	respondents	respondent	NOUN
ajis02-1420	247	8	switched	switch	VERB
ajis02-1420	247	9	after	after	ADP
ajis02-1420	247	10	having	having	AUX
ajis02-1420	247	11	considered	consider	VERB
ajis02-1420	247	12	switching	switch	VERB
ajis02-1420	247	13	while	while	SCONJ
ajis02-1420	247	14	49	49	NUM
ajis02-1420	247	15	of	of	ADP
ajis02-1420	247	16	them	they	PRON
ajis02-1420	247	17	did	do	AUX
ajis02-1420	247	18	not	not	PART
ajis02-1420	247	19	ultimately	ultimately	ADV
ajis02-1420	247	20	switch	switch	VERB
ajis02-1420	247	21	.	.	PUNCT
ajis02-1420	248	1	this	this	DET
ajis02-1420	248	2	finding	finding	NOUN
ajis02-1420	248	3	makes	make	VERB
ajis02-1420	248	4	it	it	PRON
ajis02-1420	248	5	seem	seem	VERB
ajis02-1420	248	6	likely	likely	ADJ
ajis02-1420	248	7	that	that	SCONJ
ajis02-1420	248	8	despite	despite	SCONJ
ajis02-1420	248	9	customers	customer	NOUN
ajis02-1420	248	10	being	be	AUX
ajis02-1420	248	11	strongly	strongly	ADV
ajis02-1420	248	12	convinced	convince	VERB
ajis02-1420	248	13	that	that	SCONJ
ajis02-1420	248	14	their	their	PRON
ajis02-1420	248	15	service	service	NOUN
ajis02-1420	248	16	providers	provider	NOUN
ajis02-1420	248	17	are	be	AUX
ajis02-1420	248	18	ethical	ethical	ADJ
ajis02-1420	248	19	,	,	PUNCT
ajis02-1420	248	20	they	they	PRON
ajis02-1420	248	21	may	may	AUX
ajis02-1420	248	22	still	still	ADV
ajis02-1420	248	23	be	be	AUX
ajis02-1420	248	24	prone	prone	ADJ
ajis02-1420	248	25	to	to	PART
ajis02-1420	248	26	switch	switch	VERB
ajis02-1420	248	27	.	.	PUNCT
ajis02-1420	249	1	that	that	PRON
ajis02-1420	249	2	is	be	AUX
ajis02-1420	249	3	,	,	PUNCT
ajis02-1420	249	4	just	just	ADV
ajis02-1420	249	5	functioning	function	VERB
ajis02-1420	249	6	ethically	ethically	ADV
ajis02-1420	249	7	may	may	AUX
ajis02-1420	249	8	not	not	PART
ajis02-1420	249	9	be	be	AUX
ajis02-1420	249	10	good	good	ADJ
ajis02-1420	249	11	enough	enough	ADV
ajis02-1420	249	12	to	to	PART
ajis02-1420	249	13	retain	retain	VERB
ajis02-1420	249	14	customers	customer	NOUN
ajis02-1420	249	15	.	.	PUNCT
ajis02-1420	250	1	conversely	conversely	ADV
ajis02-1420	250	2	it	it	PRON
ajis02-1420	250	3	seems	seem	VERB
ajis02-1420	250	4	those	those	PRON
ajis02-1420	250	5	who	who	PRON
ajis02-1420	250	6	generally	generally	ADV
ajis02-1420	250	7	think	think	VERB
ajis02-1420	250	8	that	that	SCONJ
ajis02-1420	250	9	phone	phone	NOUN
ajis02-1420	250	10	providers	provider	NOUN
ajis02-1420	250	11	are	be	AUX
ajis02-1420	250	12	ethical	ethical	ADJ
ajis02-1420	250	13	and	and	CCONJ
ajis02-1420	250	14	trust	trust	VERB
ajis02-1420	250	15	that	that	SCONJ
ajis02-1420	250	16	carriers	carrier	NOUN
ajis02-1420	250	17	follow	follow	VERB
ajis02-1420	250	18	the	the	DET
ajis02-1420	250	19	industry	industry	NOUN
ajis02-1420	250	20	rules	rule	NOUN
ajis02-1420	250	21	and	and	CCONJ
ajis02-1420	250	22	regulations	regulation	NOUN
ajis02-1420	250	23	,	,	PUNCT
ajis02-1420	250	24	and	and	CCONJ
ajis02-1420	250	25	who	who	PRON
ajis02-1420	250	26	have	have	AUX
ajis02-1420	250	27	n’t	not	PART
ajis02-1420	250	28	used	use	VERB
ajis02-1420	250	29	their	their	PRON
ajis02-1420	250	30	phone	phone	NOUN
ajis02-1420	250	31	less	less	ADV
ajis02-1420	250	32	frequently	frequently	ADV
ajis02-1420	250	33	than	than	ADP
ajis02-1420	250	34	usual	usual	ADJ
ajis02-1420	250	35	in	in	ADP
ajis02-1420	250	36	the	the	DET
ajis02-1420	250	37	past	past	ADJ
ajis02-1420	250	38	12	12	NUM
ajis02-1420	250	39	months	month	NOUN
ajis02-1420	250	40	are	be	AUX
ajis02-1420	250	41	very	very	ADV
ajis02-1420	250	42	unlikely	unlikely	ADJ
ajis02-1420	250	43	to	to	PART
ajis02-1420	250	44	switch	switch	VERB
ajis02-1420	250	45	(	(	PUNCT
ajis02-1420	250	46	92.86	92.86	NUM
ajis02-1420	250	47	%	%	NOUN
ajis02-1420	250	48	did	do	AUX
ajis02-1420	250	49	not	not	PART
ajis02-1420	250	50	switch	switch	VERB
ajis02-1420	250	51	)	)	PUNCT
ajis02-1420	250	52	.	.	PUNCT
ajis02-1420	251	1	5.3.2	5.3.2	NUM
ajis02-1420	251	2	trend	trend	NOUN
ajis02-1420	251	3	:	:	PUNCT
ajis02-1420	251	4	brand	brand	NOUN
ajis02-1420	251	5	-	-	PUNCT
ajis02-1420	251	6	switching	switch	VERB
ajis02-1420	251	7	and	and	CCONJ
ajis02-1420	251	8	decreased	decrease	VERB
ajis02-1420	251	9	plan	plan	NOUN
ajis02-1420	251	10	usage	usage	NOUN
ajis02-1420	251	11	a	a	DET
ajis02-1420	251	12	high	high	ADJ
ajis02-1420	251	13	quantity	quantity	NOUN
ajis02-1420	251	14	(	(	PUNCT
ajis02-1420	251	15	48.48	48.48	NUM
ajis02-1420	251	16	%	%	NOUN
ajis02-1420	251	17	)	)	PUNCT
ajis02-1420	251	18	of	of	ADP
ajis02-1420	251	19	confirmed	confirm	VERB
ajis02-1420	251	20	switchers	switcher	NOUN
ajis02-1420	251	21	do	do	AUX
ajis02-1420	251	22	n’t	not	PART
ajis02-1420	251	23	have	have	VERB
ajis02-1420	251	24	a	a	DET
ajis02-1420	251	25	problem	problem	NOUN
ajis02-1420	251	26	with	with	ADP
ajis02-1420	251	27	their	their	PRON
ajis02-1420	251	28	service	service	NOUN
ajis02-1420	251	29	,	,	PUNCT
ajis02-1420	251	30	but	but	CCONJ
ajis02-1420	251	31	claim	claim	VERB
ajis02-1420	251	32	that	that	SCONJ
ajis02-1420	251	33	they	they	PRON
ajis02-1420	251	34	use	use	VERB
ajis02-1420	251	35	their	their	PRON
ajis02-1420	251	36	service	service	NOUN
ajis02-1420	251	37	less	less	ADJ
ajis02-1420	251	38	.	.	PUNCT
ajis02-1420	252	1	there	there	PRON
ajis02-1420	252	2	are	be	VERB
ajis02-1420	252	3	31	31	NUM
ajis02-1420	252	4	customers	customer	NOUN
ajis02-1420	252	5	who	who	PRON
ajis02-1420	252	6	most	most	ADV
ajis02-1420	252	7	strongly	strongly	ADV
ajis02-1420	252	8	agreed	agree	VERB
ajis02-1420	252	9	that	that	SCONJ
ajis02-1420	252	10	they	they	PRON
ajis02-1420	252	11	use	use	VERB
ajis02-1420	252	12	the	the	DET
ajis02-1420	252	13	service	service	NOUN
ajis02-1420	252	14	of	of	ADP
ajis02-1420	252	15	the	the	DET
ajis02-1420	252	16	current	current	ADJ
ajis02-1420	252	17	provider	provider	NOUN
ajis02-1420	252	18	less	less	ADJ
ajis02-1420	252	19	than	than	ADP
ajis02-1420	252	20	the	the	DET
ajis02-1420	252	21	previous	previous	ADJ
ajis02-1420	252	22	provider	provider	NOUN
ajis02-1420	252	23	and	and	CCONJ
ajis02-1420	252	24	24	24	NUM
ajis02-1420	252	25	(	(	PUNCT
ajis02-1420	252	26	77.42	77.42	NUM
ajis02-1420	252	27	%	%	NOUN
ajis02-1420	252	28	)	)	PUNCT
ajis02-1420	252	29	of	of	ADP
ajis02-1420	252	30	them	they	PRON
ajis02-1420	252	31	actually	actually	ADV
ajis02-1420	252	32	switched	switch	VERB
ajis02-1420	252	33	in	in	ADP
ajis02-1420	252	34	the	the	DET
ajis02-1420	252	35	past	past	ADJ
ajis02-1420	252	36	12	12	NUM
ajis02-1420	252	37	months	month	NOUN
ajis02-1420	252	38	.	.	PUNCT
ajis02-1420	253	1	5.3.3	5.3.3	NUM
ajis02-1420	253	2	trend	trend	NOUN
ajis02-1420	253	3	:	:	PUNCT
ajis02-1420	253	4	employment	employment	NOUN
ajis02-1420	253	5	and	and	CCONJ
ajis02-1420	253	6	service	service	NOUN
ajis02-1420	253	7	type	type	NOUN
ajis02-1420	253	8	a	a	DET
ajis02-1420	253	9	very	very	ADV
ajis02-1420	253	10	high	high	ADJ
ajis02-1420	253	11	quantity	quantity	NOUN
ajis02-1420	253	12	(	(	PUNCT
ajis02-1420	253	13	70.11	70.11	NUM
ajis02-1420	253	14	%	%	NOUN
ajis02-1420	253	15	)	)	PUNCT
ajis02-1420	253	16	of	of	ADP
ajis02-1420	253	17	customers	customer	NOUN
ajis02-1420	253	18	surveyed	survey	VERB
ajis02-1420	253	19	who	who	PRON
ajis02-1420	253	20	work	work	VERB
ajis02-1420	253	21	in	in	ADP
ajis02-1420	253	22	retail	retail	NOUN
ajis02-1420	253	23	have	have	VERB
ajis02-1420	253	24	a	a	DET
ajis02-1420	253	25	cap	cap	NOUN
ajis02-1420	253	26	plan	plan	NOUN
ajis02-1420	253	27	with	with	ADP
ajis02-1420	253	28	phone	phone	NOUN
ajis02-1420	253	29	.	.	PUNCT
ajis02-1420	254	1	also	also	ADV
ajis02-1420	254	2	,	,	PUNCT
ajis02-1420	254	3	a	a	DET
ajis02-1420	254	4	majority	majority	NOUN
ajis02-1420	254	5	(	(	PUNCT
ajis02-1420	254	6	83.39	83.39	NUM
ajis02-1420	254	7	%	%	NOUN
ajis02-1420	254	8	)	)	PUNCT
ajis02-1420	254	9	of	of	ADP
ajis02-1420	254	10	respondents	respondent	NOUN
ajis02-1420	254	11	who	who	PRON
ajis02-1420	254	12	claim	claim	VERB
ajis02-1420	254	13	to	to	PART
ajis02-1420	254	14	not	not	PART
ajis02-1420	254	15	be	be	AUX
ajis02-1420	254	16	able	able	ADJ
ajis02-1420	254	17	to	to	PART
ajis02-1420	254	18	afford	afford	VERB
ajis02-1420	254	19	buying	buy	VERB
ajis02-1420	254	20	a	a	DET
ajis02-1420	254	21	phone	phone	NOUN
ajis02-1420	254	22	outright	outright	ADV
ajis02-1420	254	23	are	be	AUX
ajis02-1420	254	24	on	on	ADP
ajis02-1420	254	25	cap	cap	NOUN
ajis02-1420	254	26	plans	plan	NOUN
ajis02-1420	254	27	with	with	ADP
ajis02-1420	254	28	a	a	DET
ajis02-1420	254	29	phone	phone	NOUN
ajis02-1420	254	30	.	.	PUNCT
ajis02-1420	255	1	very	very	ADV
ajis02-1420	255	2	surprisingly	surprisingly	ADV
ajis02-1420	255	3	,	,	PUNCT
ajis02-1420	255	4	even	even	ADV
ajis02-1420	255	5	if	if	SCONJ
ajis02-1420	255	6	they	they	PRON
ajis02-1420	255	7	do	do	AUX
ajis02-1420	255	8	not	not	PART
ajis02-1420	255	9	consider	consider	VERB
ajis02-1420	255	10	phone	phone	NOUN
ajis02-1420	255	11	companies	company	NOUN
ajis02-1420	255	12	to	to	PART
ajis02-1420	255	13	be	be	AUX
ajis02-1420	255	14	extremely	extremely	ADV
ajis02-1420	255	15	ethical	ethical	ADJ
ajis02-1420	255	16	,	,	PUNCT
ajis02-1420	255	17	and	and	CCONJ
ajis02-1420	255	18	can	can	AUX
ajis02-1420	255	19	not	not	PART
ajis02-1420	255	20	afford	afford	VERB
ajis02-1420	255	21	to	to	PART
ajis02-1420	255	22	buy	buy	VERB
ajis02-1420	255	23	a	a	DET
ajis02-1420	255	24	phone	phone	NOUN
ajis02-1420	255	25	outright	outright	ADV
ajis02-1420	255	26	,	,	PUNCT
ajis02-1420	255	27	but	but	CCONJ
ajis02-1420	255	28	are	be	AUX
ajis02-1420	255	29	happy	happy	ADJ
ajis02-1420	255	30	with	with	ADP
ajis02-1420	255	31	their	their	PRON
ajis02-1420	255	32	monthly	monthly	ADJ
ajis02-1420	255	33	cost	cost	NOUN
ajis02-1420	255	34	,	,	PUNCT
ajis02-1420	255	35	they	they	PRON
ajis02-1420	255	36	will	will	AUX
ajis02-1420	255	37	most	most	ADV
ajis02-1420	255	38	likely	likely	ADV
ajis02-1420	255	39	be	be	AUX
ajis02-1420	255	40	on	on	ADP
ajis02-1420	255	41	a	a	DET
ajis02-1420	255	42	cap	cap	NOUN
ajis02-1420	255	43	plan	plan	NOUN
ajis02-1420	255	44	with	with	ADP
ajis02-1420	255	45	a	a	DET
ajis02-1420	255	46	phone	phone	NOUN
ajis02-1420	255	47	(	(	PUNCT
ajis02-1420	255	48	84	84	NUM
ajis02-1420	255	49	%	%	NOUN
ajis02-1420	255	50	likely	likely	ADJ
ajis02-1420	255	51	)	)	PUNCT
ajis02-1420	255	52	.	.	PUNCT
ajis02-1420	256	1	5.4	5.4	NUM
ajis02-1420	256	2	other	other	ADJ
ajis02-1420	256	3	relationship	relationship	NOUN
ajis02-1420	256	4	-	-	PUNCT
ajis02-1420	256	5	based	base	VERB
ajis02-1420	256	6	analysis	analysis	NOUN
ajis02-1420	256	7	this	this	DET
ajis02-1420	256	8	study	study	NOUN
ajis02-1420	256	9	uses	use	VERB
ajis02-1420	256	10	the	the	DET
ajis02-1420	256	11	relationship	relationship	NOUN
ajis02-1420	256	12	-	-	PUNCT
ajis02-1420	256	13	based	base	VERB
ajis02-1420	256	14	attributes	attribute	NOUN
ajis02-1420	256	15	to	to	PART
ajis02-1420	256	16	explore	explore	VERB
ajis02-1420	256	17	customer	customer	NOUN
ajis02-1420	256	18	satisfaction	satisfaction	NOUN
ajis02-1420	256	19	and	and	CCONJ
ajis02-1420	256	20	plan	plan	NOUN
ajis02-1420	256	21	cost	cost	NOUN
ajis02-1420	256	22	in	in	ADP
ajis02-1420	256	23	relation	relation	NOUN
ajis02-1420	256	24	to	to	ADP
ajis02-1420	256	25	where	where	SCONJ
ajis02-1420	256	26	plans	plan	NOUN
ajis02-1420	256	27	are	be	AUX
ajis02-1420	256	28	purchased	purchase	VERB
ajis02-1420	256	29	.	.	PUNCT
ajis02-1420	257	1	5.4.1	5.4.1	NUM
ajis02-1420	257	2	trend	trend	NOUN
ajis02-1420	257	3	:	:	PUNCT
ajis02-1420	257	4	customer	customer	NOUN
ajis02-1420	257	5	satisfaction	satisfaction	NOUN
ajis02-1420	257	6	,	,	PUNCT
ajis02-1420	257	7	purchase	purchase	NOUN
ajis02-1420	257	8	channel	channel	NOUN
ajis02-1420	257	9	,	,	PUNCT
ajis02-1420	257	10	and	and	CCONJ
ajis02-1420	257	11	plan	plan	NOUN
ajis02-1420	257	12	-	-	PUNCT
ajis02-1420	257	13	cost	cost	NOUN
ajis02-1420	257	14	of	of	ADP
ajis02-1420	257	15	those	those	DET
ajis02-1420	257	16	respondents	respondent	NOUN
ajis02-1420	257	17	that	that	PRON
ajis02-1420	257	18	purchased	purchase	VERB
ajis02-1420	257	19	their	their	PRON
ajis02-1420	257	20	service	service	NOUN
ajis02-1420	257	21	online	online	ADV
ajis02-1420	257	22	and	and	CCONJ
ajis02-1420	257	23	pay	pay	VERB
ajis02-1420	257	24	less	less	ADJ
ajis02-1420	257	25	than	than	ADP
ajis02-1420	257	26	$	$	SYM
ajis02-1420	257	27	6	6	NUM
ajis02-1420	257	28	a	a	DET
ajis02-1420	257	29	week	week	NOUN
ajis02-1420	257	30	for	for	ADP
ajis02-1420	257	31	the	the	DET
ajis02-1420	257	32	service	service	NOUN
ajis02-1420	257	33	(	(	PUNCT
ajis02-1420	257	34	75	75	NUM
ajis02-1420	257	35	customers	customer	NOUN
ajis02-1420	257	36	)	)	PUNCT
ajis02-1420	257	37	,	,	PUNCT
ajis02-1420	257	38	they	they	PRON
ajis02-1420	257	39	are	be	AUX
ajis02-1420	257	40	generally	generally	ADV
ajis02-1420	257	41	happy	happy	ADJ
ajis02-1420	257	42	with	with	ADP
ajis02-1420	257	43	the	the	DET
ajis02-1420	257	44	service	service	NOUN
ajis02-1420	257	45	and	and	CCONJ
ajis02-1420	257	46	the	the	DET
ajis02-1420	257	47	length	length	NOUN
ajis02-1420	257	48	of	of	ADP
ajis02-1420	257	49	the	the	DET
ajis02-1420	257	50	contract	contract	NOUN
ajis02-1420	257	51	.	.	PUNCT
ajis02-1420	258	1	this	this	PRON
ajis02-1420	258	2	seems	seem	VERB
ajis02-1420	258	3	mostly	mostly	ADV
ajis02-1420	258	4	due	due	ADJ
ajis02-1420	258	5	to	to	ADP
ajis02-1420	258	6	the	the	DET
ajis02-1420	258	7	fact	fact	NOUN
ajis02-1420	258	8	they	they	PRON
ajis02-1420	258	9	are	be	AUX
ajis02-1420	258	10	prepaid	prepaid	ADJ
ajis02-1420	258	11	customers	customer	NOUN
ajis02-1420	258	12	(	(	PUNCT
ajis02-1420	258	13	52	52	NUM
ajis02-1420	258	14	of	of	ADP
ajis02-1420	258	15	75	75	NUM
ajis02-1420	258	16	,	,	PUNCT
ajis02-1420	258	17	69.33	69.33	NUM
ajis02-1420	258	18	%	%	NOUN
ajis02-1420	258	19	)	)	PUNCT
ajis02-1420	258	20	.	.	PUNCT
ajis02-1420	259	1	businesses	business	NOUN
ajis02-1420	259	2	probably	probably	ADV
ajis02-1420	259	3	need	need	AUX
ajis02-1420	259	4	not	not	PART
ajis02-1420	259	5	focus	focus	VERB
ajis02-1420	259	6	resources	resource	NOUN
ajis02-1420	259	7	on	on	ADP
ajis02-1420	259	8	keeping	keep	VERB
ajis02-1420	259	9	these	these	DET
ajis02-1420	259	10	customers	customer	NOUN
ajis02-1420	259	11	happy	happy	ADJ
ajis02-1420	259	12	as	as	SCONJ
ajis02-1420	259	13	they	they	PRON
ajis02-1420	259	14	already	already	ADV
ajis02-1420	259	15	largely	largely	ADV
ajis02-1420	259	16	satisfied	satisfied	ADJ
ajis02-1420	259	17	,	,	PUNCT
ajis02-1420	259	18	due	due	ADP
ajis02-1420	259	19	to	to	ADP
ajis02-1420	259	20	the	the	DET
ajis02-1420	259	21	nature	nature	NOUN
ajis02-1420	259	22	of	of	ADP
ajis02-1420	259	23	the	the	DET
ajis02-1420	259	24	service	service	NOUN
ajis02-1420	259	25	they	they	PRON
ajis02-1420	259	26	have	have	AUX
ajis02-1420	259	27	purchased	purchase	VERB
ajis02-1420	259	28	.	.	PUNCT
ajis02-1420	260	1	5.5	5.5	NUM
ajis02-1420	260	2	overall	overall	ADJ
ajis02-1420	260	3	preliminary	preliminary	ADJ
ajis02-1420	260	4	survey	survey	NOUN
ajis02-1420	260	5	analysis	analysis	NOUN
ajis02-1420	260	6	for	for	ADP
ajis02-1420	260	7	brand	brand	NOUN
ajis02-1420	260	8	-	-	PUNCT
ajis02-1420	260	9	switching	switching	NOUN
ajis02-1420	260	10	instead	instead	ADV
ajis02-1420	260	11	of	of	ADP
ajis02-1420	260	12	analysing	analyse	VERB
ajis02-1420	260	13	brand	brand	NOUN
ajis02-1420	260	14	switching	switch	VERB
ajis02-1420	260	15	patterns	pattern	NOUN
ajis02-1420	260	16	based	base	VERB
ajis02-1420	260	17	on	on	ADP
ajis02-1420	260	18	groups	group	NOUN
ajis02-1420	260	19	of	of	ADP
ajis02-1420	260	20	attributes	attribute	NOUN
ajis02-1420	260	21	such	such	ADJ
ajis02-1420	260	22	as	as	ADP
ajis02-1420	260	23	demography	demography	NOUN
ajis02-1420	260	24	and	and	CCONJ
ajis02-1420	260	25	relationship	relationship	NOUN
ajis02-1420	260	26	related	relate	VERB
ajis02-1420	260	27	attributes	attribute	NOUN
ajis02-1420	260	28	,	,	PUNCT
ajis02-1420	260	29	in	in	ADP
ajis02-1420	260	30	this	this	DET
ajis02-1420	260	31	section	section	NOUN
ajis02-1420	260	32	we	we	PRON
ajis02-1420	260	33	use	use	VERB
ajis02-1420	260	34	a	a	DET
ajis02-1420	260	35	wide	wide	ADJ
ajis02-1420	260	36	variety	variety	NOUN
ajis02-1420	260	37	of	of	ADP
ajis02-1420	260	38	independent	independent	ADJ
ajis02-1420	260	39	variables	variable	NOUN
ajis02-1420	260	40	.	.	PUNCT
ajis02-1420	261	1	australasian	australasian	ADJ
ajis02-1420	261	2	journal	journal	NOUN
ajis02-1420	261	3	of	of	ADP
ajis02-1420	261	4	information	information	NOUN
ajis02-1420	261	5	systems	systems	PROPN
ajis02-1420	261	6	islam	islam	PROPN
ajis02-1420	261	7	,	,	PUNCT
ajis02-1420	261	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	261	9	,	,	PUNCT
ajis02-1420	261	10	furner	furner	PROPN
ajis02-1420	261	11	,	,	PUNCT
ajis02-1420	261	12	johnson	johnson	PROPN
ajis02-1420	261	13	,	,	PUNCT
ajis02-1420	261	14	gray	gray	PROPN
ajis02-1420	261	15	&	&	CCONJ
ajis02-1420	261	16	carter	carter	PROPN
ajis02-1420	261	17	2016	2016	NUM
ajis02-1420	261	18	,	,	PUNCT
ajis02-1420	261	19	vol	vol	NOUN
ajis02-1420	261	20	20	20	NUM
ajis02-1420	261	21	,	,	PUNCT
ajis02-1420	261	22	research	research	NOUN
ajis02-1420	261	23	article	article	NOUN
ajis02-1420	261	24	brand	brand	NOUN
ajis02-1420	261	25	switching	switch	VERB
ajis02-1420	261	26	pattern	pattern	NOUN
ajis02-1420	261	27	discovery	discovery	NOUN
ajis02-1420	261	28	by	by	ADP
ajis02-1420	261	29	data	datum	NOUN
ajis02-1420	261	30	mining	mining	NOUN
ajis02-1420	261	31	techniques	technique	NOUN
ajis02-1420	261	32	11	11	NUM
ajis02-1420	261	33	5.5.1	5.5.1	NUM
ajis02-1420	261	34	trend	trend	NOUN
ajis02-1420	261	35	:	:	PUNCT
ajis02-1420	261	36	lifelong	lifelong	ADJ
ajis02-1420	261	37	switching	switching	NOUN
ajis02-1420	261	38	tendency	tendency	NOUN
ajis02-1420	261	39	one	one	NUM
ajis02-1420	261	40	of	of	ADP
ajis02-1420	261	41	the	the	DET
ajis02-1420	261	42	strongest	strong	ADJ
ajis02-1420	261	43	patterns	pattern	NOUN
ajis02-1420	261	44	is	be	AUX
ajis02-1420	261	45	that	that	SCONJ
ajis02-1420	261	46	although	although	SCONJ
ajis02-1420	261	47	they	they	PRON
ajis02-1420	261	48	have	have	AUX
ajis02-1420	261	49	considered	consider	VERB
ajis02-1420	261	50	switching	switch	VERB
ajis02-1420	261	51	in	in	ADP
ajis02-1420	261	52	the	the	DET
ajis02-1420	261	53	past	past	ADJ
ajis02-1420	261	54	12	12	NUM
ajis02-1420	261	55	months	month	NOUN
ajis02-1420	261	56	,	,	PUNCT
ajis02-1420	261	57	if	if	SCONJ
ajis02-1420	261	58	a	a	DET
ajis02-1420	261	59	customer	customer	NOUN
ajis02-1420	261	60	has	have	AUX
ajis02-1420	261	61	never	never	ADV
ajis02-1420	261	62	switched	switch	VERB
ajis02-1420	261	63	in	in	ADP
ajis02-1420	261	64	the	the	DET
ajis02-1420	261	65	past	past	NOUN
ajis02-1420	261	66	then	then	ADV
ajis02-1420	261	67	the	the	DET
ajis02-1420	261	68	possibility	possibility	NOUN
ajis02-1420	261	69	of	of	ADP
ajis02-1420	261	70	his	his	PRON
ajis02-1420	261	71	/	/	SYM
ajis02-1420	261	72	her	her	PRON
ajis02-1420	261	73	switching	switching	NOUN
ajis02-1420	261	74	is	be	AUX
ajis02-1420	261	75	only	only	ADV
ajis02-1420	261	76	1.15	1.15	NUM
ajis02-1420	261	77	%	%	NOUN
ajis02-1420	261	78	which	which	PRON
ajis02-1420	261	79	is	be	AUX
ajis02-1420	261	80	extremely	extremely	ADV
ajis02-1420	261	81	low	low	ADJ
ajis02-1420	261	82	.	.	PUNCT
ajis02-1420	262	1	there	there	PRON
ajis02-1420	262	2	are	be	VERB
ajis02-1420	262	3	174	174	NUM
ajis02-1420	262	4	such	such	ADJ
ajis02-1420	262	5	respondents	respondent	NOUN
ajis02-1420	262	6	out	out	ADP
ajis02-1420	262	7	of	of	ADP
ajis02-1420	262	8	which	which	PRON
ajis02-1420	262	9	only	only	ADV
ajis02-1420	262	10	2	2	NUM
ajis02-1420	262	11	switched	switch	VERB
ajis02-1420	262	12	in	in	ADP
ajis02-1420	262	13	the	the	DET
ajis02-1420	262	14	last	last	ADJ
ajis02-1420	262	15	12	12	NUM
ajis02-1420	262	16	months	month	NOUN
ajis02-1420	262	17	.	.	PUNCT
ajis02-1420	263	1	this	this	PRON
ajis02-1420	263	2	is	be	AUX
ajis02-1420	263	3	reinforced	reinforce	VERB
ajis02-1420	263	4	by	by	ADP
ajis02-1420	263	5	the	the	DET
ajis02-1420	263	6	fact	fact	NOUN
ajis02-1420	263	7	that	that	SCONJ
ajis02-1420	263	8	of	of	ADP
ajis02-1420	263	9	the	the	DET
ajis02-1420	263	10	people	people	NOUN
ajis02-1420	263	11	surveyed	survey	VERB
ajis02-1420	263	12	in	in	ADP
ajis02-1420	263	13	this	this	DET
ajis02-1420	263	14	category	category	NOUN
ajis02-1420	263	15	who	who	PRON
ajis02-1420	263	16	were	be	AUX
ajis02-1420	263	17	customers	customer	NOUN
ajis02-1420	263	18	of	of	ADP
ajis02-1420	263	19	one	one	NUM
ajis02-1420	263	20	of	of	ADP
ajis02-1420	263	21	the	the	DET
ajis02-1420	263	22	major	major	ADJ
ajis02-1420	263	23	established	establish	VERB
ajis02-1420	263	24	brands	brand	NOUN
ajis02-1420	263	25	,	,	PUNCT
ajis02-1420	263	26	none	none	NOUN
ajis02-1420	263	27	switched	switch	VERB
ajis02-1420	263	28	.	.	PUNCT
ajis02-1420	264	1	another	another	DET
ajis02-1420	264	2	strong	strong	ADJ
ajis02-1420	264	3	pattern	pattern	NOUN
ajis02-1420	264	4	is	be	AUX
ajis02-1420	264	5	if	if	SCONJ
ajis02-1420	264	6	customers	customer	NOUN
ajis02-1420	264	7	have	have	AUX
