id	sid	tid	token	lemma	pos
dem-14658	1	1	2017	2017	NUM
dem-14658	1	2	nicolaus	nicolaus	PROPN
dem-14658	1	3	copernicus	copernicus	PROPN
dem-14658	1	4	university	university	PROPN
dem-14658	1	5	.	.	PUNCT
dem-14658	2	1	all	all	DET
dem-14658	2	2	rights	right	NOUN
dem-14658	2	3	reserved	reserve	VERB
dem-14658	2	4	.	.	PUNCT
dem-14658	3	1	http://www.dem.umk.pl/dem	http://www.dem.umk.pl/dem	PROPN
dem-14658	4	1	d	d	PUNCT
dem-14658	4	2	y	y	PROPN
dem-14658	4	3	n	n	PROPN
dem-14658	4	4	a	a	PRON
dem-14658	4	5	m	m	VERB
dem-14658	5	1	i	i	NOUN
dem-14658	5	2	c	c	NOUN
dem-14658	5	3	e	e	NOUN
dem-14658	5	4	c	c	NOUN
dem-14658	5	5	o	o	X
dem-14658	6	1	n	n	INTJ
dem-14658	6	2	o	o	NOUN
dem-14658	6	3	m	m	VERB
dem-14658	7	1	e	e	NOUN
dem-14658	7	2	t	t	NOUN
dem-14658	7	3	r	r	NOUN
dem-14658	7	4	i	i	NOUN
dem-14658	7	5	c	c	NOUN
dem-14658	7	6	m	m	VERB
dem-14658	7	7	o	o	NOUN
dem-14658	7	8	d	d	X
dem-14658	7	9	e	e	X
dem-14658	7	10	l	l	NOUN
dem-14658	7	11	s	s	X
dem-14658	7	12	doi	doi	NOUN
dem-14658	7	13	:	:	PUNCT
dem-14658	7	14	http://dx.doi.org/10.12775/dem.2017.003	http://dx.doi.org/10.12775/dem.2017.003	ADJ
dem-14658	7	15	vol	vol	NOUN
dem-14658	7	16	.	.	PROPN
dem-14658	8	1	17	17	NUM
dem-14658	8	2	(	(	PUNCT
dem-14658	8	3	2017	2017	NUM
dem-14658	8	4	)	)	PUNCT
dem-14658	8	5	41−57	41−57	NOUN
dem-14658	8	6	submitted	submit	VERB
dem-14658	8	7	october	october	PROPN
dem-14658	8	8	2	2	NUM
dem-14658	8	9	,	,	PUNCT
dem-14658	8	10	2017	2017	NUM
dem-14658	8	11	issn	issn	X
dem-14658	8	12	(	(	PUNCT
dem-14658	8	13	online	online	ADJ
dem-14658	8	14	)	)	PUNCT
dem-14658	8	15	2450	2450	NUM
dem-14658	8	16	-	-	SYM
dem-14658	8	17	7067	7067	NUM
dem-14658	8	18	accepted	accept	VERB
dem-14658	8	19	december	december	PROPN
dem-14658	8	20	17	17	NUM
dem-14658	8	21	,	,	PUNCT
dem-14658	8	22	2017	2017	NUM
dem-14658	8	23	issn	issn	PROPN
dem-14658	8	24	(	(	PUNCT
dem-14658	8	25	print	print	NOUN
dem-14658	8	26	)	)	PUNCT
dem-14658	8	27	1234	1234	NUM
dem-14658	8	28	-	-	SYM
dem-14658	8	29	3862	3862	NUM
dem-14658	8	30	paweł	paweł	VERB
dem-14658	8	31	kaczmarczyk	kaczmarczyk	NOUN
dem-14658	8	32	*	*	PUNCT
dem-14658	8	33	microeconometric	microeconometric	ADJ
dem-14658	8	34	analysis	analysis	NOUN
dem-14658	8	35	of	of	ADP
dem-14658	8	36	telecommunication	telecommunication	NOUN
dem-14658	8	37	services	service	NOUN
dem-14658	8	38	market	market	NOUN
dem-14658	8	39	with	with	ADP
dem-14658	8	40	the	the	DET
dem-14658	8	41	use	use	NOUN
dem-14658	8	42	of	of	ADP
dem-14658	8	43	sarima	sarima	NOUN
dem-14658	8	44	models	model	NOUN
dem-14658	8	45	a	a	DET
dem-14658	8	46	b	b	PROPN
dem-14658	8	47	s	s	ADP
dem-14658	8	48	t	t	PROPN
dem-14658	8	49	r	r	NOUN
dem-14658	8	50	a	a	DET
dem-14658	8	51	c	c	NOUN
dem-14658	8	52	t.	t.	NOUN
dem-14658	8	53	the	the	DET
dem-14658	8	54	paper	paper	NOUN
dem-14658	8	55	presents	present	VERB
dem-14658	8	56	the	the	DET
dem-14658	8	57	results	result	NOUN
dem-14658	8	58	of	of	ADP
dem-14658	8	59	testing	test	VERB
dem-14658	8	60	the	the	DET
dem-14658	8	61	effectiveness	effectiveness	NOUN
dem-14658	8	62	of	of	ADP
dem-14658	8	63	the	the	DET
dem-14658	8	64	multi	multi	ADJ
dem-14658	8	65	sectional	sectional	ADJ
dem-14658	8	66	model	model	NOUN
dem-14658	8	67	in	in	ADP
dem-14658	8	68	the	the	DET
dem-14658	8	69	short	short	ADJ
dem-14658	8	70	-	-	PUNCT
dem-14658	8	71	term	term	NOUN
dem-14658	8	72	forecasting	forecasting	NOUN
dem-14658	8	73	of	of	ADP
dem-14658	8	74	hourly	hourly	ADJ
dem-14658	8	75	demand	demand	NOUN
dem-14658	8	76	for	for	ADP
dem-14658	8	77	telephone	telephone	NOUN
dem-14658	8	78	services	service	NOUN
dem-14658	8	79	.	.	PUNCT
dem-14658	9	1	the	the	DET
dem-14658	9	2	model	model	NOUN
dem-14658	9	3	was	be	AUX
dem-14658	9	4	based	base	VERB
dem-14658	9	5	on	on	ADP
dem-14658	9	6	the	the	DET
dem-14658	9	7	integration	integration	NOUN
dem-14658	9	8	of	of	ADP
dem-14658	9	9	the	the	DET
dem-14658	9	10	linear	linear	ADJ
dem-14658	9	11	regression	regression	NOUN
dem-14658	9	12	model	model	NOUN
dem-14658	9	13	with	with	ADP
dem-14658	9	14	dichotomous	dichotomous	ADJ
dem-14658	9	15	independent	independent	ADJ
dem-14658	9	16	variables	variable	NOUN
dem-14658	9	17	and	and	CCONJ
dem-14658	9	18	the	the	DET
dem-14658	9	19	sarima	sarima	NOUN
dem-14658	9	20	model	model	NOUN
dem-14658	9	21	.	.	PUNCT
dem-14658	10	1	the	the	DET
dem-14658	10	2	regression	regression	NOUN
dem-14658	10	3	was	be	AUX
dem-14658	10	4	used	use	VERB
dem-14658	10	5	as	as	ADP
dem-14658	10	6	a	a	DET
dem-14658	10	7	filter	filter	NOUN
dem-14658	10	8	of	of	ADP
dem-14658	10	9	modelled	model	VERB
dem-14658	10	10	variability	variability	NOUN
dem-14658	10	11	of	of	ADP
dem-14658	10	12	the	the	DET
dem-14658	10	13	demand	demand	NOUN
dem-14658	10	14	.	.	PUNCT
dem-14658	11	1	the	the	DET
dem-14658	11	2	sarima	sarima	NOUN
dem-14658	11	3	was	be	AUX
dem-14658	11	4	applied	apply	VERB
dem-14658	11	5	to	to	PART
dem-14658	11	6	model	model	VERB
dem-14658	11	7	residual	residual	ADJ
dem-14658	11	8	variability	variability	NOUN
dem-14658	11	9	.	.	PUNCT
dem-14658	12	1	the	the	DET
dem-14658	12	2	research	research	NOUN
dem-14658	12	3	shows	show	VERB
dem-14658	12	4	that	that	SCONJ
dem-14658	12	5	the	the	DET
dem-14658	12	6	proposed	propose	VERB
dem-14658	12	7	integration	integration	NOUN
dem-14658	12	8	provides	provide	VERB
dem-14658	12	9	a	a	DET
dem-14658	12	10	greater	great	ADJ
dem-14658	12	11	possibility	possibility	NOUN
dem-14658	12	12	of	of	ADP
dem-14658	12	13	approximation	approximation	NOUN
dem-14658	12	14	and	and	CCONJ
dem-14658	12	15	prediction	prediction	NOUN
dem-14658	12	16	in	in	ADP
dem-14658	12	17	comparison	comparison	NOUN
dem-14658	12	18	to	to	ADP
dem-14658	12	19	the	the	DET
dem-14658	12	20	non	non	ADJ
dem-14658	12	21	-	-	ADJ
dem-14658	12	22	supported	support	VERB
dem-14658	12	23	linear	linear	ADJ
dem-14658	12	24	regression	regression	NOUN
dem-14658	12	25	model	model	NOUN
dem-14658	12	26	.	.	PUNCT
dem-14658	13	1	the	the	DET
dem-14658	13	2	results	result	NOUN
dem-14658	13	3	of	of	ADP
dem-14658	13	4	the	the	DET
dem-14658	13	5	study	study	NOUN
dem-14658	13	6	provide	provide	VERB
dem-14658	13	7	support	support	NOUN
dem-14658	13	8	for	for	ADP
dem-14658	13	9	operational	operational	ADJ
dem-14658	13	10	planning	planning	NOUN
dem-14658	13	11	of	of	ADP
dem-14658	13	12	telecommunications	telecommunication	NOUN
dem-14658	13	13	operator	operator	NOUN
dem-14658	13	14	.	.	PUNCT
dem-14658	14	1	k	k	PROPN
dem-14658	14	2	e	e	PROPN
dem-14658	14	3	y	y	PROPN
dem-14658	14	4	w	w	NOUN
dem-14658	14	5	o	o	NOUN
dem-14658	14	6	r	r	NOUN
dem-14658	14	7	d	d	X
dem-14658	14	8	s	s	X
dem-14658	14	9	:	:	PUNCT
dem-14658	14	10	decision	decision	NOUN
dem-14658	14	11	support	support	NOUN
dem-14658	14	12	system	system	NOUN
dem-14658	14	13	;	;	PUNCT
dem-14658	14	14	dichotomous	dichotomous	ADJ
dem-14658	14	15	regression	regression	NOUN
dem-14658	14	16	;	;	PUNCT
dem-14658	14	17	sarima	sarima	NOUN
dem-14658	14	18	model	model	NOUN
dem-14658	14	19	,	,	PUNCT
dem-14658	14	20	forecasting	forecasting	NOUN
dem-14658	14	21	.	.	PUNCT
dem-14658	15	1	j	j	PROPN
dem-14658	15	2	e	e	PROPN
dem-14658	15	3	l	l	PROPN
dem-14658	15	4	classification	classification	NOUN
dem-14658	15	5	:	:	PUNCT
dem-14658	15	6	c53	c53	NOUN
dem-14658	15	7	;	;	PUNCT
dem-14658	15	8	l86	l86	NOUN
dem-14658	15	9	;	;	PUNCT
dem-14658	15	10	l96	l96	NOUN
dem-14658	15	11	.	.	PUNCT
dem-14658	16	1	introduction	introduction	NOUN
dem-14658	16	2	the	the	DET
dem-14658	16	3	level	level	NOUN
dem-14658	16	4	of	of	ADP
dem-14658	16	5	competition	competition	NOUN
dem-14658	16	6	in	in	ADP
dem-14658	16	7	the	the	DET
dem-14658	16	8	telecommunication	telecommunication	NOUN
dem-14658	16	9	market	market	NOUN
dem-14658	16	10	is	be	AUX
dem-14658	16	11	getting	get	VERB
dem-14658	16	12	higher	high	ADJ
dem-14658	16	13	.	.	PUNCT
dem-14658	17	1	the	the	DET