ajis02-1420	264	8	switched	switch	VERB
ajis02-1420	264	9	more	more	ADJ
ajis02-1420	264	10	than	than	ADP
ajis02-1420	264	11	12	12	NUM
ajis02-1420	264	12	times	time	NOUN
ajis02-1420	264	13	in	in	ADP
ajis02-1420	264	14	the	the	DET
ajis02-1420	264	15	past	past	NOUN
ajis02-1420	264	16	then	then	ADV
ajis02-1420	264	17	the	the	DET
ajis02-1420	264	18	probability	probability	NOUN
ajis02-1420	264	19	of	of	ADP
ajis02-1420	264	20	their	their	PRON
ajis02-1420	264	21	switching	switching	NOUN
ajis02-1420	264	22	is	be	AUX
ajis02-1420	264	23	100	100	NUM
ajis02-1420	264	24	%	%	NOUN
ajis02-1420	264	25	.	.	PUNCT
ajis02-1420	265	1	there	there	PRON
ajis02-1420	265	2	are	be	VERB
ajis02-1420	265	3	9	9	NUM
ajis02-1420	265	4	such	such	ADJ
ajis02-1420	265	5	customers	customer	NOUN
ajis02-1420	265	6	all	all	PRON
ajis02-1420	265	7	of	of	ADP
ajis02-1420	265	8	them	they	PRON
ajis02-1420	265	9	have	have	AUX
ajis02-1420	265	10	also	also	ADV
ajis02-1420	265	11	switched	switch	VERB
ajis02-1420	265	12	in	in	ADP
ajis02-1420	265	13	the	the	DET
ajis02-1420	265	14	last	last	ADJ
ajis02-1420	265	15	12	12	NUM
ajis02-1420	265	16	months	month	NOUN
ajis02-1420	265	17	.	.	PUNCT
ajis02-1420	266	1	however	however	ADV
ajis02-1420	266	2	,	,	PUNCT
ajis02-1420	266	3	in	in	ADP
ajis02-1420	266	4	comparison	comparison	NOUN
ajis02-1420	266	5	to	to	ADP
ajis02-1420	266	6	this	this	PRON
ajis02-1420	266	7	,	,	PUNCT
ajis02-1420	266	8	those	those	PRON
ajis02-1420	266	9	who	who	PRON
ajis02-1420	266	10	have	have	AUX
ajis02-1420	266	11	switched	switch	VERB
ajis02-1420	266	12	between	between	ADP
ajis02-1420	266	13	1	1	NUM
ajis02-1420	266	14	and	and	CCONJ
ajis02-1420	266	15	12	12	NUM
ajis02-1420	266	16	times	time	NOUN
ajis02-1420	266	17	in	in	ADP
ajis02-1420	266	18	the	the	DET
ajis02-1420	266	19	past	past	NOUN
ajis02-1420	266	20	have	have	VERB
ajis02-1420	266	21	a	a	DET
ajis02-1420	266	22	switching	switch	VERB
ajis02-1420	266	23	probability	probability	NOUN
ajis02-1420	266	24	of	of	ADP
ajis02-1420	266	25	58.31	58.31	NUM
ajis02-1420	266	26	%	%	NOUN
ajis02-1420	266	27	(	(	PUNCT
ajis02-1420	266	28	705	705	NUM
ajis02-1420	266	29	switched	switch	VERB
ajis02-1420	266	30	and	and	CCONJ
ajis02-1420	266	31	504	504	NUM
ajis02-1420	266	32	did	do	AUX
ajis02-1420	266	33	not	not	PART
ajis02-1420	266	34	switch	switch	VERB
ajis02-1420	266	35	)	)	PUNCT
ajis02-1420	266	36	.	.	PUNCT
ajis02-1420	267	1	some	some	DET
ajis02-1420	267	2	customers	customer	NOUN
ajis02-1420	267	3	have	have	VERB
ajis02-1420	267	4	a	a	DET
ajis02-1420	267	5	strong	strong	ADJ
ajis02-1420	267	6	predisposition	predisposition	NOUN
ajis02-1420	267	7	to	to	ADP
ajis02-1420	267	8	switching	switch	VERB
ajis02-1420	267	9	.	.	PUNCT
ajis02-1420	268	1	if	if	SCONJ
ajis02-1420	268	2	someone	someone	PRON
ajis02-1420	268	3	has	have	AUX
ajis02-1420	268	4	switched	switch	VERB
ajis02-1420	268	5	more	more	ADJ
ajis02-1420	268	6	than	than	ADP
ajis02-1420	268	7	12	12	NUM
ajis02-1420	268	8	times	time	NOUN
ajis02-1420	268	9	in	in	ADP
ajis02-1420	268	10	the	the	DET
ajis02-1420	268	11	past	past	NOUN
ajis02-1420	268	12	then	then	ADV
ajis02-1420	268	13	he	he	PRON
ajis02-1420	268	14	/	/	SYM
ajis02-1420	269	1	she	she	PRON
ajis02-1420	269	2	will	will	AUX
ajis02-1420	269	3	switch	switch	VERB
ajis02-1420	269	4	again	again	ADV
ajis02-1420	269	5	.	.	PUNCT
ajis02-1420	270	1	similarly	similarly	ADV
ajis02-1420	270	2	those	those	PRON
ajis02-1420	270	3	who	who	PRON
ajis02-1420	270	4	have	have	AUX
ajis02-1420	270	5	never	never	ADV
ajis02-1420	270	6	switched	switch	VERB
ajis02-1420	270	7	remain	remain	VERB
ajis02-1420	270	8	unlikely	unlikely	ADJ
ajis02-1420	270	9	to	to	PART
ajis02-1420	270	10	do	do	VERB
ajis02-1420	270	11	so	so	ADV
ajis02-1420	270	12	.	.	PUNCT
ajis02-1420	271	1	previously	previously	ADV
ajis02-1420	271	2	it	it	PRON
ajis02-1420	271	3	has	have	AUX
ajis02-1420	271	4	been	be	AUX
ajis02-1420	271	5	noted	note	VERB
ajis02-1420	271	6	that	that	SCONJ
ajis02-1420	271	7	male	male	ADJ
ajis02-1420	271	8	customers	customer	NOUN
ajis02-1420	271	9	have	have	VERB
ajis02-1420	271	10	a	a	DET
ajis02-1420	271	11	higher	high	ADJ
ajis02-1420	271	12	switching	switching	NOUN
ajis02-1420	271	13	tendency	tendency	NOUN
ajis02-1420	271	14	.	.	PUNCT
ajis02-1420	272	1	however	however	ADV
ajis02-1420	272	2	,	,	PUNCT
ajis02-1420	272	3	it	it	PRON
ajis02-1420	272	4	is	be	AUX
ajis02-1420	272	5	also	also	ADV
ajis02-1420	272	6	possible	possible	ADJ
ajis02-1420	272	7	to	to	PART
ajis02-1420	272	8	observe	observe	VERB
ajis02-1420	272	9	that	that	SCONJ
ajis02-1420	272	10	even	even	ADV
ajis02-1420	272	11	male	male	ADJ
ajis02-1420	272	12	customers	customer	NOUN
ajis02-1420	272	13	who	who	PRON
ajis02-1420	272	14	have	have	AUX
ajis02-1420	272	15	never	never	ADV
ajis02-1420	272	16	switched	switch	VERB
ajis02-1420	272	17	before	before	ADV
ajis02-1420	272	18	have	have	VERB
ajis02-1420	272	19	a	a	DET
ajis02-1420	272	20	low	low	ADJ
ajis02-1420	272	21	switching	switching	NOUN
ajis02-1420	272	22	probability	probability	NOUN
ajis02-1420	272	23	of	of	ADP
ajis02-1420	272	24	only	only	ADV
ajis02-1420	272	25	1.75	1.75	NUM
ajis02-1420	272	26	%	%	NOUN
ajis02-1420	272	27	(	(	PUNCT
ajis02-1420	272	28	1	1	NUM
ajis02-1420	272	29	switched	switch	VERB
ajis02-1420	272	30	and	and	CCONJ
ajis02-1420	272	31	56	56	NUM
ajis02-1420	272	32	did	do	AUX
ajis02-1420	272	33	not	not	PART
ajis02-1420	272	34	switch	switch	VERB
ajis02-1420	272	35	in	in	ADP
ajis02-1420	272	36	the	the	DET
ajis02-1420	272	37	last	last	ADJ
ajis02-1420	272	38	12	12	NUM
ajis02-1420	272	39	months	month	NOUN
ajis02-1420	272	40	)	)	PUNCT
ajis02-1420	272	41	.	.	PUNCT
ajis02-1420	273	1	a	a	DET
ajis02-1420	273	2	similar	similar	ADJ
ajis02-1420	273	3	trend	trend	NOUN
ajis02-1420	273	4	is	be	AUX
ajis02-1420	273	5	found	find	VERB
ajis02-1420	273	6	among	among	ADP
ajis02-1420	273	7	the	the	DET
ajis02-1420	273	8	female	female	ADJ
ajis02-1420	273	9	customers	customer	NOUN
ajis02-1420	273	10	as	as	ADV
ajis02-1420	273	11	well	well	ADV
ajis02-1420	273	12	.	.	PUNCT
ajis02-1420	274	1	those	those	PRON
ajis02-1420	274	2	who	who	PRON
ajis02-1420	274	3	never	never	ADV
ajis02-1420	274	4	switched	switch	VERB
ajis02-1420	274	5	before	before	ADV
ajis02-1420	274	6	have	have	VERB
ajis02-1420	274	7	a	a	DET
ajis02-1420	274	8	low	low	ADJ
ajis02-1420	274	9	switching	switching	NOUN
ajis02-1420	274	10	tendency	tendency	NOUN
ajis02-1420	274	11	of	of	ADP
ajis02-1420	274	12	0.85	0.85	NUM
ajis02-1420	274	13	%	%	NOUN
ajis02-1420	274	14	(	(	PUNCT
ajis02-1420	274	15	1	1	NUM
ajis02-1420	274	16	switched	switch	VERB
ajis02-1420	274	17	and	and	CCONJ
ajis02-1420	274	18	116	116	NUM
ajis02-1420	274	19	did	do	AUX
ajis02-1420	274	20	not	not	PART
ajis02-1420	274	21	switch	switch	VERB
ajis02-1420	274	22	)	)	PUNCT
ajis02-1420	274	23	.	.	PUNCT
ajis02-1420	275	1	the	the	DET
ajis02-1420	275	2	male	male	ADJ
ajis02-1420	275	3	customers	customer	NOUN
ajis02-1420	275	4	who	who	PRON
ajis02-1420	275	5	have	have	AUX
ajis02-1420	275	6	switched	switch	VERB
ajis02-1420	275	7	before	before	ADV
ajis02-1420	275	8	have	have	VERB
ajis02-1420	275	9	a	a	DET
ajis02-1420	275	10	switching	switch	VERB
ajis02-1420	275	11	probability	probability	NOUN
ajis02-1420	275	12	68.84	68.84	NUM
ajis02-1420	275	13	%	%	NOUN
ajis02-1420	275	14	(	(	PUNCT
ajis02-1420	275	15	464	464	NUM
ajis02-1420	275	16	switched	switch	VERB
ajis02-1420	275	17	and	and	CCONJ
ajis02-1420	275	18	201	201	NUM
ajis02-1420	275	19	did	do	AUX
ajis02-1420	275	20	not	not	PART
ajis02-1420	275	21	switch	switch	VERB
ajis02-1420	275	22	)	)	PUNCT
ajis02-1420	275	23	.	.	PUNCT
ajis02-1420	276	1	in	in	ADP
ajis02-1420	276	2	comparison	comparison	NOUN
ajis02-1420	276	3	,	,	PUNCT
ajis02-1420	276	4	those	those	DET
ajis02-1420	276	5	female	female	ADJ
ajis02-1420	276	6	customers	customer	NOUN
ajis02-1420	276	7	who	who	PRON
ajis02-1420	276	8	switched	switch	VERB
ajis02-1420	276	9	before	before	ADV
ajis02-1420	276	10	have	have	VERB
ajis02-1420	276	11	a	a	DET
ajis02-1420	276	12	switching	switching	NOUN
ajis02-1420	276	13	tendency	tendency	NOUN
ajis02-1420	276	14	of	of	ADP
ajis02-1420	276	15	45.96	45.96	NUM
ajis02-1420	276	16	%	%	NOUN
ajis02-1420	276	17	(	(	PUNCT
ajis02-1420	276	18	250	250	NUM
ajis02-1420	276	19	switched	switch	VERB
ajis02-1420	276	20	and	and	CCONJ
ajis02-1420	276	21	294	294	NUM
ajis02-1420	276	22	did	do	AUX
ajis02-1420	276	23	not	not	PART
ajis02-1420	276	24	switch	switch	VERB
ajis02-1420	276	25	)	)	PUNCT
ajis02-1420	276	26	.	.	PUNCT
ajis02-1420	277	1	5.5.2	5.5.2	NUM
ajis02-1420	277	2	trend	trend	NOUN
ajis02-1420	277	3	:	:	PUNCT
ajis02-1420	277	4	company	company	NOUN
ajis02-1420	277	5	size	size	NOUN
ajis02-1420	277	6	and	and	CCONJ
ajis02-1420	277	7	switching	switch	VERB
ajis02-1420	277	8	probability	probability	NOUN
ajis02-1420	277	9	our	our	PRON
ajis02-1420	277	10	study	study	NOUN
ajis02-1420	277	11	shows	show	VERB
ajis02-1420	277	12	that	that	SCONJ
ajis02-1420	277	13	the	the	DET
ajis02-1420	277	14	switching	switch	VERB
ajis02-1420	277	15	probabilities	probability	NOUN
ajis02-1420	277	16	for	for	ADP
ajis02-1420	277	17	the	the	DET
ajis02-1420	277	18	major	major	ADJ
ajis02-1420	277	19	established	establish	VERB
ajis02-1420	277	20	telecommunication	telecommunication	NOUN
ajis02-1420	277	21	service	service	NOUN
ajis02-1420	277	22	providers	provider	NOUN
ajis02-1420	277	23	are	be	AUX
ajis02-1420	277	24	considerably	considerably	ADV
ajis02-1420	277	25	lower	low	ADJ
ajis02-1420	277	26	than	than	ADP
ajis02-1420	277	27	the	the	DET
ajis02-1420	277	28	smaller	small	ADJ
ajis02-1420	277	29	,	,	PUNCT
ajis02-1420	277	30	less	less	ADV
ajis02-1420	277	31	established	establish	VERB
ajis02-1420	277	32	providers	provider	NOUN
ajis02-1420	277	33	.	.	PUNCT
ajis02-1420	278	1	for	for	ADP
ajis02-1420	278	2	the	the	DET
ajis02-1420	278	3	larger	large	ADJ
ajis02-1420	278	4	companies	company	NOUN
ajis02-1420	278	5	,	,	PUNCT
ajis02-1420	278	6	listed	list	VERB
ajis02-1420	278	7	here	here	ADV
ajis02-1420	278	8	as	as	ADP
ajis02-1420	278	9	bigtelco	bigtelco	NOUN
ajis02-1420	278	10	#	#	NOUN
ajis02-1420	278	11	there	there	PRON
ajis02-1420	278	12	is	be	VERB
ajis02-1420	278	13	an	an	DET
ajis02-1420	278	14	overall	overall	ADJ
ajis02-1420	278	15	switching	switch	VERB
ajis02-1420	278	16	probability	probability	NOUN
ajis02-1420	278	17	of	of	ADP
ajis02-1420	278	18	only	only	ADV
ajis02-1420	278	19	27.29	27.29	NUM
ajis02-1420	278	20	%	%	NOUN
ajis02-1420	278	21	if	if	SCONJ
ajis02-1420	278	22	a	a	DET
ajis02-1420	278	23	respondent	respondent	NOUN
ajis02-1420	278	24	has	have	AUX
ajis02-1420	278	25	considered	consider	VERB
ajis02-1420	278	26	switching	switch	VERB
ajis02-1420	278	27	in	in	ADP
ajis02-1420	278	28	the	the	DET
ajis02-1420	278	29	last	last	ADJ
ajis02-1420	278	30	12	12	NUM
ajis02-1420	278	31	months	month	NOUN
ajis02-1420	278	32	.	.	PUNCT
ajis02-1420	279	1	this	this	PRON
ajis02-1420	279	2	is	be	AUX
ajis02-1420	279	3	especially	especially	ADV
ajis02-1420	279	4	low	low	ADJ
ajis02-1420	279	5	compared	compare	VERB
ajis02-1420	279	6	to	to	ADP
ajis02-1420	279	7	the	the	DET
ajis02-1420	279	8	combined	combine	VERB
ajis02-1420	279	9	switching	switching	NOUN
ajis02-1420	279	10	probability	probability	NOUN
ajis02-1420	279	11	for	for	ADP
ajis02-1420	279	12	the	the	DET
ajis02-1420	279	13	smaller	small	ADJ
ajis02-1420	279	14	providers	provider	NOUN
ajis02-1420	279	15	,	,	PUNCT
ajis02-1420	279	16	which	which	PRON
ajis02-1420	279	17	was	be	AUX
ajis02-1420	279	18	85.2	85.2	NUM
ajis02-1420	279	19	%	%	NOUN
ajis02-1420	279	20	.	.	PUNCT
ajis02-1420	280	1	while	while	SCONJ
ajis02-1420	280	2	in	in	ADP
ajis02-1420	280	3	our	our	PRON
ajis02-1420	280	4	survey	survey	NOUN
ajis02-1420	280	5	dataset	dataset	VERB
ajis02-1420	280	6	there	there	PRON
ajis02-1420	280	7	are	be	VERB
ajis02-1420	280	8	less	less	ADJ
ajis02-1420	280	9	customers	customer	NOUN
ajis02-1420	280	10	for	for	ADP
ajis02-1420	280	11	less	less	ADV
ajis02-1420	280	12	established	establish	VERB
ajis02-1420	280	13	brands	brand	NOUN
ajis02-1420	280	14	,	,	PUNCT
ajis02-1420	280	15	the	the	DET
ajis02-1420	280	16	rate	rate	NOUN
ajis02-1420	280	17	of	of	ADP
ajis02-1420	280	18	customer	customer	NOUN
ajis02-1420	280	19	attrition	attrition	NOUN
ajis02-1420	280	20	as	as	ADP
ajis02-1420	280	21	a	a	DET
ajis02-1420	280	22	percentage	percentage	NOUN
ajis02-1420	280	23	of	of	ADP
ajis02-1420	280	24	survey	survey	NOUN
ajis02-1420	280	25	respondents	respondent	NOUN
ajis02-1420	280	26	is	be	AUX
ajis02-1420	280	27	considerably	considerably	ADV
ajis02-1420	280	28	higher	high	ADJ
ajis02-1420	280	29	in	in	ADP
ajis02-1420	280	30	each	each	DET
ajis02-1420	280	31	case	case	NOUN
ajis02-1420	280	32	.	.	PUNCT
ajis02-1420	281	1	for	for	ADP
ajis02-1420	281	2	one	one	NUM
ajis02-1420	281	3	group	group	NOUN
ajis02-1420	281	4	of	of	ADP
ajis02-1420	281	5	the	the	DET
ajis02-1420	281	6	very	very	ADV
ajis02-1420	281	7	smallest	small	ADJ
ajis02-1420	281	8	companies	company	NOUN
ajis02-1420	281	9	,	,	PUNCT
ajis02-1420	281	10	this	this	PRON
ajis02-1420	281	11	was	be	AUX
ajis02-1420	281	12	close	close	ADJ
ajis02-1420	281	13	to	to	PART
ajis02-1420	281	14	100	100	NUM
ajis02-1420	281	15	%	%	NOUN
ajis02-1420	281	16	(	(	PUNCT
ajis02-1420	281	17	these	these	PRON
ajis02-1420	281	18	have	have	AUX
ajis02-1420	281	19	been	be	AUX
ajis02-1420	281	20	grouped	group	VERB
ajis02-1420	281	21	together	together	ADV
ajis02-1420	281	22	as	as	ADP
ajis02-1420	281	23	nichecompetitors	nichecompetitor	NOUN
ajis02-1420	281	24	)	)	PUNCT
ajis02-1420	281	25	.	.	PUNCT
ajis02-1420	282	1	other	other	ADJ
ajis02-1420	282	2	telecommunication	telecommunication	NOUN
ajis02-1420	282	3	companies	company	NOUN
ajis02-1420	282	4	have	have	AUX
ajis02-1420	282	5	been	be	AUX
ajis02-1420	282	6	listed	list	VERB
ajis02-1420	282	7	as	as	ADP
ajis02-1420	282	8	othercompetitor	othercompetitor	NOUN
ajis02-1420	282	9	#	#	NOUN
ajis02-1420	282	10	,	,	PUNCT
ajis02-1420	282	11	indicating	indicate	VERB
ajis02-1420	282	12	that	that	SCONJ
ajis02-1420	282	13	they	they	PRON
ajis02-1420	282	14	are	be	AUX
ajis02-1420	282	15	mid	mid	ADJ
ajis02-1420	282	16	-	-	ADJ
ajis02-1420	282	17	sized	sized	ADJ
ajis02-1420	282	18	.	.	PUNCT
ajis02-1420	283	1	the	the	DET
ajis02-1420	283	2	individual	individual	ADJ
ajis02-1420	283	3	results	result	NOUN
ajis02-1420	283	4	for	for	ADP
ajis02-1420	283	5	each	each	DET
ajis02-1420	283	6	provider	provider	NOUN
ajis02-1420	283	7	are	be	AUX
ajis02-1420	283	8	as	as	SCONJ
ajis02-1420	283	9	follows	follow	VERB
ajis02-1420	283	10	:	:	PUNCT
ajis02-1420	283	11	•	•	NOUN
ajis02-1420	283	12	for	for	ADP
ajis02-1420	283	13	bigtelco1	bigtelco1	NOUN
ajis02-1420	283	14	,	,	PUNCT
ajis02-1420	283	15	the	the	DET
ajis02-1420	283	16	switching	switch	VERB
ajis02-1420	283	17	probability	probability	NOUN
ajis02-1420	283	18	is	be	AUX
ajis02-1420	283	19	0	0	NUM
ajis02-1420	283	20	%	%	NOUN
ajis02-1420	283	21	(	(	PUNCT
ajis02-1420	283	22	0	0	NUM
ajis02-1420	283	23	switched	switch	VERB
ajis02-1420	283	24	and	and	CCONJ
ajis02-1420	283	25	4	4	NUM
ajis02-1420	283	26	did	do	AUX
ajis02-1420	283	27	not	not	PART
ajis02-1420	283	28	switch	switch	VERB
ajis02-1420	283	29	)	)	PUNCT
ajis02-1420	283	30	.	.	PUNCT
ajis02-1420	284	1	•	•	NOUN
ajis02-1420	284	2	for	for	ADP
ajis02-1420	284	3	bigtelco2	bigtelco2	NOUN
ajis02-1420	284	4	,	,	PUNCT
ajis02-1420	284	5	the	the	DET
ajis02-1420	284	6	switching	switch	VERB
ajis02-1420	284	7	probability	probability	NOUN
ajis02-1420	284	8	is	be	AUX
ajis02-1420	284	9	23.14	23.14	NUM
ajis02-1420	284	10	%	%	NOUN
ajis02-1420	284	11	(	(	PUNCT
ajis02-1420	284	12	28	28	NUM
ajis02-1420	284	13	switched	switch	VERB
ajis02-1420	284	14	and	and	CCONJ
ajis02-1420	284	15	93	93	NUM
ajis02-1420	284	16	did	do	AUX
ajis02-1420	284	17	not	not	PART
ajis02-1420	284	18	switch	switch	VERB
ajis02-1420	284	19	)	)	PUNCT
ajis02-1420	284	20	.	.	PUNCT
ajis02-1420	285	1	•	•	NOUN
ajis02-1420	285	2	for	for	ADP
ajis02-1420	285	3	bigtelco3	bigtelco3	NOUN
ajis02-1420	285	4	,	,	PUNCT
ajis02-1420	285	5	the	the	DET
ajis02-1420	285	6	switching	switch	VERB
ajis02-1420	285	7	probability	probability	NOUN
ajis02-1420	285	8	is	be	AUX
ajis02-1420	285	9	39.47	39.47	NUM
ajis02-1420	285	10	%	%	NOUN
ajis02-1420	285	11	(	(	PUNCT
ajis02-1420	285	12	150	150	NUM
ajis02-1420	285	13	switched	switch	VERB
ajis02-1420	285	14	and	and	CCONJ
ajis02-1420	285	15	230	230	NUM
ajis02-1420	285	16	did	do	AUX
ajis02-1420	285	17	not	not	PART
ajis02-1420	285	18	switch	switch	VERB
ajis02-1420	285	19	)	)	PUNCT
ajis02-1420	285	20	.	.	PUNCT
ajis02-1420	286	1	•	•	NOUN
ajis02-1420	286	2	for	for	ADP
ajis02-1420	286	3	bigtelco4	bigtelco4	NOUN
ajis02-1420	286	4	,	,	PUNCT
ajis02-1420	286	5	the	the	DET
ajis02-1420	286	6	switching	switch	VERB
ajis02-1420	286	7	probability	probability	NOUN
ajis02-1420	286	8	is	be	AUX
ajis02-1420	286	9	44.13	44.13	NUM
ajis02-1420	286	10	%	%	NOUN
ajis02-1420	286	11	(	(	PUNCT
ajis02-1420	286	12	109	109	NUM
ajis02-1420	286	13	switched	switch	VERB
ajis02-1420	286	14	and	and	CCONJ
ajis02-1420	286	15	138	138	NUM
ajis02-1420	286	16	did	do	AUX
ajis02-1420	286	17	not	not	PART
ajis02-1420	286	18	switch	switch	VERB
ajis02-1420	286	19	)	)	PUNCT
ajis02-1420	286	20	.	.	PUNCT
ajis02-1420	287	1	•	•	NOUN
ajis02-1420	287	2	for	for	ADP
ajis02-1420	287	3	bigtelco5	bigtelco5	NOUN
ajis02-1420	287	4	,	,	PUNCT
ajis02-1420	287	5	the	the	DET
ajis02-1420	287	6	switching	switch	VERB
ajis02-1420	287	7	probability	probability	NOUN
ajis02-1420	287	8	is	be	AUX
ajis02-1420	287	9	54.74	54.74	NUM
ajis02-1420	287	10	%	%	NOUN
ajis02-1420	287	11	(	(	PUNCT
ajis02-1420	287	12	150	150	NUM
ajis02-1420	287	13	switched	switch	VERB
ajis02-1420	287	14	and	and	CCONJ
ajis02-1420	287	15	124	124	NUM
ajis02-1420	287	16	did	do	AUX
ajis02-1420	287	17	not	not	PART
ajis02-1420	287	18	switch	switch	VERB
ajis02-1420	287	19	)	)	PUNCT
ajis02-1420	287	20	.	.	PUNCT
ajis02-1420	288	1	•	•	NOUN
ajis02-1420	288	2	for	for	ADP
ajis02-1420	288	3	bigtelco6	bigtelco6	NUM
ajis02-1420	288	4	,	,	PUNCT
ajis02-1420	288	5	the	the	DET
ajis02-1420	288	6	switching	switch	VERB
ajis02-1420	288	7	probability	probability	NOUN
ajis02-1420	288	8	is	be	AUX
ajis02-1420	288	9	56.98	56.98	NUM
ajis02-1420	288	10	%	%	NOUN
ajis02-1420	288	11	(	(	PUNCT
ajis02-1420	288	12	49	49	NUM
ajis02-1420	288	13	switched	switch	VERB
ajis02-1420	288	14	and	and	CCONJ
ajis02-1420	288	15	37	37	NUM
ajis02-1420	288	16	did	do	AUX
ajis02-1420	288	17	not	not	PART
ajis02-1420	288	18	switch	switch	VERB
ajis02-1420	288	19	)	)	PUNCT
ajis02-1420	288	20	.	.	PUNCT
ajis02-1420	289	1	•	•	NOUN
ajis02-1420	289	2	for	for	ADP
ajis02-1420	289	3	othercompetitor1	othercompetitor1	NOUN
ajis02-1420	289	4	,	,	PUNCT
ajis02-1420	289	5	the	the	DET
ajis02-1420	289	6	switching	switch	VERB
ajis02-1420	289	7	probability	probability	NOUN
ajis02-1420	289	8	is	be	AUX
ajis02-1420	289	9	58.62	58.62	NUM
ajis02-1420	289	10	%	%	NOUN
ajis02-1420	289	11	(	(	PUNCT
ajis02-1420	289	12	17	17	NUM
ajis02-1420	289	13	switched	switch	VERB
ajis02-1420	289	14	and	and	CCONJ
ajis02-1420	289	15	12	12	NUM
ajis02-1420	289	16	did	do	AUX
ajis02-1420	289	17	not	not	PART
ajis02-1420	289	18	switch	switch	VERB
ajis02-1420	289	19	)	)	PUNCT
ajis02-1420	289	20	.	.	PUNCT
ajis02-1420	290	1	•	•	NOUN
ajis02-1420	290	2	for	for	ADP
ajis02-1420	290	3	othercompetitor2	othercompetitor2	NOUN
ajis02-1420	290	4	,	,	PUNCT
ajis02-1420	290	5	the	the	DET
ajis02-1420	290	6	switching	switch	VERB
ajis02-1420	290	7	probability	probability	NOUN
ajis02-1420	290	8	is	be	AUX
ajis02-1420	290	9	71.43	71.43	NUM
ajis02-1420	290	10	%	%	NOUN
ajis02-1420	290	11	(	(	PUNCT
ajis02-1420	290	12	20	20	NUM
ajis02-1420	290	13	switched	switch	VERB
ajis02-1420	290	14	and	and	CCONJ
ajis02-1420	290	15	8	8	NUM
ajis02-1420	290	16	did	do	AUX
ajis02-1420	290	17	not	not	PART
ajis02-1420	290	18	switch	switch	VERB
ajis02-1420	290	19	)	)	PUNCT
ajis02-1420	290	20	.	.	PUNCT
ajis02-1420	291	1	australasian	australasian	ADJ
ajis02-1420	291	2	journal	journal	NOUN
ajis02-1420	291	3	of	of	ADP
ajis02-1420	291	4	information	information	NOUN
ajis02-1420	291	5	systems	systems	PROPN
ajis02-1420	291	6	islam	islam	PROPN
ajis02-1420	291	7	,	,	PUNCT
ajis02-1420	291	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	291	9	,	,	PUNCT
ajis02-1420	291	10	furner	furner	PROPN
ajis02-1420	291	11	,	,	PUNCT
ajis02-1420	291	12	johnson	johnson	PROPN
ajis02-1420	291	13	,	,	PUNCT
ajis02-1420	291	14	gray	gray	PROPN
ajis02-1420	291	15	&	&	CCONJ
ajis02-1420	291	16	carter	carter	PROPN
ajis02-1420	291	17	2016	2016	NUM
ajis02-1420	291	18	,	,	PUNCT
ajis02-1420	291	19	vol	vol	NOUN
ajis02-1420	291	20	20	20	NUM
ajis02-1420	291	21	,	,	PUNCT
ajis02-1420	291	22	research	research	NOUN
ajis02-1420	291	23	article	article	NOUN
ajis02-1420	291	24	brand	brand	NOUN
ajis02-1420	291	25	switching	switch	VERB
ajis02-1420	291	26	pattern	pattern	NOUN