dem-14658	17	2	number	number	NOUN
dem-14658	17	3	of	of	ADP
dem-14658	17	4	operators	operator	NOUN
dem-14658	17	5	is	be	AUX
dem-14658	17	6	increasing	increase	VERB
dem-14658	17	7	and	and	CCONJ
dem-14658	17	8	the	the	DET
dem-14658	17	9	division	division	NOUN
dem-14658	17	10	of	of	ADP
dem-14658	17	11	telecommunication	telecommunication	NOUN
dem-14658	17	12	markets	market	NOUN
dem-14658	17	13	is	be	AUX
dem-14658	17	14	increasingly	increasingly	ADV
dem-14658	17	15	greater	great	ADJ
dem-14658	17	16	.	.	PUNCT
dem-14658	18	1	it	it	PRON
dem-14658	18	2	originated	originate	VERB
dem-14658	18	3	from	from	ADP
dem-14658	18	4	the	the	DET
dem-14658	18	5	execution	execution	NOUN
dem-14658	18	6	of	of	ADP
dem-14658	18	7	measures	measure	NOUN
dem-14658	18	8	,	,	PUNCT
dem-14658	18	9	which	which	PRON
dem-14658	18	10	were	be	AUX
dem-14658	18	11	assumed	assume	VERB
dem-14658	18	12	in	in	ADP
dem-14658	18	13	the	the	DET
dem-14658	18	14	lisbon	lisbon	PROPN
dem-14658	18	15	strategy	strategy	NOUN
dem-14658	18	16	(	(	PUNCT
dem-14658	18	17	lisbon	lisbon	PROPN
dem-14658	18	18	european	european	PROPN
dem-14658	18	19	council	council	PROPN
dem-14658	18	20	,	,	PUNCT
dem-14658	18	21	2000	2000	NUM
dem-14658	18	22	)	)	PUNCT
dem-14658	18	23	and	and	CCONJ
dem-14658	18	24	its	its	PRON
dem-14658	18	25	current	current	ADJ
dem-14658	18	26	continuation	continuation	NOUN
dem-14658	18	27	and	and	CCONJ
dem-14658	18	28	extension	extension	NOUN
dem-14658	18	29	–	–	PUNCT
dem-14658	18	30	europe	europe	PROPN
dem-14658	18	31	2020	2020	NUM
dem-14658	18	32	strategy	strategy	NOUN
dem-14658	18	33	(	(	PUNCT
dem-14658	18	34	begg	begg	PROPN
dem-14658	18	35	,	,	PUNCT
dem-14658	18	36	2010	2010	NUM
dem-14658	18	37	;	;	PUNCT
dem-14658	18	38	european	european	PROPN
dem-14658	18	39	commission	commission	PROPN
dem-14658	18	40	2010	2010	NUM
dem-14658	18	41	)	)	PUNCT
dem-14658	18	42	.	.	PUNCT
dem-14658	19	1	according	accord	VERB
dem-14658	19	2	to	to	ADP
dem-14658	19	3	these	these	DET
dem-14658	19	4	strategies	strategy	NOUN
dem-14658	19	5	the	the	DET
dem-14658	19	6	telecommunication	telecommunication	NOUN
dem-14658	19	7	market	market	NOUN
dem-14658	19	8	should	should	AUX
dem-14658	19	9	be	be	AUX
dem-14658	19	10	primarily	primarily	ADV
dem-14658	19	11	liberalised	liberalise	VERB
dem-14658	19	12	(	(	PUNCT
dem-14658	19	13	the	the	DET
dem-14658	19	14	*	*	X
dem-14658	19	15	correspondence	correspondence	NOUN
dem-14658	19	16	to	to	PART
dem-14658	19	17	:	:	PUNCT
dem-14658	19	18	paweł	paweł	VERB
dem-14658	19	19	kaczmarczyk	kaczmarczyk	PROPN
dem-14658	19	20	,	,	PUNCT
dem-14658	19	21	the	the	DET
dem-14658	19	22	state	state	PROPN
dem-14658	19	23	university	university	PROPN
dem-14658	19	24	of	of	ADP
dem-14658	19	25	applied	apply	VERB
dem-14658	19	26	sciences	science	NOUN
dem-14658	19	27	in	in	ADP
dem-14658	19	28	płock	płock	NOUN
dem-14658	19	29	,	,	PUNCT
dem-14658	19	30	faculty	faculty	NOUN
dem-14658	19	31	of	of	ADP
dem-14658	19	32	economic	economic	ADJ
dem-14658	19	33	sciences	science	NOUN
dem-14658	19	34	and	and	CCONJ
dem-14658	19	35	information	information	NOUN
dem-14658	19	36	technology	technology	NOUN
dem-14658	19	37	,	,	PUNCT
dem-14658	19	38	28	28	NUM
dem-14658	19	39	gałczyńskiego	gałczyńskiego	PROPN
dem-14658	19	40	street	street	NOUN
dem-14658	19	41	,	,	PUNCT
dem-14658	19	42	09	09	NUM
dem-14658	19	43	-	-	SYM
dem-14658	19	44	400	400	NUM
dem-14658	19	45	płock	płock	NOUN
dem-14658	19	46	,	,	PUNCT
dem-14658	19	47	poland	poland	PROPN
dem-14658	19	48	,	,	PUNCT
dem-14658	19	49	e	e	NOUN
dem-14658	19	50	-	-	NOUN
dem-14658	19	51	mail	mail	NOUN
dem-14658	19	52	:	:	PUNCT
dem-14658	19	53	p.kaczmarczyk@pwszplock.pl	p.kaczmarczyk@pwszplock.pl	X
dem-14658	19	54	.	.	PUNCT
dem-14658	20	1	https://www.diki.pl/slownik-angielskiego?q=primarily	https://www.diki.pl/slownik-angielskiego?q=primarily	ADV
dem-14658	20	2	paweł	paweł	VERB
dem-14658	20	3	kaczmarczyk	kaczmarczyk	VERB
dem-14658	20	4	dynamic	dynamic	ADJ
dem-14658	20	5	econometric	econometric	ADJ
dem-14658	20	6	models	model	NOUN
dem-14658	20	7	17	17	NUM
dem-14658	20	8	(	(	PUNCT
dem-14658	20	9	2017	2017	NUM
dem-14658	20	10	)	)	PUNCT
dem-14658	20	11	41–57	41–57	NUM
dem-14658	20	12	42	42	NUM
dem-14658	20	13	abolition	abolition	NOUN
dem-14658	20	14	of	of	ADP
dem-14658	20	15	restrictions	restriction	NOUN
dem-14658	20	16	,	,	PUNCT
dem-14658	20	17	monopolies	monopoly	NOUN
dem-14658	20	18	and	and	CCONJ
dem-14658	20	19	discriminations	discrimination	NOUN
dem-14658	20	20	)	)	PUNCT
dem-14658	20	21	and	and	CCONJ
dem-14658	20	22	harmonised	harmonise	VERB
dem-14658	20	23	(	(	PUNCT
dem-14658	20	24	common	common	ADJ
dem-14658	20	25	regulations	regulation	NOUN
dem-14658	20	26	to	to	PART
dem-14658	20	27	create	create	VERB
dem-14658	20	28	fair	fair	ADJ
dem-14658	20	29	activity	activity	NOUN
dem-14658	20	30	conditions	condition	NOUN
dem-14658	20	31	for	for	ADP
dem-14658	20	32	all	all	DET
dem-14658	20	33	telecommunications	telecommunication	NOUN
dem-14658	20	34	operators	operator	NOUN
dem-14658	20	35	)	)	PUNCT
dem-14658	20	36	.	.	PUNCT
dem-14658	21	1	the	the	DET
dem-14658	21	2	premises	premise	NOUN
dem-14658	21	3	of	of	ADP
dem-14658	21	4	the	the	DET
dem-14658	21	5	conceptions	conception	NOUN
dem-14658	21	6	involve	involve	VERB
dem-14658	21	7	the	the	DET
dem-14658	21	8	initiative	initiative	NOUN
dem-14658	21	9	of	of	ADP
dem-14658	21	10	the	the	DET
dem-14658	21	11	information	information	NOUN
dem-14658	21	12	society	society	NOUN
dem-14658	21	13	building	building	NOUN
dem-14658	21	14	.	.	PUNCT
dem-14658	22	1	in	in	ADP
dem-14658	22	2	connection	connection	NOUN
dem-14658	22	3	with	with	ADP
dem-14658	22	4	increasingly	increasingly	ADV
dem-14658	22	5	higher	high	ADJ
dem-14658	22	6	level	level	NOUN
dem-14658	22	7	of	of	ADP
dem-14658	22	8	competition	competition	NOUN
dem-14658	22	9	in	in	ADP
dem-14658	22	10	the	the	DET
dem-14658	22	11	telecommunications	telecommunications	NOUN
dem-14658	22	12	market	market	NOUN
dem-14658	22	13	,	,	PUNCT
dem-14658	22	14	the	the	DET
dem-14658	22	15	problem	problem	NOUN
dem-14658	22	16	of	of	ADP
dem-14658	22	17	effective	effective	ADJ
dem-14658	22	18	modelling	modelling	NOUN
dem-14658	22	19	and	and	CCONJ
dem-14658	22	20	forecasting	forecasting	NOUN
dem-14658	22	21	of	of	ADP
dem-14658	22	22	demand	demand	NOUN
dem-14658	22	23	for	for	ADP
dem-14658	22	24	electronic	electronic	ADJ
dem-14658	22	25	communication	communication	NOUN
dem-14658	22	26	services	service	NOUN
dem-14658	22	27	has	have	AUX
dem-14658	22	28	gained	gain	VERB
dem-14658	22	29	significantly	significantly	ADV
dem-14658	22	30	greater	great	ADJ
dem-14658	22	31	importance	importance	NOUN
dem-14658	22	32	.	.	PUNCT
dem-14658	23	1	sales	sale	NOUN
dem-14658	23	2	forecasts	forecast	NOUN
dem-14658	23	3	of	of	ADP
dem-14658	23	4	electronic	electronic	ADJ
dem-14658	23	5	connection	connection	NOUN
dem-14658	23	6	services	service	NOUN
dem-14658	23	7	play	play	VERB
dem-14658	23	8	a	a	DET
dem-14658	23	9	particularly	particularly	ADV
dem-14658	23	10	important	important	ADJ
dem-14658	23	11	role	role	NOUN
dem-14658	23	12	in	in	ADP
dem-14658	23	13	the	the	DET
dem-14658	23	14	management	management	NOUN
dem-14658	23	15	of	of	ADP
dem-14658	23	16	a	a	DET
dem-14658	23	17	telecommunications	telecommunications	NOUN
dem-14658	23	18	operator	operator	NOUN
dem-14658	23	19	.	.	PUNCT
dem-14658	24	1	these	these	DET
dem-14658	24	2	forecasts	forecast	NOUN
dem-14658	24	3	support	support	VERB
dem-14658	24	4	planning	planning	NOUN
dem-14658	24	5	policy	policy	NOUN
dem-14658	24	6	of	of	ADP
dem-14658	24	7	the	the	DET
dem-14658	24	8	operator	operator	NOUN
dem-14658	24	9	,	,	PUNCT
dem-14658	24	10	because	because	SCONJ
dem-14658	24	11	they	they	PRON
dem-14658	24	12	are	be	AUX
dem-14658	24	13	the	the	DET
dem-14658	24	14	basis	basis	NOUN
dem-14658	24	15	for	for	ADP
dem-14658	24	16	operational	operational	ADJ
dem-14658	24	17	planning	planning	NOUN
dem-14658	24	18	.	.	PUNCT
dem-14658	25	1	within	within	ADP
dem-14658	25	2	the	the	DET
dem-14658	25	3	framework	framework	NOUN
dem-14658	25	4	of	of	ADP
dem-14658	25	5	operational	operational	ADJ
dem-14658	25	6	planning	planning	NOUN
dem-14658	25	7	of	of	ADP
dem-14658	25	8	the	the	DET
dem-14658	25	9	telecommunications	telecommunications	NOUN
dem-14658	25	10	enterprise	enterprise	NOUN
dem-14658	25	11	,	,	PUNCT
dem-14658	25	12	decisions	decision	NOUN
dem-14658	25	13	relating	relate	VERB
dem-14658	25	14	to	to	ADP
dem-14658	25	15	price	price	NOUN
dem-14658	25	16	calculation	calculation	NOUN
dem-14658	25	17	and	and	CCONJ
dem-14658	25	18	network	network	NOUN
dem-14658	25	19	management	management	NOUN
dem-14658	25	20	are	be	AUX
dem-14658	25	21	made	make	VERB
dem-14658	25	22	that	that	PRON
dem-14658	25	23	are	be	AUX
dem-14658	25	24	connected	connect	VERB
dem-14658	25	25	with	with	ADP
dem-14658	25	26	achievement	achievement	NOUN
dem-14658	25	27	of	of	ADP
dem-14658	25	28	operational	operational	ADJ
dem-14658	25	29	(	(	PUNCT
dem-14658	25	30	short	short	ADJ
dem-14658	25	31	and	and	CCONJ
dem-14658	25	32	medium	medium	ADJ
dem-14658	25	33	-	-	PUNCT
dem-14658	25	34	term	term	NOUN
dem-14658	25	35	)	)	PUNCT
dem-14658	25	36	objectives	objective	NOUN
dem-14658	25	37	.	.	PUNCT
dem-14658	26	1	in	in	ADP
dem-14658	26	2	terms	term	NOUN
dem-14658	26	3	of	of	ADP
dem-14658	26	4	literature	literature	NOUN
dem-14658	26	5	,	,	PUNCT
dem-14658	26	6	this	this	DET
dem-14658	26	7	level	level	NOUN
dem-14658	26	8	of	of	ADP
dem-14658	26	9	planning	planning	NOUN
dem-14658	26	10	is	be	AUX
dem-14658	26	11	defined	define	VERB
dem-14658	26	12	as	as	ADP
dem-14658	26	13	the	the	DET
dem-14658	26	14	key	key	ADJ
dem-14658	26	15	decision	decision	NOUN
dem-14658	26	16	-	-	PUNCT
dem-14658	26	17	making	make	VERB
dem-14658	26	18	field	field	NOUN
dem-14658	26	19	of	of	ADP
dem-14658	26	20	managers	manager	NOUN
dem-14658	26	21	,	,	PUNCT
dem-14658	26	22	because	because	SCONJ
dem-14658	26	23	the	the	DET
dem-14658	26	24	operational	operational	ADJ
dem-14658	26	25	planning	planning	NOUN
dem-14658	26	26	can	can	AUX
dem-14658	26	27	strengthen	strengthen	VERB
dem-14658	26	28	the	the	DET
dem-14658	26	29	effectiveness	effectiveness	NOUN
dem-14658	26	30	of	of	ADP
dem-14658	26	31	growth	growth	NOUN
dem-14658	26	32	of	of	ADP
dem-14658	26	33	the	the	DET
dem-14658	26	34	enterprise	enterprise	NOUN
dem-14658	26	35	value	value	NOUN
dem-14658	26	36	.	.	PUNCT
dem-14658	27	1	due	due	ADP
dem-14658	27	2	to	to	ADP
dem-14658	27	3	the	the	DET
dem-14658	27	4	fact	fact	NOUN
dem-14658	27	5	that	that	SCONJ
dem-14658	27	6	operational	operational	ADJ
dem-14658	27	7	planning	planning	NOUN
dem-14658	27	8	also	also	ADV
dem-14658	27	9	involves	involve	VERB
dem-14658	27	10	the	the	DET
dem-14658	27	11	means	mean	NOUN
dem-14658	27	12	to	to	PART
dem-14658	27	13	achieve	achieve	VERB
dem-14658	27	14	operational	operational	ADJ
dem-14658	27	15	objectives	objective	NOUN
dem-14658	27	16	,	,	PUNCT
dem-14658	27	17	these	these	DET
dem-14658	27	18	means	mean	VERB
dem-14658	27	19	may	may	AUX
dem-14658	27	20	be	be	AUX
dem-14658	27	21	considered	consider	VERB
dem-14658	27	22	as	as	ADP
dem-14658	27	23	analytical	analytical	ADJ
dem-14658	27	24	tools	tool	NOUN
dem-14658	27	25	.	.	PUNCT
dem-14658	28	1	therefore	therefore	ADV
dem-14658	28	2	the	the	DET
dem-14658	28	3	use	use	NOUN
dem-14658	28	4	of	of	ADP
dem-14658	28	5	effective	effective	ADJ
dem-14658	28	6	analytical	analytical	ADJ
dem-14658	28	7	techniques	technique	NOUN
dem-14658	28	8	that	that	PRON
dem-14658	28	9	improve	improve	VERB
dem-14658	28	10	operational	operational	ADJ
dem-14658	28	11	management	management	NOUN
dem-14658	28	12	is	be	AUX
dem-14658	28	13	a	a	DET
dem-14658	28	14	source	source	NOUN
dem-14658	28	15	of	of	ADP
dem-14658	28	16	increase	increase	NOUN
dem-14658	28	17	of	of	ADP
dem-14658	28	18	enterprise	enterprise	NOUN
dem-14658	28	19	value	value	NOUN
dem-14658	28	20	.	.	PUNCT
dem-14658	29	1	in	in	ADP
dem-14658	29	2	order	order	NOUN
dem-14658	29	3	to	to	PART
dem-14658	29	4	rationalise	rationalise	VERB
dem-14658	29	5	the	the	DET
dem-14658	29	6	operational	operational	ADJ
dem-14658	29	7	planning	planning	NOUN
dem-14658	29	8	and	and	CCONJ
dem-14658	29	9	finally	finally	ADV
dem-14658	29	10	to	to	PART
dem-14658	29	11	strengthen	strengthen	VERB
dem-14658	29	12	the	the	DET
dem-14658	29	13	market	market	NOUN
dem-14658	29	14	position	position	NOUN
dem-14658	29	15	,	,	PUNCT
dem-14658	29	16	managerial	managerial	ADJ
dem-14658	29	17	staff	staff	NOUN
dem-14658	29	18	of	of	ADP
dem-14658	29	19	telecoms	telecom	NOUN
dem-14658	29	20	enterprises	enterprise	NOUN
dem-14658	29	21	are	be	AUX
dem-14658	29	22	interested	interested	ADJ
dem-14658	29	23	in	in	ADP
dem-14658	29	24	effective	effective	ADJ
dem-14658	29	25	prediction	prediction	NOUN
dem-14658	29	26	systems	system	NOUN
dem-14658	29	27	(	(	PUNCT
dem-14658	29	28	ps	ps	NOUN
dem-14658	29	29	)	)	PUNCT
dem-14658	29	30	application	application	NOUN
dem-14658	29	31	(	(	PUNCT
dem-14658	29	32	dittman	dittman	NOUN
dem-14658	29	33	,	,	PUNCT
dem-14658	29	34	2004	2004	NUM
dem-14658	29	35	)	)	PUNCT
dem-14658	29	36	that	that	PRON
dem-14658	29	37	belong	belong	VERB
dem-14658	29	38	to	to	ADP
dem-14658	29	39	one	one	NUM
dem-14658	29	40	of	of	ADP
dem-14658	29	41	the	the	DET
dem-14658	29	42	decision	decision	NOUN
dem-14658	29	43	support	support	NOUN
dem-14658	29	44	systems	system	NOUN
dem-14658	29	45	(	(	PUNCT
dem-14658	29	46	dss	dss	NOUN
dem-14658	29	47	)	)	PUNCT
dem-14658	29	48	subclasses	subclass	NOUN
dem-14658	29	49	.	.	PUNCT
dem-14658	30	1	1	1	X
dem-14658	30	2	.	.	X
dem-14658	30	3	the	the	DET
dem-14658	30	4	purpose	purpose	NOUN
dem-14658	30	5	and	and	CCONJ
dem-14658	30	6	thesis	thesis	NOUN
dem-14658	30	7	of	of	ADP
dem-14658	30	8	the	the	DET
dem-14658	30	9	research	research	NOUN
dem-14658	30	10	the	the	DET
dem-14658	30	11	literature	literature	NOUN
dem-14658	30	12	study	study	NOUN
dem-14658	30	13	leads	lead	VERB
dem-14658	30	14	to	to	ADP
dem-14658	30	15	statements	statement	NOUN
dem-14658	30	16	that	that	SCONJ
dem-14658	30	17	ps	ps	PROPN
dem-14658	30	18	can	can	AUX
dem-14658	30	19	function	function	VERB
dem-14658	30	20	alone	alone	ADV
dem-14658	30	21	,	,	PUNCT
dem-14658	30	22	or	or	CCONJ
dem-14658	30	23	as	as	ADP
dem-14658	30	24	a	a	DET
dem-14658	30	25	part	part	NOUN
dem-14658	30	26	of	of	ADP
dem-14658	30	27	a	a	DET
dem-14658	30	28	broader	broad	ADJ
dem-14658	30	29	(	(	PUNCT
dem-14658	30	30	multifunction	multifunction	NOUN
dem-14658	30	31	)	)	PUNCT
dem-14658	30	32	dss	dss	NOUN
dem-14658	30	33	.	.	PUNCT
dem-14658	31	1	the	the	DET
dem-14658	31	2	effect	effect	NOUN
dem-14658	31	3	of	of	ADP
dem-14658	31	4	the	the	DET
dem-14658	31	5	ps	ps	NOUN
dem-14658	31	6	work	work	NOUN
dem-14658	31	7	is	be	AUX
dem-14658	31	8	the	the	DET
dem-14658	31	9	prospective	prospective	ADJ
dem-14658	31	10	information	information	NOUN
dem-14658	31	11	about	about	ADP
dem-14658	31	12	the	the	DET
dem-14658	31	13	external	external	ADJ
dem-14658	31	14	(	(	PUNCT
dem-14658	31	15	micro	micro	NOUN
dem-14658	31	16	and	and	CCONJ
dem-14658	31	17	macro	macro	ADJ
dem-14658	31	18	)	)	PUNCT
dem-14658	31	19	environment	environment	NOUN
dem-14658	31	20	of	of	ADP
dem-14658	31	21	an	an	DET
dem-14658	31	22	enterprise	enterprise	NOUN
dem-14658	31	23	as	as	ADV
dem-14658	31	24	well	well	ADV
dem-14658	31	25	as	as	ADP
dem-14658	31	26	internal	internal	ADJ
dem-14658	31	27	characteristics	characteristic	NOUN
dem-14658	31	28	of	of	ADP
dem-14658	31	29	an	an	DET
dem-14658	31	30	enterprise	enterprise	NOUN
dem-14658	31	31	.	.	PUNCT