ajis02-1420	291	27	discovery	discovery	NOUN
ajis02-1420	291	28	by	by	ADP
ajis02-1420	291	29	data	datum	NOUN
ajis02-1420	291	30	mining	mining	NOUN
ajis02-1420	291	31	techniques	technique	NOUN
ajis02-1420	291	32	12	12	NUM
ajis02-1420	291	33	•	•	NOUN
ajis02-1420	291	34	for	for	ADP
ajis02-1420	291	35	othercompetitor3	othercompetitor3	PROPN
ajis02-1420	291	36	,	,	PUNCT
ajis02-1420	291	37	the	the	DET
ajis02-1420	291	38	switching	switch	VERB
ajis02-1420	291	39	probability	probability	NOUN
ajis02-1420	291	40	is	be	AUX
ajis02-1420	291	41	75	75	NUM
ajis02-1420	291	42	%	%	NOUN
ajis02-1420	291	43	(	(	PUNCT
ajis02-1420	291	44	6	6	NUM
ajis02-1420	291	45	switched	switch	VERB
ajis02-1420	291	46	and	and	CCONJ
ajis02-1420	291	47	2	2	NUM
ajis02-1420	291	48	did	do	AUX
ajis02-1420	291	49	not	not	PART
ajis02-1420	291	50	switch	switch	VERB
ajis02-1420	291	51	)	)	PUNCT
ajis02-1420	291	52	.	.	PUNCT
ajis02-1420	292	1	•	•	NOUN
ajis02-1420	292	2	for	for	ADP
ajis02-1420	292	3	othercompetitor4	othercompetitor4	NOUN
ajis02-1420	292	4	,	,	PUNCT
ajis02-1420	292	5	the	the	DET
ajis02-1420	292	6	switching	switch	VERB
ajis02-1420	292	7	probability	probability	NOUN
ajis02-1420	292	8	is	be	AUX
ajis02-1420	292	9	80	80	NUM
ajis02-1420	292	10	%	%	NOUN
ajis02-1420	292	11	(	(	PUNCT
ajis02-1420	292	12	32	32	NUM
ajis02-1420	292	13	switched	switch	VERB
ajis02-1420	292	14	and	and	CCONJ
ajis02-1420	292	15	8	8	NUM
ajis02-1420	292	16	did	do	AUX
ajis02-1420	292	17	not	not	PART
ajis02-1420	292	18	switch	switch	VERB
ajis02-1420	292	19	)	)	PUNCT
ajis02-1420	292	20	.	.	PUNCT
ajis02-1420	293	1	•	•	NUM
ajis02-1420	293	2	for	for	ADP
ajis02-1420	293	3	the	the	DET
ajis02-1420	293	4	nichecompetitors	nichecompetitor	NOUN
ajis02-1420	293	5	group	group	NOUN
ajis02-1420	293	6	,	,	PUNCT
ajis02-1420	293	7	the	the	DET
ajis02-1420	293	8	switching	switch	VERB
ajis02-1420	293	9	probability	probability	NOUN
ajis02-1420	293	10	is	be	AUX
ajis02-1420	293	11	97.41	97.41	NUM
ajis02-1420	293	12	%	%	NOUN
ajis02-1420	293	13	(	(	PUNCT
ajis02-1420	293	14	113	113	NUM
ajis02-1420	293	15	switched	switch	VERB
ajis02-1420	293	16	and	and	CCONJ
ajis02-1420	293	17	3	3	NUM
ajis02-1420	293	18	did	do	AUX
ajis02-1420	293	19	not	not	PART
ajis02-1420	293	20	switch	switch	VERB
ajis02-1420	293	21	)	)	PUNCT
ajis02-1420	293	22	.	.	PUNCT
ajis02-1420	294	1	one	one	NUM
ajis02-1420	294	2	of	of	ADP
ajis02-1420	294	3	the	the	DET
ajis02-1420	294	4	mid	mid	ADJ
ajis02-1420	294	5	-	-	ADJ
ajis02-1420	294	6	sized	sized	ADJ
ajis02-1420	294	7	competitors	competitor	NOUN
ajis02-1420	294	8	has	have	AUX
ajis02-1420	294	9	discontinued	discontinue	VERB
ajis02-1420	294	10	their	their	PRON
ajis02-1420	294	11	brand	brand	NOUN
ajis02-1420	294	12	,	,	PUNCT
ajis02-1420	294	13	and	and	CCONJ
ajis02-1420	294	14	its	its	PRON
ajis02-1420	294	15	services	service	NOUN
ajis02-1420	294	16	were	be	AUX
ajis02-1420	294	17	taken	take	VERB
ajis02-1420	294	18	over	over	ADP
ajis02-1420	294	19	by	by	ADP
ajis02-1420	294	20	one	one	NUM
ajis02-1420	294	21	of	of	ADP
ajis02-1420	294	22	the	the	DET
ajis02-1420	294	23	major	major	ADJ
ajis02-1420	294	24	established	establish	VERB
ajis02-1420	294	25	providers	provider	NOUN
ajis02-1420	294	26	since	since	SCONJ
ajis02-1420	294	27	the	the	DET
ajis02-1420	294	28	survey	survey	NOUN
ajis02-1420	294	29	was	be	AUX
ajis02-1420	294	30	conducted	conduct	VERB
ajis02-1420	294	31	.	.	PUNCT
ajis02-1420	295	1	5.6	5.6	NUM
ajis02-1420	295	2	overall	overall	ADJ
ajis02-1420	295	3	preliminary	preliminary	ADJ
ajis02-1420	295	4	survey	survey	NOUN
ajis02-1420	295	5	analysis	analysis	NOUN
ajis02-1420	295	6	for	for	ADP
ajis02-1420	295	7	other	other	ADJ
ajis02-1420	295	8	factors	factor	NOUN
ajis02-1420	295	9	in	in	ADP
ajis02-1420	295	10	this	this	DET
ajis02-1420	295	11	section	section	NOUN
ajis02-1420	295	12	we	we	PRON
ajis02-1420	295	13	use	use	VERB
ajis02-1420	295	14	the	the	DET
ajis02-1420	295	15	same	same	ADJ
ajis02-1420	295	16	set	set	NOUN
ajis02-1420	295	17	of	of	ADP
ajis02-1420	295	18	attributes	attribute	NOUN
ajis02-1420	295	19	as	as	ADP
ajis02-1420	295	20	in	in	ADP
ajis02-1420	295	21	the	the	DET
ajis02-1420	295	22	previous	previous	ADJ
ajis02-1420	295	23	section	section	NOUN
ajis02-1420	295	24	,	,	PUNCT
ajis02-1420	295	25	but	but	CCONJ
ajis02-1420	295	26	we	we	PRON
ajis02-1420	295	27	change	change	VERB
ajis02-1420	295	28	the	the	DET
ajis02-1420	295	29	class	class	NOUN
ajis02-1420	295	30	attributes	attribute	VERB
ajis02-1420	295	31	to	to	PART
ajis02-1420	295	32	find	find	VERB
ajis02-1420	295	33	patterns	pattern	NOUN
ajis02-1420	295	34	on	on	ADP
ajis02-1420	295	35	other	other	ADJ
ajis02-1420	295	36	factors	factor	NOUN
ajis02-1420	295	37	such	such	ADJ
ajis02-1420	295	38	as	as	ADP
ajis02-1420	295	39	the	the	DET
ajis02-1420	295	40	method	method	NOUN
ajis02-1420	295	41	of	of	ADP
ajis02-1420	295	42	plan	plan	NOUN
ajis02-1420	295	43	purchase	purchase	NOUN
ajis02-1420	295	44	and	and	CCONJ
ajis02-1420	295	45	contract	contract	NOUN
ajis02-1420	295	46	-	-	PUNCT
ajis02-1420	295	47	length	length	NOUN
ajis02-1420	295	48	.	.	PUNCT
ajis02-1420	296	1	5.6.1	5.6.1	NUM
ajis02-1420	296	2	trend	trend	NOUN
ajis02-1420	296	3	:	:	PUNCT
ajis02-1420	296	4	method	method	NOUN
ajis02-1420	296	5	of	of	ADP
ajis02-1420	296	6	purchase	purchase	NOUN
ajis02-1420	296	7	customers	customer	NOUN
ajis02-1420	296	8	who	who	PRON
ajis02-1420	296	9	purchase	purchase	VERB
ajis02-1420	296	10	services	service	NOUN
ajis02-1420	296	11	from	from	ADP
ajis02-1420	296	12	supermarkets	supermarket	NOUN
ajis02-1420	296	13	are	be	AUX
ajis02-1420	296	14	overwhelmingly	overwhelmingly	ADV
ajis02-1420	296	15	on	on	ADP
ajis02-1420	296	16	“	"	PUNCT
ajis02-1420	296	17	prepaid	prepaid	ADJ
ajis02-1420	296	18	services	service	NOUN
ajis02-1420	296	19	”	"	PUNCT
ajis02-1420	296	20	(	(	PUNCT
ajis02-1420	296	21	93.24	93.24	NUM
ajis02-1420	296	22	%	%	NOUN
ajis02-1420	296	23	)	)	PUNCT
ajis02-1420	296	24	.	.	PUNCT
ajis02-1420	297	1	of	of	ADP
ajis02-1420	297	2	these	these	DET
ajis02-1420	297	3	prepaid	prepaid	ADJ
ajis02-1420	297	4	customers	customer	NOUN
ajis02-1420	297	5	,	,	PUNCT
ajis02-1420	297	6	most	most	ADJ
ajis02-1420	297	7	have	have	AUX
ajis02-1420	297	8	not	not	PART
ajis02-1420	297	9	upgraded	upgrade	VERB
ajis02-1420	297	10	or	or	CCONJ
ajis02-1420	297	11	downgraded	downgrade	VERB
ajis02-1420	297	12	their	their	PRON
ajis02-1420	297	13	service	service	NOUN
ajis02-1420	297	14	in	in	ADP
ajis02-1420	297	15	the	the	DET
ajis02-1420	297	16	last	last	ADJ
ajis02-1420	297	17	12	12	NUM
ajis02-1420	297	18	months	month	NOUN
ajis02-1420	297	19	(	(	PUNCT
ajis02-1420	297	20	89.86	89.86	NUM
ajis02-1420	297	21	%	%	NOUN
ajis02-1420	297	22	)	)	PUNCT
ajis02-1420	297	23	.	.	PUNCT
ajis02-1420	298	1	customers	customer	NOUN
ajis02-1420	298	2	who	who	PRON
ajis02-1420	298	3	report	report	VERB
ajis02-1420	298	4	that	that	SCONJ
ajis02-1420	298	5	they	they	PRON
ajis02-1420	298	6	would	would	AUX
ajis02-1420	298	7	not	not	PART
ajis02-1420	298	8	buy	buy	VERB
ajis02-1420	298	9	a	a	DET
ajis02-1420	298	10	handset	handset	NOUN
ajis02-1420	298	11	outright	outright	ADV
ajis02-1420	298	12	as	as	SCONJ
ajis02-1420	298	13	they	they	PRON
ajis02-1420	298	14	could	could	AUX
ajis02-1420	298	15	not	not	PART
ajis02-1420	298	16	afford	afford	VERB
ajis02-1420	298	17	it	it	PRON
ajis02-1420	298	18	are	be	AUX
ajis02-1420	298	19	overwhelmingly	overwhelmingly	ADV
ajis02-1420	298	20	on	on	ADP
ajis02-1420	298	21	“	"	PUNCT
ajis02-1420	298	22	cap	cap	NOUN
ajis02-1420	298	23	plans	plan	NOUN
ajis02-1420	298	24	with	with	ADP
ajis02-1420	298	25	phones	phone	NOUN
ajis02-1420	298	26	”	"	PUNCT
ajis02-1420	298	27	(	(	PUNCT
ajis02-1420	298	28	81.25	81.25	NUM
ajis02-1420	298	29	%	%	NOUN
ajis02-1420	298	30	)	)	PUNCT
ajis02-1420	298	31	.	.	PUNCT
ajis02-1420	299	1	these	these	DET
ajis02-1420	299	2	customers	customer	NOUN
ajis02-1420	299	3	account	account	VERB
ajis02-1420	299	4	for	for	ADP
ajis02-1420	299	5	36.62	36.62	NUM
ajis02-1420	299	6	%	%	NOUN
ajis02-1420	299	7	of	of	ADP
ajis02-1420	299	8	all	all	PRON
ajis02-1420	299	9	of	of	ADP
ajis02-1420	299	10	those	those	PRON
ajis02-1420	299	11	on	on	ADP
ajis02-1420	299	12	“	"	PUNCT
ajis02-1420	299	13	cap	cap	NOUN
ajis02-1420	299	14	plans	plan	NOUN
ajis02-1420	299	15	with	with	ADP
ajis02-1420	299	16	phones	phone	NOUN
ajis02-1420	299	17	”	"	PUNCT
ajis02-1420	299	18	.	.	PUNCT
ajis02-1420	300	1	there	there	PRON
ajis02-1420	300	2	are	be	VERB
ajis02-1420	300	3	less	less	ADJ
ajis02-1420	300	4	purchases	purchase	NOUN
ajis02-1420	300	5	(	(	PUNCT
ajis02-1420	300	6	23	23	NUM
ajis02-1420	300	7	)	)	PUNCT
ajis02-1420	300	8	of	of	ADP
ajis02-1420	300	9	“	"	PUNCT
ajis02-1420	300	10	broadband	broadband	NOUN
ajis02-1420	300	11	bundles	bundle	NOUN
ajis02-1420	300	12	”	"	PUNCT
ajis02-1420	300	13	“	"	PUNCT
ajis02-1420	300	14	over	over	ADP
ajis02-1420	300	15	the	the	DET
ajis02-1420	300	16	phone	phone	NOUN
ajis02-1420	300	17	”	"	PUNCT
ajis02-1420	300	18	than	than	SCONJ
ajis02-1420	300	19	there	there	PRON
ajis02-1420	300	20	are	be	VERB
ajis02-1420	300	21	“	"	PUNCT
ajis02-1420	300	22	cap	cap	NOUN
ajis02-1420	300	23	plans	plan	NOUN
ajis02-1420	300	24	with	with	ADP
ajis02-1420	300	25	phones	phone	NOUN
ajis02-1420	300	26	”	"	PUNCT
ajis02-1420	300	27	(	(	PUNCT
ajis02-1420	300	28	116	116	NUM
ajis02-1420	300	29	)	)	PUNCT
ajis02-1420	300	30	.	.	PUNCT
ajis02-1420	301	1	however	however	ADV
ajis02-1420	301	2	,	,	PUNCT
ajis02-1420	301	3	“	"	PUNCT
ajis02-1420	301	4	over	over	ADP
ajis02-1420	301	5	the	the	DET
ajis02-1420	301	6	phone	phone	NOUN
ajis02-1420	301	7	”	"	PUNCT
ajis02-1420	301	8	sales	sale	NOUN
ajis02-1420	301	9	account	account	NOUN
ajis02-1420	301	10	for	for	ADP
ajis02-1420	301	11	26.7	26.7	NUM
ajis02-1420	301	12	%	%	NOUN
ajis02-1420	301	13	of	of	ADP
ajis02-1420	301	14	all	all	DET
ajis02-1420	301	15	bundle	bundle	NOUN
ajis02-1420	301	16	sales	sale	NOUN
ajis02-1420	301	17	.	.	PUNCT
ajis02-1420	302	1	another	another	DET
ajis02-1420	302	2	36.05	36.05	NUM
ajis02-1420	302	3	%	%	NOUN
ajis02-1420	302	4	of	of	ADP
ajis02-1420	302	5	broadband	broadband	NOUN
ajis02-1420	302	6	bundles	bundle	NOUN
ajis02-1420	302	7	are	be	AUX
ajis02-1420	302	8	sold	sell	VERB
ajis02-1420	302	9	in	in	ADP
ajis02-1420	302	10	telecommunication	telecommunication	NOUN
ajis02-1420	302	11	carrier	carrier	NOUN
ajis02-1420	302	12	stores	store	NOUN
ajis02-1420	302	13	.	.	PUNCT
ajis02-1420	303	1	“	"	PUNCT
ajis02-1420	303	2	over	over	ADP
ajis02-1420	303	3	the	the	DET
ajis02-1420	303	4	phone	phone	NOUN
ajis02-1420	303	5	”	"	PUNCT
ajis02-1420	303	6	sales	sale	NOUN
ajis02-1420	303	7	seem	seem	VERB
ajis02-1420	303	8	to	to	PART
ajis02-1420	303	9	be	be	AUX
ajis02-1420	303	10	one	one	NUM
ajis02-1420	303	11	of	of	ADP
ajis02-1420	303	12	the	the	DET
ajis02-1420	303	13	most	most	ADV
ajis02-1420	303	14	useful	useful	ADJ
ajis02-1420	303	15	methods	method	NOUN
ajis02-1420	303	16	to	to	PART
ajis02-1420	303	17	obtain	obtain	VERB
ajis02-1420	303	18	broadband	broadband	NOUN
ajis02-1420	303	19	bundle	bundle	NOUN
ajis02-1420	303	20	customers	customer	NOUN
ajis02-1420	303	21	.	.	PUNCT
ajis02-1420	304	1	inside	inside	ADP
ajis02-1420	304	2	telecommunication	telecommunication	NOUN
ajis02-1420	304	3	carrier	carrier	NOUN
ajis02-1420	304	4	stores	store	NOUN
ajis02-1420	304	5	is	be	AUX
ajis02-1420	304	6	also	also	ADV
ajis02-1420	304	7	a	a	DET
ajis02-1420	304	8	great	great	ADJ
ajis02-1420	304	9	place	place	NOUN
ajis02-1420	304	10	to	to	PART
ajis02-1420	304	11	obtain	obtain	VERB
ajis02-1420	304	12	these	these	DET
ajis02-1420	304	13	customers	customer	NOUN
ajis02-1420	304	14	.	.	PUNCT
ajis02-1420	305	1	the	the	DET
ajis02-1420	305	2	majority	majority	NOUN
ajis02-1420	305	3	(	(	PUNCT
ajis02-1420	305	4	63.04	63.04	NUM
ajis02-1420	305	5	%	%	NOUN
ajis02-1420	305	6	)	)	PUNCT
ajis02-1420	305	7	of	of	ADP
ajis02-1420	305	8	non	non	ADJ
ajis02-1420	305	9	-	-	ADJ
ajis02-1420	305	10	prepaid	prepaid	ADJ
ajis02-1420	305	11	services	service	NOUN
ajis02-1420	305	12	purchased	purchase	VERB
ajis02-1420	305	13	online	online	ADV
ajis02-1420	305	14	who	who	PRON
ajis02-1420	305	15	pay	pay	VERB
ajis02-1420	305	16	more	more	ADJ
ajis02-1420	305	17	than	than	ADP
ajis02-1420	305	18	$	$	SYM
ajis02-1420	305	19	6	6	NUM
ajis02-1420	305	20	a	a	DET
ajis02-1420	305	21	week	week	NOUN
ajis02-1420	305	22	are	be	AUX
ajis02-1420	305	23	for	for	ADP
ajis02-1420	305	24	“	"	PUNCT
ajis02-1420	305	25	cap	cap	NOUN
ajis02-1420	305	26	plans	plan	NOUN
ajis02-1420	305	27	with	with	ADP
ajis02-1420	305	28	phones	phone	NOUN
ajis02-1420	305	29	”	"	PUNCT
ajis02-1420	305	30	.	.	PUNCT
ajis02-1420	306	1	most	most	ADJ
ajis02-1420	306	2	“	"	PUNCT
ajis02-1420	306	3	over	over	ADP
ajis02-1420	306	4	the	the	DET
ajis02-1420	306	5	phone	phone	NOUN
ajis02-1420	306	6	”	"	PUNCT
ajis02-1420	306	7	sales	sale	NOUN
ajis02-1420	306	8	of	of	ADP
ajis02-1420	306	9	services	service	NOUN
ajis02-1420	306	10	are	be	AUX
ajis02-1420	306	11	for	for	ADP
ajis02-1420	306	12	“	"	PUNCT
ajis02-1420	306	13	cap	cap	NOUN
ajis02-1420	306	14	plans	plan	NOUN
ajis02-1420	306	15	with	with	ADP
ajis02-1420	306	16	phones	phone	NOUN
ajis02-1420	306	17	”	"	PUNCT
ajis02-1420	306	18	.	.	PUNCT
ajis02-1420	307	1	of	of	ADP
ajis02-1420	307	2	163	163	NUM
ajis02-1420	307	3	customers	customer	NOUN
ajis02-1420	307	4	that	that	PRON
ajis02-1420	307	5	purchased	purchase	VERB
ajis02-1420	307	6	their	their	PRON
ajis02-1420	307	7	plans	plan	NOUN
ajis02-1420	307	8	this	this	DET
ajis02-1420	307	9	way	way	NOUN
ajis02-1420	307	10	,	,	PUNCT
ajis02-1420	307	11	116	116	NUM
ajis02-1420	307	12	purchased	purchase	VERB
ajis02-1420	307	13	“	"	PUNCT
ajis02-1420	307	14	cap	cap	NOUN
ajis02-1420	307	15	plans	plan	NOUN
ajis02-1420	307	16	with	with	ADP
ajis02-1420	307	17	phones	phone	NOUN
ajis02-1420	307	18	”	"	PUNCT
ajis02-1420	307	19	(	(	PUNCT
ajis02-1420	307	20	71.17	71.17	NUM
ajis02-1420	307	21	%	%	NOUN
ajis02-1420	307	22	)	)	PUNCT
ajis02-1420	307	23	.	.	PUNCT
ajis02-1420	308	1	this	this	PRON
ajis02-1420	308	2	accounts	account	VERB
ajis02-1420	308	3	for	for	ADP
ajis02-1420	308	4	16.34	16.34	NUM
ajis02-1420	308	5	%	%	NOUN
ajis02-1420	308	6	of	of	ADP
ajis02-1420	308	7	all	all	DET
ajis02-1420	308	8	“	"	PUNCT
ajis02-1420	308	9	cap	cap	NOUN
ajis02-1420	308	10	plan	plan	NOUN
ajis02-1420	308	11	with	with	ADP
ajis02-1420	308	12	phone	phone	NOUN
ajis02-1420	308	13	”	"	PUNCT
ajis02-1420	308	14	purchases	purchase	NOUN
ajis02-1420	308	15	in	in	ADP
ajis02-1420	308	16	the	the	DET
ajis02-1420	308	17	dataset	dataset	NOUN
ajis02-1420	308	18	used	use	VERB
ajis02-1420	308	19	which	which	PRON
ajis02-1420	308	20	contains	contain	VERB
ajis02-1420	308	21	1540	1540	NUM
ajis02-1420	308	22	records	record	NOUN
ajis02-1420	308	23	.	.	PUNCT
ajis02-1420	309	1	5.6.2	5.6.2	PRON
ajis02-1420	309	2	trend	trend	NOUN
ajis02-1420	309	3	:	:	PUNCT
ajis02-1420	309	4	contract	contract	NOUN
ajis02-1420	309	5	length	length	NOUN
ajis02-1420	309	6	and	and	CCONJ
ajis02-1420	309	7	customer	customer	NOUN
ajis02-1420	309	8	happiness	happiness	NOUN
ajis02-1420	309	9	45	45	NUM
ajis02-1420	309	10	%	%	NOUN
ajis02-1420	309	11	of	of	ADP
ajis02-1420	309	12	customers	customer	NOUN
ajis02-1420	309	13	that	that	PRON
ajis02-1420	309	14	pay	pay	VERB
ajis02-1420	309	15	between	between	ADP
ajis02-1420	309	16	$	$	SYM
ajis02-1420	309	17	3	3	NUM
ajis02-1420	309	18	and	and	CCONJ
ajis02-1420	309	19	$	$	SYM
ajis02-1420	309	20	10	10	NUM
ajis02-1420	309	21	a	a	DET
ajis02-1420	309	22	week	week	NOUN
ajis02-1420	309	23	for	for	ADP
ajis02-1420	309	24	their	their	PRON
ajis02-1420	309	25	cap	cap	NOUN
ajis02-1420	309	26	plan	plan	NOUN
ajis02-1420	309	27	with	with	ADP
ajis02-1420	309	28	phone	phone	NOUN
ajis02-1420	309	29	are	be	AUX
ajis02-1420	309	30	unhappy	unhappy	ADJ
ajis02-1420	309	31	with	with	ADP
ajis02-1420	309	32	the	the	DET
ajis02-1420	309	33	length	length	NOUN
ajis02-1420	309	34	of	of	ADP
ajis02-1420	309	35	their	their	PRON
ajis02-1420	309	36	contract	contract	NOUN
ajis02-1420	309	37	.	.	PUNCT
ajis02-1420	310	1	42.5	42.5	NUM
ajis02-1420	310	2	%	%	NOUN
ajis02-1420	310	3	of	of	ADP
ajis02-1420	310	4	all	all	DET
ajis02-1420	310	5	customers	customer	NOUN
ajis02-1420	310	6	are	be	AUX
ajis02-1420	310	7	unhappy	unhappy	ADJ
ajis02-1420	310	8	with	with	ADP
ajis02-1420	310	9	the	the	DET
ajis02-1420	310	10	length	length	NOUN
ajis02-1420	310	11	of	of	ADP
ajis02-1420	310	12	their	their	PRON
ajis02-1420	310	13	contract	contract	NOUN
ajis02-1420	310	14	.	.	PUNCT
ajis02-1420	311	1	customer	customer	NOUN
ajis02-1420	311	2	retention	retention	NOUN
ajis02-1420	311	3	may	may	AUX
ajis02-1420	311	4	be	be	AUX
ajis02-1420	311	5	increased	increase	VERB
ajis02-1420	311	6	by	by	ADP
ajis02-1420	311	7	allowing	allow	VERB
ajis02-1420	311	8	more	more	ADV
ajis02-1420	311	9	flexible	flexible	ADJ
ajis02-1420	311	10	contract	contract	NOUN
ajis02-1420	311	11	lengths	length	NOUN
ajis02-1420	311	12	in	in	ADP
ajis02-1420	311	13	order	order	NOUN
ajis02-1420	311	14	to	to	PART
ajis02-1420	311	15	increase	increase	VERB
ajis02-1420	311	16	customer	customer	NOUN
ajis02-1420	311	17	satisfaction	satisfaction	NOUN
ajis02-1420	311	18	.	.	PUNCT
ajis02-1420	312	1	almost	almost	ADV
ajis02-1420	312	2	half	half	NOUN
ajis02-1420	312	3	of	of	ADP
ajis02-1420	312	4	these	these	DET
ajis02-1420	312	5	low	low	ADJ
ajis02-1420	312	6	cost	cost	NOUN
ajis02-1420	312	7	cap	cap	NOUN
ajis02-1420	312	8	plans	plan	NOUN
ajis02-1420	312	9	are	be	AUX
ajis02-1420	312	10	unhappy	unhappy	ADJ
ajis02-1420	312	11	due	due	ADP
ajis02-1420	312	12	to	to	ADP
ajis02-1420	312	13	their	their	PRON
ajis02-1420	312	14	contract	contract	NOUN
ajis02-1420	312	15	length	length	NOUN
ajis02-1420	312	16	.	.	PUNCT
ajis02-1420	313	1	25.71	25.71	NUM
ajis02-1420	313	2	%	%	NOUN
ajis02-1420	313	3	of	of	ADP
ajis02-1420	313	4	prepaid	prepaid	ADJ
ajis02-1420	313	5	customers	customer	NOUN
ajis02-1420	313	6	that	that	PRON
ajis02-1420	313	7	pay	pay	VERB
ajis02-1420	313	8	between	between	ADP
ajis02-1420	313	9	$	$	SYM
ajis02-1420	313	10	3	3	NUM
ajis02-1420	313	11	and	and	CCONJ
ajis02-1420	313	12	$	$	SYM
ajis02-1420	313	13	10	10	NUM
ajis02-1420	313	14	a	a	DET
ajis02-1420	313	15	week	week	NOUN
ajis02-1420	313	16	are	be	AUX
ajis02-1420	313	17	unhappy	unhappy	ADJ
ajis02-1420	313	18	or	or	CCONJ
ajis02-1420	313	19	ambivalent	ambivalent	ADJ
ajis02-1420	313	20	with	with	ADP
ajis02-1420	313	21	the	the	DET
ajis02-1420	313	22	quality	quality	NOUN
ajis02-1420	313	23	of	of	ADP
ajis02-1420	313	24	the	the	DET
ajis02-1420	313	25	phone	phone	NOUN
ajis02-1420	313	26	,	,	PUNCT
ajis02-1420	313	27	although	although	SCONJ
ajis02-1420	313	28	are	be	AUX
ajis02-1420	313	29	willing	willing	ADJ
ajis02-1420	313	30	to	to	PART
ajis02-1420	313	31	pay	pay	VERB
ajis02-1420	313	32	for	for	ADP
ajis02-1420	313	33	a	a	DET
ajis02-1420	313	34	phone	phone	NOUN
ajis02-1420	313	35	outright	outright	ADV
ajis02-1420	313	36	to	to	PART
ajis02-1420	313	37	avoid	avoid	VERB
ajis02-1420	313	38	entering	enter	VERB
ajis02-1420	313	39	into	into	ADP
ajis02-1420	313	40	a	a	DET
ajis02-1420	313	41	contract	contract	NOUN
ajis02-1420	313	42	.	.	PUNCT
ajis02-1420	314	1	finally	finally	ADV
ajis02-1420	314	2	,	,	PUNCT
ajis02-1420	314	3	the	the	DET
ajis02-1420	314	4	overwhelming	overwhelming	ADJ
ajis02-1420	314	5	majority	majority	NOUN
ajis02-1420	314	6	(	(	PUNCT
ajis02-1420	314	7	70	70	NUM
ajis02-1420	314	8	%	%	NOUN
ajis02-1420	314	9	)	)	PUNCT
ajis02-1420	314	10	of	of	ADP
ajis02-1420	314	11	people	people	NOUN
ajis02-1420	314	12	happy	happy	ADJ
ajis02-1420	314	13	with	with	ADP
ajis02-1420	314	14	their	their	PRON
ajis02-1420	314	15	contract	contract	NOUN
ajis02-1420	314	16	length	length	NOUN
ajis02-1420	314	17	who	who	PRON
ajis02-1420	314	18	make	make	VERB
ajis02-1420	314	19	more	more	ADJ
ajis02-1420	314	20	than	than	ADP
ajis02-1420	314	21	10	10	NUM
ajis02-1420	314	22	calls	call	NOUN
ajis02-1420	314	23	a	a	DET
ajis02-1420	314	24	week	week	NOUN
ajis02-1420	314	25	are	be	AUX
ajis02-1420	314	26	on	on	ADP
ajis02-1420	314	27	cap	cap	NOUN
ajis02-1420	314	28	plans	plan	NOUN
ajis02-1420	314	29	with	with	ADP
ajis02-1420	314	30	phones	phone	NOUN
ajis02-1420	314	31	.	.	PUNCT
ajis02-1420	315	1	of	of	ADP
ajis02-1420	315	2	this	this	DET
ajis02-1420	315	3	group	group	NOUN
ajis02-1420	315	4	most	most	ADJ
ajis02-1420	315	5	(	(	PUNCT
ajis02-1420	315	6	95.4	95.4	NUM
ajis02-1420	315	7	%	%	NOUN
ajis02-1420	315	8	)	)	PUNCT
ajis02-1420	315	9	are	be	AUX
ajis02-1420	315	10	happy	happy	ADJ
ajis02-1420	315	11	or	or	CCONJ
ajis02-1420	315	12	ambivalent	ambivalent	ADJ
ajis02-1420	315	13	to	to	ADP
ajis02-1420	315	14	their	their	PRON
ajis02-1420	315	15	sms	sms	NOUN
ajis02-1420	315	16	rates	rate	NOUN
ajis02-1420	315	17	.	.	PUNCT
ajis02-1420	316	1	australasian	australasian	ADJ
ajis02-1420	316	2	journal	journal	NOUN
ajis02-1420	316	3	of	of	ADP
ajis02-1420	316	4	information	information	NOUN