dem-14658	32	1	ps	ps	PROPN
dem-14658	32	2	is	be	AUX
dem-14658	32	3	built	build	VERB
dem-14658	32	4	the	the	DET
dem-14658	32	5	following	follow	VERB
dem-14658	32	6	components	component	NOUN
dem-14658	32	7	:	:	PUNCT
dem-14658	32	8	prognostic	prognostic	ADJ
dem-14658	32	9	database	database	NOUN
dem-14658	32	10	,	,	PUNCT
dem-14658	32	11	statistical	statistical	ADJ
dem-14658	32	12	data	datum	NOUN
dem-14658	32	13	preprocessing	preprocessing	NOUN
dem-14658	32	14	methods	method	NOUN
dem-14658	32	15	,	,	PUNCT
dem-14658	32	16	statistical	statistical	ADJ
dem-14658	32	17	data	datum	NOUN
dem-14658	32	18	analysis	analysis	NOUN
dem-14658	32	19	methods	method	NOUN
dem-14658	32	20	,	,	PUNCT
dem-14658	32	21	forecasting	forecasting	NOUN
dem-14658	32	22	methods	method	NOUN
dem-14658	32	23	,	,	PUNCT
dem-14658	32	24	computer	computer	NOUN
dem-14658	32	25	programs	program	NOUN
dem-14658	32	26	and	and	CCONJ
dem-14658	32	27	forecast	forecast	NOUN
dem-14658	32	28	monitoring	monitoring	NOUN
dem-14658	32	29	system	system	NOUN
dem-14658	32	30	.	.	PUNCT
dem-14658	33	1	within	within	ADP
dem-14658	33	2	the	the	DET
dem-14658	33	3	framework	framework	NOUN
dem-14658	33	4	of	of	ADP
dem-14658	33	5	the	the	DET
dem-14658	33	6	literature	literature	NOUN
dem-14658	33	7	on	on	ADP
dem-14658	33	8	electronic	electronic	ADJ
dem-14658	33	9	communications	communication	NOUN
dem-14658	33	10	,	,	PUNCT
dem-14658	33	11	the	the	DET
dem-14658	33	12	contents	content	NOUN
dem-14658	33	13	,	,	PUNCT
dem-14658	33	14	which	which	PRON
dem-14658	33	15	refer	refer	VERB
dem-14658	33	16	to	to	ADP
dem-14658	33	17	modelling	modelling	NOUN
dem-14658	33	18	and	and	CCONJ
dem-14658	33	19	forecasting	forecasting	NOUN
dem-14658	33	20	of	of	ADP
dem-14658	33	21	demand	demand	NOUN
dem-14658	33	22	for	for	ADP
dem-14658	33	23	telecommunications	telecommunications	NOUN
dem-14658	33	24	services	service	NOUN
dem-14658	33	25	,	,	PUNCT
dem-14658	33	26	are	be	AUX
dem-14658	33	27	not	not	PART
dem-14658	33	28	popular	popular	ADJ
dem-14658	33	29	.	.	PUNCT
dem-14658	34	1	furthermore	furthermore	ADV
dem-14658	34	2	,	,	PUNCT
dem-14658	34	3	it	it	PRON
dem-14658	34	4	can	can	AUX
dem-14658	34	5	be	be	AUX
dem-14658	34	6	noticed	notice	VERB
dem-14658	34	7	that	that	SCONJ
dem-14658	34	8	there	there	PRON
dem-14658	34	9	is	be	VERB
dem-14658	34	10	a	a	DET
dem-14658	34	11	lack	lack	NOUN
dem-14658	34	12	of	of	ADP
dem-14658	34	13	such	such	ADJ
dem-14658	34	14	contents	content	NOUN
dem-14658	34	15	as	as	ADP
dem-14658	34	16	effectiveness	effectiveness	NOUN
dem-14658	34	17	descriptions	description	NOUN
dem-14658	34	18	of	of	ADP
dem-14658	34	19	the	the	DET
dem-14658	34	20	telecommicroeconometric	telecommicroeconometric	ADJ
dem-14658	34	21	analysis	analysis	NOUN
dem-14658	34	22	of	of	ADP
dem-14658	34	23	telecommunication	telecommunication	NOUN
dem-14658	34	24	services	service	NOUN
dem-14658	34	25	market	market	NOUN
dem-14658	34	26	…	…	PUNCT
dem-14658	34	27	dynamic	dynamic	ADJ
dem-14658	34	28	econometric	econometric	ADJ
dem-14658	34	29	models	model	NOUN
dem-14658	34	30	17	17	NUM
dem-14658	34	31	(	(	PUNCT
dem-14658	34	32	2017	2017	NUM
dem-14658	34	33	)	)	PUNCT
dem-14658	34	34	41–57	41–57	NUM
dem-14658	34	35	43	43	NUM
dem-14658	34	36	munications	munication	NOUN
dem-14658	34	37	market	market	NOUN
dem-14658	34	38	data	datum	NOUN
dem-14658	34	39	mining	mining	NOUN
dem-14658	34	40	techniques	technique	NOUN
dem-14658	34	41	and	and	CCONJ
dem-14658	34	42	methods	method	NOUN
dem-14658	34	43	(	(	PUNCT
dem-14658	34	44	including	include	VERB
dem-14658	34	45	econometric	econometric	ADJ
dem-14658	34	46	techniques	technique	NOUN
dem-14658	34	47	)	)	PUNCT
dem-14658	34	48	applied	apply	VERB
dem-14658	34	49	by	by	ADP
dem-14658	34	50	operators	operator	NOUN
dem-14658	34	51	.	.	PUNCT
dem-14658	35	1	it	it	PRON
dem-14658	35	2	is	be	AUX
dem-14658	35	3	caused	cause	VERB
dem-14658	35	4	by	by	ADP
dem-14658	35	5	the	the	DET
dem-14658	35	6	existence	existence	NOUN
dem-14658	35	7	of	of	ADP
dem-14658	35	8	the	the	DET
dem-14658	35	9	previously	previously	ADV
dem-14658	35	10	mentioned	mention	VERB
dem-14658	35	11	significant	significant	ADJ
dem-14658	35	12	competition	competition	NOUN
dem-14658	35	13	between	between	ADP
dem-14658	35	14	operators	operator	NOUN
dem-14658	35	15	.	.	PUNCT
dem-14658	36	1	in	in	ADP
dem-14658	36	2	practice	practice	NOUN
dem-14658	36	3	the	the	DET
dem-14658	36	4	transfer	transfer	NOUN
dem-14658	36	5	of	of	ADP
dem-14658	36	6	used	use	VERB
dem-14658	36	7	knowledge	knowledge	NOUN
dem-14658	36	8	does	do	AUX
dem-14658	36	9	not	not	PART
dem-14658	36	10	exist	exist	VERB
dem-14658	36	11	in	in	ADP
dem-14658	36	12	the	the	DET
dem-14658	36	13	field	field	NOUN
dem-14658	36	14	of	of	ADP
dem-14658	36	15	telecommunications	telecommunications	NOUN
dem-14658	36	16	data	datum	NOUN
dem-14658	36	17	mining	mining	NOUN
dem-14658	36	18	,	,	PUNCT
dem-14658	36	19	because	because	SCONJ
dem-14658	36	20	operators	operator	NOUN
dem-14658	36	21	protect	protect	VERB
dem-14658	36	22	their	their	PRON
dem-14658	36	23	experience	experience	NOUN
dem-14658	36	24	.	.	PUNCT
dem-14658	37	1	they	they	PRON
dem-14658	37	2	treat	treat	VERB
dem-14658	37	3	the	the	DET
dem-14658	37	4	knowledge	knowledge	NOUN
dem-14658	37	5	acquired	acquire	VERB
dem-14658	37	6	,	,	PUNCT
dem-14658	37	7	by	by	ADP
dem-14658	37	8	using	use	VERB
dem-14658	37	9	data	datum	NOUN
dem-14658	37	10	mining	mining	NOUN
dem-14658	37	11	methods	method	NOUN
dem-14658	37	12	,	,	PUNCT
dem-14658	37	13	as	as	ADP
dem-14658	37	14	a	a	DET
dem-14658	37	15	part	part	NOUN
dem-14658	37	16	of	of	ADP
dem-14658	37	17	their	their	PRON
dem-14658	37	18	competitive	competitive	ADJ
dem-14658	37	19	advantage	advantage	NOUN
dem-14658	37	20	(	(	PUNCT
dem-14658	37	21	muraszkiewicz	muraszkiewicz	NOUN
dem-14658	37	22	,	,	PUNCT
dem-14658	37	23	2000	2000	NUM
dem-14658	37	24	)	)	PUNCT
dem-14658	37	25	the	the	DET
dem-14658	37	26	study	study	NOUN
dem-14658	37	27	of	of	ADP
dem-14658	37	28	the	the	DET
dem-14658	37	29	predictive	predictive	ADJ
dem-14658	37	30	potential	potential	NOUN
dem-14658	37	31	,	,	PUNCT
dem-14658	37	32	which	which	PRON
dem-14658	37	33	is	be	AUX
dem-14658	37	34	implemented	implement	VERB
dem-14658	37	35	in	in	ADP
dem-14658	37	36	available	available	ADJ
dem-14658	37	37	commercial	commercial	ADJ
dem-14658	37	38	decision	decision	NOUN
dem-14658	37	39	support	support	NOUN
dem-14658	37	40	systems	system	NOUN
dem-14658	37	41	(	(	PUNCT
dem-14658	37	42	e.g.	e.g.	ADV
dem-14658	37	43	prophiks	prophik	NOUN
dem-14658	37	44	,	,	PUNCT
dem-14658	37	45	kobat	kobat	NOUN
dem-14658	37	46	-	-	PUNCT
dem-14658	37	47	sair	sair	PROPN
dem-14658	37	48	,	,	PUNCT
dem-14658	37	49	kobat	kobat	NOUN
dem-14658	37	50	-	-	PUNCT
dem-14658	37	51	sad	sad	ADJ
dem-14658	37	52	)	)	PUNCT
dem-14658	37	53	,	,	PUNCT
dem-14658	37	54	encourages	encourage	VERB
dem-14658	37	55	one	one	NUM
dem-14658	37	56	to	to	PART
dem-14658	37	57	conduct	conduct	VERB
dem-14658	37	58	research	research	NOUN
dem-14658	37	59	into	into	ADP
dem-14658	37	60	other	other	ADJ
dem-14658	37	61	approaches	approach	NOUN
dem-14658	37	62	to	to	ADP
dem-14658	37	63	forecasting	forecasting	NOUN
dem-14658	37	64	of	of	ADP
dem-14658	37	65	the	the	DET
dem-14658	37	66	demand	demand	NOUN
dem-14658	37	67	for	for	ADP
dem-14658	37	68	telephone	telephone	NOUN
dem-14658	37	69	services	service	NOUN
dem-14658	37	70	,	,	PUNCT
dem-14658	37	71	and	and	CCONJ
dem-14658	37	72	to	to	PART
dem-14658	37	73	assess	assess	VERB
dem-14658	37	74	their	their	PRON
dem-14658	37	75	implementation	implementation	NOUN
dem-14658	37	76	techniques	technique	NOUN
dem-14658	37	77	.	.	PUNCT
dem-14658	38	1	commercial	commercial	ADJ
dem-14658	38	2	software	software	NOUN
dem-14658	38	3	to	to	PART