ajis02-1420	316	5	systems	systems	PROPN
ajis02-1420	316	6	islam	islam	PROPN
ajis02-1420	316	7	,	,	PUNCT
ajis02-1420	316	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	316	9	,	,	PUNCT
ajis02-1420	316	10	furner	furner	PROPN
ajis02-1420	316	11	,	,	PUNCT
ajis02-1420	316	12	johnson	johnson	PROPN
ajis02-1420	316	13	,	,	PUNCT
ajis02-1420	316	14	gray	gray	PROPN
ajis02-1420	316	15	&	&	CCONJ
ajis02-1420	316	16	carter	carter	PROPN
ajis02-1420	316	17	2016	2016	NUM
ajis02-1420	316	18	,	,	PUNCT
ajis02-1420	316	19	vol	vol	NOUN
ajis02-1420	316	20	20	20	NUM
ajis02-1420	316	21	,	,	PUNCT
ajis02-1420	316	22	research	research	NOUN
ajis02-1420	316	23	article	article	NOUN
ajis02-1420	316	24	brand	brand	NOUN
ajis02-1420	316	25	switching	switch	VERB
ajis02-1420	316	26	pattern	pattern	NOUN
ajis02-1420	316	27	discovery	discovery	NOUN
ajis02-1420	316	28	by	by	ADP
ajis02-1420	316	29	data	datum	NOUN
ajis02-1420	316	30	mining	mining	NOUN
ajis02-1420	316	31	techniques	technique	NOUN
ajis02-1420	316	32	13	13	NUM
ajis02-1420	316	33	class	class	NOUN
ajis02-1420	316	34	attribute	attribute	NOUN
ajis02-1420	316	35	algorithm	algorithm	NOUN
ajis02-1420	316	36	type	type	NOUN
ajis02-1420	316	37	technique	technique	NOUN
ajis02-1420	316	38	avg	avg	PROPN
ajis02-1420	316	39	.	.	PUNCT
ajis02-1420	317	1	classification	classification	NOUN
ajis02-1420	317	2	accuracy	accuracy	NOUN
ajis02-1420	317	3	no	no	INTJ
ajis02-1420	317	4	.	.	NOUN
ajis02-1420	318	1	valid	valid	ADJ
ajis02-1420	318	2	and	and	CCONJ
ajis02-1420	318	3	unique	unique	ADJ
ajis02-1420	318	4	rules	rule	NOUN
ajis02-1420	318	5	found	find	VERB
ajis02-1420	318	6	switching	switch	VERB
ajis02-1420	318	7	forest	forest	NOUN
ajis02-1420	318	8	sysfor	sysfor	ADP
ajis02-1420	318	9	60.19	60.19	NUM
ajis02-1420	318	10	12	12	NUM
ajis02-1420	318	11	randomforest	randomforest	NOUN
ajis02-1420	318	12	61.34	61.34	NUM
ajis02-1420	318	13	6	6	NUM
ajis02-1420	318	14	bagging	bag	VERB
ajis02-1420	318	15	61.14	61.14	NUM
ajis02-1420	318	16	4	4	NUM
ajis02-1420	318	17	tree	tree	NOUN
ajis02-1420	318	18	j48	j48	NOUN
ajis02-1420	318	19	61.17	61.17	NUM
ajis02-1420	318	20	0	0	NUM
ajis02-1420	318	21	reptree	reptree	NOUN
ajis02-1420	318	22	72.97	72.97	NUM
ajis02-1420	318	23	3	3	NUM
ajis02-1420	318	24	simplecart	simplecart	NOUN
ajis02-1420	318	25	70.69	70.69	NUM
ajis02-1420	318	26	0	0	NUM
ajis02-1420	318	27	plan	plan	NOUN
ajis02-1420	318	28	type	type	NOUN
ajis02-1420	318	29	forest	forest	NOUN
ajis02-1420	318	30	sysfor	sysfor	ADP
ajis02-1420	318	31	71.54	71.54	NUM
ajis02-1420	318	32	53	53	NUM
ajis02-1420	318	33	randomforest	randomfor	ADJ
ajis02-1420	318	34	68.89	68.89	NUM
ajis02-1420	318	35	70	70	NUM
ajis02-1420	318	36	bagging	bag	VERB
ajis02-1420	318	37	69.04	69.04	NUM
ajis02-1420	318	38	38	38	NUM
ajis02-1420	318	39	tree	tree	NOUN
ajis02-1420	318	40	j48	j48	NOUN
ajis02-1420	318	41	74.21	74.21	NUM
ajis02-1420	318	42	0	0	NUM
ajis02-1420	318	43	reptree	reptree	NOUN
ajis02-1420	318	44	69.57	69.57	NUM
ajis02-1420	318	45	3	3	NUM
ajis02-1420	318	46	simplecart	simplecart	NOUN
ajis02-1420	318	47	71.19	71.19	NUM
ajis02-1420	318	48	0	0	NUM
ajis02-1420	318	49	underspend	underspend	PROPN
ajis02-1420	318	50	forest	forest	NOUN
ajis02-1420	318	51	sysfor	sysfor	ADP
ajis02-1420	318	52	69.01	69.01	NUM
ajis02-1420	318	53	62	62	NUM
ajis02-1420	318	54	randomforest	randomforest	VERB
ajis02-1420	318	55	68.83	68.83	NUM
ajis02-1420	318	56	59	59	NUM
ajis02-1420	318	57	bagging	bag	VERB
ajis02-1420	318	58	68.88	68.88	NUM
ajis02-1420	318	59	33	33	NUM
ajis02-1420	318	60	tree	tree	NOUN
ajis02-1420	318	61	j48	j48	NOUN
ajis02-1420	318	62	69.47	69.47	NUM
ajis02-1420	318	63	0	0	NUM
ajis02-1420	318	64	reptree	reptree	NOUN
ajis02-1420	318	65	70.26	70.26	NUM
ajis02-1420	318	66	2	2	NUM
ajis02-1420	318	67	simplecart	simplecart	NOUN
ajis02-1420	318	68	69.47	69.47	NUM
ajis02-1420	318	69	0	0	NUM
ajis02-1420	318	70	confirmed	confirm	VERB
ajis02-1420	318	71	switchers	switcher	NOUN
ajis02-1420	318	72	forest	forest	VERB
ajis02-1420	318	73	sysfor	sysfor	ADP
ajis02-1420	318	74	80.24	80.24	NUM
ajis02-1420	318	75	124	124	NUM
ajis02-1420	318	76	randomforest	randomforest	NOUN
ajis02-1420	318	77	76.21	76.21	NUM
ajis02-1420	318	78	197	197	NUM
ajis02-1420	318	79	bagging	bag	VERB
ajis02-1420	318	80	76.39	76.39	NUM
ajis02-1420	318	81	82	82	NUM
ajis02-1420	318	82	tree	tree	NOUN
ajis02-1420	318	83	j48	j48	NOUN
ajis02-1420	318	84	80.19	80.19	NUM
ajis02-1420	318	85	0	0	NUM
ajis02-1420	318	86	reptree	reptree	NOUN
ajis02-1420	318	87	77.02	77.02	NUM
ajis02-1420	318	88	1	1	NUM
ajis02-1420	318	89	simplecart	simplecart	NOUN
ajis02-1420	318	90	76.2	76.2	NUM
ajis02-1420	318	91	0	0	NUM
ajis02-1420	318	92	table	table	NOUN
ajis02-1420	318	93	1	1	NUM
ajis02-1420	318	94	:	:	PUNCT
ajis02-1420	318	95	analysis	analysis	NOUN
ajis02-1420	318	96	of	of	ADP
ajis02-1420	318	97	data	data	NOUN
ajis02-1420	318	98	mining	mining	NOUN
ajis02-1420	318	99	algorithm	algorithm	NOUN
ajis02-1420	318	100	performance	performance	NOUN
ajis02-1420	318	101	class	class	NOUN
ajis02-1420	318	102	attribute	attribute	NOUN
ajis02-1420	318	103	c=0.7	c=0.7	NOUN
ajis02-1420	318	104	s=0.05	s=0.05	NOUN
ajis02-1420	318	105	c=0.7	c=0.7	ADJ
ajis02-1420	318	106	s=0.1	s=0.1	X
ajis02-1420	318	107	c=0.9	c=0.9	ADJ
ajis02-1420	318	108	s=0.05	s=0.05	NOUN
ajis02-1420	318	109	c=0.9	c=0.9	ADJ
ajis02-1420	318	110	s=0.1	s=0.1	NOUN
ajis02-1420	318	111	switching	switch	VERB
ajis02-1420	318	112	17	17	NUM
ajis02-1420	318	113	3	3	NUM
ajis02-1420	318	114	7	7	NUM
ajis02-1420	318	115	2	2	NUM
ajis02-1420	318	116	plan	plan	NOUN
ajis02-1420	318	117	type	type	NOUN
ajis02-1420	318	118	155	155	NUM
ajis02-1420	318	119	76	76	NUM
ajis02-1420	318	120	73	73	NUM
ajis02-1420	318	121	30	30	NUM
ajis02-1420	318	122	underspend	underspend	NOUN
ajis02-1420	318	123	71	71	NUM
ajis02-1420	318	124	24	24	NUM
ajis02-1420	318	125	0	0	NUM
ajis02-1420	318	126	0	0	NUM
ajis02-1420	318	127	confirmed	confirm	VERB
ajis02-1420	318	128	switchers	switcher	NOUN
ajis02-1420	318	129	244	244	NUM
ajis02-1420	318	130	132	132	NUM
ajis02-1420	318	131	14	14	NUM
ajis02-1420	318	132	3	3	NUM
ajis02-1420	318	133	table	table	NOUN
ajis02-1420	318	134	2	2	NUM
ajis02-1420	318	135	:	:	PUNCT
ajis02-1420	318	136	sums	sum	NOUN
ajis02-1420	318	137	of	of	ADP
ajis02-1420	318	138	unique	unique	ADJ
ajis02-1420	318	139	rules	rule	NOUN
ajis02-1420	318	140	found	find	VERB
ajis02-1420	318	141	for	for	ADP
ajis02-1420	318	142	each	each	DET
ajis02-1420	318	143	class	class	NOUN
ajis02-1420	318	144	attribute	attribute	NOUN
ajis02-1420	318	145	5.6.3	5.6.3	NUM
ajis02-1420	318	146	trend	trend	NOUN
ajis02-1420	318	147	:	:	PUNCT
ajis02-1420	318	148	low	low	ADJ
ajis02-1420	318	149	plan	plan	NOUN
ajis02-1420	318	150	usage	usage	NOUN
ajis02-1420	318	151	and	and	CCONJ
ajis02-1420	318	152	customer	customer	NOUN
ajis02-1420	318	153	service	service	NOUN
ajis02-1420	318	154	the	the	DET
ajis02-1420	318	155	majority	majority	NOUN
ajis02-1420	318	156	(	(	PUNCT
ajis02-1420	318	157	76.84	76.84	NUM
ajis02-1420	318	158	%	%	NOUN
ajis02-1420	318	159	)	)	PUNCT
ajis02-1420	318	160	of	of	ADP
ajis02-1420	318	161	customers	customer	NOUN
ajis02-1420	318	162	that	that	PRON
ajis02-1420	318	163	only	only	ADV
ajis02-1420	318	164	make	make	VERB
ajis02-1420	318	165	1	1	NUM
ajis02-1420	318	166	or	or	CCONJ
ajis02-1420	318	167	0	0	NUM
ajis02-1420	318	168	calls	call	NOUN
ajis02-1420	318	169	on	on	ADP
ajis02-1420	318	170	average	average	ADJ
ajis02-1420	318	171	per	per	ADP
ajis02-1420	318	172	week	week	NOUN
ajis02-1420	318	173	are	be	AUX
ajis02-1420	318	174	prepaid	prepaid	ADJ
ajis02-1420	318	175	customers	customer	NOUN
ajis02-1420	318	176	.	.	PUNCT
ajis02-1420	319	1	97.89	97.89	NUM
ajis02-1420	319	2	%	%	NOUN
ajis02-1420	319	3	of	of	ADP
ajis02-1420	319	4	these	these	DET
ajis02-1420	319	5	customers	customer	NOUN
ajis02-1420	319	6	indicate	indicate	VERB
ajis02-1420	319	7	that	that	DET
ajis02-1420	319	8	customer	customer	NOUN
ajis02-1420	319	9	service	service	NOUN
ajis02-1420	319	10	is	be	AUX
ajis02-1420	319	11	important	important	ADJ
ajis02-1420	319	12	to	to	ADP
ajis02-1420	319	13	them	they	PRON
ajis02-1420	319	14	when	when	SCONJ
ajis02-1420	319	15	changing	change	VERB
ajis02-1420	319	16	mobile	mobile	ADJ
ajis02-1420	319	17	phone	phone	NOUN
ajis02-1420	319	18	providers	provider	NOUN
ajis02-1420	319	19	.	.	PUNCT
ajis02-1420	320	1	australasian	australasian	ADJ
ajis02-1420	320	2	journal	journal	NOUN
ajis02-1420	320	3	of	of	ADP
ajis02-1420	320	4	information	information	NOUN
ajis02-1420	320	5	systems	systems	PROPN
ajis02-1420	320	6	islam	islam	PROPN
ajis02-1420	320	7	,	,	PUNCT
ajis02-1420	320	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	320	9	,	,	PUNCT
ajis02-1420	320	10	furner	furner	PROPN
ajis02-1420	320	11	,	,	PUNCT
ajis02-1420	320	12	johnson	johnson	PROPN
ajis02-1420	320	13	,	,	PUNCT
ajis02-1420	320	14	gray	gray	PROPN
ajis02-1420	320	15	&	&	CCONJ
ajis02-1420	320	16	carter	carter	PROPN
ajis02-1420	320	17	2016	2016	NUM
ajis02-1420	320	18	,	,	PUNCT
ajis02-1420	320	19	vol	vol	NOUN
ajis02-1420	320	20	20	20	NUM
ajis02-1420	320	21	,	,	PUNCT
ajis02-1420	320	22	research	research	NOUN
ajis02-1420	320	23	article	article	NOUN
ajis02-1420	320	24	brand	brand	NOUN
ajis02-1420	320	25	switching	switch	VERB
ajis02-1420	320	26	pattern	pattern	NOUN
ajis02-1420	320	27	discovery	discovery	NOUN
ajis02-1420	320	28	by	by	ADP
ajis02-1420	320	29	data	datum	NOUN
ajis02-1420	320	30	mining	mining	NOUN
ajis02-1420	320	31	techniques	technique	NOUN
ajis02-1420	320	32	14	14	NUM
ajis02-1420	320	33	5.7	5.7	NUM
ajis02-1420	320	34	follow	follow	NOUN
ajis02-1420	320	35	-	-	PUNCT
ajis02-1420	320	36	up	up	ADP
ajis02-1420	320	37	study	study	NOUN
ajis02-1420	320	38	based	base	VERB
ajis02-1420	320	39	analysis	analysis	NOUN
ajis02-1420	320	40	the	the	DET
ajis02-1420	320	41	original	original	ADJ
ajis02-1420	320	42	customers	customer	NOUN
ajis02-1420	320	43	surveyed	survey	VERB
ajis02-1420	320	44	were	be	AUX
ajis02-1420	320	45	surveyed	survey	VERB
ajis02-1420	320	46	once	once	ADV
ajis02-1420	320	47	again	again	ADV
ajis02-1420	320	48	a	a	DET
ajis02-1420	320	49	year	year	NOUN
ajis02-1420	320	50	later	later	ADV
ajis02-1420	320	51	,	,	PUNCT
ajis02-1420	320	52	and	and	CCONJ
ajis02-1420	320	53	data	datum	NOUN
ajis02-1420	320	54	was	be	AUX
ajis02-1420	320	55	collected	collect	VERB
ajis02-1420	320	56	based	base	VERB
ajis02-1420	320	57	on	on	ADP
ajis02-1420	320	58	this	this	PRON
ajis02-1420	320	59	.	.	PUNCT
ajis02-1420	321	1	in	in	ADP
ajis02-1420	321	2	this	this	DET
ajis02-1420	321	3	study	study	NOUN
ajis02-1420	321	4	,	,	PUNCT
ajis02-1420	321	5	only	only	ADV
ajis02-1420	321	6	the	the	DET
ajis02-1420	321	7	data	datum	NOUN
ajis02-1420	321	8	available	available	ADJ
ajis02-1420	321	9	from	from	ADP
ajis02-1420	321	10	the	the	DET
ajis02-1420	321	11	questions	question	NOUN
ajis02-1420	321	12	asked	ask	VERB
ajis02-1420	321	13	in	in	ADP
ajis02-1420	321	14	this	this	DET
ajis02-1420	321	15	follow	follow	NOUN
ajis02-1420	321	16	-	-	PUNCT
ajis02-1420	321	17	up	up	ADP
ajis02-1420	321	18	survey	survey	NOUN
ajis02-1420	321	19	was	be	AUX
ajis02-1420	321	20	used	use	VERB
ajis02-1420	321	21	.	.	PUNCT
ajis02-1420	322	1	5.7.1	5.7.1	NUM
ajis02-1420	322	2	trend	trend	NOUN
ajis02-1420	322	3	:	:	PUNCT
ajis02-1420	322	4	issues	issue	NOUN
ajis02-1420	322	5	surrounding	surround	VERB
ajis02-1420	322	6	confirmed	confirm	VERB
ajis02-1420	322	7	switchers	switcher	NOUN
ajis02-1420	322	8	people	people	NOUN
ajis02-1420	322	9	who	who	PRON
ajis02-1420	322	10	claim	claim	VERB
ajis02-1420	322	11	to	to	PART
ajis02-1420	322	12	be	be	AUX
ajis02-1420	322	13	happy	happy	ADJ
ajis02-1420	322	14	with	with	ADP
ajis02-1420	322	15	their	their	PRON
ajis02-1420	322	16	current	current	ADJ
ajis02-1420	322	17	service	service	NOUN
ajis02-1420	322	18	provider	provider	NOUN
ajis02-1420	322	19	,	,	PUNCT
ajis02-1420	322	20	but	but	CCONJ
ajis02-1420	322	21	who	who	PRON
ajis02-1420	322	22	say	say	VERB
ajis02-1420	322	23	that	that	SCONJ
ajis02-1420	322	24	mobile	mobile	ADJ
ajis02-1420	322	25	service	service	NOUN
ajis02-1420	322	26	providers	provider	NOUN
ajis02-1420	322	27	did	do	AUX
ajis02-1420	322	28	not	not	PART
ajis02-1420	322	29	live	live	VERB
ajis02-1420	322	30	up	up	ADP
ajis02-1420	322	31	to	to	ADP
ajis02-1420	322	32	their	their	PRON
ajis02-1420	322	33	expectations	expectation	NOUN
ajis02-1420	322	34	at	at	ADV
ajis02-1420	322	35	all	all	ADV
ajis02-1420	322	36	over	over	ADP
ajis02-1420	322	37	the	the	DET
ajis02-1420	322	38	last	last	ADJ
ajis02-1420	322	39	12	12	NUM
ajis02-1420	322	40	months	month	NOUN
ajis02-1420	322	41	,	,	PUNCT
ajis02-1420	322	42	are	be	AUX
ajis02-1420	322	43	all	all	PRON
ajis02-1420	322	44	confirmed	confirm	VERB
ajis02-1420	322	45	switchers	switcher	NOUN
ajis02-1420	322	46	.	.	PUNCT
ajis02-1420	323	1	40	40	NUM
ajis02-1420	323	2	%	%	NOUN
ajis02-1420	323	3	of	of	ADP
ajis02-1420	323	4	confirmed	confirm	VERB
ajis02-1420	323	5	switchers	switcher	NOUN
ajis02-1420	323	6	claimed	claim	VERB
ajis02-1420	323	7	to	to	PART
ajis02-1420	323	8	have	have	AUX
ajis02-1420	323	9	had	have	VERB
ajis02-1420	323	10	network	network	NOUN
ajis02-1420	323	11	issues	issue	NOUN
ajis02-1420	323	12	that	that	PRON
ajis02-1420	323	13	lead	lead	VERB
ajis02-1420	323	14	to	to	ADP
ajis02-1420	323	15	the	the	DET
ajis02-1420	323	16	switch	switch	NOUN
ajis02-1420	323	17	.	.	PUNCT
ajis02-1420	324	1	it	it	PRON
ajis02-1420	324	2	would	would	AUX
ajis02-1420	324	3	appear	appear	VERB
ajis02-1420	324	4	that	that	SCONJ
ajis02-1420	324	5	network	network	NOUN
ajis02-1420	324	6	issues	issue	NOUN
ajis02-1420	324	7	are	be	AUX
ajis02-1420	324	8	a	a	DET
ajis02-1420	324	9	major	major	ADJ
ajis02-1420	324	10	component	component	NOUN
ajis02-1420	324	11	of	of	ADP
ajis02-1420	324	12	why	why	SCONJ
ajis02-1420	324	13	people	people	NOUN
ajis02-1420	324	14	switch	switch	VERB
ajis02-1420	324	15	.	.	PUNCT
ajis02-1420	325	1	5.7.2	5.7.2	X
ajis02-1420	325	2	trend	trend	NOUN
ajis02-1420	325	3	:	:	PUNCT
ajis02-1420	325	4	high	high	ADJ
ajis02-1420	325	5	plan	plan	NOUN
ajis02-1420	325	6	usage	usage	NOUN
ajis02-1420	325	7	and	and	CCONJ
ajis02-1420	325	8	switching	switch	VERB
ajis02-1420	325	9	those	those	DET
ajis02-1420	325	10	pre	pre	ADJ
ajis02-1420	325	11	-	-	ADJ
ajis02-1420	325	12	paid	pay	VERB
ajis02-1420	325	13	customers	customer	NOUN
ajis02-1420	325	14	that	that	PRON
ajis02-1420	325	15	make	make	VERB
ajis02-1420	325	16	13	13	NUM
ajis02-1420	325	17	or	or	CCONJ
ajis02-1420	325	18	more	more	ADJ
ajis02-1420	325	19	calls	call	NOUN
ajis02-1420	325	20	a	a	DET
ajis02-1420	325	21	week	week	NOUN
ajis02-1420	325	22	were	be	AUX
ajis02-1420	325	23	shown	show	VERB
ajis02-1420	325	24	to	to	PART
ajis02-1420	325	25	be	be	AUX
ajis02-1420	325	26	70.87	70.87	NUM
ajis02-1420	325	27	%	%	NOUN
ajis02-1420	325	28	likely	likely	ADJ
ajis02-1420	325	29	to	to	PART
ajis02-1420	325	30	switch	switch	VERB
ajis02-1420	325	31	.	.	PUNCT
ajis02-1420	326	1	5.7.3	5.7.3	NUM
ajis02-1420	326	2	trend	trend	NOUN
ajis02-1420	326	3	:	:	PUNCT
ajis02-1420	326	4	fixed	fix	VERB
ajis02-1420	326	5	line	line	NOUN
ajis02-1420	326	6	bundles	bundle	NOUN
ajis02-1420	326	7	most	most	ADJ
ajis02-1420	326	8	people	people	NOUN
ajis02-1420	326	9	(	(	PUNCT
ajis02-1420	326	10	90.41	90.41	NUM
ajis02-1420	326	11	%	%	NOUN
ajis02-1420	326	12	)	)	PUNCT
ajis02-1420	326	13	with	with	ADP
ajis02-1420	326	14	a	a	DET
ajis02-1420	326	15	fixed	fix	VERB
ajis02-1420	326	16	line	line	NOUN
ajis02-1420	326	17	bundle	bundle	NOUN
ajis02-1420	326	18	did	do	AUX
ajis02-1420	326	19	not	not	PART
ajis02-1420	326	20	switch	switch	VERB
ajis02-1420	326	21	.	.	PUNCT
ajis02-1420	327	1	6	6	NUM
ajis02-1420	327	2	conclusion	conclusion	NOUN
ajis02-1420	327	3	in	in	ADP
ajis02-1420	327	4	this	this	DET
ajis02-1420	327	5	study	study	NOUN
ajis02-1420	327	6	we	we	PRON
ajis02-1420	327	7	analyse	analyse	VERB
ajis02-1420	327	8	the	the	DET
ajis02-1420	327	9	brand	brand	NOUN
ajis02-1420	327	10	-	-	PUNCT
ajis02-1420	327	11	switching	switch	VERB
ajis02-1420	327	12	and	and	CCONJ
ajis02-1420	327	13	customer	customer	NOUN
ajis02-1420	327	14	-	-	PUNCT
ajis02-1420	327	15	behaviour	behaviour	NOUN
ajis02-1420	327	16	patterns	pattern	NOUN
ajis02-1420	327	17	through	through	ADP
ajis02-1420	327	18	data	datum	NOUN
ajis02-1420	327	19	mining	mining	NOUN
ajis02-1420	327	20	techniques	technique	NOUN
ajis02-1420	327	21	without	without	ADP
ajis02-1420	327	22	using	use	VERB
ajis02-1420	327	23	any	any	DET
ajis02-1420	327	24	other	other	ADJ
ajis02-1420	327	25	switching	switching	NOUN
ajis02-1420	327	26	models	model	NOUN
ajis02-1420	327	27	and	and	CCONJ
ajis02-1420	327	28	domain	domain	NOUN
ajis02-1420	327	29	knowledge	knowledge	NOUN
ajis02-1420	327	30	.	.	PUNCT
ajis02-1420	328	1	we	we	PRON
ajis02-1420	328	2	find	find	VERB
ajis02-1420	328	3	that	that	SCONJ
ajis02-1420	328	4	the	the	DET
ajis02-1420	328	5	discovered	discover	VERB
ajis02-1420	328	6	patterns	pattern	NOUN
ajis02-1420	328	7	are	be	AUX
ajis02-1420	328	8	interesting	interesting	ADJ
ajis02-1420	328	9	,	,	PUNCT
ajis02-1420	328	10	valid	valid	ADJ
ajis02-1420	328	11	and	and	CCONJ
ajis02-1420	328	12	useful	useful	ADJ
ajis02-1420	328	13	when	when	SCONJ
ajis02-1420	328	14	we	we	PRON
ajis02-1420	328	15	evaluate	evaluate	VERB
ajis02-1420	328	16	them	they	PRON
ajis02-1420	328	17	from	from	ADP
ajis02-1420	328	18	a	a	DET
ajis02-1420	328	19	marketing	marketing	NOUN
ajis02-1420	328	20	point	point	NOUN
ajis02-1420	328	21	of	of	ADP
ajis02-1420	328	22	view	view	NOUN
ajis02-1420	328	23	.	.	PUNCT
ajis02-1420	329	1	we	we	PRON
ajis02-1420	329	2	also	also	ADV
ajis02-1420	329	3	compare	compare	VERB
ajis02-1420	329	4	this	this	PRON
ajis02-1420	329	5	to	to	ADP
ajis02-1420	329	6	highly	highly	ADV
ajis02-1420	329	7	used	use	VERB
ajis02-1420	329	8	statistical	statistical	ADJ
ajis02-1420	329	9	methods	method	NOUN
ajis02-1420	329	10	from	from	ADP
ajis02-1420	329	11	the	the	DET
ajis02-1420	329	12	marketing	marketing	NOUN
ajis02-1420	329	13	community	community	NOUN
ajis02-1420	329	14	,	,	PUNCT
ajis02-1420	329	15	and	and	CCONJ
ajis02-1420	329	16	find	find	VERB
ajis02-1420	329	17	that	that	SCONJ
ajis02-1420	329	18	data	data	NOUN
ajis02-1420	329	19	-	-	PUNCT
ajis02-1420	329	20	mining	mining	NOUN
ajis02-1420	329	21	techniques	technique	NOUN
ajis02-1420	329	22	,	,	PUNCT
ajis02-1420	329	23	especially	especially	ADV
ajis02-1420	329	24	decision	decision	NOUN
ajis02-1420	329	25	forests	forest	NOUN
ajis02-1420	329	26	,	,	PUNCT
ajis02-1420	329	27	are	be	AUX
ajis02-1420	329	28	useful	useful	ADJ
ajis02-1420	329	29	for	for	ADP
ajis02-1420	329	30	finding	find	VERB
ajis02-1420	329	31	“	"	PUNCT
ajis02-1420	329	32	deep	deep	ADJ
ajis02-1420	329	33	”	"	PUNCT
ajis02-1420	329	34	patterns	pattern	NOUN
ajis02-1420	329	35	within	within	ADP
ajis02-1420	329	36	the	the	DET
ajis02-1420	329	37	data	datum	NOUN
ajis02-1420	329	38	and	and	CCONJ
ajis02-1420	329	39	provide	provide	VERB
ajis02-1420	329	40	a	a	DET
ajis02-1420	329	41	compliment	compliment	NOUN
ajis02-1420	329	42	to	to	ADP
ajis02-1420	329	43	existing	exist	VERB
ajis02-1420	329	44	analyses	analysis	NOUN
ajis02-1420	329	45	.	.	PUNCT
ajis02-1420	330	1	the	the	DET
ajis02-1420	330	2	lower	low	ADJ
ajis02-1420	330	3	rates	rate	NOUN
ajis02-1420	330	4	of	of	ADP
ajis02-1420	330	5	switching	switch	VERB
ajis02-1420	330	6	by	by	ADP
ajis02-1420	330	7	women	woman	NOUN
ajis02-1420	330	8	compared	compare	VERB
ajis02-1420	330	9	to	to	ADP
ajis02-1420	330	10	men	man	NOUN
ajis02-1420	330	11	,	,	PUNCT
ajis02-1420	330	12	can	can	AUX
ajis02-1420	330	13	be	be	AUX
ajis02-1420	330	14	explained	explain	VERB
ajis02-1420	330	15	by	by	ADP
ajis02-1420	330	16	organisational	organisational	ADJ
ajis02-1420	330	17	commitment	commitment	NOUN
ajis02-1420	330	18	theory	theory	NOUN
ajis02-1420	330	19	,	,	PUNCT
ajis02-1420	330	20	which	which	PRON
ajis02-1420	330	21	suggests	suggest	VERB
ajis02-1420	330	22	women	woman	NOUN
ajis02-1420	330	23	are	be	AUX
ajis02-1420	330	24	more	more	ADV
ajis02-1420	330	25	likely	likely	ADJ
ajis02-1420	330	26	to	to	PART
ajis02-1420	330	27	be	be	AUX
ajis02-1420	330	28	loyal	loyal	ADJ
ajis02-1420	330	29	to	to	ADP
ajis02-1420	330	30	an	an	DET
ajis02-1420	330	31	organisation	organisation	NOUN
ajis02-1420	330	32	than	than	ADP
ajis02-1420	330	33	men	man	NOUN
ajis02-1420	330	34	(	(	PUNCT
ajis02-1420	330	35	wahn	wahn	PROPN
ajis02-1420	330	36	1998	1998	NUM
ajis02-1420	330	37	)	)	PUNCT
ajis02-1420	330	38	.	.	PUNCT
ajis02-1420	331	1	mobile	mobile	ADJ
ajis02-1420	331	2	phone	phone	NOUN
ajis02-1420	331	3	switching	switching	NOUN
ajis02-1420	331	4	research	research	NOUN
ajis02-1420	331	5	also	also	ADV
ajis02-1420	331	6	suggests	suggest	VERB
ajis02-1420	331	7	that	that	SCONJ
ajis02-1420	331	8	men	man	NOUN
ajis02-1420	331	9	are	be	AUX
ajis02-1420	331	10	more	more	ADV
ajis02-1420	331	11	likely	likely	ADJ