dem-14658	38	4	conduct	conduct	VERB
dem-14658	38	5	data	datum	NOUN
dem-14658	38	6	mining	mining	NOUN
dem-14658	38	7	calculation	calculation	NOUN
dem-14658	38	8	is	be	AUX
dem-14658	38	9	not	not	PART
dem-14658	38	10	always	always	ADV
dem-14658	38	11	effective	effective	ADJ
dem-14658	38	12	in	in	ADP
dem-14658	38	13	solving	solve	VERB
dem-14658	38	14	tasks	task	NOUN
dem-14658	38	15	,	,	PUNCT
dem-14658	38	16	which	which	PRON
dem-14658	38	17	are	be	AUX
dem-14658	38	18	important	important	ADJ
dem-14658	38	19	for	for	ADP
dem-14658	38	20	telecommunications	telecommunications	NOUN
dem-14658	38	21	operators	operator	NOUN
dem-14658	38	22	.	.	PUNCT
dem-14658	39	1	it	it	PRON
dem-14658	39	2	is	be	AUX
dem-14658	39	3	ineffective	ineffective	ADJ
dem-14658	39	4	particularly	particularly	ADV
dem-14658	39	5	in	in	ADP
dem-14658	39	6	solving	solve	VERB
dem-14658	39	7	problems	problem	NOUN
dem-14658	39	8	where	where	SCONJ
dem-14658	39	9	there	there	PRON
dem-14658	39	10	are	be	VERB
dem-14658	39	11	more	more	ADV
dem-14658	39	12	complex	complex	ADJ
dem-14658	39	13	data	data	NOUN
dem-14658	39	14	structures	structure	NOUN
dem-14658	39	15	and	and	CCONJ
dem-14658	39	16	temporal	temporal	ADJ
dem-14658	39	17	dependences	dependence	NOUN
dem-14658	39	18	,	,	PUNCT
dem-14658	39	19	i.e.	i.e.	X
dem-14658	39	20	sequences	sequence	NOUN
dem-14658	39	21	of	of	ADP
dem-14658	39	22	events	event	NOUN
dem-14658	39	23	(	(	PUNCT
dem-14658	39	24	muraszkiewicz	muraszkiewicz	NOUN
dem-14658	39	25	,	,	PUNCT
dem-14658	39	26	2000	2000	NUM
dem-14658	39	27	)	)	PUNCT
dem-14658	39	28	.	.	PUNCT
dem-14658	40	1	the	the	DET
dem-14658	40	2	results	result	NOUN
dem-14658	40	3	of	of	ADP
dem-14658	40	4	the	the	DET
dem-14658	40	5	conducted	conduct	VERB
dem-14658	40	6	research	research	NOUN
dem-14658	40	7	,	,	PUNCT
dem-14658	40	8	which	which	PRON
dem-14658	40	9	has	have	AUX
dem-14658	40	10	been	be	AUX
dem-14658	40	11	described	describe	VERB
dem-14658	40	12	in	in	ADP
dem-14658	40	13	this	this	DET
dem-14658	40	14	article	article	NOUN
dem-14658	40	15	,	,	PUNCT
dem-14658	40	16	relate	relate	VERB
dem-14658	40	17	to	to	ADP
dem-14658	40	18	one	one	NUM
dem-14658	40	19	of	of	ADP
dem-14658	40	20	the	the	DET
dem-14658	40	21	ps	ps	PROPN
dem-14658	40	22	components	component	NOUN
dem-14658	40	23	,	,	PUNCT
dem-14658	40	24	i.e.	i.e.	X
dem-14658	40	25	the	the	DET
dem-14658	40	26	internal	internal	ADJ
dem-14658	40	27	characteristics	characteristic	NOUN
dem-14658	40	28	forecasting	forecasting	NOUN
dem-14658	40	29	techniques	technique	NOUN
dem-14658	40	30	,	,	PUNCT
dem-14658	40	31	namely	namely	ADV
dem-14658	40	32	sales	sale	NOUN
dem-14658	40	33	expectations	expectation	NOUN
dem-14658	40	34	techniques	technique	NOUN
dem-14658	40	35	.	.	PUNCT
dem-14658	41	1	the	the	DET
dem-14658	41	2	purpose	purpose	NOUN
dem-14658	41	3	of	of	ADP
dem-14658	41	4	this	this	DET
dem-14658	41	5	study	study	NOUN
dem-14658	41	6	is	be	AUX
dem-14658	41	7	to	to	PART
dem-14658	41	8	verify	verify	VERB
dem-14658	41	9	the	the	DET
dem-14658	41	10	effectiveness	effectiveness	NOUN
dem-14658	41	11	of	of	ADP
dem-14658	41	12	the	the	DET
dem-14658	41	13	constructed	construct	VERB
dem-14658	41	14	model	model	NOUN
dem-14658	41	15	in	in	ADP
dem-14658	41	16	shortterm	shortterm	PROPN
dem-14658	41	17	forecasting	forecasting	NOUN
dem-14658	41	18	of	of	ADP
dem-14658	41	19	the	the	DET
dem-14658	41	20	demand	demand	NOUN
dem-14658	41	21	for	for	ADP
dem-14658	41	22	telephone	telephone	NOUN
dem-14658	41	23	services	service	NOUN
dem-14658	41	24	.	.	PUNCT
dem-14658	42	1	the	the	DET
dem-14658	42	2	linear	linear	PROPN
dem-14658	42	3	regression	regression	NOUN
dem-14658	42	4	model	model	NOUN
dem-14658	42	5	,	,	PUNCT
dem-14658	42	6	including	include	VERB
dem-14658	42	7	dichotomous	dichotomous	ADJ
dem-14658	42	8	(	(	PUNCT
dem-14658	42	9	binary	binary	ADJ
dem-14658	42	10	)	)	PUNCT
dem-14658	42	11	explanatory	explanatory	ADJ
dem-14658	42	12	variables	variable	NOUN
dem-14658	42	13	,	,	PUNCT
dem-14658	42	14	was	be	AUX
dem-14658	42	15	integrated	integrate	VERB
dem-14658	42	16	with	with	ADP
dem-14658	42	17	the	the	DET
dem-14658	42	18	sarima	sarima	NOUN
dem-14658	42	19	model	model	NOUN
dem-14658	42	20	.	.	PUNCT
dem-14658	43	1	this	this	DET
dem-14658	43	2	integration	integration	NOUN
dem-14658	43	3	was	be	AUX
dem-14658	43	4	based	base	VERB
dem-14658	43	5	on	on	ADP
dem-14658	43	6	the	the	DET
dem-14658	43	7	assumption	assumption	NOUN
dem-14658	43	8	that	that	SCONJ
dem-14658	43	9	the	the	DET
dem-14658	43	10	regression	regression	NOUN
dem-14658	43	11	model	model	NOUN
dem-14658	43	12	was	be	AUX
dem-14658	43	13	supported	support	VERB
dem-14658	43	14	by	by	ADP
dem-14658	43	15	the	the	DET
dem-14658	43	16	sarima	sarima	NOUN
dem-14658	43	17	model	model	NOUN
dem-14658	43	18	.	.	PUNCT
dem-14658	44	1	thus	thus	ADV
dem-14658	44	2	the	the	DET
dem-14658	44	3	regression	regression	NOUN
dem-14658	44	4	model	model	NOUN
dem-14658	44	5	is	be	AUX
dem-14658	44	6	used	use	VERB
dem-14658	44	7	as	as	ADP
dem-14658	44	8	a	a	DET
dem-14658	44	9	filter	filter	NOUN
dem-14658	44	10	of	of	ADP
dem-14658	44	11	modelled	model	VERB
dem-14658	44	12	variability	variability	NOUN
dem-14658	44	13	of	of	ADP
dem-14658	44	14	demand	demand	NOUN
dem-14658	44	15	for	for	ADP
dem-14658	44	16	telephone	telephone	NOUN
dem-14658	44	17	operator	operator	NOUN
dem-14658	44	18	services	service	NOUN
dem-14658	44	19	(	(	PUNCT
dem-14658	44	20	response	response	NOUN
dem-14658	44	21	variable	variable	NOUN
dem-14658	44	22	)	)	PUNCT
dem-14658	44	23	.	.	PUNCT
dem-14658	45	1	in	in	ADP
dem-14658	45	2	turns	turn	VERB
dem-14658	45	3	the	the	DET
dem-14658	45	4	sarima	sarima	NOUN
dem-14658	45	5	model	model	NOUN
dem-14658	45	6	is	be	AUX
dem-14658	45	7	used	use	VERB
dem-14658	45	8	to	to	PART
dem-14658	45	9	reflect	reflect	VERB
dem-14658	45	10	the	the	DET
dem-14658	45	11	remaining	remain	VERB
dem-14658	45	12	volatility	volatility	NOUN
dem-14658	45	13	of	of	ADP
dem-14658	45	14	the	the	DET
dem-14658	45	15	demand	demand	NOUN
dem-14658	45	16	for	for	ADP
dem-14658	45	17	electronic	electronic	ADJ
dem-14658	45	18	communications	communication	NOUN
dem-14658	45	19	services	service	NOUN
dem-14658	45	20	,	,	PUNCT
dem-14658	45	21	i.e.	i.e.	X
dem-14658	45	22	received	receive	VERB
dem-14658	45	23	after	after	ADP
dem-14658	45	24	the	the	DET
dem-14658	45	25	filtration	filtration	NOUN
dem-14658	45	26	of	of	ADP
dem-14658	45	27	the	the	DET
dem-14658	45	28	origin	origin	NOUN
dem-14658	45	29	variability	variability	NOUN
dem-14658	45	30	of	of	ADP
dem-14658	45	31	the	the	DET
dem-14658	45	32	modelled	model	VERB
dem-14658	45	33	demand	demand	NOUN
dem-14658	45	34	.	.	PUNCT
dem-14658	46	1	the	the	DET
dem-14658	46	2	author	author	NOUN
dem-14658	46	3	formulated	formulate	VERB
dem-14658	46	4	the	the	DET
dem-14658	46	5	thesis	thesis	NOUN
dem-14658	46	6	,	,	PUNCT
dem-14658	46	7	with	with	ADP
dem-14658	46	8	regard	regard	NOUN
dem-14658	46	9	to	to	ADP
dem-14658	46	10	approximation	approximation	NOUN
dem-14658	46	11	and	and	CCONJ
dem-14658	46	12	prediction	prediction	NOUN
dem-14658	46	13	,	,	PUNCT
dem-14658	46	14	supported	support	VERB
dem-14658	46	15	linear	linear	ADJ
dem-14658	46	16	regression	regression	NOUN
dem-14658	46	17	model	model	NOUN
dem-14658	46	18	enables	enable	VERB
dem-14658	46	19	better	well	ADJ
dem-14658	46	20	results	result	NOUN
dem-14658	46	21	in	in	ADP
dem-14658	46	22	comparison	comparison	NOUN
dem-14658	46	23	to	to	ADP
dem-14658	46	24	non	non	ADJ
dem-14658	46	25	-	-	ADJ
dem-14658	46	26	supported	support	VERB
dem-14658	46	27	linear	linear	ADJ
dem-14658	46	28	regression	regression	NOUN
dem-14658	46	29	model	model	NOUN
dem-14658	46	30	.	.	PUNCT
dem-14658	47	1	effectiveness	effectiveness	NOUN
dem-14658	47	2	comparison	comparison	NOUN
dem-14658	47	3	of	of	ADP