ajis02-1420	331	12	to	to	PART
ajis02-1420	331	13	consider	consider	VERB
ajis02-1420	331	14	alternative	alternative	ADJ
ajis02-1420	331	15	offers	offer	NOUN
ajis02-1420	331	16	than	than	ADP
ajis02-1420	331	17	women	woman	NOUN
ajis02-1420	331	18	,	,	PUNCT
ajis02-1420	331	19	and	and	CCONJ
ajis02-1420	331	20	therefore	therefore	ADV
ajis02-1420	331	21	would	would	AUX
ajis02-1420	331	22	be	be	AUX
ajis02-1420	331	23	more	more	ADV
ajis02-1420	331	24	likely	likely	ADJ
ajis02-1420	331	25	to	to	PART
ajis02-1420	331	26	switch	switch	VERB
ajis02-1420	331	27	(	(	PUNCT
ajis02-1420	331	28	wang	wang	PROPN
ajis02-1420	331	29	&	&	CCONJ
ajis02-1420	331	30	acar	acar	VERB
ajis02-1420	331	31	2006	2006	NUM
ajis02-1420	331	32	)	)	PUNCT
ajis02-1420	331	33	.	.	PUNCT
ajis02-1420	332	1	the	the	DET
ajis02-1420	332	2	pattern	pattern	NOUN
ajis02-1420	332	3	that	that	PRON
ajis02-1420	332	4	suggests	suggest	VERB
ajis02-1420	332	5	that	that	SCONJ
ajis02-1420	332	6	older	old	ADJ
ajis02-1420	332	7	(	(	PUNCT
ajis02-1420	332	8	45	45	NUM
ajis02-1420	332	9	years	year	NOUN
ajis02-1420	332	10	and	and	CCONJ
ajis02-1420	332	11	over	over	ADV
ajis02-1420	332	12	)	)	PUNCT
ajis02-1420	332	13	male	male	ADJ
ajis02-1420	332	14	customers	customer	NOUN
ajis02-1420	332	15	have	have	VERB
ajis02-1420	332	16	lower	low	ADJ
ajis02-1420	332	17	switching	switching	NOUN
ajis02-1420	332	18	tendency	tendency	NOUN
ajis02-1420	332	19	can	can	AUX
ajis02-1420	332	20	be	be	AUX
ajis02-1420	332	21	explained	explain	VERB
ajis02-1420	332	22	by	by	ADP
ajis02-1420	332	23	relationship	relationship	NOUN
ajis02-1420	332	24	age	age	NOUN
ajis02-1420	332	25	with	with	ADP
ajis02-1420	332	26	the	the	DET
ajis02-1420	332	27	provider	provider	NOUN
ajis02-1420	332	28	(	(	PUNCT
ajis02-1420	332	29	ranaweera	ranaweera	NOUN
ajis02-1420	332	30	&	&	CCONJ
ajis02-1420	332	31	menon	menon	PROPN
ajis02-1420	332	32	2008	2008	NUM
ajis02-1420	332	33	)	)	PUNCT
ajis02-1420	332	34	.	.	PUNCT
ajis02-1420	333	1	older	old	ADJ
ajis02-1420	333	2	males	male	NOUN
ajis02-1420	333	3	are	be	AUX
ajis02-1420	333	4	more	more	ADV
ajis02-1420	333	5	likely	likely	ADJ
ajis02-1420	333	6	to	to	PART
ajis02-1420	333	7	have	have	VERB
ajis02-1420	333	8	longer	long	ADJ
ajis02-1420	333	9	relationships	relationship	NOUN
ajis02-1420	333	10	with	with	ADP
ajis02-1420	333	11	a	a	DET
ajis02-1420	333	12	provider	provider	NOUN
ajis02-1420	333	13	and	and	CCONJ
ajis02-1420	333	14	are	be	AUX
ajis02-1420	333	15	less	less	ADV
ajis02-1420	333	16	likely	likely	ADJ
ajis02-1420	333	17	to	to	PART
ajis02-1420	333	18	switch	switch	VERB
ajis02-1420	333	19	.	.	PUNCT
ajis02-1420	334	1	we	we	PRON
ajis02-1420	334	2	discover	discover	VERB
ajis02-1420	334	3	in	in	ADP
ajis02-1420	334	4	this	this	DET
ajis02-1420	334	5	paper	paper	NOUN
ajis02-1420	334	6	that	that	PRON
ajis02-1420	334	7	better	well	ADV
ajis02-1420	334	8	educated	educate	VERB
ajis02-1420	334	9	consumers	consumer	NOUN
ajis02-1420	334	10	are	be	AUX
ajis02-1420	334	11	more	more	ADV
ajis02-1420	334	12	likely	likely	ADJ
ajis02-1420	334	13	to	to	PART
ajis02-1420	334	14	switch	switch	VERB
ajis02-1420	334	15	.	.	PUNCT
ajis02-1420	335	1	a	a	DET
ajis02-1420	335	2	possible	possible	ADJ
ajis02-1420	335	3	reason	reason	NOUN
ajis02-1420	335	4	behind	behind	ADP
ajis02-1420	335	5	the	the	DET
ajis02-1420	335	6	pattern	pattern	NOUN
ajis02-1420	335	7	is	be	AUX
ajis02-1420	335	8	the	the	DET
ajis02-1420	335	9	fact	fact	NOUN
ajis02-1420	335	10	that	that	SCONJ
ajis02-1420	335	11	educated	educate	VERB
ajis02-1420	335	12	people	people	NOUN
ajis02-1420	335	13	have	have	AUX
ajis02-1420	335	14	better	well	ADJ
ajis02-1420	335	15	capacity	capacity	NOUN
ajis02-1420	335	16	to	to	PART
ajis02-1420	335	17	compare	compare	VERB
ajis02-1420	335	18	alternative	alternative	ADJ
ajis02-1420	335	19	offers	offer	NOUN
ajis02-1420	335	20	.	.	PUNCT
ajis02-1420	336	1	the	the	DET
ajis02-1420	336	2	research	research	NOUN
ajis02-1420	336	3	clearly	clearly	ADV
ajis02-1420	336	4	shows	show	VERB
ajis02-1420	336	5	the	the	DET
ajis02-1420	336	6	importance	importance	NOUN
ajis02-1420	336	7	of	of	ADP
ajis02-1420	336	8	service	service	NOUN
ajis02-1420	336	9	failures	failure	NOUN
ajis02-1420	336	10	in	in	ADP
ajis02-1420	336	11	switching	switch	VERB
ajis02-1420	336	12	.	.	PUNCT
ajis02-1420	337	1	around	around	ADV
ajis02-1420	337	2	40	40	NUM
ajis02-1420	337	3	%	%	NOUN
ajis02-1420	337	4	of	of	ADP
ajis02-1420	337	5	consumers	consumer	NOUN
ajis02-1420	337	6	switch	switch	VERB
ajis02-1420	337	7	because	because	SCONJ
ajis02-1420	337	8	of	of	ADP
ajis02-1420	337	9	network	network	NOUN
ajis02-1420	337	10	issues	issue	NOUN
ajis02-1420	337	11	.	.	PUNCT
ajis02-1420	338	1	interestingly	interestingly	ADV
ajis02-1420	338	2	customer	customer	NOUN
ajis02-1420	338	3	service	service	NOUN
ajis02-1420	338	4	becomes	become	VERB
ajis02-1420	338	5	more	more	ADJ
ajis02-1420	338	6	of	of	ADP
ajis02-1420	338	7	an	an	DET
ajis02-1420	338	8	issue	issue	NOUN
ajis02-1420	338	9	for	for	ADP
ajis02-1420	338	10	consumers	consumer	NOUN
ajis02-1420	338	11	who	who	PRON
ajis02-1420	338	12	have	have	VERB
ajis02-1420	338	13	a	a	DET
ajis02-1420	338	14	low	low	ADJ
ajis02-1420	338	15	usage	usage	NOUN
ajis02-1420	338	16	levels	level	NOUN
ajis02-1420	338	17	.	.	PUNCT
ajis02-1420	339	1	for	for	ADP
ajis02-1420	339	2	consumers	consumer	NOUN
ajis02-1420	339	3	who	who	PRON
ajis02-1420	339	4	make	make	VERB
ajis02-1420	339	5	no	no	DET
ajis02-1420	339	6	more	more	ADJ
ajis02-1420	339	7	than	than	ADP
ajis02-1420	339	8	one	one	NUM
ajis02-1420	339	9	call	call	NOUN
ajis02-1420	339	10	per	per	ADP
ajis02-1420	339	11	week	week	NOUN
ajis02-1420	339	12	,	,	PUNCT
ajis02-1420	339	13	poor	poor	ADJ
ajis02-1420	339	14	service	service	NOUN
ajis02-1420	339	15	is	be	AUX
ajis02-1420	339	16	almost	almost	ADV
ajis02-1420	339	17	the	the	DET
ajis02-1420	339	18	only	only	ADJ
ajis02-1420	339	19	reason	reason	NOUN
ajis02-1420	339	20	to	to	PART
ajis02-1420	339	21	switch	switch	VERB
ajis02-1420	339	22	providers	provider	NOUN
ajis02-1420	339	23	.	.	PUNCT
ajis02-1420	340	1	the	the	DET
ajis02-1420	340	2	relationship	relationship	NOUN
ajis02-1420	340	3	here	here	ADV
ajis02-1420	340	4	may	may	AUX
ajis02-1420	340	5	also	also	ADV
ajis02-1420	340	6	be	be	AUX
ajis02-1420	340	7	the	the	DET
ajis02-1420	340	8	other	other	ADJ
ajis02-1420	340	9	way	way	NOUN
ajis02-1420	340	10	round	round	ADV
ajis02-1420	340	11	,	,	PUNCT
ajis02-1420	340	12	as	as	SCONJ
ajis02-1420	340	13	research	research	NOUN
ajis02-1420	340	14	suggests	suggest	VERB
ajis02-1420	340	15	that	that	SCONJ
ajis02-1420	340	16	consumers	consumer	NOUN
ajis02-1420	340	17	who	who	PRON
ajis02-1420	340	18	encounter	encounter	VERB
ajis02-1420	340	19	poor	poor	ADJ
ajis02-1420	340	20	service	service	NOUN
ajis02-1420	340	21	,	,	PUNCT
ajis02-1420	340	22	are	be	AUX
ajis02-1420	340	23	less	less	ADV
ajis02-1420	340	24	satisfied	satisfied	ADJ
ajis02-1420	340	25	and	and	CCONJ
ajis02-1420	340	26	will	will	AUX
ajis02-1420	340	27	therefore	therefore	ADV
ajis02-1420	340	28	use	use	VERB
ajis02-1420	340	29	the	the	DET
ajis02-1420	340	30	service	service	NOUN
ajis02-1420	340	31	less	less	ADV
ajis02-1420	340	32	prior	prior	ADV
ajis02-1420	340	33	to	to	ADP
ajis02-1420	340	34	switching	switch	VERB
ajis02-1420	340	35	(	(	PUNCT
ajis02-1420	340	36	bolton	bolton	PROPN
ajis02-1420	340	37	&	&	CCONJ
ajis02-1420	340	38	lemon	lemon	PROPN
ajis02-1420	340	39	1999	1999	NUM
ajis02-1420	340	40	)	)	PUNCT
ajis02-1420	340	41	.	.	PUNCT
ajis02-1420	341	1	therefore	therefore	ADV
ajis02-1420	341	2	,	,	PUNCT
ajis02-1420	341	3	providers	provider	NOUN
ajis02-1420	341	4	should	should	AUX
ajis02-1420	341	5	focus	focus	VERB
ajis02-1420	341	6	on	on	ADP
ajis02-1420	341	7	consumers	consumer	NOUN
ajis02-1420	341	8	who	who	PRON
ajis02-1420	341	9	make	make	VERB
ajis02-1420	341	10	fewer	few	ADJ
ajis02-1420	341	11	calls	call	NOUN
ajis02-1420	341	12	,	,	PUNCT
ajis02-1420	341	13	as	as	SCONJ
ajis02-1420	341	14	they	they	PRON
ajis02-1420	341	15	are	be	AUX
ajis02-1420	341	16	quite	quite	ADV
ajis02-1420	341	17	likely	likely	ADJ
ajis02-1420	341	18	to	to	PART
ajis02-1420	341	19	be	be	AUX
ajis02-1420	341	20	dissatisfied	dissatisfied	ADJ
ajis02-1420	341	21	and	and	CCONJ
ajis02-1420	341	22	are	be	AUX
ajis02-1420	341	23	also	also	ADV
ajis02-1420	341	24	likely	likely	ADJ
ajis02-1420	341	25	to	to	PART
ajis02-1420	341	26	switch	switch	VERB
ajis02-1420	341	27	.	.	PUNCT
ajis02-1420	342	1	our	our	PRON
ajis02-1420	342	2	study	study	NOUN
ajis02-1420	342	3	also	also	ADV
ajis02-1420	342	4	discovers	discover	VERB
ajis02-1420	342	5	that	that	SCONJ
ajis02-1420	342	6	switching	switch	VERB
ajis02-1420	342	7	history	history	NOUN
ajis02-1420	342	8	of	of	ADP
ajis02-1420	342	9	a	a	DET
ajis02-1420	342	10	customer	customer	NOUN
ajis02-1420	342	11	can	can	AUX
ajis02-1420	342	12	be	be	AUX
ajis02-1420	342	13	important	important	ADJ
ajis02-1420	342	14	in	in	ADP
ajis02-1420	342	15	analysing	analyse	VERB
ajis02-1420	342	16	future	future	ADJ
ajis02-1420	342	17	switching	switching	NOUN
ajis02-1420	342	18	behaviour	behaviour	NOUN
ajis02-1420	342	19	.	.	PUNCT
ajis02-1420	343	1	it	it	PRON
ajis02-1420	343	2	was	be	AUX
ajis02-1420	343	3	found	find	VERB
ajis02-1420	343	4	in	in	ADP
ajis02-1420	343	5	the	the	DET
ajis02-1420	343	6	previous	previous	ADJ
ajis02-1420	343	7	research	research	NOUN
ajis02-1420	343	8	that	that	SCONJ
ajis02-1420	343	9	frequent	frequent	ADJ
ajis02-1420	343	10	switchers	switcher	NOUN
ajis02-1420	343	11	in	in	ADP
ajis02-1420	343	12	the	the	DET
ajis02-1420	343	13	past	past	NOUN
ajis02-1420	343	14	are	be	AUX
ajis02-1420	343	15	likely	likely	ADJ
ajis02-1420	343	16	to	to	PART
ajis02-1420	343	17	change	change	VERB
ajis02-1420	343	18	providers	provider	NOUN
ajis02-1420	343	19	again	again	ADV
ajis02-1420	343	20	(	(	PUNCT
ajis02-1420	343	21	roos	roo	NOUN
ajis02-1420	343	22	&	&	CCONJ
ajis02-1420	343	23	gustafsson	gustafsson	PROPN
ajis02-1420	343	24	2007	2007	NUM
ajis02-1420	343	25	)	)	PUNCT
ajis02-1420	343	26	.	.	PUNCT
ajis02-1420	344	1	this	this	PRON
ajis02-1420	344	2	is	be	AUX
ajis02-1420	344	3	because	because	SCONJ
ajis02-1420	344	4	such	such	ADJ
ajis02-1420	344	5	consumers	consumer	NOUN
ajis02-1420	344	6	feel	feel	VERB
ajis02-1420	344	7	empowered	empower	VERB
ajis02-1420	344	8	to	to	PART
ajis02-1420	344	9	do	do	VERB
ajis02-1420	344	10	so	so	ADV
ajis02-1420	344	11	and	and	CCONJ
ajis02-1420	344	12	act	act	VERB
ajis02-1420	344	13	in	in	ADP
ajis02-1420	344	14	more	more	ADV
ajis02-1420	344	15	active	active	ADJ
ajis02-1420	344	16	fashion	fashion	NOUN
ajis02-1420	344	17	when	when	SCONJ
ajis02-1420	344	18	selecting	select	VERB
ajis02-1420	344	19	their	their	PRON
ajis02-1420	344	20	australasian	australasian	ADJ
ajis02-1420	344	21	journal	journal	NOUN
ajis02-1420	344	22	of	of	ADP
ajis02-1420	344	23	information	information	NOUN
ajis02-1420	344	24	systems	systems	PROPN
ajis02-1420	344	25	islam	islam	PROPN
ajis02-1420	344	26	,	,	PUNCT
ajis02-1420	344	27	d’alessandro	d’alessandro	PROPN
ajis02-1420	344	28	,	,	PUNCT
ajis02-1420	344	29	furner	furner	PROPN
ajis02-1420	344	30	,	,	PUNCT
ajis02-1420	344	31	johnson	johnson	PROPN
ajis02-1420	344	32	,	,	PUNCT
ajis02-1420	344	33	gray	gray	PROPN
ajis02-1420	344	34	&	&	CCONJ
ajis02-1420	344	35	carter	carter	PROPN
ajis02-1420	344	36	2016	2016	NUM
ajis02-1420	344	37	,	,	PUNCT
ajis02-1420	344	38	vol	vol	NOUN
ajis02-1420	344	39	20	20	NUM
ajis02-1420	344	40	,	,	PUNCT
ajis02-1420	344	41	research	research	NOUN
ajis02-1420	344	42	article	article	NOUN
ajis02-1420	344	43	brand	brand	NOUN
ajis02-1420	344	44	switching	switch	VERB
ajis02-1420	344	45	pattern	pattern	NOUN
ajis02-1420	344	46	discovery	discovery	NOUN
ajis02-1420	344	47	by	by	ADP
ajis02-1420	344	48	data	datum	NOUN
ajis02-1420	344	49	mining	mining	NOUN
ajis02-1420	344	50	techniques	technique	NOUN
ajis02-1420	344	51	15	15	NUM
ajis02-1420	344	52	providers	provider	NOUN
ajis02-1420	344	53	.	.	PUNCT
ajis02-1420	345	1	it	it	PRON
ajis02-1420	345	2	is	be	AUX
ajis02-1420	345	3	important	important	ADJ
ajis02-1420	345	4	for	for	SCONJ
ajis02-1420	345	5	telecommunications	telecommunications	NOUN
ajis02-1420	345	6	marketers	marketer	NOUN
ajis02-1420	345	7	to	to	PART
ajis02-1420	345	8	know	know	VERB
ajis02-1420	345	9	previous	previous	ADJ
ajis02-1420	345	10	switching	switching	NOUN
ajis02-1420	345	11	history	history	NOUN
ajis02-1420	345	12	,	,	PUNCT
ajis02-1420	345	13	particularly	particularly	ADV
ajis02-1420	345	14	if	if	SCONJ
ajis02-1420	345	15	the	the	DET
ajis02-1420	345	16	consumer	consumer	NOUN
ajis02-1420	345	17	had	have	AUX
ajis02-1420	345	18	switched	switch	VERB
ajis02-1420	345	19	in	in	ADP
ajis02-1420	345	20	the	the	DET
ajis02-1420	345	21	12	12	NUM
ajis02-1420	345	22	months	month	NOUN
ajis02-1420	345	23	prior	prior	ADV
ajis02-1420	345	24	to	to	ADP
ajis02-1420	345	25	making	make	VERB
ajis02-1420	345	26	the	the	DET
ajis02-1420	345	27	change	change	NOUN
ajis02-1420	345	28	.	.	PUNCT
ajis02-1420	346	1	this	this	PRON
ajis02-1420	346	2	indicates	indicate	VERB
ajis02-1420	346	3	that	that	SCONJ
ajis02-1420	346	4	such	such	ADJ
ajis02-1420	346	5	consumers	consumer	NOUN
ajis02-1420	346	6	are	be	AUX
ajis02-1420	346	7	problematic	problematic	ADJ
ajis02-1420	346	8	,	,	PUNCT
ajis02-1420	346	9	in	in	ADP
ajis02-1420	346	10	terms	term	NOUN
ajis02-1420	346	11	of	of	ADP
ajis02-1420	346	12	repeat	repeat	NOUN
ajis02-1420	346	13	purchases	purchase	NOUN
ajis02-1420	346	14	.	.	PUNCT
ajis02-1420	347	1	the	the	DET
ajis02-1420	347	2	last	last	ADJ
ajis02-1420	347	3	and	and	CCONJ
ajis02-1420	347	4	perhaps	perhaps	ADV
ajis02-1420	347	5	most	most	ADV
ajis02-1420	347	6	interesting	interesting	ADJ
ajis02-1420	347	7	finding	finding	NOUN
ajis02-1420	347	8	of	of	ADP
ajis02-1420	347	9	our	our	PRON
ajis02-1420	347	10	study	study	NOUN
ajis02-1420	347	11	is	be	AUX
ajis02-1420	347	12	the	the	DET
ajis02-1420	347	13	lower	low	ADJ
ajis02-1420	347	14	switching	switch	VERB
ajis02-1420	347	15	rates	rate	NOUN
ajis02-1420	347	16	(	(	PUNCT
ajis02-1420	347	17	ranging	range	VERB
ajis02-1420	347	18	between	between	ADP
ajis02-1420	347	19	0	0	NUM
ajis02-1420	347	20	%	%	NOUN
ajis02-1420	347	21	and	and	CCONJ
ajis02-1420	347	22	39.47	39.47	NUM
ajis02-1420	347	23	%	%	NOUN
ajis02-1420	347	24	)	)	PUNCT
ajis02-1420	347	25	among	among	ADP
ajis02-1420	347	26	the	the	DET
ajis02-1420	347	27	big	big	ADJ
ajis02-1420	347	28	three	three	NUM
ajis02-1420	347	29	telco	telco	NOUN
ajis02-1420	347	30	providers	provider	NOUN
ajis02-1420	347	31	.	.	PUNCT
ajis02-1420	348	1	we	we	PRON
ajis02-1420	348	2	also	also	ADV
ajis02-1420	348	3	find	find	VERB
ajis02-1420	348	4	that	that	SCONJ
ajis02-1420	348	5	the	the	DET
ajis02-1420	348	6	switching	switch	VERB
ajis02-1420	348	7	rates	rate	NOUN
ajis02-1420	348	8	among	among	ADP
ajis02-1420	348	9	small	small	ADJ
ajis02-1420	348	10	telco	telco	NOUN
ajis02-1420	348	11	providers	provider	NOUN
ajis02-1420	348	12	are	be	AUX
ajis02-1420	348	13	high	high	ADJ
ajis02-1420	348	14	ranging	range	VERB
ajis02-1420	348	15	between	between	ADP
ajis02-1420	348	16	56.98	56.98	NUM
ajis02-1420	348	17	%	%	NOUN
ajis02-1420	348	18	and	and	CCONJ
ajis02-1420	348	19	100	100	NUM
ajis02-1420	348	20	%	%	NOUN
ajis02-1420	348	21	.	.	PUNCT
ajis02-1420	349	1	this	this	DET
ajis02-1420	349	2	pattern	pattern	NOUN
ajis02-1420	349	3	reflects	reflect	VERB
ajis02-1420	349	4	the	the	DET
ajis02-1420	349	5	notion	notion	NOUN
ajis02-1420	349	6	of	of	ADP
ajis02-1420	349	7	double	double	ADJ
ajis02-1420	349	8	jeopardy�	jeopardy�	NOUN
ajis02-1420	349	9	,	,	PUNCT
ajis02-1420	349	10	whereby	whereby	SCONJ
ajis02-1420	349	11	brands	brand	NOUN
ajis02-1420	349	12	with	with	ADP
ajis02-1420	349	13	low	low	ADJ
ajis02-1420	349	14	share	share	NOUN
ajis02-1420	349	15	,	,	PUNCT
ajis02-1420	349	16	such	such	ADJ
ajis02-1420	349	17	as	as	ADP
ajis02-1420	349	18	these	these	DET
ajis02-1420	349	19	small	small	ADJ
ajis02-1420	349	20	telcos	telco	NOUN
ajis02-1420	349	21	,	,	PUNCT
ajis02-1420	349	22	are	be	AUX
ajis02-1420	349	23	associated	associate	VERB
ajis02-1420	349	24	with	with	ADP
ajis02-1420	349	25	lower	low	ADJ
ajis02-1420	349	26	brand	brand	NOUN
ajis02-1420	349	27	loyalty	loyalty	NOUN
ajis02-1420	349	28	,	,	PUNCT
ajis02-1420	349	29	than	than	ADP
ajis02-1420	349	30	companies	company	NOUN
ajis02-1420	349	31	with	with	ADP
ajis02-1420	349	32	larger	large	ADJ
ajis02-1420	349	33	market	market	NOUN
ajis02-1420	349	34	shares	share	NOUN
ajis02-1420	349	35	(	(	PUNCT
ajis02-1420	349	36	bongers	bonger	NOUN
ajis02-1420	349	37	&	&	CCONJ
ajis02-1420	349	38	hofmeyr	hofmeyr	PROPN
ajis02-1420	349	39	2010	2010	NUM
ajis02-1420	349	40	,	,	PUNCT
ajis02-1420	349	41	labeaga	labeaga	NOUN
ajis02-1420	349	42	-	-	PUNCT
ajis02-1420	349	43	azcona	azcona	NOUN
ajis02-1420	349	44	,	,	PUNCT
ajis02-1420	349	45	lado	lado	ADJ
ajis02-1420	349	46	-	-	ADJ
ajis02-1420	349	47	couste	couste	NOUN
ajis02-1420	349	48	&	&	CCONJ
ajis02-1420	349	49	martos	marto	NOUN
ajis02-1420	349	50	-	-	ADJ
ajis02-1420	349	51	partal	partal	ADJ
ajis02-1420	349	52	2010	2010	NUM
ajis02-1420	349	53	)	)	PUNCT
ajis02-1420	349	54	.	.	PUNCT
ajis02-1420	350	1	overall	overall	ADV
ajis02-1420	350	2	this	this	DET
ajis02-1420	350	3	research	research	NOUN
ajis02-1420	350	4	shows	show	VERB
ajis02-1420	350	5	that	that	SCONJ
ajis02-1420	350	6	patterns	pattern	NOUN
ajis02-1420	350	7	of	of	ADP
ajis02-1420	350	8	provider	provider	NOUN
ajis02-1420	350	9	switching	switching	NOUN
ajis02-1420	350	10	are	be	AUX
ajis02-1420	350	11	not	not	PART
ajis02-1420	350	12	uniform	uniform	ADJ
ajis02-1420	350	13	in	in	ADP
ajis02-1420	350	14	the	the	DET
ajis02-1420	350	15	market	market	NOUN
ajis02-1420	350	16	and	and	CCONJ
ajis02-1420	350	17	that	that	SCONJ
ajis02-1420	350	18	reasons	reason	NOUN
ajis02-1420	350	19	for	for	ADP
ajis02-1420	350	20	switching	switch	VERB
ajis02-1420	350	21	are	be	AUX
ajis02-1420	350	22	heterogeneous	heterogeneous	ADJ
ajis02-1420	350	23	depending	depend	VERB
ajis02-1420	350	24	on	on	ADP
ajis02-1420	350	25	customer	customer	NOUN
ajis02-1420	350	26	background	background	NOUN
ajis02-1420	350	27	and	and	CCONJ
ajis02-1420	350	28	company	company	NOUN
ajis02-1420	350	29	type	type	NOUN
ajis02-1420	350	30	.	.	PUNCT
ajis02-1420	351	1	we	we	PRON
ajis02-1420	351	2	believe	believe	VERB
ajis02-1420	351	3	that	that	SCONJ
ajis02-1420	351	4	unlike	unlike	ADP
ajis02-1420	351	5	models	model	NOUN
ajis02-1420	351	6	of	of	ADP
ajis02-1420	351	7	switching	switching	NOUN
ajis02-1420	351	8	which	which	PRON
ajis02-1420	351	9	aim	aim	VERB
ajis02-1420	351	10	to	to	PART
ajis02-1420	351	11	fit	fit	VERB
ajis02-1420	351	12	an	an	DET
ajis02-1420	351	13	overall	overall	ADJ
ajis02-1420	351	14	explanation	explanation	NOUN
ajis02-1420	351	15	to	to	ADP
ajis02-1420	351	16	a	a	DET
ajis02-1420	351	17	market	market	NOUN
ajis02-1420	351	18	or	or	CCONJ
ajis02-1420	351	19	dataset	dataset	NOUN
ajis02-1420	351	20	(	(	PUNCT
ajis02-1420	351	21	bansal	bansal	PROPN
ajis02-1420	351	22	&	&	CCONJ
ajis02-1420	351	23	taylor	taylor	PROPN
ajis02-1420	351	24	1999	1999	NUM
ajis02-1420	351	25	,	,	PUNCT
ajis02-1420	351	26	colgate	colgate	PROPN
ajis02-1420	351	27	&	&	CCONJ
ajis02-1420	351	28	hedge	hedge	PROPN
ajis02-1420	351	29	2001	2001	NUM
ajis02-1420	351	30	,	,	PUNCT
ajis02-1420	351	31	colgate	colgate	PROPN
ajis02-1420	351	32	&	&	CCONJ
ajis02-1420	351	33	lang	lang	PROPN
ajis02-1420	351	34	2001	2001	NUM
ajis02-1420	351	35	,	,	PUNCT
ajis02-1420	351	36	keaveney	keaveney	NOUN
ajis02-1420	351	37	1995	1995	NUM
ajis02-1420	351	38	,	,	PUNCT
ajis02-1420	351	39	lees	lee	NOUN
ajis02-1420	351	40	,	,	PUNCT
ajis02-1420	351	41	garland	garland	PROPN
ajis02-1420	351	42	&	&	CCONJ
ajis02-1420	351	43	wright	wright	PROPN
ajis02-1420	351	44	2007	2007	NUM
ajis02-1420	351	45	,	,	PUNCT
ajis02-1420	351	46	levesque	levesque	PROPN
ajis02-1420	351	47	&	&	CCONJ
ajis02-1420	351	48	mcdougall	mcdougall	PROPN
ajis02-1420	351	49	1993	1993	NUM
ajis02-1420	351	50	)	)	PUNCT
ajis02-1420	351	51	,	,	PUNCT
ajis02-1420	351	52	this	this	DET
ajis02-1420	351	53	study	study	NOUN
ajis02-1420	351	54	provides	provide	VERB
ajis02-1420	351	55	a	a	DET
ajis02-1420	351	56	fruitful	fruitful	ADJ
ajis02-1420	351	57	avenue	avenue	NOUN
ajis02-1420	351	58	for	for	ADP
ajis02-1420	351	59	the	the	DET
ajis02-1420	351	60	development	development	NOUN
ajis02-1420	351	61	of	of	ADP
ajis02-1420	351	62	a	a	DET
ajis02-1420	351	63	number	number	NOUN
ajis02-1420	351	64	of	of	ADP
ajis02-1420	351	65	explanations	explanation	NOUN
ajis02-1420	351	66	of	of	ADP
ajis02-1420	351	67	consumer	consumer	NOUN
ajis02-1420	351	68	behaviour	behaviour	NOUN
ajis02-1420	351	69	in	in	ADP
ajis02-1420	351	70	this	this	DET
ajis02-1420	351	71	context	context	NOUN
ajis02-1420	351	72	.	.	PUNCT
ajis02-1420	352	1	importantly	importantly	ADV
ajis02-1420	352	2	,	,	PUNCT
ajis02-1420	352	3	our	our	PRON
ajis02-1420	352	4	results	result	NOUN