dem-14658	47	4	the	the	DET
dem-14658	47	5	above	above	ADJ
dem-14658	47	6	mentioned	mention	VERB
dem-14658	47	7	two	two	NUM
dem-14658	47	8	techniques	technique	NOUN
dem-14658	47	9	(	(	PUNCT
dem-14658	47	10	integrated	integrated	ADJ
dem-14658	47	11	and	and	CCONJ
dem-14658	47	12	non	non	ADJ
dem-14658	47	13	-	-	ADJ
dem-14658	47	14	integrated	integrated	ADJ
dem-14658	47	15	model	model	NOUN
dem-14658	47	16	)	)	PUNCT
dem-14658	47	17	was	be	AUX
dem-14658	47	18	verified	verify	VERB
dem-14658	47	19	by	by	ADP
dem-14658	47	20	means	mean	NOUN
dem-14658	47	21	such	such	ADJ
dem-14658	47	22	obtained	obtain	VERB
dem-14658	47	23	values	value	NOUN
dem-14658	47	24	as	as	ADP
dem-14658	47	25	:	:	PUNCT
dem-14658	47	26	fit	fit	ADJ
dem-14658	47	27	coefficients	coefficient	NOUN
dem-14658	47	28	,	,	PUNCT
dem-14658	47	29	autocorrelation	autocorrelation	NOUN
dem-14658	47	30	coefficients	coefficient	NOUN
dem-14658	47	31	,	,	PUNCT
dem-14658	47	32	partial	partial	ADJ
dem-14658	47	33	autocorrelation	autocorrelation	NOUN
dem-14658	47	34	coefficients	coefficient	NOUN
dem-14658	47	35	,	,	PUNCT
dem-14658	47	36	and	and	CCONJ
dem-14658	47	37	the	the	DET
dem-14658	47	38	average	average	ADJ
dem-14658	47	39	errors	error	NOUN
dem-14658	47	40	of	of	ADP
dem-14658	47	41	expired	expire	VERB
dem-14658	47	42	forecasts	forecast	NOUN
dem-14658	47	43	ex	ex	NOUN
dem-14658	47	44	-	-	NOUN
dem-14658	47	45	post	post	NOUN
dem-14658	47	46	.	.	PUNCT
dem-14658	48	1	the	the	DET
dem-14658	48	2	calculation	calculation	NOUN
dem-14658	48	3	study	study	NOUN
dem-14658	48	4	was	be	AUX
dem-14658	48	5	carried	carry	VERB
dem-14658	48	6	out	out	ADP
dem-14658	48	7	on	on	ADP
dem-14658	48	8	the	the	DET
dem-14658	48	9	basis	basis	NOUN
dem-14658	48	10	of	of	ADP
dem-14658	48	11	data	datum	NOUN
dem-14658	48	12	provided	provide	VERB
dem-14658	48	13	by	by	ADP
dem-14658	48	14	one	one	NUM
dem-14658	48	15	of	of	ADP
dem-14658	48	16	the	the	DET
dem-14658	48	17	telecommunications	telecommunications	NOUN
dem-14658	48	18	network	network	NOUN
dem-14658	48	19	operators	operator	NOUN
dem-14658	48	20	.	.	PUNCT
dem-14658	49	1	the	the	DET
dem-14658	49	2	range	range	NOUN
dem-14658	49	3	of	of	ADP
dem-14658	49	4	empirical	empirical	ADJ
dem-14658	49	5	material	material	NOUN
dem-14658	49	6	consisted	consist	VERB
dem-14658	49	7	of	of	ADP
dem-14658	49	8	hourly	hourly	ADV
dem-14658	49	9	counted	count	VERB
dem-14658	49	10	seconds	second	NOUN
dem-14658	49	11	of	of	ADP
dem-14658	49	12	outgoing	outgoing	ADJ
dem-14658	49	13	calls	call	NOUN
dem-14658	49	14	within	within	ADP
dem-14658	49	15	the	the	DET
dem-14658	49	16	framework	framework	NOUN
dem-14658	49	17	of	of	ADP
dem-14658	49	18	:	:	PUNCT
dem-14658	49	19	given	give	VERB
dem-14658	49	20	subscriber	subscriber	NOUN
dem-14658	49	21	group	group	NOUN
dem-14658	49	22	,	,	PUNCT
dem-14658	49	23	particular	particular	ADJ
dem-14658	49	24	day	day	NOUN
dem-14658	49	25	(	(	PUNCT
dem-14658	49	26	e.g.	e.g.	ADV
dem-14658	49	27	working	work	VERB
dem-14658	49	28	or	or	CCONJ
dem-14658	49	29	nonhttps://www.diki.pl/slownik-angielskiego?q=sales+expectations	nonhttps://www.diki.pl/slownik-angielskiego?q=sales+expectation	NOUN
dem-14658	49	30	paweł	paweł	VERB
dem-14658	49	31	kaczmarczyk	kaczmarczyk	VERB
dem-14658	49	32	dynamic	dynamic	ADJ
dem-14658	49	33	econometric	econometric	ADJ
dem-14658	49	34	models	model	NOUN
dem-14658	49	35	17	17	NUM
dem-14658	49	36	(	(	PUNCT
dem-14658	49	37	2017	2017	NUM
dem-14658	49	38	)	)	PUNCT
dem-14658	49	39	41–57	41–57	NUM
dem-14658	49	40	44	44	NUM
dem-14658	49	41	working	working	NOUN
dem-14658	49	42	)	)	PUNCT
dem-14658	49	43	,	,	PUNCT
dem-14658	49	44	and	and	CCONJ
dem-14658	49	45	specific	specific	ADJ
dem-14658	49	46	category	category	NOUN
dem-14658	49	47	of	of	ADP
dem-14658	49	48	connection	connection	NOUN
dem-14658	49	49	(	(	PUNCT
dem-14658	49	50	7	7	NUM
dem-14658	49	51	categories	category	NOUN
dem-14658	49	52	of	of	ADP
dem-14658	49	53	connections	connection	NOUN
dem-14658	49	54	were	be	AUX
dem-14658	49	55	taken	take	VERB
dem-14658	49	56	into	into	ADP
dem-14658	49	57	account	account	NOUN
dem-14658	49	58	)	)	PUNCT
dem-14658	49	59	.	.	PUNCT
dem-14658	50	1	2	2	X
dem-14658	50	2	.	.	X
dem-14658	50	3	the	the	DET
dem-14658	50	4	theoretical	theoretical	ADJ
dem-14658	50	5	conception	conception	NOUN
dem-14658	50	6	of	of	ADP
dem-14658	50	7	the	the	DET
dem-14658	50	8	prepared	prepared	ADJ
dem-14658	50	9	model	model	NOUN
dem-14658	50	10	the	the	DET
dem-14658	50	11	configuration	configuration	NOUN
dem-14658	50	12	of	of	ADP
dem-14658	50	13	the	the	DET
dem-14658	50	14	forecasting	forecasting	NOUN
dem-14658	50	15	model	model	NOUN
dem-14658	50	16	of	of	ADP
dem-14658	50	17	demand	demand	NOUN
dem-14658	50	18	for	for	ADP
dem-14658	50	19	electronic	electronic	ADJ
dem-14658	50	20	connection	connection	NOUN
dem-14658	50	21	services	service	NOUN
dem-14658	50	22	depends	depend	VERB
dem-14658	50	23	on	on	ADP
dem-14658	50	24	the	the	DET
dem-14658	50	25	forecasting	forecasting	NOUN
dem-14658	50	26	horizon	horizon	NOUN
dem-14658	50	27	.	.	PUNCT
dem-14658	51	1	if	if	SCONJ
dem-14658	51	2	the	the	DET
dem-14658	51	3	purpose	purpose	NOUN
dem-14658	51	4	of	of	ADP
dem-14658	51	5	constructing	construct	VERB
dem-14658	51	6	the	the	DET
dem-14658	51	7	model	model	NOUN
dem-14658	51	8	is	be	AUX
dem-14658	51	9	long	long	ADJ
dem-14658	51	10	-	-	PUNCT
dem-14658	51	11	term	term	NOUN
dem-14658	51	12	prediction	prediction	NOUN
dem-14658	51	13	,	,	PUNCT
dem-14658	51	14	apart	apart	ADV
dem-14658	51	15	from	from	ADP
dem-14658	51	16	obvious	obvious	ADJ
dem-14658	51	17	quantitative	quantitative	ADJ
dem-14658	51	18	changes	change	NOUN
dem-14658	51	19	,	,	PUNCT
dem-14658	51	20	qualitative	qualitative	ADJ
dem-14658	51	21	changes	change	NOUN
dem-14658	51	22	should	should	AUX
dem-14658	51	23	also	also	ADV
dem-14658	51	24	be	be	AUX
dem-14658	51	25	considered	consider	VERB
dem-14658	51	26	.	.	PUNCT
dem-14658	52	1	quantitative	quantitative	ADJ
dem-14658	52	2	changes	change	NOUN
dem-14658	52	3	are	be	AUX
dem-14658	52	4	based	base	VERB
dem-14658	52	5	on	on	ADP
dem-14658	52	6	changes	change	NOUN
dem-14658	52	7	in	in	ADP
dem-14658	52	8	the	the	DET
dem-14658	52	9	value	value	NOUN
dem-14658	52	10	of	of	ADP
dem-14658	52	11	the	the	DET
dem-14658	52	12	response	response	NOUN
dem-14658	52	13	variable	variable	NOUN
dem-14658	52	14	according	accord	VERB
dem-14658	52	15	to	to	ADP
dem-14658	52	16	the	the	DET
dem-14658	52	17	detected	detect	VERB
dem-14658	52	18	regularity	regularity	NOUN
dem-14658	52	19	,	,	PUNCT
dem-14658	52	20	e.g.	e.g.	ADV
dem-14658	52	21	the	the	DET
dem-14658	52	22	regression	regression	NOUN
dem-14658	52	23	function	function	NOUN
dem-14658	52	24	.	.	PUNCT
dem-14658	53	1	on	on	ADP
dem-14658	53	2	the	the	DET
dem-14658	53	3	other	other	ADJ
dem-14658	53	4	hand	hand	NOUN
dem-14658	53	5	,	,	PUNCT
dem-14658	53	6	qualitative	qualitative	ADJ
dem-14658	53	7	changes	change	NOUN
dem-14658	53	8	are	be	AUX
dem-14658	53	9	transformations	transformation	NOUN
dem-14658	53	10	of	of	ADP
dem-14658	53	11	the	the	DET
dem-14658	53	12	essential	essential	ADJ
dem-14658	53	13	features	feature	NOUN
dem-14658	53	14	of	of	ADP
dem-14658	53	15	the	the	DET
dem-14658	53	16	phenomenon	phenomenon	NOUN
dem-14658	53	17	,	,	PUNCT
dem-14658	53	18	such	such	ADJ
dem-14658	53	19	as	as	ADP
dem-14658	53	20	the	the	DET
dem-14658	53	21	transformation	transformation	NOUN
dem-14658	53	22	of	of	ADP
dem-14658	53	23	the	the	DET
dem-14658	53	24	existing	exist	VERB
dem-14658	53	25	regularity	regularity	NOUN
dem-14658	53	26	,	,	PUNCT
dem-14658	53	27	which	which	PRON
dem-14658	53	28	is	be	AUX
dem-14658	53	29	expressed	express	VERB
dem-14658	53	30	by	by	ADP
dem-14658	53	31	the	the	DET
dem-14658	53	32	change	change	NOUN
dem-14658	53	33	of	of	ADP