ajis02-1420	352	5	show	show	VERB
ajis02-1420	352	6	consistency	consistency	NOUN
ajis02-1420	352	7	of	of	ADP
ajis02-1420	352	8	empirical	empirical	ADJ
ajis02-1420	352	9	generalisations	generalisation	NOUN
ajis02-1420	352	10	of	of	ADP
ajis02-1420	352	11	“	"	PUNCT
ajis02-1420	352	12	double	double	ADJ
ajis02-1420	352	13	jeopardy	jeopardy	NOUN
ajis02-1420	352	14	”	"	PUNCT
ajis02-1420	352	15	,	,	PUNCT
ajis02-1420	352	16	found	find	VERB
ajis02-1420	352	17	in	in	ADP
ajis02-1420	352	18	other	other	ADJ
ajis02-1420	352	19	brand	brand	NOUN
ajis02-1420	352	20	switching	switch	VERB
ajis02-1420	352	21	studies	study	NOUN
ajis02-1420	352	22	,	,	PUNCT
ajis02-1420	352	23	which	which	PRON
ajis02-1420	352	24	suggests	suggest	VERB
ajis02-1420	352	25	that	that	SCONJ
ajis02-1420	352	26	data	data	NOUN
ajis02-1420	352	27	mining	mining	NOUN
ajis02-1420	352	28	approach	approach	NOUN
ajis02-1420	352	29	can	can	AUX
ajis02-1420	352	30	provide	provide	VERB
ajis02-1420	352	31	consistent	consistent	ADJ
ajis02-1420	352	32	results	result	NOUN
ajis02-1420	352	33	with	with	ADP
ajis02-1420	352	34	that	that	PRON
ajis02-1420	352	35	which	which	PRON
ajis02-1420	352	36	use	use	VERB
ajis02-1420	352	37	a	a	DET
ajis02-1420	352	38	more	more	ADV
ajis02-1420	352	39	complex	complex	ADJ
ajis02-1420	352	40	theoretical	theoretical	ADJ
ajis02-1420	352	41	explanation	explanation	NOUN
ajis02-1420	352	42	.	.	PUNCT
ajis02-1420	353	1	references	reference	NOUN
ajis02-1420	353	2	ahn	ahn	PROPN
ajis02-1420	353	3	,	,	PUNCT
ajis02-1420	353	4	j.	j.	PROPN
ajis02-1420	353	5	h.	h.	PROPN
ajis02-1420	353	6	,	,	PUNCT
ajis02-1420	353	7	han	han	PROPN
ajis02-1420	353	8	,	,	PUNCT
ajis02-1420	353	9	s.	s.	PROPN
ajis02-1420	353	10	p.	p.	PROPN
ajis02-1420	353	11	,	,	PUNCT
ajis02-1420	353	12	&	&	CCONJ
ajis02-1420	353	13	lee	lee	PROPN
ajis02-1420	353	14	,	,	PUNCT
ajis02-1420	353	15	y.	y.	PROPN
ajis02-1420	353	16	s.	s.	PROPN
ajis02-1420	353	17	(	(	PUNCT
ajis02-1420	353	18	2006	2006	NUM
ajis02-1420	353	19	)	)	PUNCT
ajis02-1420	353	20	.	.	PUNCT
ajis02-1420	354	1	customer	customer	NOUN
ajis02-1420	354	2	churn	churn	NOUN
ajis02-1420	354	3	analysis	analysis	NOUN
ajis02-1420	354	4	:	:	PUNCT
ajis02-1420	354	5	churn	churn	NOUN
ajis02-1420	354	6	determinants	determinant	NOUN
ajis02-1420	354	7	and	and	CCONJ
ajis02-1420	354	8	mediation	mediation	NOUN
ajis02-1420	354	9	effects	effect	NOUN
ajis02-1420	354	10	of	of	ADP
ajis02-1420	354	11	partial	partial	ADJ
ajis02-1420	354	12	defection	defection	NOUN
ajis02-1420	354	13	in	in	ADP
ajis02-1420	354	14	the	the	DET
ajis02-1420	354	15	korean	korean	ADJ
ajis02-1420	354	16	mobile	mobile	PROPN
ajis02-1420	354	17	telecommunications	telecommunications	PROPN
ajis02-1420	354	18	service	service	NOUN
ajis02-1420	354	19	industry	industry	NOUN
ajis02-1420	354	20	.	.	PUNCT
ajis02-1420	355	1	telecommunications	telecommunication	NOUN
ajis02-1420	355	2	policy	policy	NOUN
ajis02-1420	355	3	,	,	PUNCT
ajis02-1420	355	4	30(10	30(10	NUM
ajis02-1420	355	5	)	)	PUNCT
ajis02-1420	355	6	,	,	PUNCT
ajis02-1420	355	7	552	552	NUM
ajis02-1420	355	8	-	-	SYM
ajis02-1420	355	9	568	568	NUM
ajis02-1420	355	10	.	.	PUNCT
ajis02-1420	356	1	annual	annual	ADJ
ajis02-1420	356	2	report	report	NOUN
ajis02-1420	356	3	of	of	ADP
ajis02-1420	356	4	the	the	DET
ajis02-1420	356	5	telecommunications	telecommunications	NOUN
ajis02-1420	356	6	industry	industry	NOUN
ajis02-1420	356	7	ombudsman	ombudsman	NOUN
ajis02-1420	356	8	(	(	PUNCT
ajis02-1420	356	9	n.d	n.d	PROPN
ajis02-1420	356	10	.	.	PROPN
ajis02-1420	356	11	)	)	PUNCT
ajis02-1420	356	12	,	,	PUNCT
ajis02-1420	356	13	http://www.tio.com.au/.	http://www.tio.com.au/.	PUNCT
ajis02-1420	356	14	accessed	access	VERB
ajis02-1420	356	15	:	:	PUNCT
ajis02-1420	356	16	2015	2015	NUM
ajis02-1420	356	17	-	-	SYM
ajis02-1420	356	18	04	04	NUM
ajis02-1420	356	19	-	-	PUNCT
ajis02-1420	356	20	24	24	NUM
ajis02-1420	356	21	.	.	PUNCT
ajis02-1420	357	1	bansal	bansal	NOUN
ajis02-1420	357	2	,	,	PUNCT
ajis02-1420	357	3	h.	h.	PROPN
ajis02-1420	357	4	s.	s.	PROPN
ajis02-1420	357	5	&	&	CCONJ
ajis02-1420	357	6	taylor	taylor	PROPN
ajis02-1420	357	7	,	,	PUNCT
ajis02-1420	357	8	s.	s.	PROPN
ajis02-1420	357	9	f.	f.	PROPN
ajis02-1420	357	10	(	(	PUNCT
ajis02-1420	357	11	1999	1999	NUM
ajis02-1420	357	12	)	)	PUNCT
ajis02-1420	357	13	,	,	PUNCT
ajis02-1420	357	14	‘	'	PUNCT
ajis02-1420	357	15	the	the	DET
ajis02-1420	357	16	service	service	NOUN
ajis02-1420	357	17	provider	provider	NOUN
ajis02-1420	357	18	switching	switching	NOUN
ajis02-1420	357	19	model	model	NOUN
ajis02-1420	357	20	(	(	PUNCT
ajis02-1420	357	21	spsm	spsm	NOUN
ajis02-1420	357	22	)	)	PUNCT
ajis02-1420	357	23	’	'	PUNCT
ajis02-1420	357	24	,	,	PUNCT
ajis02-1420	357	25	journal	journal	NOUN
ajis02-1420	357	26	of	of	ADP
ajis02-1420	357	27	service	service	NOUN
ajis02-1420	357	28	research	research	NOUN
ajis02-1420	357	29	2(2	2(2	NUM
ajis02-1420	357	30	)	)	PUNCT
ajis02-1420	357	31	,	,	PUNCT
ajis02-1420	357	32	200	200	NUM
ajis02-1420	357	33	–	–	SYM
ajis02-1420	357	34	218	218	NUM
ajis02-1420	357	35	.	.	PUNCT
ajis02-1420	358	1	bernard	bernard	PROPN
ajis02-1420	358	2	,	,	PUNCT
ajis02-1420	358	3	s.	s.	PROPN
ajis02-1420	358	4	,	,	PUNCT
ajis02-1420	358	5	adam	adam	PROPN
ajis02-1420	358	6	,	,	PUNCT
ajis02-1420	358	7	s.	s.	PROPN
ajis02-1420	358	8	&	&	CCONJ
ajis02-1420	358	9	heutte	heutte	PROPN
ajis02-1420	358	10	,	,	PUNCT
ajis02-1420	358	11	l.	l.	PROPN
ajis02-1420	358	12	(	(	PUNCT
ajis02-1420	358	13	2012	2012	NUM
ajis02-1420	358	14	)	)	PUNCT
ajis02-1420	358	15	,	,	PUNCT
ajis02-1420	358	16	‘	'	PUNCT
ajis02-1420	358	17	dynamic	dynamic	ADJ
ajis02-1420	358	18	random	random	ADJ
ajis02-1420	358	19	forest	forest	NOUN
ajis02-1420	358	20	’	'	PUNCT
ajis02-1420	358	21	,	,	PUNCT
ajis02-1420	358	22	pattern	pattern	NOUN
ajis02-1420	358	23	recognition	recognition	NOUN
ajis02-1420	358	24	letter	letter	NOUN
ajis02-1420	358	25	33(12	33(12	NUM
ajis02-1420	358	26	)	)	PUNCT
ajis02-1420	358	27	,	,	PUNCT
ajis02-1420	358	28	1580	1580	NUM
ajis02-1420	358	29	–	–	PUNCT
ajis02-1420	358	30	1586	1586	NUM
ajis02-1420	358	31	.	.	PUNCT
ajis02-1420	359	1	berry	berry	NOUN
ajis02-1420	359	2	,	,	PUNCT
ajis02-1420	359	3	m.	m.	PROPN
ajis02-1420	359	4	j.	j.	PROPN
ajis02-1420	359	5	&	&	CCONJ
ajis02-1420	359	6	linoff	linoff	PROPN
ajis02-1420	359	7	,	,	PUNCT
ajis02-1420	359	8	g.	g.	PROPN
ajis02-1420	359	9	s.	s.	PROPN
ajis02-1420	359	10	(	(	PUNCT
ajis02-1420	359	11	2004	2004	NUM
ajis02-1420	359	12	)	)	PUNCT
ajis02-1420	359	13	,	,	PUNCT
ajis02-1420	359	14	data	datum	NOUN
ajis02-1420	359	15	mining	mining	NOUN
ajis02-1420	359	16	techniques	technique	NOUN
ajis02-1420	359	17	:	:	PUNCT
ajis02-1420	359	18	for	for	ADP
ajis02-1420	359	19	marketing	marketing	NOUN
ajis02-1420	359	20	,	,	PUNCT
ajis02-1420	359	21	sales	sale	NOUN
ajis02-1420	359	22	,	,	PUNCT
ajis02-1420	359	23	and	and	CCONJ
ajis02-1420	359	24	customer	customer	NOUN
ajis02-1420	359	25	relationship	relationship	NOUN
ajis02-1420	359	26	management	management	NOUN
ajis02-1420	359	27	,	,	PUNCT
ajis02-1420	359	28	john	john	PROPN
ajis02-1420	359	29	wiley	wiley	PROPN
ajis02-1420	359	30	&	&	CCONJ
ajis02-1420	359	31	sons	son	NOUN
ajis02-1420	359	32	.	.	PUNCT
ajis02-1420	360	1	bolton	bolton	PROPN
ajis02-1420	360	2	,	,	PUNCT
ajis02-1420	360	3	r.	r.	PROPN
ajis02-1420	360	4	&	&	CCONJ
ajis02-1420	360	5	lemon	lemon	PROPN
ajis02-1420	360	6	,	,	PUNCT
ajis02-1420	360	7	k.	k.	PROPN
ajis02-1420	360	8	(	(	PUNCT
ajis02-1420	360	9	1999	1999	NUM
ajis02-1420	360	10	)	)	PUNCT
ajis02-1420	360	11	,	,	PUNCT
ajis02-1420	360	12	‘	'	PUNCT
ajis02-1420	360	13	a	a	DET
ajis02-1420	360	14	dynamic	dynamic	ADJ
ajis02-1420	360	15	model	model	NOUN
ajis02-1420	360	16	of	of	ADP
ajis02-1420	360	17	customers	customer	NOUN
ajis02-1420	360	18	’	'	PUNCT
ajis02-1420	360	19	usage	usage	NOUN
ajis02-1420	360	20	of	of	ADP
ajis02-1420	360	21	services	service	NOUN
ajis02-1420	360	22	:	:	PUNCT
ajis02-1420	360	23	usage	usage	NOUN
ajis02-1420	360	24	as	as	ADP
ajis02-1420	360	25	an	an	DET
ajis02-1420	360	26	antecedent	antecedent	NOUN
ajis02-1420	360	27	and	and	CCONJ
ajis02-1420	360	28	consequence	consequence	NOUN
ajis02-1420	360	29	of	of	ADP
ajis02-1420	360	30	satisfaction	satisfaction	NOUN
ajis02-1420	360	31	’	'	PUNCT
ajis02-1420	360	32	,	,	PUNCT
ajis02-1420	360	33	journal	journal	NOUN
ajis02-1420	360	34	of	of	ADP
ajis02-1420	360	35	marketing	marketing	NOUN
ajis02-1420	360	36	research	research	NOUN
ajis02-1420	360	37	36	36	NUM
ajis02-1420	360	38	,	,	PUNCT
ajis02-1420	360	39	171	171	NUM
ajis02-1420	360	40	–	–	SYM
ajis02-1420	360	41	186	186	NUM
ajis02-1420	360	42	.	.	PUNCT
ajis02-1420	360	43	bongers	bonger	NOUN
ajis02-1420	360	44	,	,	PUNCT
ajis02-1420	360	45	m.	m.	NOUN
ajis02-1420	360	46	&	&	CCONJ
ajis02-1420	360	47	hofmeyr	hofmeyr	PROPN
ajis02-1420	360	48	,	,	PUNCT
ajis02-1420	360	49	j.	j.	PROPN
ajis02-1420	360	50	a.	a.	PROPN
ajis02-1420	360	51	n.	n.	PROPN
ajis02-1420	360	52	(	(	PUNCT
ajis02-1420	360	53	2010	2010	NUM
ajis02-1420	360	54	)	)	PUNCT
ajis02-1420	360	55	,	,	PUNCT
ajis02-1420	360	56	‘	'	PUNCT
ajis02-1420	360	57	why	why	SCONJ
ajis02-1420	360	58	modeling	modeling	NOUN
ajis02-1420	360	59	averages	average	NOUN
ajis02-1420	360	60	is	be	AUX
ajis02-1420	360	61	not	not	PART
ajis02-1420	360	62	good	good	ADJ
ajis02-1420	360	63	enough	enough	ADV
ajis02-1420	360	64	’	'	PUNCT
ajis02-1420	360	65	,	,	PUNCT
ajis02-1420	360	66	journal	journal	NOUN
ajis02-1420	360	67	of	of	ADP
ajis02-1420	360	68	advertising	advertising	NOUN
ajis02-1420	360	69	research	research	NOUN
ajis02-1420	360	70	50(3	50(3	NOUN
ajis02-1420	360	71	)	)	PUNCT
ajis02-1420	360	72	,	,	PUNCT
ajis02-1420	360	73	323	323	NUM
ajis02-1420	360	74	–	–	SYM
ajis02-1420	360	75	333	333	NUM
ajis02-1420	360	76	.	.	PUNCT
ajis02-1420	361	1	breiman	breiman	NOUN
ajis02-1420	361	2	,	,	PUNCT
ajis02-1420	361	3	l.	l.	PROPN
ajis02-1420	361	4	(	(	PUNCT
ajis02-1420	361	5	1996	1996	NUM
ajis02-1420	361	6	)	)	PUNCT
ajis02-1420	361	7	,	,	PUNCT
ajis02-1420	361	8	‘	'	PUNCT
ajis02-1420	361	9	bagging	bag	VERB
ajis02-1420	361	10	predictors	predictor	NOUN
ajis02-1420	361	11	’	'	PUNCT
ajis02-1420	361	12	,	,	PUNCT
ajis02-1420	361	13	machine	machine	NOUN
ajis02-1420	361	14	learning	learning	NOUN
ajis02-1420	361	15	24(2	24(2	NUM
ajis02-1420	361	16	)	)	PUNCT
ajis02-1420	361	17	,	,	PUNCT
ajis02-1420	361	18	123–140	123–140	NUM
ajis02-1420	361	19	.	.	PUNCT
ajis02-1420	361	20	breiman	breiman	PROPN
ajis02-1420	361	21	,	,	PUNCT
ajis02-1420	361	22	l.	l.	PROPN
ajis02-1420	361	23	(	(	PUNCT
ajis02-1420	361	24	2001	2001	NUM
ajis02-1420	361	25	)	)	PUNCT
ajis02-1420	361	26	,	,	PUNCT
ajis02-1420	361	27	‘	'	PUNCT
ajis02-1420	361	28	random	random	ADJ
ajis02-1420	361	29	forests	forest	NOUN
ajis02-1420	361	30	’	'	PUNCT
ajis02-1420	361	31	,	,	PUNCT
ajis02-1420	361	32	machine	machine	NOUN
ajis02-1420	361	33	learning	learning	NOUN
ajis02-1420	361	34	45(1	45(1	NOUN
ajis02-1420	361	35	)	)	PUNCT
ajis02-1420	361	36	,	,	PUNCT
ajis02-1420	361	37	5–32	5–32	NOUN
ajis02-1420	361	38	.	.	PUNCT
ajis02-1420	362	1	breiman	breiman	PROPN
ajis02-1420	362	2	,	,	PUNCT
ajis02-1420	362	3	l.	l.	PROPN
ajis02-1420	362	4	,	,	PUNCT
ajis02-1420	362	5	friedman	friedman	PROPN
ajis02-1420	362	6	,	,	PUNCT
ajis02-1420	362	7	j.	j.	PROPN
ajis02-1420	362	8	h.	h.	PROPN
ajis02-1420	362	9	,	,	PUNCT
ajis02-1420	362	10	olshen	olshen	PROPN
ajis02-1420	362	11	,	,	PUNCT
ajis02-1420	362	12	r.	r.	PROPN
ajis02-1420	362	13	a.	a.	PROPN
ajis02-1420	362	14	&	&	CCONJ
ajis02-1420	362	15	stone	stone	PROPN
ajis02-1420	362	16	,	,	PUNCT
ajis02-1420	362	17	c.	c.	PROPN
ajis02-1420	362	18	j.	j.	PROPN
ajis02-1420	362	19	(	(	PUNCT
ajis02-1420	362	20	1984	1984	NUM
ajis02-1420	362	21	)	)	PUNCT
ajis02-1420	362	22	,	,	PUNCT
ajis02-1420	362	23	classification	classification	NOUN
ajis02-1420	362	24	and	and	CCONJ
ajis02-1420	362	25	regression	regression	NOUN
ajis02-1420	362	26	trees	tree	NOUN
ajis02-1420	362	27	,	,	PUNCT
ajis02-1420	362	28	wadsworth	wadsworth	NOUN
ajis02-1420	362	29	international	international	ADJ
ajis02-1420	362	30	group	group	NOUN
ajis02-1420	362	31	,	,	PUNCT
ajis02-1420	362	32	belmont	belmont	PROPN
ajis02-1420	362	33	,	,	PUNCT
ajis02-1420	362	34	california	california	PROPN
ajis02-1420	362	35	.	.	PUNCT
ajis02-1420	363	1	colgate	colgate	PROPN
ajis02-1420	363	2	,	,	PUNCT
ajis02-1420	363	3	m.	m.	NOUN
ajis02-1420	363	4	&	&	CCONJ
ajis02-1420	363	5	hedge	hedge	PROPN
ajis02-1420	363	6	,	,	PUNCT
ajis02-1420	363	7	r.	r.	PROPN
ajis02-1420	363	8	(	(	PUNCT
ajis02-1420	363	9	2001	2001	NUM
ajis02-1420	363	10	)	)	PUNCT
ajis02-1420	363	11	,	,	PUNCT
ajis02-1420	363	12	‘	'	PUNCT
ajis02-1420	363	13	an	an	DET
ajis02-1420	363	14	investigation	investigation	NOUN
ajis02-1420	363	15	into	into	ADP
ajis02-1420	363	16	the	the	DET
ajis02-1420	363	17	switching	switch	VERB
ajis02-1420	363	18	process	process	NOUN
ajis02-1420	363	19	in	in	ADP
ajis02-1420	363	20	retail	retail	ADJ
ajis02-1420	363	21	banking	banking	NOUN
ajis02-1420	363	22	services	service	NOUN
ajis02-1420	363	23	’	'	PUNCT
ajis02-1420	363	24	,	,	PUNCT
ajis02-1420	363	25	international	international	ADJ
ajis02-1420	363	26	journal	journal	NOUN
ajis02-1420	363	27	of	of	ADP
ajis02-1420	363	28	bank	bank	PROPN
ajis02-1420	363	29	marketing	marketing	NOUN
ajis02-1420	363	30	19(5	19(5	NUM
ajis02-1420	363	31	)	)	PUNCT
ajis02-1420	363	32	,	,	PUNCT
ajis02-1420	363	33	201–212	201–212	NUM
ajis02-1420	363	34	.	.	PUNCT
ajis02-1420	364	1	colgate	colgate	PROPN
ajis02-1420	364	2	,	,	PUNCT
ajis02-1420	364	3	m.	m.	PROPN
ajis02-1420	364	4	&	&	CCONJ
ajis02-1420	364	5	lang	lang	PROPN
ajis02-1420	364	6	,	,	PUNCT
ajis02-1420	364	7	b.	b.	PROPN
ajis02-1420	364	8	(	(	PUNCT
ajis02-1420	364	9	2001	2001	NUM
ajis02-1420	364	10	)	)	PUNCT
ajis02-1420	364	11	,	,	PUNCT
ajis02-1420	364	12	‘	'	PUNCT
ajis02-1420	364	13	switching	switch	VERB
ajis02-1420	364	14	barriers	barrier	NOUN
ajis02-1420	364	15	in	in	ADP
ajis02-1420	364	16	consumer	consumer	NOUN
ajis02-1420	364	17	markets	market	NOUN
ajis02-1420	364	18	:	:	PUNCT
ajis02-1420	364	19	an	an	DET
ajis02-1420	364	20	investigation	investigation	NOUN
ajis02-1420	364	21	of	of	ADP
ajis02-1420	364	22	the	the	DET
ajis02-1420	364	23	financial	financial	ADJ
ajis02-1420	364	24	services	service	NOUN
ajis02-1420	364	25	industry	industry	NOUN
ajis02-1420	364	26	’	'	PUNCT
ajis02-1420	364	27	,	,	PUNCT
ajis02-1420	364	28	journal	journal	NOUN
ajis02-1420	364	29	of	of	ADP
ajis02-1420	364	30	consumer	consumer	NOUN
ajis02-1420	364	31	marketing	marketing	NOUN
ajis02-1420	364	32	18(4	18(4	NUM
ajis02-1420	364	33	)	)	PUNCT
ajis02-1420	364	34	,	,	PUNCT
ajis02-1420	364	35	332	332	NUM
ajis02-1420	364	36	–	–	SYM
ajis02-1420	364	37	347	347	NUM
ajis02-1420	364	38	.	.	PUNCT
ajis02-1420	365	1	fayyad	fayyad	PROPN
ajis02-1420	365	2	,	,	PUNCT
ajis02-1420	365	3	u.	u.	PROPN
ajis02-1420	365	4	m.	m.	PROPN
ajis02-1420	365	5	,	,	PUNCT
ajis02-1420	365	6	piatetsky	piatetsky	PROPN
ajis02-1420	365	7	-	-	PUNCT
ajis02-1420	365	8	shapiro	shapiro	PROPN
ajis02-1420	365	9	,	,	PUNCT
ajis02-1420	365	10	g.	g.	PROPN
ajis02-1420	365	11	,	,	PUNCT
ajis02-1420	365	12	smyth	smyth	PROPN
ajis02-1420	365	13	,	,	PUNCT
ajis02-1420	365	14	p.	p.	NOUN
ajis02-1420	365	15	&	&	CCONJ
ajis02-1420	365	16	uthurusamy	uthurusamy	PROPN
ajis02-1420	365	17	,	,	PUNCT
ajis02-1420	365	18	r.	r.	PROPN
ajis02-1420	365	19	(	(	PUNCT
ajis02-1420	365	20	1996	1996	NUM
ajis02-1420	365	21	)	)	PUNCT
ajis02-1420	365	22	,	,	PUNCT
ajis02-1420	365	23	advances	advance	VERB
ajis02-1420	365	24	in	in	ADP
ajis02-1420	365	25	knowledge	knowledge	NOUN
ajis02-1420	365	26	discovery	discovery	NOUN
ajis02-1420	365	27	and	and	CCONJ
ajis02-1420	365	28	data	datum	NOUN
ajis02-1420	365	29	mining	mining	NOUN
ajis02-1420	365	30	,	,	PUNCT
ajis02-1420	365	31	the	the	DET
ajis02-1420	365	32	mit	mit	PROPN
ajis02-1420	365	33	press	press	NOUN
ajis02-1420	365	34	.	.	PUNCT
ajis02-1420	366	1	australasian	australasian	ADJ
ajis02-1420	366	2	journal	journal	NOUN
ajis02-1420	366	3	of	of	ADP
ajis02-1420	366	4	information	information	NOUN
ajis02-1420	366	5	systems	systems	PROPN
ajis02-1420	366	6	islam	islam	PROPN
ajis02-1420	366	7	,	,	PUNCT
ajis02-1420	366	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	366	9	,	,	PUNCT
ajis02-1420	366	10	furner	furner	PROPN
ajis02-1420	366	11	,	,	PUNCT
ajis02-1420	366	12	johnson	johnson	PROPN
ajis02-1420	366	13	,	,	PUNCT
ajis02-1420	366	14	gray	gray	PROPN
ajis02-1420	366	15	&	&	CCONJ
ajis02-1420	366	16	carter	carter	PROPN
ajis02-1420	366	17	2016	2016	NUM
ajis02-1420	366	18	,	,	PUNCT
ajis02-1420	366	19	vol	vol	NOUN
ajis02-1420	366	20	20	20	NUM
ajis02-1420	366	21	,	,	PUNCT
ajis02-1420	366	22	research	research	NOUN
ajis02-1420	366	23	article	article	NOUN
ajis02-1420	366	24	brand	brand	NOUN
ajis02-1420	366	25	switching	switch	VERB
ajis02-1420	366	26	pattern	pattern	NOUN
ajis02-1420	366	27	discovery	discovery	NOUN
ajis02-1420	366	28	by	by	ADP
ajis02-1420	366	29	data	datum	NOUN
ajis02-1420	366	30	mining	mining	NOUN
ajis02-1420	366	31	techniques	technique	NOUN
ajis02-1420	366	32	16	16	NUM
ajis02-1420	366	33	freitas	freita	NOUN
ajis02-1420	366	34	,	,	PUNCT
ajis02-1420	366	35	a.	a.	NOUN
ajis02-1420	366	36	a.	a.	NOUN
ajis02-1420	366	37	(	(	PUNCT
ajis02-1420	366	38	1999	1999	NUM
ajis02-1420	366	39	)	)	PUNCT
ajis02-1420	366	40	,	,	PUNCT
ajis02-1420	366	41	‘	'	PUNCT
ajis02-1420	366	42	on	on	ADP
ajis02-1420	366	43	rule	rule	NOUN
ajis02-1420	366	44	interestingness	interestingness	NOUN
ajis02-1420	366	45	measures	measure	NOUN
ajis02-1420	366	46	’	'	PUNCT
ajis02-1420	366	47	,	,	PUNCT
ajis02-1420	366	48	knowledge	knowledge	NOUN
ajis02-1420	366	49	-	-	PUNCT
ajis02-1420	366	50	based	base	VERB
ajis02-1420	366	51	systems	system	NOUN
ajis02-1420	366	52	12(5	12(5	NUM
ajis02-1420	366	53	)	)	PUNCT
ajis02-1420	366	54	,	,	PUNCT
ajis02-1420	366	55	309–315	309–315	NUM
ajis02-1420	366	56	.	.	PUNCT
ajis02-1420	367	1	geurts	geurt	NOUN
ajis02-1420	367	2	,	,	PUNCT
ajis02-1420	367	3	p.	p.	NOUN
ajis02-1420	367	4	,	,	PUNCT
ajis02-1420	367	5	ernst	ernst	PROPN
ajis02-1420	367	6	,	,	PUNCT
ajis02-1420	367	7	d.	d.	PROPN
ajis02-1420	367	8	&	&	CCONJ
ajis02-1420	367	9	wehenkel	wehenkel	PROPN
ajis02-1420	367	10	,	,	PUNCT
ajis02-1420	367	11	l.	l.	PROPN
ajis02-1420	367	12	(	(	PUNCT
ajis02-1420	367	13	2006	2006	NUM
ajis02-1420	367	14	)	)	PUNCT
ajis02-1420	367	15	,	,	PUNCT
ajis02-1420	367	16	‘	'	PUNCT
ajis02-1420	367	17	extremely	extremely	ADV
ajis02-1420	367	18	randomized	randomized	ADJ
ajis02-1420	367	19	trees	tree	NOUN
ajis02-1420	367	20	’	'	PUNCT
ajis02-1420	367	21	,	,	PUNCT
ajis02-1420	367	22	machine	machine	NOUN
ajis02-1420	367	23	learning	learn	VERB
ajis02-1420	367	24	63	63	NUM
ajis02-1420	367	25	,	,	PUNCT
ajis02-1420	367	26	3	3	NUM
ajis02-1420	367	27	–	–	SYM
ajis02-1420	367	28	42	42	NUM
ajis02-1420	367	29	.	.	PUNCT
ajis02-1420	368	1	gray	gray	ADJ
ajis02-1420	368	2	,	,	PUNCT
ajis02-1420	368	3	d.	d.	PROPN
ajis02-1420	368	4	,	,	PUNCT
ajis02-1420	368	5	d’alessandro	d’alessandro	PROPN
ajis02-1420	368	6	,	,	PUNCT
ajis02-1420	368	7	s.	s.	PROPN
ajis02-1420	368	8	&	&	CCONJ
ajis02-1420	368	9	carter	carter	PROPN
ajis02-1420	368	10	,	,	PUNCT
ajis02-1420	368	11	l.	l.	PROPN
ajis02-1420	368	12	(	(	PUNCT
ajis02-1420	368	13	2012	2012	NUM
ajis02-1420	368	14	)	)	PUNCT
ajis02-1420	368	15	,	,	PUNCT
ajis02-1420	368	16	the	the	DET
ajis02-1420	368	17	state	state	NOUN
ajis02-1420	368	18	of	of	ADP
ajis02-1420	368	19	the	the	DET
ajis02-1420	368	20	mobile	mobile	ADJ
ajis02-1420	368	21	nation	nation	NOUN
ajis02-1420	368	22	,	,	PUNCT
ajis02-1420	368	23	technical	technical	ADJ
ajis02-1420	368	24	report	report	NOUN
ajis02-1420	368	25	,	,	PUNCT
ajis02-1420	368	26	faculty	faculty	NOUN
ajis02-1420	368	27	of	of	ADP
ajis02-1420	368	28	business	business	NOUN
ajis02-1420	368	29	and	and	CCONJ
ajis02-1420	368	30	economics	economic	NOUN
ajis02-1420	368	31	,	,	PUNCT
ajis02-1420	368	32	macquarie	macquarie	PROPN
ajis02-1420	368	33	university	university	PROPN
ajis02-1420	368	34	.	.	PUNCT
ajis02-1420	369	1	hall	hall	PROPN
ajis02-1420	369	2	,	,	PUNCT
ajis02-1420	369	3	m.	m.	NOUN
ajis02-1420	369	4	,	,	PUNCT
ajis02-1420	369	5	frank	frank	PROPN
ajis02-1420	369	6	,	,	PUNCT
ajis02-1420	369	7	e.	e.	PROPN
ajis02-1420	369	8	,	,	PUNCT
ajis02-1420	369	9	holmes	holmes	PROPN
ajis02-1420	369	10	,	,	PUNCT
ajis02-1420	369	11	g.	g.	PROPN
ajis02-1420	369	12	,	,	PUNCT
ajis02-1420	369	13	pfahringer	pfahringer	NOUN
ajis02-1420	369	14	,	,	PUNCT
ajis02-1420	369	15	b.	b.	PROPN
ajis02-1420	369	16	,	,	PUNCT
ajis02-1420	369	17	reutemann	reutemann	PROPN
ajis02-1420	369	18	,	,	PUNCT
ajis02-1420	369	19	p.	p.	PROPN
ajis02-1420	369	20	&	&	CCONJ
ajis02-1420	369	21	witten	witten	PROPN
ajis02-1420	369	22	,	,	PUNCT
ajis02-1420	369	23	i.	i.	PROPN
ajis02-1420	369	24	h.	h.	PROPN
ajis02-1420	369	25	(	(	PUNCT
ajis02-1420	369	26	2009	2009	NUM
ajis02-1420	369	27	)	)	PUNCT
ajis02-1420	369	28	,	,	PUNCT