dem-14658	53	34	parameters	parameter	NOUN
dem-14658	53	35	or	or	CCONJ
dem-14658	53	36	function	function	NOUN
dem-14658	53	37	type	type	NOUN
dem-14658	53	38	of	of	ADP
dem-14658	53	39	the	the	DET
dem-14658	53	40	model	model	NOUN
dem-14658	53	41	(	(	PUNCT
dem-14658	53	42	nadolny	nadolny	PROPN
dem-14658	53	43	,	,	PUNCT
dem-14658	53	44	2011	2011	NUM
dem-14658	53	45	)	)	PUNCT
dem-14658	53	46	.	.	PUNCT
dem-14658	54	1	if	if	SCONJ
dem-14658	54	2	the	the	DET
dem-14658	54	3	purpose	purpose	NOUN
dem-14658	54	4	of	of	ADP
dem-14658	54	5	the	the	DET
dem-14658	54	6	modelling	modelling	NOUN
dem-14658	54	7	is	be	AUX
dem-14658	54	8	short	short	ADJ
dem-14658	54	9	-	-	PUNCT
dem-14658	54	10	term	term	NOUN
dem-14658	54	11	and	and	CCONJ
dem-14658	54	12	medium	medium	ADJ
dem-14658	54	13	-	-	PUNCT
dem-14658	54	14	term	term	NOUN
dem-14658	54	15	prediction	prediction	NOUN
dem-14658	54	16	,	,	PUNCT
dem-14658	54	17	the	the	DET
dem-14658	54	18	qualitative	qualitative	ADJ
dem-14658	54	19	changes	change	NOUN
dem-14658	54	20	mentioned	mention	VERB
dem-14658	54	21	above	above	ADV
dem-14658	54	22	do	do	AUX
dem-14658	54	23	not	not	PART
dem-14658	54	24	occur	occur	VERB
dem-14658	54	25	or	or	CCONJ
dem-14658	54	26	occur	occur	VERB
dem-14658	54	27	in	in	ADP
dem-14658	54	28	trace	trace	NOUN
dem-14658	54	29	dimension	dimension	NOUN
dem-14658	54	30	.	.	PUNCT
dem-14658	55	1	therefore	therefore	ADV
dem-14658	55	2	,	,	PUNCT
dem-14658	55	3	it	it	PRON
dem-14658	55	4	is	be	AUX
dem-14658	55	5	not	not	PART
dem-14658	55	6	necessary	necessary	ADJ
dem-14658	55	7	to	to	PART
dem-14658	55	8	include	include	VERB
dem-14658	55	9	them	they	PRON
dem-14658	55	10	in	in	ADP
dem-14658	55	11	the	the	DET
dem-14658	55	12	prognostic	prognostic	ADJ
dem-14658	55	13	process	process	NOUN
dem-14658	55	14	.	.	PUNCT
dem-14658	56	1	when	when	SCONJ
dem-14658	56	2	a	a	DET
dem-14658	56	3	model	model	NOUN
dem-14658	56	4	is	be	AUX
dem-14658	56	5	created	create	VERB
dem-14658	56	6	for	for	ADP
dem-14658	56	7	short	short	ADJ
dem-14658	56	8	and	and	CCONJ
dem-14658	56	9	medium	medium	ADJ
dem-14658	56	10	forecast	forecast	NOUN
dem-14658	56	11	horizon	horizon	NOUN
dem-14658	56	12	,	,	PUNCT
dem-14658	56	13	the	the	DET
dem-14658	56	14	following	follow	VERB
dem-14658	56	15	factors	factor	NOUN
dem-14658	56	16	should	should	AUX
dem-14658	56	17	be	be	AUX
dem-14658	56	18	considered	consider	VERB
dem-14658	56	19	:	:	PUNCT
dem-14658	56	20	the	the	DET
dem-14658	56	21	type	type	NOUN
dem-14658	56	22	of	of	ADP
dem-14658	56	23	day	day	NOUN
dem-14658	56	24	(	(	PUNCT
dem-14658	56	25	typical	typical	ADJ
dem-14658	56	26	working	working	NOUN
dem-14658	56	27	day	day	NOUN
dem-14658	56	28	,	,	PUNCT
dem-14658	56	29	saturday	saturday	PROPN
dem-14658	56	30	,	,	PUNCT
dem-14658	56	31	sunday	sunday	PROPN
dem-14658	56	32	,	,	PUNCT
dem-14658	56	33	high	high	ADJ
dem-14658	56	34	days	day	NOUN
dem-14658	56	35	,	,	PUNCT
dem-14658	56	36	and	and	CCONJ
dem-14658	56	37	holidays	holiday	NOUN
dem-14658	56	38	)	)	PUNCT
dem-14658	56	39	hour	hour	NOUN
dem-14658	56	40	of	of	ADP
dem-14658	56	41	the	the	DET
dem-14658	56	42	day	day	NOUN
dem-14658	56	43	,	,	PUNCT
dem-14658	56	44	category	category	NOUN
dem-14658	56	45	of	of	ADP
dem-14658	56	46	connection	connection	NOUN
dem-14658	56	47	,	,	PUNCT
dem-14658	56	48	the	the	DET
dem-14658	56	49	type	type	NOUN
dem-14658	56	50	of	of	ADP
dem-14658	56	51	subscribers	subscriber	NOUN
dem-14658	56	52	,	,	PUNCT
dem-14658	56	53	promotions	promotion	NOUN
dem-14658	56	54	(	(	PUNCT
dem-14658	56	55	kaczmarczyk	kaczmarczyk	NOUN
dem-14658	56	56	,	,	PUNCT
dem-14658	56	57	2016	2016	NUM
dem-14658	56	58	)	)	PUNCT
dem-14658	56	59	.	.	PUNCT
dem-14658	57	1	the	the	DET
dem-14658	57	2	author	author	NOUN
dem-14658	57	3	applied	apply	VERB
dem-14658	57	4	the	the	DET
dem-14658	57	5	approach	approach	NOUN
dem-14658	57	6	consisting	consist	VERB
dem-14658	57	7	of	of	ADP
dem-14658	57	8	several	several	ADJ
dem-14658	57	9	segments	segment	NOUN
dem-14658	57	10	.	.	PUNCT
dem-14658	58	1	the	the	DET
dem-14658	58	2	approach	approach	NOUN
dem-14658	58	3	is	be	AUX
dem-14658	58	4	based	base	VERB
dem-14658	58	5	on	on	ADP
dem-14658	58	6	the	the	DET
dem-14658	58	7	fusion	fusion	NOUN
dem-14658	58	8	of	of	ADP
dem-14658	58	9	the	the	DET
dem-14658	58	10	results	result	NOUN
dem-14658	58	11	obtained	obtain	VERB
dem-14658	58	12	with	with	ADP
dem-14658	58	13	the	the	DET
dem-14658	58	14	use	use	NOUN
dem-14658	58	15	of	of	ADP
dem-14658	58	16	two	two	NUM
dem-14658	58	17	different	different	ADJ
dem-14658	58	18	models	model	NOUN
dem-14658	58	19	,	,	PUNCT
dem-14658	58	20	i.e.	i.e.	X
dem-14658	58	21	the	the	DET
dem-14658	58	22	linear	linear	ADJ
dem-14658	58	23	multiple	multiple	ADJ
dem-14658	58	24	regression	regression	NOUN
dem-14658	58	25	model	model	NOUN
dem-14658	58	26	and	and	CCONJ
dem-14658	58	27	the	the	DET
dem-14658	58	28	sarima	sarima	NOUN
dem-14658	58	29	(	(	PUNCT
dem-14658	58	30	p	p	X
dem-14658	58	31	,	,	PUNCT
dem-14658	58	32	d	d	NOUN
dem-14658	58	33	,	,	PUNCT
dem-14658	58	34	q)(p	q)(p	ADV
dem-14658	58	35	,	,	PUNCT
dem-14658	58	36	d	d	NOUN
dem-14658	58	37	,	,	PUNCT
dem-14658	58	38	q)s	q)s	NOUN
dem-14658	58	39	model	model	NOUN
dem-14658	58	40	.	.	PUNCT
dem-14658	59	1	the	the	DET
dem-14658	59	2	first	first	ADJ
dem-14658	59	3	one	one	NOUN
dem-14658	59	4	is	be	AUX
dem-14658	59	5	used	use	VERB
dem-14658	59	6	to	to	PART
dem-14658	59	7	isolate	isolate	VERB
dem-14658	59	8	the	the	DET
dem-14658	59	9	linear	linear	ADJ
dem-14658	59	10	relationship	relationship	NOUN
dem-14658	59	11	between	between	ADP
dem-14658	59	12	the	the	DET
dem-14658	59	13	dependent	dependent	ADJ
dem-14658	59	14	variable	variable	NOUN
dem-14658	59	15	and	and	CCONJ
dem-14658	59	16	independent	independent	ADJ
dem-14658	59	17	variables	variable	NOUN
dem-14658	59	18	,	,	PUNCT
dem-14658	59	19	and	and	CCONJ
dem-14658	59	20	the	the	DET
dem-14658	59	21	second	second	ADJ
dem-14658	59	22	one	one	NOUN
dem-14658	59	23	is	be	AUX
dem-14658	59	24	used	use	VERB
dem-14658	59	25	to	to	PART
dem-14658	59	26	model	model	VERB
dem-14658	59	27	the	the	DET
dem-14658	59	28	residual	residual	ADJ
dem-14658	59	29	values	value	NOUN
dem-14658	59	30	of	of	ADP
dem-14658	59	31	the	the	DET
dem-14658	59	32	first	first	ADJ
dem-14658	59	33	model	model	NOUN
dem-14658	59	34	.	.	PUNCT
dem-14658	60	1	this	this	PRON
dem-14658	60	2	is	be	AUX
dem-14658	60	3	shown	show	VERB
dem-14658	60	4	in	in	ADP
dem-14658	60	5	figure	figure	NOUN
dem-14658	60	6	1	1	NUM
dem-14658	60	7	.	.	PUNCT
dem-14658	61	1	in	in	ADP
dem-14658	61	2	the	the	DET
dem-14658	61	3	first	first	ADJ
dem-14658	61	4	segment	segment	NOUN
dem-14658	61	5	,	,	PUNCT
dem-14658	61	6	the	the	DET
dem-14658	61	7	linear	linear	ADJ
dem-14658	61	8	(	(	PUNCT
dem-14658	61	9	multiple	multiple	ADJ
dem-14658	61	10	)	)	PUNCT
dem-14658	61	11	regression	regression	NOUN
dem-14658	61	12	model	model	NOUN
dem-14658	61	13	is	be	AUX
dem-14658	61	14	estimated	estimate	VERB
dem-14658	61	15	.	.	PUNCT
dem-14658	62	1	the	the	DET
dem-14658	62	2	regression	regression	NOUN
dem-14658	62	3	model	model	NOUN
dem-14658	62	4	enables	enable	VERB
dem-14658	62	5	one	one	NUM
dem-14658	62	6	to	to	PART
dem-14658	62	7	obtain	obtain	VERB
dem-14658	62	8	typical	typical	ADJ
dem-14658	62	9	demand	demand	NOUN
dem-14658	62	10	values	value	NOUN
dem-14658	62	11	for	for	ADP
dem-14658	62	12	telecommunications	telecommunications	NOUN
dem-14658	62	13	services	service	NOUN
dem-14658	62	14	that	that	PRON
dem-14658	62	15	are	be	AUX
dem-14658	62	16	generated	generate	VERB
dem-14658	62	17	by	by	ADP
dem-14658	62	18	the	the	DET
dem-14658	62	19	specified	specify	VERB
dem-14658	62	20	subscriber	subscriber	NOUN
dem-14658	62	21	group	group	NOUN
dem-14658	62	22	on	on	ADP
dem-14658	62	23	the	the	DET