ajis02-1420	369	29	‘	'	PUNCT
ajis02-1420	369	30	the	the	DET
ajis02-1420	369	31	weka	weka	PROPN
ajis02-1420	369	32	data	data	PROPN
ajis02-1420	369	33	mining	mining	NOUN
ajis02-1420	369	34	software	software	NOUN
ajis02-1420	369	35	:	:	PUNCT
ajis02-1420	369	36	an	an	DET
ajis02-1420	369	37	update	update	NOUN
ajis02-1420	369	38	’	'	PUNCT
ajis02-1420	369	39	,	,	PUNCT
ajis02-1420	370	1	acm	acm	NOUN
ajis02-1420	370	2	sigkdd	sigkdd	VERB
ajis02-1420	370	3	explorations	exploration	NOUN
ajis02-1420	370	4	newsletter	newsletter	NOUN
ajis02-1420	370	5	11(1	11(1	NUM
ajis02-1420	370	6	)	)	PUNCT
ajis02-1420	370	7	,	,	PUNCT
ajis02-1420	371	1	10–18	10–18	NUM
ajis02-1420	371	2	.	.	PUNCT
ajis02-1420	371	3	han	han	PROPN
ajis02-1420	371	4	,	,	PUNCT
ajis02-1420	371	5	j.	j.	PROPN
ajis02-1420	371	6	,	,	PUNCT
ajis02-1420	371	7	kamber	kamber	PROPN
ajis02-1420	371	8	,	,	PUNCT
ajis02-1420	371	9	m.	m.	PROPN
ajis02-1420	371	10	&	&	CCONJ
ajis02-1420	371	11	pei	pei	PROPN
ajis02-1420	371	12	,	,	PUNCT
ajis02-1420	371	13	j.	j.	PROPN
ajis02-1420	371	14	(	(	PUNCT
ajis02-1420	371	15	2006	2006	NUM
ajis02-1420	371	16	)	)	PUNCT
ajis02-1420	371	17	,	,	PUNCT
ajis02-1420	371	18	data	datum	NOUN
ajis02-1420	371	19	mining	mining	NOUN
ajis02-1420	371	20	:	:	PUNCT
ajis02-1420	371	21	concepts	concept	NOUN
ajis02-1420	371	22	and	and	CCONJ
ajis02-1420	371	23	techniques	technique	NOUN
ajis02-1420	371	24	,	,	PUNCT
ajis02-1420	371	25	morgan	morgan	PROPN
ajis02-1420	371	26	kaufmann	kaufmann	PROPN
ajis02-1420	371	27	.	.	PUNCT
ajis02-1420	372	1	ho	ho	PROPN
ajis02-1420	372	2	,	,	PUNCT
ajis02-1420	372	3	t.	t.	PROPN
ajis02-1420	372	4	k.	k.	PROPN
ajis02-1420	372	5	(	(	PUNCT
ajis02-1420	372	6	1998	1998	NUM
ajis02-1420	372	7	)	)	PUNCT
ajis02-1420	372	8	,	,	PUNCT
ajis02-1420	372	9	‘	'	PUNCT
ajis02-1420	372	10	the	the	DET
ajis02-1420	372	11	random	random	ADJ
ajis02-1420	372	12	subspace	subspace	NOUN
ajis02-1420	372	13	method	method	NOUN
ajis02-1420	372	14	for	for	ADP
ajis02-1420	372	15	constructing	construct	VERB
ajis02-1420	372	16	decision	decision	NOUN
ajis02-1420	372	17	forests	forest	NOUN
ajis02-1420	372	18	’	'	PUNCT
ajis02-1420	372	19	,	,	PUNCT
ajis02-1420	372	20	ieee	ieee	NOUN
ajis02-1420	372	21	transaction	transaction	NOUN
ajis02-1420	372	22	on	on	ADP
ajis02-1420	372	23	pattern	pattern	NOUN
ajis02-1420	372	24	analysis	analysis	NOUN
ajis02-1420	372	25	and	and	CCONJ
ajis02-1420	372	26	machine	machine	NOUN
ajis02-1420	372	27	intelligence	intelligence	NOUN
ajis02-1420	372	28	20(1	20(1	PROPN
ajis02-1420	372	29	)	)	PUNCT
ajis02-1420	372	30	,	,	PUNCT
ajis02-1420	372	31	832	832	NUM
ajis02-1420	372	32	–	–	PUNCT
ajis02-1420	372	33	844	844	NUM
ajis02-1420	372	34	.	.	X
ajis02-1420	372	35	hung	hung	PROPN
ajis02-1420	372	36	,	,	PUNCT
ajis02-1420	372	37	s.	s.	PROPN
ajis02-1420	372	38	y.	y.	PROPN
ajis02-1420	372	39	,	,	PUNCT
ajis02-1420	372	40	yen	yen	NOUN
ajis02-1420	372	41	,	,	PUNCT
ajis02-1420	372	42	d.	d.	PROPN
ajis02-1420	372	43	c.	c.	PROPN
ajis02-1420	372	44	,	,	PUNCT
ajis02-1420	372	45	&	&	CCONJ
ajis02-1420	372	46	wang	wang	PROPN
ajis02-1420	372	47	,	,	PUNCT
ajis02-1420	372	48	h.	h.	PROPN
ajis02-1420	372	49	y.	y.	PROPN
ajis02-1420	372	50	(	(	PUNCT
ajis02-1420	372	51	2006	2006	NUM
ajis02-1420	372	52	)	)	PUNCT
ajis02-1420	372	53	.	.	PUNCT
ajis02-1420	373	1	applying	apply	VERB
ajis02-1420	373	2	data	datum	NOUN
ajis02-1420	373	3	mining	mining	NOUN
ajis02-1420	373	4	to	to	ADP
ajis02-1420	373	5	telecom	telecom	NOUN
ajis02-1420	373	6	churn	churn	NOUN
ajis02-1420	373	7	management	management	NOUN
ajis02-1420	373	8	.	.	PUNCT
ajis02-1420	374	1	expert	expert	NOUN
ajis02-1420	374	2	systems	system	NOUN
ajis02-1420	374	3	with	with	ADP
ajis02-1420	374	4	applications	application	NOUN
ajis02-1420	374	5	,	,	PUNCT
ajis02-1420	374	6	31(3	31(3	NUM
ajis02-1420	374	7	)	)	PUNCT
ajis02-1420	374	8	,	,	PUNCT
ajis02-1420	374	9	515	515	NUM
ajis02-1420	374	10	-	-	SYM
ajis02-1420	374	11	524	524	NUM
ajis02-1420	374	12	.	.	PUNCT
ajis02-1420	375	1	islam	islam	PROPN
ajis02-1420	375	2	,	,	PUNCT
ajis02-1420	375	3	m.	m.	PROPN
ajis02-1420	375	4	z.	z.	PROPN
ajis02-1420	375	5	&	&	CCONJ
ajis02-1420	375	6	giggins	giggins	PROPN
ajis02-1420	375	7	,	,	PUNCT
ajis02-1420	375	8	h.	h.	PROPN
ajis02-1420	375	9	(	(	PUNCT
ajis02-1420	375	10	2011	2011	NUM
ajis02-1420	375	11	)	)	PUNCT
ajis02-1420	375	12	,	,	PUNCT
ajis02-1420	375	13	knowledge	knowledge	NOUN
ajis02-1420	375	14	discovery	discovery	NOUN
ajis02-1420	375	15	through	through	ADP
ajis02-1420	375	16	sysfor	sysfor	PROPN
ajis02-1420	375	17	:	:	PUNCT
ajis02-1420	375	18	a	a	DET
ajis02-1420	375	19	systematically	systematically	ADV
ajis02-1420	375	20	developed	develop	VERB
ajis02-1420	375	21	forest	forest	NOUN
ajis02-1420	375	22	of	of	ADP
ajis02-1420	375	23	multiple	multiple	ADJ
ajis02-1420	375	24	decision	decision	NOUN
ajis02-1420	375	25	trees	tree	NOUN
ajis02-1420	375	26	,	,	PUNCT
ajis02-1420	375	27	in	in	ADP
ajis02-1420	375	28	‘	'	PUNCT
ajis02-1420	375	29	proceedings	proceeding	NOUN
ajis02-1420	375	30	of	of	ADP
ajis02-1420	375	31	the	the	DET
ajis02-1420	375	32	ninth	ninth	ADJ
ajis02-1420	375	33	australasian	australasian	ADJ
ajis02-1420	375	34	data	data	NOUN
ajis02-1420	375	35	mining	mining	NOUN
ajis02-1420	375	36	conference	conference	NOUN
ajis02-1420	375	37	-	-	PUNCT
ajis02-1420	375	38	volume	volume	NOUN
ajis02-1420	375	39	121	121	NUM
ajis02-1420	375	40	’	'	PUNCT
ajis02-1420	375	41	,	,	PUNCT
ajis02-1420	375	42	australian	australian	ADJ
ajis02-1420	375	43	computer	computer	NOUN
ajis02-1420	375	44	society	society	PROPN
ajis02-1420	375	45	,	,	PUNCT
ajis02-1420	375	46	inc	inc	PROPN
ajis02-1420	375	47	.	.	PROPN
ajis02-1420	375	48	,	,	PUNCT
ajis02-1420	375	49	pp	pp	ADJ
ajis02-1420	375	50	.	.	PUNCT
ajis02-1420	376	1	195–204	195–204	NUM
ajis02-1420	376	2	.	.	PUNCT
ajis02-1420	376	3	keaveney	keaveney	NOUN
ajis02-1420	376	4	,	,	PUNCT
ajis02-1420	376	5	s.	s.	PROPN
ajis02-1420	376	6	m.	m.	PROPN
ajis02-1420	376	7	(	(	PUNCT
ajis02-1420	376	8	1995	1995	NUM
ajis02-1420	376	9	)	)	PUNCT
ajis02-1420	376	10	,	,	PUNCT
ajis02-1420	376	11	‘	'	PUNCT
ajis02-1420	376	12	customer	customer	NOUN
ajis02-1420	376	13	switching	switch	VERB
ajis02-1420	376	14	behavior	behavior	NOUN
ajis02-1420	376	15	in	in	ADP
ajis02-1420	376	16	service	service	NOUN
ajis02-1420	376	17	industries	industry	NOUN
ajis02-1420	376	18	:	:	PUNCT
ajis02-1420	376	19	an	an	DET
ajis02-1420	376	20	exploratory	exploratory	ADJ
ajis02-1420	376	21	study	study	NOUN
ajis02-1420	376	22	’	'	PUNCT
ajis02-1420	376	23	,	,	PUNCT
ajis02-1420	376	24	journal	journal	NOUN
ajis02-1420	376	25	of	of	ADP
ajis02-1420	376	26	marketing	marketing	NOUN
ajis02-1420	376	27	59(2	59(2	NOUN
ajis02-1420	376	28	)	)	PUNCT
ajis02-1420	376	29	,	,	PUNCT
ajis02-1420	376	30	71	71	NUM
ajis02-1420	376	31	–	–	SYM
ajis02-1420	376	32	82	82	NUM
ajis02-1420	376	33	.	.	PUNCT
ajis02-1420	376	34	labeaga	labeaga	NOUN
ajis02-1420	376	35	-	-	PUNCT
ajis02-1420	376	36	azcona	azcona	NOUN
ajis02-1420	376	37	,	,	PUNCT
ajis02-1420	376	38	j.	j.	PROPN
ajis02-1420	376	39	m.	m.	PROPN
ajis02-1420	376	40	,	,	PUNCT
ajis02-1420	376	41	lado	lado	ADJ
ajis02-1420	376	42	-	-	NOUN
ajis02-1420	376	43	couste	couste	NOUN
ajis02-1420	376	44	,	,	PUNCT
ajis02-1420	376	45	n.	n.	PROPN
ajis02-1420	376	46	&	&	CCONJ
ajis02-1420	376	47	martos	marto	NOUN
ajis02-1420	376	48	-	-	PUNCT
ajis02-1420	376	49	partal	partal	ADJ
ajis02-1420	376	50	,	,	PUNCT
ajis02-1420	376	51	m.	m.	NOUN
ajis02-1420	376	52	(	(	PUNCT
ajis02-1420	376	53	2010	2010	NUM
ajis02-1420	376	54	)	)	PUNCT
ajis02-1420	376	55	,	,	PUNCT
ajis02-1420	376	56	‘	'	PUNCT
ajis02-1420	376	57	the	the	DET
ajis02-1420	376	58	double	double	ADJ
ajis02-1420	376	59	jeopardy	jeopardy	NOUN
ajis02-1420	376	60	loyalty	loyalty	NOUN
ajis02-1420	376	61	effect	effect	NOUN
ajis02-1420	376	62	using	use	VERB
ajis02-1420	376	63	discrete	discrete	ADJ
ajis02-1420	376	64	choice	choice	NOUN
ajis02-1420	376	65	models	model	NOUN
ajis02-1420	376	66	’	'	PUNCT
ajis02-1420	376	67	,	,	PUNCT
ajis02-1420	376	68	international	international	ADJ
ajis02-1420	376	69	journal	journal	NOUN
ajis02-1420	376	70	of	of	ADP
ajis02-1420	376	71	market	market	NOUN
ajis02-1420	376	72	research	research	NOUN
ajis02-1420	376	73	52(5	52(5	NUM
ajis02-1420	376	74	)	)	PUNCT
ajis02-1420	376	75	,	,	PUNCT
ajis02-1420	376	76	633	633	NUM
ajis02-1420	376	77	–	–	PUNCT
ajis02-1420	376	78	652	652	NUM
ajis02-1420	376	79	.	.	PUNCT
ajis02-1420	377	1	lees	lee	NOUN
ajis02-1420	377	2	,	,	PUNCT
ajis02-1420	377	3	g.	g.	PROPN
ajis02-1420	377	4	,	,	PUNCT
ajis02-1420	377	5	garland	garland	PROPN
ajis02-1420	377	6	,	,	PUNCT
ajis02-1420	377	7	r.	r.	PROPN
ajis02-1420	377	8	&	&	CCONJ
ajis02-1420	377	9	wright	wright	PROPN
ajis02-1420	377	10	,	,	PUNCT
ajis02-1420	377	11	m.	m.	NOUN
ajis02-1420	377	12	(	(	PUNCT
ajis02-1420	377	13	2007	2007	NUM
ajis02-1420	377	14	)	)	PUNCT
ajis02-1420	377	15	,	,	PUNCT
ajis02-1420	377	16	‘	'	PUNCT
ajis02-1420	377	17	switching	switch	VERB
ajis02-1420	377	18	banks	bank	NOUN
ajis02-1420	377	19	:	:	PUNCT
ajis02-1420	377	20	old	old	ADJ
ajis02-1420	377	21	bank	bank	NOUN
ajis02-1420	377	22	gone	go	VERB
ajis02-1420	377	23	but	but	CCONJ
ajis02-1420	377	24	not	not	PART
ajis02-1420	377	25	forgotten	forget	VERB
ajis02-1420	377	26	’	'	PUNCT
ajis02-1420	377	27	,	,	PUNCT
ajis02-1420	377	28	journal	journal	NOUN
ajis02-1420	377	29	of	of	ADP
ajis02-1420	377	30	financial	financial	ADJ
ajis02-1420	377	31	services	service	NOUN
ajis02-1420	377	32	marketing	market	VERB
ajis02-1420	377	33	12(2	12(2	NUM
ajis02-1420	377	34	)	)	PUNCT
ajis02-1420	377	35	,	,	PUNCT
ajis02-1420	377	36	146	146	NUM
ajis02-1420	377	37	–	–	SYM
ajis02-1420	377	38	156	156	NUM
ajis02-1420	377	39	.	.	PUNCT
ajis02-1420	378	1	levesque	levesque	PROPN
ajis02-1420	378	2	,	,	PUNCT
ajis02-1420	378	3	t.	t.	PROPN
ajis02-1420	378	4	j.	j.	PROPN
ajis02-1420	378	5	&	&	CCONJ
ajis02-1420	378	6	mcdougall	mcdougall	PROPN
ajis02-1420	378	7	,	,	PUNCT
ajis02-1420	378	8	g.	g.	PROPN
ajis02-1420	378	9	h.	h.	PROPN
ajis02-1420	378	10	(	(	PUNCT
ajis02-1420	378	11	1993	1993	NUM
ajis02-1420	378	12	)	)	PUNCT
ajis02-1420	378	13	,	,	PUNCT
ajis02-1420	378	14	‘	'	PUNCT
ajis02-1420	378	15	managing	manage	VERB
ajis02-1420	378	16	customer	customer	NOUN
ajis02-1420	378	17	satisfaction	satisfaction	NOUN
ajis02-1420	378	18	:	:	PUNCT
ajis02-1420	378	19	the	the	DET
ajis02-1420	378	20	nature	nature	NOUN
ajis02-1420	378	21	of	of	ADP
ajis02-1420	378	22	service	service	NOUN
ajis02-1420	378	23	problems	problem	NOUN
ajis02-1420	378	24	and	and	CCONJ
ajis02-1420	378	25	customer	customer	NOUN
ajis02-1420	378	26	exit	exit	NOUN
ajis02-1420	378	27	,	,	PUNCT
ajis02-1420	378	28	voice	voice	NOUN
ajis02-1420	378	29	and	and	CCONJ
ajis02-1420	378	30	loyalty	loyalty	NOUN
ajis02-1420	378	31	’	'	PUNCT
ajis02-1420	378	32	,	,	PUNCT
ajis02-1420	378	33	asia	asia	PROPN
ajis02-1420	378	34	pacific	pacific	PROPN
ajis02-1420	378	35	journal	journal	PROPN
ajis02-1420	378	36	of	of	ADP
ajis02-1420	378	37	quality	quality	NOUN
ajis02-1420	378	38	management	management	NOUN
ajis02-1420	378	39	2(2	2(2	NUM
ajis02-1420	378	40	)	)	PUNCT
ajis02-1420	378	41	,	,	PUNCT
ajis02-1420	378	42	40–58	40–58	NUM
ajis02-1420	378	43	.	.	PUNCT
ajis02-1420	379	1	mobile	mobile	ADJ
ajis02-1420	379	2	phone	phone	NOUN
ajis02-1420	379	3	statistics	statistic	NOUN
ajis02-1420	379	4	(	(	PUNCT
ajis02-1420	379	5	n.d	n.d	PROPN
ajis02-1420	379	6	.	.	PROPN
ajis02-1420	379	7	)	)	PUNCT
ajis02-1420	379	8	,	,	PUNCT
ajis02-1420	379	9	http://www.portal.euromonitor.com/portal/pages/statistics/statistics.aspx	http://www.portal.euromonitor.com/portal/pages/statistics/statistics.aspx	NOUN
ajis02-1420	379	10	.	.	PUNCT
ajis02-1420	379	11	accessed	access	VERB
ajis02-1420	379	12	:	:	PUNCT
ajis02-1420	379	13	2015	2015	NUM
ajis02-1420	379	14	-	-	SYM
ajis02-1420	379	15	04	04	NUM
ajis02-1420	379	16	-	-	PUNCT
ajis02-1420	379	17	24	24	NUM
ajis02-1420	379	18	.	.	PUNCT
ajis02-1420	380	1	quinlan	quinlan	PROPN
ajis02-1420	380	2	,	,	PUNCT
ajis02-1420	380	3	j.	j.	PROPN
ajis02-1420	380	4	r.	r.	PROPN
ajis02-1420	380	5	(	(	PUNCT
ajis02-1420	380	6	1993	1993	NUM
ajis02-1420	380	7	)	)	PUNCT
ajis02-1420	380	8	,	,	PUNCT
ajis02-1420	380	9	c4.5	c4.5	PROPN
ajis02-1420	380	10	:	:	PUNCT
ajis02-1420	380	11	programs	program	NOUN
ajis02-1420	380	12	for	for	ADP
ajis02-1420	380	13	machine	machine	NOUN
ajis02-1420	380	14	learning	learning	NOUN
ajis02-1420	380	15	,	,	PUNCT
ajis02-1420	380	16	morgan	morgan	PROPN
ajis02-1420	380	17	kaufmann	kaufmann	PROPN
ajis02-1420	380	18	publishers	publishers	PROPN
ajis02-1420	380	19	,	,	PUNCT
ajis02-1420	380	20	san	san	PROPN
ajis02-1420	380	21	mateo	mateo	PROPN
ajis02-1420	380	22	,	,	PUNCT
ajis02-1420	380	23	ca	ca	PROPN
ajis02-1420	380	24	.	.	PUNCT
ajis02-1420	381	1	rahman	rahman	PROPN
ajis02-1420	381	2	,	,	PUNCT
ajis02-1420	381	3	m.	m.	PROPN
ajis02-1420	381	4	g.	g.	PROPN
ajis02-1420	381	5	&	&	CCONJ
ajis02-1420	381	6	islam	islam	PROPN
ajis02-1420	381	7	,	,	PUNCT
ajis02-1420	381	8	m.	m.	PROPN
ajis02-1420	381	9	z.	z.	PROPN
ajis02-1420	381	10	(	(	PUNCT
ajis02-1420	381	11	2013	2013	NUM
ajis02-1420	381	12	)	)	PUNCT
ajis02-1420	381	13	,	,	PUNCT
ajis02-1420	381	14	‘	'	PUNCT
ajis02-1420	381	15	kdmi	kdmi	ADJ
ajis02-1420	381	16	:	:	PUNCT
ajis02-1420	381	17	a	a	DET
ajis02-1420	381	18	novel	novel	ADJ
ajis02-1420	381	19	method	method	NOUN
ajis02-1420	381	20	for	for	ADP
ajis02-1420	381	21	missing	miss	VERB
ajis02-1420	381	22	values	value	NOUN
ajis02-1420	381	23	imputation	imputation	NOUN
ajis02-1420	381	24	using	use	VERB
ajis02-1420	381	25	two	two	NUM
ajis02-1420	381	26	levels	level	NOUN
ajis02-1420	381	27	of	of	ADP
ajis02-1420	381	28	horizontal	horizontal	ADJ
ajis02-1420	381	29	partitioning	partitioning	NOUN
ajis02-1420	381	30	in	in	ADP
ajis02-1420	381	31	a	a	DET
ajis02-1420	381	32	data	data	NOUN
ajis02-1420	381	33	set	set	NOUN
ajis02-1420	381	34	’	'	PUNCT
ajis02-1420	381	35	,	,	PUNCT
ajis02-1420	381	36	in	in	ADP
ajis02-1420	381	37	proc	proc	NOUN
ajis02-1420	381	38	.	.	PUNCT
ajis02-1420	382	1	of	of	ADP
ajis02-1420	382	2	the	the	DET
ajis02-1420	382	3	9th	9th	ADJ
ajis02-1420	382	4	international	international	ADJ
ajis02-1420	382	5	conference	conference	NOUN
ajis02-1420	382	6	on	on	ADP
ajis02-1420	382	7	advanced	advanced	ADJ
ajis02-1420	382	8	data	datum	NOUN
ajis02-1420	382	9	mining	mining	NOUN
ajis02-1420	382	10	and	and	CCONJ
ajis02-1420	382	11	applications	application	NOUN
ajis02-1420	382	12	(	(	PUNCT
ajis02-1420	382	13	adma	adma	NOUN
ajis02-1420	382	14	13	13	NUM
ajis02-1420	382	15	)	)	PUNCT
ajis02-1420	382	16	,	,	PUNCT
ajis02-1420	382	17	hangzhou	hangzhou	PROPN
ajis02-1420	382	18	,	,	PUNCT
ajis02-1420	382	19	china	china	PROPN
ajis02-1420	382	20	,	,	PUNCT
ajis02-1420	382	21	14	14	NUM
ajis02-1420	382	22	-	-	SYM
ajis02-1420	382	23	16	16	NUM
ajis02-1420	382	24	december	december	PROPN
ajis02-1420	382	25	2013	2013	NUM
ajis02-1420	382	26	,	,	PUNCT
ajis02-1420	382	27	pg	pg	INTJ
ajis02-1420	382	28	.	.	PUNCT
ajis02-1420	383	1	250	250	NUM
ajis02-1420	383	2	-	-	SYM
ajis02-1420	383	3	263	263	NUM
ajis02-1420	383	4	.	.	PUNCT
ajis02-1420	384	1	(	(	PUNCT
ajis02-1420	384	2	eds	ed	NOUN
ajis02-1420	384	3	.	.	PUNCT
ajis02-1420	384	4	)	)	PUNCT
ajis02-1420	384	5	.	.	PUNCT
ajis02-1420	385	1	rahman	rahman	PROPN
ajis02-1420	385	2	,	,	PUNCT
ajis02-1420	385	3	m.	m.	PROPN
ajis02-1420	385	4	g.	g.	PROPN
ajis02-1420	385	5	&	&	CCONJ
ajis02-1420	385	6	islam	islam	PROPN
ajis02-1420	385	7	,	,	PUNCT
ajis02-1420	385	8	m.	m.	PROPN
ajis02-1420	385	9	z.	z.	PROPN
ajis02-1420	385	10	(	(	PUNCT
ajis02-1420	385	11	2014	2014	NUM
ajis02-1420	385	12	)	)	PUNCT
ajis02-1420	385	13	,	,	PUNCT
ajis02-1420	385	14	‘	'	PUNCT
ajis02-1420	385	15	fimus	fimus	NOUN
ajis02-1420	385	16	:	:	PUNCT
ajis02-1420	385	17	a	a	DET
ajis02-1420	385	18	framework	framework	NOUN
ajis02-1420	385	19	for	for	ADP
ajis02-1420	385	20	imputing	impute	VERB
ajis02-1420	385	21	missing	miss	VERB
ajis02-1420	385	22	values	value	NOUN
ajis02-1420	385	23	using	use	VERB
ajis02-1420	385	24	co	co	NOUN
ajis02-1420	385	25	-	-	NOUN
ajis02-1420	385	26	appearance	appearance	NOUN
ajis02-1420	385	27	,	,	PUNCT
ajis02-1420	385	28	correlation	correlation	NOUN
ajis02-1420	385	29	and	and	CCONJ
ajis02-1420	385	30	similarity	similarity	NOUN
ajis02-1420	385	31	analysis	analysis	NOUN
ajis02-1420	385	32	’	'	PUNCT
ajis02-1420	385	33	,	,	PUNCT
ajis02-1420	385	34	knowledge	knowledge	NOUN
ajis02-1420	385	35	-	-	PUNCT
ajis02-1420	385	36	based	base	VERB
ajis02-1420	385	37	systems	system	NOUN
ajis02-1420	385	38	56	56	NUM
ajis02-1420	385	39	,	,	PUNCT
ajis02-1420	385	40	311	311	NUM
ajis02-1420	385	41	–	–	SYM
ajis02-1420	385	42	327	327	NUM
ajis02-1420	385	43	.	.	PUNCT
ajis02-1420	386	1	ranaweera	ranaweera	NOUN
ajis02-1420	386	2	,	,	PUNCT
ajis02-1420	386	3	c.	c.	PROPN
ajis02-1420	386	4	&	&	CCONJ
ajis02-1420	386	5	menon	menon	PROPN
ajis02-1420	386	6	,	,	PUNCT
ajis02-1420	386	7	k.	k.	PROPN
ajis02-1420	386	8	(	(	PUNCT
ajis02-1420	386	9	2008	2008	NUM
ajis02-1420	386	10	)	)	PUNCT
ajis02-1420	386	11	,	,	PUNCT
ajis02-1420	386	12	‘	'	PUNCT
ajis02-1420	386	13	for	for	ADP
ajis02-1420	386	14	better	well	ADJ
ajis02-1420	386	15	or	or	CCONJ
ajis02-1420	386	16	for	for	ADP
ajis02-1420	386	17	worse	bad	ADJ
ajis02-1420	386	18	:	:	PUNCT
ajis02-1420	386	19	moderating	moderate	VERB
ajis02-1420	386	20	effects	effect	NOUN
ajis02-1420	386	21	of	of	ADP
ajis02-1420	386	22	relationship	relationship	NOUN
ajis02-1420	386	23	age	age	NOUN
ajis02-1420	386	24	and	and	CCONJ
ajis02-1420	386	25	continuance	continuance	NOUN
ajis02-1420	386	26	commitment	commitment	NOUN
ajis02-1420	386	27	on	on	ADP
ajis02-1420	386	28	the	the	DET
ajis02-1420	386	29	service	service	NOUN
ajis02-1420	386	30	satisfaction	satisfaction	NOUN
ajis02-1420	386	31	-	-	PUNCT
ajis02-1420	386	32	word	word	NOUN
ajis02-1420	386	33	-	-	PUNCT
ajis02-1420	386	34	of	of	ADP
ajis02-1420	386	35	-	-	PUNCT
ajis02-1420	386	36	mouth	mouth	NOUN
ajis02-1420	386	37	relationship	relationship	NOUN
ajis02-1420	386	38	’	'	PUNCT
ajis02-1420	386	39	,	,	PUNCT
ajis02-1420	386	40	in	in	ADP
ajis02-1420	386	41	advances	advance	NOUN
ajis02-1420	386	42	in	in	ADP
ajis02-1420	386	43	consumer	consumer	NOUN
ajis02-1420	386	44	research	research	NOUN
ajis02-1420	386	45	latin	latin	PROPN
ajis02-1420	386	46	american	american	PROPN
ajis02-1420	386	47	conference	conference	PROPN
ajis02-1420	386	48	,	,	PUNCT
ajis02-1420	386	49	vol	vol	NOUN
ajis02-1420	386	50	.	.	PROPN
ajis02-1420	387	1	2	2	NUM
ajis02-1420	387	2	.	.	X
ajis02-1420	387	3	roos	roo	NOUN
ajis02-1420	387	4	,	,	PUNCT
ajis02-1420	387	5	i.	i.	PROPN
ajis02-1420	387	6	&	&	CCONJ
ajis02-1420	387	7	gustafsson	gustafsson	PROPN
ajis02-1420	387	8	,	,	PUNCT
ajis02-1420	387	9	a.	a.	NOUN
ajis02-1420	387	10	(	(	PUNCT
ajis02-1420	387	11	2007	2007	NUM
ajis02-1420	387	12	)	)	PUNCT
ajis02-1420	387	13	,	,	PUNCT
ajis02-1420	387	14	‘	'	PUNCT
ajis02-1420	387	15	understanding	understand	VERB
ajis02-1420	387	16	frequent	frequent	ADJ
ajis02-1420	387	17	switching	switching	NOUN
ajis02-1420	387	18	patterns	pattern	NOUN
ajis02-1420	387	19	’	'	PUNCT
ajis02-1420	387	20	,	,	PUNCT
ajis02-1420	387	21	journal	journal	NOUN
ajis02-1420	387	22	of	of	ADP
ajis02-1420	387	23	service	service	NOUN
ajis02-1420	387	24	research	research	NOUN
ajis02-1420	387	25	10(1	10(1	NUM
ajis02-1420	387	26	)	)	PUNCT
ajis02-1420	387	27	,	,	PUNCT
ajis02-1420	387	28	93	93	NUM
ajis02-1420	387	29	–	–	SYM
ajis02-1420	387	30	108	108	NUM
ajis02-1420	387	31	.	.	PUNCT
ajis02-1420	388	1	australasian	australasian	ADJ
ajis02-1420	388	2	journal	journal	NOUN
ajis02-1420	388	3	of	of	ADP
ajis02-1420	388	4	information	information	NOUN
ajis02-1420	388	5	systems	systems	PROPN
ajis02-1420	388	6	islam	islam	PROPN
ajis02-1420	388	7	,	,	PUNCT
ajis02-1420	388	8	d’alessandro	d’alessandro	PROPN
ajis02-1420	388	9	,	,	PUNCT
ajis02-1420	388	10	furner	furner	PROPN
ajis02-1420	388	11	,	,	PUNCT
ajis02-1420	388	12	johnson	johnson	PROPN
ajis02-1420	388	13	,	,	PUNCT
ajis02-1420	388	14	gray	gray	PROPN
ajis02-1420	388	15	&	&	CCONJ
ajis02-1420	388	16	carter	carter	PROPN
ajis02-1420	388	17	2016	2016	NUM
ajis02-1420	388	18	,	,	PUNCT
ajis02-1420	388	19	vol	vol	NOUN
ajis02-1420	388	20	20	20	NUM
ajis02-1420	388	21	,	,	PUNCT
ajis02-1420	388	22	research	research	NOUN
ajis02-1420	388	23	article	article	NOUN
ajis02-1420	388	24	brand	brand	NOUN
ajis02-1420	388	25	switching	switch	VERB
ajis02-1420	388	26	pattern	pattern	NOUN
ajis02-1420	388	27	discovery	discovery	NOUN
ajis02-1420	388	28	by	by	ADP
ajis02-1420	388	29	data	datum	NOUN
ajis02-1420	388	30	mining	mining	NOUN
ajis02-1420	388	31	techniques	technique	NOUN
ajis02-1420	388	32	17	17	NUM
ajis02-1420	388	33	schultz	schultz	NOUN
ajis02-1420	388	34	,	,	PUNCT
ajis02-1420	388	35	m.	m.	NOUN
ajis02-1420	388	36	g.	g.	PROPN
ajis02-1420	388	37	,	,	PUNCT
ajis02-1420	388	38	eskin	eskin	NOUN
ajis02-1420	388	39	,	,	PUNCT
ajis02-1420	388	40	e.	e.	PROPN
ajis02-1420	388	41	,	,	PUNCT
ajis02-1420	388	42	zadok	zadok	PROPN
ajis02-1420	388	43	,	,	PUNCT
ajis02-1420	388	44	e.	e.	PROPN
ajis02-1420	388	45	&	&	CCONJ
ajis02-1420	388	46	stolfo	stolfo	PROPN
ajis02-1420	388	47	,	,	PUNCT
ajis02-1420	388	48	s.	s.	PROPN
ajis02-1420	388	49	j.	j.	PROPN
ajis02-1420	388	50	(	(	PUNCT
ajis02-1420	388	51	2001	2001	NUM
ajis02-1420	388	52	)	)	PUNCT
ajis02-1420	388	53	,	,	PUNCT
ajis02-1420	388	54	‘	'	PUNCT
ajis02-1420	388	55	data	data	NOUN
ajis02-1420	388	56	mining	mining	NOUN
ajis02-1420	388	57	methods	method	NOUN
ajis02-1420	388	58	for	for	ADP
ajis02-1420	388	59	detection	detection	NOUN
ajis02-1420	388	60	of	of	ADP
ajis02-1420	388	61	new	new	ADJ
ajis02-1420	388	62	malicious	malicious	ADJ
ajis02-1420	388	63	executables	executable	NOUN
ajis02-1420	388	64	’	'	PUNCT
ajis02-1420	388	65	,	,	PUNCT
ajis02-1420	388	66	in	in	ADP
ajis02-1420	388	67	proceedings	proceeding	NOUN
ajis02-1420	388	68	of	of	ADP
ajis02-1420	388	69	the	the	DET
ajis02-1420	388	70	ieee	ieee	NOUN
ajis02-1420	388	71	symposium	symposium	NOUN
ajis02-1420	388	72	on	on	ADP
ajis02-1420	388	73	‘	'	PUNCT
ajis02-1420	388	74	security	security	NOUN
ajis02-1420	388	75	and	and	CCONJ
ajis02-1420	388	76	privacy	privacy	NOUN
ajis02-1420	388	77	,	,	PUNCT
ajis02-1420	388	78	2001	2001	NUM
ajis02-1420	388	79	.	.	PUNCT
ajis02-1420	389	1	ieee	ieee	PROPN
ajis02-1420	389	2	,	,	PUNCT
ajis02-1420	389	3	pp	pp	X
ajis02-1420	389	4	.	.	PUNCT
ajis02-1420	390	1	38–49	38–49	NUM
ajis02-1420	390	2	.	.	PUNCT
ajis02-1420	391	1	vinzi	vinzi	NOUN
ajis02-1420	391	2	,	,	PUNCT
ajis02-1420	391	3	v.	v.	PROPN
ajis02-1420	391	4	e.	e.	PROPN
ajis02-1420	391	5	,	,	PUNCT
ajis02-1420	391	6	trinchera	trinchera	PROPN
ajis02-1420	391	7	,	,	PUNCT
ajis02-1420	391	8	l.	l.	PROPN
ajis02-1420	391	9	,	,	PUNCT
ajis02-1420	391	10	squillacciotti	squillacciotti	PROPN
ajis02-1420	391	11	,	,	PUNCT
ajis02-1420	391	12	s.	s.	PROPN
ajis02-1420	391	13	&	&	CCONJ
ajis02-1420	391	14	tenenhaus	tenenhaus	PROPN
ajis02-1420	391	15	,	,	PUNCT
ajis02-1420	391	16	m.	m.	NOUN
ajis02-1420	391	17	(	(	PUNCT
ajis02-1420	391	18	2008	2008	NUM
ajis02-1420	391	19	)	)	PUNCT
ajis02-1420	391	20	,	,	PUNCT
ajis02-1420	391	21	‘	'	PUNCT
ajis02-1420	391	22	rebus	rebus	NOUN
ajis02-1420	391	23	-	-	PUNCT
ajis02-1420	391	24	pls	pls	NOUN
ajis02-1420	391	25	:	:	PUNCT
ajis02-1420	391	26	a	a	DET
ajis02-1420	391	27	responsebased	responsebase	VERB
ajis02-1420	391	28	procedure	procedure	NOUN
ajis02-1420	391	29	for	for	ADP
ajis02-1420	391	30	detecting	detect	VERB
ajis02-1420	391	31	unit	unit	NOUN
ajis02-1420	391	32	segments	segment	NOUN
ajis02-1420	391	33	in	in	ADP
ajis02-1420	391	34	pls	pls	PROPN
ajis02-1420	391	35	path	path	NOUN
ajis02-1420	391	36	modelling	modelling	NOUN
ajis02-1420	391	37	’	'	PUNCT
ajis02-1420	391	38	,	,	PUNCT
ajis02-1420	391	39	applied	apply	VERB
ajis02-1420	391	40	stochastic	stochastic	ADJ
ajis02-1420	391	41	models	model	NOUN
ajis02-1420	391	42	in	in	ADP
ajis02-1420	391	43	business	business	NOUN
ajis02-1420	391	44	and	and	CCONJ
ajis02-1420	391	45	industry	industry	NOUN
ajis02-1420	391	46	24(5	24(5	NOUN
ajis02-1420	391	47	)	)	PUNCT
ajis02-1420	391	48	,	,	PUNCT
ajis02-1420	391	49	439	439	NUM
ajis02-1420	391	50	–	–	PUNCT
ajis02-1420	391	51	458	458	NUM
ajis02-1420	391	52	.	.	PUNCT
ajis02-1420	392	1	wahn	wahn	PROPN
ajis02-1420	392	2	,	,	PUNCT
ajis02-1420	392	3	j.	j.	PROPN
ajis02-1420	392	4	c.	c.	PROPN
ajis02-1420	392	5	(	(	PUNCT
ajis02-1420	392	6	1998	1998	NUM
ajis02-1420	392	7	)	)	PUNCT
ajis02-1420	392	8	,	,	PUNCT
ajis02-1420	392	9	‘	'	PUNCT
ajis02-1420	392	10	sex	sex	NOUN
ajis02-1420	392	11	differences	difference	NOUN
ajis02-1420	392	12	in	in	ADP
ajis02-1420	392	13	the	the	DET
ajis02-1420	392	14	continuance	continuance	NOUN
ajis02-1420	392	15	component	component	NOUN
ajis02-1420	392	16	of	of	ADP
ajis02-1420	392	17	organizational	organizational	ADJ
ajis02-1420	392	18	commitment	commitment	NOUN
ajis02-1420	392	19	’	'	PUNCT
ajis02-1420	392	20	,	,	PUNCT
ajis02-1420	392	21	group	group	NOUN
ajis02-1420	392	22	and	and	CCONJ
ajis02-1420	392	23	organization	organization	NOUN
ajis02-1420	392	24	management	management	NOUN
ajis02-1420	392	25	23(3	23(3	NUM
ajis02-1420	392	26	)	)	PUNCT
ajis02-1420	392	27	,	,	PUNCT
ajis02-1420	392	28	256	256	NUM
ajis02-1420	392	29	–	–	PUNCT
ajis02-1420	392	30	266	266	NUM
ajis02-1420	392	31	.	.	PUNCT
ajis02-1420	393	1	wang	wang	PROPN
ajis02-1420	393	2	,	,	PUNCT
ajis02-1420	393	3	a.	a.	PROPN
ajis02-1420	393	4	&	&	CCONJ
ajis02-1420	393	5	acar	acar	PROPN
ajis02-1420	393	6	,	,	PUNCT
ajis02-1420	393	7	s.	s.	PROPN
ajis02-1420	393	8	a.	a.	PROPN
ajis02-1420	393	9	(	(	PUNCT
ajis02-1420	393	10	2006	2006	NUM
ajis02-1420	393	11	)	)	PUNCT
ajis02-1420	393	12	,	,	PUNCT
ajis02-1420	393	13	‘	'	PUNCT
ajis02-1420	393	14	information	information	NOUN
ajis02-1420	393	15	search	search	NOUN
ajis02-1420	393	16	and	and	CCONJ
ajis02-1420	393	17	mobile	mobile	NOUN
ajis02-1420	393	18	promotions	promotion	NOUN
ajis02-1420	393	19	’	'	PUNCT
ajis02-1420	393	20	,	,	PUNCT
ajis02-1420	393	21	international	international	ADJ
ajis02-1420	393	22	journal	journal	NOUN
ajis02-1420	393	23	of	of	ADP
ajis02-1420	393	24	mobile	mobile	ADJ
ajis02-1420	393	25	marketing	marketing	NOUN
ajis02-1420	393	26	1(2	1(2	NUM
ajis02-1420	393	27	)	)	PUNCT
ajis02-1420	393	28	,	,	PUNCT
ajis02-1420	393	29	80	80	NUM
ajis02-1420	393	30	–	–	SYM
ajis02-1420	393	31	87	87	NUM
ajis02-1420	393	32	.	.	PUNCT
ajis02-1420	394	1	wei	wei	PROPN
ajis02-1420	394	2	,	,	PUNCT
ajis02-1420	394	3	c.	c.	PROPN
ajis02-1420	394	4	p.	p.	PROPN
ajis02-1420	394	5	,	,	PUNCT
ajis02-1420	394	6	&	&	CCONJ
ajis02-1420	394	7	chiu	chiu	PROPN
ajis02-1420	394	8	,	,	PUNCT
ajis02-1420	394	9	i.	i.	PROPN
ajis02-1420	394	10	t.	t.	PROPN
ajis02-1420	394	11	(	(	PUNCT
ajis02-1420	394	12	2002	2002	NUM
ajis02-1420	394	13	)	)	PUNCT
ajis02-1420	394	14	.	.	PUNCT
ajis02-1420	395	1	turning	turn	VERB
ajis02-1420	395	2	telecommunications	telecommunication	NOUN
ajis02-1420	395	3	call	call	NOUN
ajis02-1420	395	4	details	detail	NOUN
ajis02-1420	395	5	to	to	PART
ajis02-1420	395	6	churn	churn	VERB
ajis02-1420	395	7	prediction	prediction	NOUN
ajis02-1420	395	8	:	:	PUNCT
ajis02-1420	395	9	a	a	DET
ajis02-1420	395	10	data	data	NOUN
ajis02-1420	395	11	mining	mining	NOUN
ajis02-1420	395	12	approach	approach	NOUN
ajis02-1420	395	13	.	.	PUNCT
ajis02-1420	396	1	expert	expert	NOUN
ajis02-1420	396	2	systems	system	NOUN
ajis02-1420	396	3	with	with	ADP
ajis02-1420	396	4	applications	application	NOUN
ajis02-1420	396	5	,	,	PUNCT
ajis02-1420	396	6	23(2	23(2	NUM
ajis02-1420	396	7	)	)	PUNCT
ajis02-1420	396	8	,	,	PUNCT
ajis02-1420	396	9	103	103	NUM
ajis02-1420	396	10	-	-	SYM
ajis02-1420	396	11	112	112	NUM
ajis02-1420	396	12	.	.	PUNCT
ajis02-1420	396	13	witten	witten	PROPN
ajis02-1420	396	14	,	,	PUNCT
ajis02-1420	396	15	i.	i.	PROPN
ajis02-1420	396	16	h.	h.	PROPN
ajis02-1420	396	17	&	&	CCONJ
ajis02-1420	396	18	frank	frank	PROPN
ajis02-1420	396	19	,	,	PUNCT
ajis02-1420	396	20	e.	e.	PROPN
ajis02-1420	396	21	(	(	PUNCT
ajis02-1420	396	22	2005	2005	NUM
ajis02-1420	396	23	)	)	PUNCT
ajis02-1420	396	24	,	,	PUNCT
ajis02-1420	396	25	data	datum	NOUN
ajis02-1420	396	26	mining	mining	NOUN
ajis02-1420	396	27	:	:	PUNCT
ajis02-1420	396	28	practical	practical	ADJ
ajis02-1420	396	29	machine	machine	NOUN
ajis02-1420	396	30	learning	learning	NOUN
ajis02-1420	396	31	tools	tool	NOUN
ajis02-1420	396	32	and	and	CCONJ
ajis02-1420	396	33	techniques	technique	NOUN
ajis02-1420	396	34	,	,	PUNCT
ajis02-1420	396	35	morgan	morgan	PROPN
ajis02-1420	396	36	kaufmann	kaufmann	PROPN
ajis02-1420	396	37	.	.	PUNCT
ajis02-1420	397	1	copyright	copyright	NOUN
ajis02-1420	397	2	:	:	PUNCT
ajis02-1420	397	3	©	©	PROPN
ajis02-1420	397	4	2016	2016	NUM
ajis02-1420	397	5	islam	islam	PROPN
ajis02-1420	397	6	,	,	PUNCT
ajis02-1420	397	7	d’alessandro	d’alessandro	PROPN
ajis02-1420	397	8	,	,	PUNCT
ajis02-1420	397	9	furner	furner	PROPN
ajis02-1420	397	10	,	,	PUNCT
ajis02-1420	397	11	johnson	johnson	PROPN
ajis02-1420	397	12	,	,	PUNCT
ajis02-1420	397	13	gray	gray	PROPN
ajis02-1420	397	14	&	&	CCONJ
ajis02-1420	397	15	carter	carter	PROPN
ajis02-1420	397	16	.	.	PUNCT
ajis02-1420	398	1	this	this	PRON
ajis02-1420	398	2	is	be	AUX
ajis02-1420	398	3	an	an	DET
ajis02-1420	398	4	openaccess	openaccess	ADJ
ajis02-1420	398	5	article	article	NOUN
ajis02-1420	398	6	distributed	distribute	VERB
ajis02-1420	398	7	under	under	ADP
ajis02-1420	398	8	the	the	DET
ajis02-1420	398	9	terms	term	NOUN
ajis02-1420	398	10	of	of	ADP
ajis02-1420	398	11	the	the	DET
ajis02-1420	398	12	creative	creative	ADJ
ajis02-1420	398	13	commons	common	NOUN
ajis02-1420	398	14	attributionnoncommercial	attributionnoncommercial	ADJ
ajis02-1420	398	15	3.0	3.0	NUM
ajis02-1420	398	16	australia	australia	PROPN
ajis02-1420	398	17	license	license	NOUN
ajis02-1420	398	18	,	,	PUNCT
ajis02-1420	398	19	which	which	PRON
ajis02-1420	398	20	permits	permit	VERB
ajis02-1420	398	21	non	non	ADJ
ajis02-1420	398	22	-	-	ADJ
ajis02-1420	398	23	commercial	commercial	ADJ
ajis02-1420	398	24	use	use	NOUN
ajis02-1420	398	25	,	,	PUNCT
ajis02-1420	398	26	distribution	distribution	NOUN
ajis02-1420	398	27	,	,	PUNCT
ajis02-1420	398	28	and	and	CCONJ
ajis02-1420	398	29	reproduction	reproduction	NOUN
ajis02-1420	398	30	in	in	ADP
ajis02-1420	398	31	any	any	DET
ajis02-1420	398	32	medium	medium	NOUN
ajis02-1420	398	33	,	,	PUNCT
ajis02-1420	398	34	provided	provide	VERB
ajis02-1420	398	35	the	the	DET
ajis02-1420	398	36	original	original	ADJ
ajis02-1420	398	37	author	author	NOUN
ajis02-1420	398	38	and	and	CCONJ
ajis02-1420	398	39	ajis	ajis	ADV
ajis02-1420	398	40	are	be	AUX
ajis02-1420	398	41	credited	credit	VERB
ajis02-1420	398	42	.	.	PUNCT
ajis02-1420	399	1	http://creativecommons.org/licenses/by-nc/3.0/au/	http://creativecommons.org/licenses/by-nc/3.0/au/	ADV
ajis02-1420	399	2	http://creativecommons.org/licenses/by-nc/3.0/au/	http://creativecommons.org/licenses/by-nc/3.0/au/	NOUN
ajis02-1420	399	3	1	1	NUM
ajis02-1420	399	4	introduction	introduction	NOUN
ajis02-1420	399	5	1.1	1.1	NUM
ajis02-1420	399	6	mobile	mobile	NOUN
ajis02-1420	399	7	phone	phone	NOUN
ajis02-1420	399	8	brand	brand	NOUN
ajis02-1420	399	9	switching	switch	VERB
ajis02-1420	399	10	1.2	1.2	NUM
ajis02-1420	399	11	the	the	DET
ajis02-1420	399	12	problem	problem	NOUN
ajis02-1420	399	13	with	with	ADP
ajis02-1420	399	14	existing	exist	VERB
ajis02-1420	399	15	models	model	NOUN
ajis02-1420	399	16	1.3	1.3	NUM
ajis02-1420	399	17	a	a	DET
ajis02-1420	399	18	data	data	NOUN
ajis02-1420	399	19	mining	mining	NOUN
ajis02-1420	399	20	approach	approach	NOUN
ajis02-1420	399	21	1.4	1.4	NUM
ajis02-1420	399	22	dataset	dataset	NOUN
ajis02-1420	399	23	,	,	PUNCT
ajis02-1420	399	24	context	context	NOUN
ajis02-1420	399	25	and	and	CCONJ
ajis02-1420	399	26	pre	pre	ADJ
ajis02-1420	399	27	-	-	ADJ
ajis02-1420	399	28	processing	process	VERB
ajis02-1420	399	29	1.5	1.5	NUM
ajis02-1420	399	30	major	major	ADJ
ajis02-1420	399	31	contributions	contribution	NOUN
ajis02-1420	399	32	of	of	ADP
ajis02-1420	399	33	the	the	DET
ajis02-1420	399	34	study	study	NOUN
ajis02-1420	399	35	2	2	NUM
ajis02-1420	399	36	data	datum	NOUN
ajis02-1420	399	37	mining	mining	NOUN
ajis02-1420	399	38	techniques	technique	NOUN
ajis02-1420	399	39	a	a	DET
ajis02-1420	399	40	brief	brief	ADJ
ajis02-1420	399	41	review	review	NOUN
ajis02-1420	399	42	2.1	2.1	NUM
ajis02-1420	399	43	what	what	PRON
ajis02-1420	399	44	is	be	AUX
ajis02-1420	399	45	a	a	DET
ajis02-1420	399	46	classifier	classifier	NOUN
ajis02-1420	399	47	?	?	PUNCT
ajis02-1420	400	1	2.2	2.2	NUM
ajis02-1420	400	2	decision	decision	NOUN
ajis02-1420	400	3	trees	tree	NOUN
ajis02-1420	400	4	,	,	PUNCT
ajis02-1420	400	5	forests	forest	NOUN
ajis02-1420	400	6	and	and	CCONJ
ajis02-1420	400	7	logic	logic	NOUN
ajis02-1420	400	8	rules	rule	VERB
ajis02-1420	400	9	3	3	NUM
ajis02-1420	400	10	our	our	PRON
ajis02-1420	400	11	approach	approach	NOUN
ajis02-1420	400	12	in	in	ADP
ajis02-1420	400	13	analysing	analyse	VERB
ajis02-1420	400	14	the	the	DET
ajis02-1420	400	15	dataset	dataset	ADJ
ajis02-1420	400	16	4	4	NUM
ajis02-1420	400	17	data	datum	NOUN
ajis02-1420	400	18	mining	mining	NOUN
ajis02-1420	400	19	performance	performance	NOUN
ajis02-1420	400	20	5	5	NUM
ajis02-1420	400	21	observations	observation	NOUN
ajis02-1420	400	22	and	and	CCONJ
ajis02-1420	400	23	findings	finding	NOUN
ajis02-1420	400	24	using	use	VERB
ajis02-1420	400	25	data	datum	NOUN
ajis02-1420	400	26	mining	mine	VERB
ajis02-1420	400	27	5.1	5.1	NUM
ajis02-1420	400	28	demographics	demographic	NOUN
ajis02-1420	400	29	based	base	VERB
ajis02-1420	400	30	analysis	analysis	NOUN
ajis02-1420	400	31	for	for	ADP
ajis02-1420	400	32	brand	brand	NOUN
ajis02-1420	400	33	switching	switch	VERB
ajis02-1420	400	34	5.1.1	5.1.1	NUM
ajis02-1420	400	35	trend	trend	NOUN
ajis02-1420	400	36	:	:	PUNCT
ajis02-1420	400	37	age	age	NOUN
ajis02-1420	400	38	,	,	PUNCT
ajis02-1420	400	39	gender	gender	NOUN
ajis02-1420	400	40	,	,	PUNCT
ajis02-1420	400	41	and	and	CCONJ
ajis02-1420	400	42	brand	brand	NOUN
ajis02-1420	400	43	-	-	PUNCT
ajis02-1420	400	44	switching	switch	VERB
ajis02-1420	400	45	5.1.2	5.1.2	NUM
ajis02-1420	400	46	trend	trend	NOUN
ajis02-1420	400	47	:	:	PUNCT
ajis02-1420	400	48	professional	professional	ADJ
ajis02-1420	400	49	communities	community	NOUN
ajis02-1420	400	50	and	and	CCONJ
ajis02-1420	400	51	brand	brand	NOUN
ajis02-1420	400	52	-	-	PUNCT
ajis02-1420	400	53	switching	switch	VERB
ajis02-1420	400	54	5.1.3	5.1.3	NUM
ajis02-1420	400	55	trend	trend	NOUN
ajis02-1420	400	56	:	:	PUNCT
ajis02-1420	400	57	marital	marital	ADJ
ajis02-1420	400	58	and	and	CCONJ
ajis02-1420	400	59	familial	familial	ADJ
ajis02-1420	400	60	status	status	NOUN
ajis02-1420	400	61	,	,	PUNCT
ajis02-1420	400	62	and	and	CCONJ
ajis02-1420	400	63	brand	brand	NOUN
ajis02-1420	400	64	-	-	PUNCT
ajis02-1420	400	65	switching	switch	VERB
ajis02-1420	400	66	5.1.4	5.1.4	NUM
ajis02-1420	400	67	trend	trend	NOUN
ajis02-1420	400	68	:	:	PUNCT
ajis02-1420	400	69	income	income	NOUN
ajis02-1420	400	70	ranges	range	NOUN
ajis02-1420	400	71	and	and	CCONJ
ajis02-1420	400	72	brand	brand	NOUN
ajis02-1420	400	73	-	-	PUNCT
ajis02-1420	400	74	switching	switch	VERB
ajis02-1420	400	75	5.1.5	5.1.5	NUM
ajis02-1420	400	76	trend	trend	NOUN
ajis02-1420	400	77	:	:	PUNCT
ajis02-1420	400	78	education	education	NOUN
ajis02-1420	400	79	and	and	CCONJ
ajis02-1420	400	80	brand	brand	NOUN
ajis02-1420	400	81	-	-	PUNCT
ajis02-1420	400	82	switching	switch	VERB
ajis02-1420	400	83	5.2	5.2	NUM
ajis02-1420	400	84	demographics	demographic	NOUN
ajis02-1420	400	85	based	base	VERB
ajis02-1420	400	86	analysis	analysis	NOUN
ajis02-1420	400	87	for	for	ADP
ajis02-1420	400	88	properties	property	NOUN
ajis02-1420	400	89	other	other	ADJ
ajis02-1420	400	90	than	than	ADP
ajis02-1420	400	91	brand	brand	NOUN
ajis02-1420	400	92	switching	switch	VERB
ajis02-1420	400	93	5.2.1	5.2.1	NUM
ajis02-1420	400	94	trend	trend	NOUN
ajis02-1420	400	95	:	:	PUNCT
ajis02-1420	400	96	relation	relation	NOUN
ajis02-1420	400	97	between	between	ADP
ajis02-1420	400	98	underspending	underspending	NOUN
ajis02-1420	400	99	and	and	CCONJ
ajis02-1420	400	100	gender	gender	NOUN
ajis02-1420	400	101	5.2.2	5.2.2	NUM
ajis02-1420	400	102	trend	trend	NOUN
ajis02-1420	400	103	:	:	PUNCT
ajis02-1420	400	104	mobile	mobile	ADJ
ajis02-1420	400	105	service	service	NOUN
ajis02-1420	400	106	type	type	NOUN
ajis02-1420	400	107	and	and	CCONJ
ajis02-1420	400	108	familial	familial	ADJ
ajis02-1420	400	109	status	status	NOUN
ajis02-1420	400	110	5.3	5.3	NUM
ajis02-1420	400	111	relationship	relationship	NOUN
ajis02-1420	400	112	-	-	PUNCT
ajis02-1420	400	113	based	base	VERB
ajis02-1420	400	114	analysis	analysis	NOUN
ajis02-1420	400	115	for	for	ADP
ajis02-1420	400	116	brand	brand	NOUN
ajis02-1420	400	117	-	-	PUNCT
ajis02-1420	400	118	switching	switch	VERB
ajis02-1420	400	119	5.3.1	5.3.1	ADJ
ajis02-1420	400	120	trend	trend	NOUN
ajis02-1420	400	121	:	:	PUNCT
ajis02-1420	400	122	perceived	perceive	VERB
ajis02-1420	400	123	industry	industry	NOUN
ajis02-1420	400	124	ethics	ethic	NOUN
ajis02-1420	400	125	and	and	CCONJ
ajis02-1420	400	126	brand	brand	NOUN
ajis02-1420	400	127	-	-	PUNCT
ajis02-1420	400	128	switching	switch	VERB
ajis02-1420	400	129	5.3.2	5.3.2	NUM
ajis02-1420	400	130	trend	trend	NOUN
ajis02-1420	400	131	:	:	PUNCT
ajis02-1420	400	132	brand	brand	NOUN
ajis02-1420	400	133	-	-	PUNCT
ajis02-1420	400	134	switching	switch	VERB
ajis02-1420	400	135	and	and	CCONJ
ajis02-1420	400	136	decreased	decrease	VERB
ajis02-1420	400	137	plan	plan	NOUN
ajis02-1420	400	138	usage	usage	NOUN
ajis02-1420	400	139	5.3.3	5.3.3	NUM
ajis02-1420	400	140	trend	trend	NOUN
ajis02-1420	400	141	:	:	PUNCT
ajis02-1420	400	142	employment	employment	NOUN
ajis02-1420	400	143	and	and	CCONJ
ajis02-1420	400	144	service	service	NOUN
ajis02-1420	400	145	type	type	NOUN
ajis02-1420	400	146	5.4	5.4	NUM
ajis02-1420	400	147	other	other	ADJ
ajis02-1420	400	148	relationship	relationship	NOUN
ajis02-1420	400	149	-	-	PUNCT
ajis02-1420	400	150	based	base	VERB
ajis02-1420	400	151	analysis	analysis	NOUN
ajis02-1420	400	152	5.4.1	5.4.1	PRON
ajis02-1420	400	153	trend	trend	NOUN
ajis02-1420	400	154	:	:	PUNCT
ajis02-1420	400	155	customer	customer	NOUN
ajis02-1420	400	156	satisfaction	satisfaction	NOUN
ajis02-1420	400	157	,	,	PUNCT
ajis02-1420	400	158	purchase	purchase	NOUN
ajis02-1420	400	159	channel	channel	NOUN
ajis02-1420	400	160	,	,	PUNCT
ajis02-1420	400	161	and	and	CCONJ
ajis02-1420	400	162	plan	plan	NOUN
ajis02-1420	400	163	-	-	PUNCT
ajis02-1420	400	164	cost	cost	VERB
ajis02-1420	400	165	5.5	5.5	NUM
ajis02-1420	400	166	overall	overall	ADJ
ajis02-1420	400	167	preliminary	preliminary	ADJ
ajis02-1420	400	168	survey	survey	NOUN
ajis02-1420	400	169	analysis	analysis	NOUN
ajis02-1420	400	170	for	for	ADP
ajis02-1420	400	171	brand	brand	NOUN
ajis02-1420	400	172	-	-	PUNCT
ajis02-1420	400	173	switching	switch	VERB
ajis02-1420	400	174	5.5.1	5.5.1	NUM
ajis02-1420	400	175	trend	trend	NOUN
ajis02-1420	400	176	:	:	PUNCT
ajis02-1420	400	177	lifelong	lifelong	ADJ
ajis02-1420	400	178	switching	switching	NOUN
ajis02-1420	400	179	tendency	tendency	NOUN
ajis02-1420	400	180	5.5.2	5.5.2	NUM
ajis02-1420	400	181	trend	trend	NOUN
ajis02-1420	400	182	:	:	PUNCT
ajis02-1420	400	183	company	company	NOUN
ajis02-1420	400	184	size	size	NOUN
ajis02-1420	400	185	and	and	CCONJ
ajis02-1420	400	186	switching	switch	VERB
ajis02-1420	400	187	probability	probability	NOUN
ajis02-1420	400	188	5.6	5.6	NUM
ajis02-1420	400	189	overall	overall	ADJ
ajis02-1420	400	190	preliminary	preliminary	ADJ
ajis02-1420	400	191	survey	survey	NOUN
ajis02-1420	400	192	analysis	analysis	NOUN
ajis02-1420	400	193	for	for	ADP
ajis02-1420	400	194	other	other	ADJ
ajis02-1420	400	195	factors	factor	NOUN
ajis02-1420	400	196	5.6.1	5.6.1	NUM
ajis02-1420	400	197	trend	trend	NOUN
ajis02-1420	400	198	:	:	PUNCT
ajis02-1420	400	199	method	method	NOUN
ajis02-1420	400	200	of	of	ADP
ajis02-1420	400	201	purchase	purchase	NOUN
ajis02-1420	400	202	5.6.2	5.6.2	PRON
ajis02-1420	400	203	trend	trend	NOUN
ajis02-1420	400	204	:	:	PUNCT
ajis02-1420	400	205	contract	contract	NOUN
ajis02-1420	400	206	length	length	NOUN
ajis02-1420	400	207	and	and	CCONJ
ajis02-1420	400	208	customer	customer	NOUN
ajis02-1420	400	209	happiness	happiness	NOUN
ajis02-1420	400	210	5.6.3	5.6.3	NUM
ajis02-1420	400	211	trend	trend	NOUN
ajis02-1420	400	212	:	:	PUNCT
ajis02-1420	400	213	low	low	ADJ
ajis02-1420	400	214	plan	plan	NOUN
ajis02-1420	400	215	usage	usage	NOUN
ajis02-1420	400	216	and	and	CCONJ
ajis02-1420	400	217	customer	customer	NOUN
ajis02-1420	400	218	service	service	NOUN
ajis02-1420	400	219	5.7	5.7	NUM
ajis02-1420	400	220	follow	follow	NOUN
ajis02-1420	400	221	-	-	PUNCT
ajis02-1420	400	222	up	up	ADP
ajis02-1420	400	223	study	study	NOUN
ajis02-1420	400	224	based	base	VERB
ajis02-1420	400	225	analysis	analysis	NOUN
ajis02-1420	400	226	5.7.1	5.7.1	NUM
ajis02-1420	400	227	trend	trend	NOUN
ajis02-1420	400	228	:	:	PUNCT
ajis02-1420	400	229	issues	issue	NOUN
ajis02-1420	400	230	surrounding	surround	VERB
ajis02-1420	400	231	confirmed	confirm	VERB
ajis02-1420	400	232	switchers	switcher	NOUN
ajis02-1420	400	233	5.7.2	5.7.2	NOUN
ajis02-1420	400	234	trend	trend	NOUN
ajis02-1420	400	235	:	:	PUNCT
ajis02-1420	400	236	high	high	ADJ
ajis02-1420	400	237	plan	plan	NOUN
ajis02-1420	400	238	usage	usage	NOUN
ajis02-1420	400	239	and	and	CCONJ
ajis02-1420	400	240	switching	switch	VERB
ajis02-1420	400	241	5.7.3	5.7.3	NUM
ajis02-1420	400	242	trend	trend	NOUN
ajis02-1420	400	243	:	:	PUNCT
ajis02-1420	400	244	fixed	fix	VERB
ajis02-1420	400	245	line	line	NOUN
ajis02-1420	400	246	bundles	bundle	NOUN
ajis02-1420	400	247	6	6	NUM
ajis02-1420	400	248	conclusion	conclusion	NOUN