dem-14658	62	24	particular	particular	ADJ
dem-14658	62	25	hours	hour	NOUN
dem-14658	62	26	of	of	ADP
dem-14658	62	27	the	the	DET
dem-14658	62	28	given	give	VERB
dem-14658	62	29	type	type	NOUN
dem-14658	62	30	of	of	ADP
dem-14658	62	31	day	day	NOUN
dem-14658	62	32	,	,	PUNCT
dem-14658	62	33	within	within	ADP
dem-14658	62	34	the	the	DET
dem-14658	62	35	particular	particular	ADJ
dem-14658	62	36	category	category	NOUN
dem-14658	62	37	of	of	ADP
dem-14658	62	38	connection	connection	NOUN
dem-14658	62	39	.	.	PUNCT
dem-14658	63	1	in	in	ADP
dem-14658	63	2	the	the	DET
dem-14658	63	3	second	second	ADJ
dem-14658	63	4	segment	segment	NOUN
dem-14658	63	5	,	,	PUNCT
dem-14658	63	6	the	the	DET
dem-14658	63	7	residual	residual	ADJ
dem-14658	63	8	values	value	NOUN
dem-14658	63	9	are	be	AUX
dem-14658	63	10	calculated	calculate	VERB
dem-14658	63	11	(	(	PUNCT
dem-14658	63	12	i.e.	i.e.	X
dem-14658	63	13	cleaning	cleaning	NOUN
dem-14658	63	14	time	time	NOUN
dem-14658	63	15	series	series	NOUN
dem-14658	63	16	of	of	ADP
dem-14658	63	17	the	the	DET
dem-14658	63	18	response	response	NOUN
dem-14658	63	19	variable	variable	NOUN
dem-14658	63	20	)	)	PUNCT
dem-14658	63	21	.	.	PUNCT
dem-14658	64	1	the	the	DET
dem-14658	64	2	first	first	ADJ
dem-14658	64	3	and	and	CCONJ
dem-14658	64	4	the	the	DET
dem-14658	64	5	second	second	ADJ
dem-14658	64	6	segments	segment	NOUN
dem-14658	64	7	can	can	AUX
dem-14658	64	8	only	only	ADV
dem-14658	64	9	execute	execute	VERB
dem-14658	64	10	their	their	PRON
dem-14658	64	11	tasks	task	NOUN
dem-14658	64	12	in	in	ADP
dem-14658	64	13	the	the	DET
dem-14658	64	14	proposed	propose	VERB
dem-14658	64	15	sequence	sequence	NOUN
dem-14658	64	16	.	.	PUNCT
dem-14658	65	1	the	the	DET
dem-14658	65	2	third	third	ADJ
dem-14658	65	3	segment	segment	NOUN
dem-14658	65	4	serves	serve	VERB
dem-14658	65	5	to	to	PART
dem-14658	65	6	forecast	forecast	VERB
dem-14658	65	7	the	the	DET
dem-14658	65	8	demand	demand	NOUN
dem-14658	65	9	by	by	ADP
dem-14658	65	10	using	use	VERB
dem-14658	65	11	the	the	DET
dem-14658	65	12	regression	regression	NOUN
dem-14658	65	13	model	model	NOUN
dem-14658	65	14	,	,	PUNCT
dem-14658	65	15	and	and	CCONJ
dem-14658	65	16	the	the	DET
dem-14658	65	17	fourth	fourth	ADJ
dem-14658	65	18	segment	segment	NOUN
dem-14658	65	19	serves	serve	VERB
dem-14658	65	20	to	to	PART
dem-14658	65	21	forecast	forecast	VERB
dem-14658	65	22	the	the	DET
dem-14658	65	23	residual	residual	ADJ
dem-14658	65	24	values	value	NOUN
dem-14658	65	25	of	of	ADP
dem-14658	65	26	the	the	DET
dem-14658	65	27	regression	regression	NOUN
dem-14658	65	28	model	model	NOUN
dem-14658	65	29	.	.	PUNCT
dem-14658	66	1	in	in	ADP
dem-14658	66	2	the	the	DET
dem-14658	66	3	fourth	fourth	ADJ
dem-14658	66	4	segment	segment	NOUN
dem-14658	66	5	the	the	DET
dem-14658	66	6	sarima	sarima	NOUN
dem-14658	66	7	model	model	NOUN
dem-14658	66	8	is	be	AUX
dem-14658	66	9	used	use	VERB
dem-14658	66	10	to	to	PART
dem-14658	66	11	model	model	VERB
dem-14658	66	12	and	and	CCONJ
dem-14658	66	13	forecast	forecast	VERB
dem-14658	66	14	a	a	DET
dem-14658	66	15	lower	low	ADJ
dem-14658	66	16	variability	variability	NOUN
dem-14658	66	17	(	(	PUNCT
dem-14658	66	18	after	after	ADP
dem-14658	66	19	elimination	elimination	NOUN
dem-14658	66	20	of	of	ADP
dem-14658	66	21	the	the	DET
dem-14658	66	22	multiple	multiple	ADJ
dem-14658	66	23	relationships	relationship	NOUN
dem-14658	66	24	microeconometric	microeconometric	VERB
dem-14658	66	25	analysis	analysis	NOUN
dem-14658	66	26	of	of	ADP
dem-14658	66	27	telecommunication	telecommunication	NOUN
dem-14658	66	28	services	service	NOUN
dem-14658	66	29	market	market	NOUN
dem-14658	66	30	…	…	PUNCT
dem-14658	66	31	dynamic	dynamic	ADJ
dem-14658	66	32	econometric	econometric	ADJ
dem-14658	66	33	models	model	NOUN
dem-14658	66	34	17	17	NUM
dem-14658	66	35	(	(	PUNCT
dem-14658	66	36	2017	2017	NUM
dem-14658	66	37	)	)	PUNCT
dem-14658	66	38	41–57	41–57	NUM
dem-14658	66	39	45	45	NUM
dem-14658	66	40	included	include	VERB
dem-14658	66	41	in	in	ADP
dem-14658	66	42	regression	regression	NOUN
dem-14658	66	43	model	model	NOUN
dem-14658	66	44	)	)	PUNCT
dem-14658	66	45	.	.	PUNCT
dem-14658	67	1	the	the	DET
dem-14658	67	2	third	third	ADJ
dem-14658	67	3	and	and	CCONJ
dem-14658	67	4	fourth	fourth	ADJ
dem-14658	67	5	segments	segment	NOUN
dem-14658	67	6	can	can	AUX
dem-14658	67	7	work	work	VERB
dem-14658	67	8	collaterally	collaterally	ADV
dem-14658	67	9	.	.	PUNCT
dem-14658	68	1	the	the	DET
dem-14658	68	2	results	result	NOUN
dem-14658	68	3	received	receive	VERB
dem-14658	68	4	by	by	ADP
dem-14658	68	5	using	use	VERB
dem-14658	68	6	the	the	DET
dem-14658	68	7	forecasting	forecasting	NOUN
dem-14658	68	8	tools	tool	NOUN
dem-14658	68	9	were	be	AUX
dem-14658	68	10	integrated	integrate	VERB
dem-14658	68	11	in	in	ADP
dem-14658	68	12	the	the	DET
dem-14658	68	13	fifth	fifth	ADJ
dem-14658	68	14	segment	segment	NOUN
dem-14658	68	15	,	,	PUNCT
dem-14658	68	16	i.e.	i.e.	X
dem-14658	68	17	the	the	DET
dem-14658	68	18	forecast	forecast	NOUN
dem-14658	68	19	values	value	NOUN
dem-14658	68	20	obtained	obtain	VERB
dem-14658	68	21	with	with	ADP
dem-14658	68	22	the	the	DET
dem-14658	68	23	use	use	NOUN
dem-14658	68	24	of	of	ADP
dem-14658	68	25	the	the	DET
dem-14658	68	26	regression	regression	NOUN
dem-14658	68	27	model	model	NOUN
dem-14658	68	28	are	be	AUX
dem-14658	68	29	corrected	correct	VERB
dem-14658	68	30	by	by	ADP
dem-14658	68	31	the	the	DET
dem-14658	68	32	prognostic	prognostic	ADJ
dem-14658	68	33	residual	residual	ADJ
dem-14658	68	34	values	value	NOUN
dem-14658	68	35	.	.	PUNCT
dem-14658	69	1	the	the	DET
dem-14658	69	2	econometric	econometric	ADJ
dem-14658	69	3	analysis	analysis	NOUN
dem-14658	69	4	of	of	ADP
dem-14658	69	5	high	high	ADJ
dem-14658	69	6	frequency	frequency	NOUN
dem-14658	69	7	data	datum	NOUN
dem-14658	69	8	was	be	AUX
dem-14658	69	9	researched	research	VERB
dem-14658	69	10	by	by	ADP
dem-14658	69	11	kufel	kufel	NOUN
dem-14658	69	12	(	(	PUNCT
dem-14658	69	13	2010	2010	NUM
dem-14658	69	14	)	)	PUNCT
dem-14658	69	15	.	.	PUNCT
dem-14658	70	1	methods	method	NOUN
dem-14658	70	2	of	of	ADP
dem-14658	70	3	elimination	elimination	NOUN
dem-14658	70	4	of	of	ADP
dem-14658	70	5	deterministic	deterministic	ADJ
dem-14658	70	6	components	component	NOUN
dem-14658	70	7	are	be	AUX
dem-14658	70	8	a	a	DET
dem-14658	70	9	very	very	ADV
dem-14658	70	10	important	important	ADJ
dem-14658	70	11	issue	issue	NOUN
dem-14658	70	12	because	because	SCONJ
dem-14658	70	13	they	they	PRON
dem-14658	70	14	have	have	VERB
dem-14658	70	15	a	a	DET
dem-14658	70	16	great	great	ADJ
dem-14658	70	17	impact	impact	NOUN
dem-14658	70	18	on	on	ADP
dem-14658	70	19	the	the	DET
dem-14658	70	20	accuracy	accuracy	NOUN
dem-14658	70	21	of	of	ADP
dem-14658	70	22	forecasts	forecast	NOUN
dem-14658	70	23	(	(	PUNCT
dem-14658	70	24	box	box	PROPN
dem-14658	70	25	et	et	PROPN
dem-14658	70	26	al	al	PROPN
dem-14658	70	27	.	.	PROPN
dem-14658	70	28	,	,	PUNCT
dem-14658	70	29	1994	1994	NUM
dem-14658	70	30	;	;	PUNCT
dem-14658	70	31	makridakis	makridaki	NOUN
dem-14658	70	32	and	and	CCONJ
dem-14658	70	33	wheelwright	wheelwright	ADJ
dem-14658	70	34	1989	1989	NUM
dem-14658	70	35	;	;	PUNCT
dem-14658	70	36	makridakis	makridakis	PROPN
dem-14658	70	37	et	et	PROPN
dem-14658	70	38	al	al	PROPN
dem-14658	70	39	.	.	PROPN
dem-14658	70	40	,	,	PUNCT
dem-14658	70	41	1998	1998	NUM
dem-14658	70	42	)	)	PUNCT
dem-14658	70	43	.	.	PUNCT
dem-14658	71	1	figure	figure	NOUN
dem-14658	71	2	1	1	NUM
dem-14658	71	3	.	.	PUNCT
dem-14658	72	1	the	the	DET
dem-14658	72	2	integration	integration	NOUN
dem-14658	72	3	of	of	ADP
dem-14658	72	4	regression	regression	NOUN
dem-14658	72	5	and	and	CCONJ
dem-14658	72	6	sarima	sarima	NOUN
dem-14658	72	7	model	model	NOUN
dem-14658	72	8	3	3	NUM
dem-14658	72	9	.	.	PUNCT
dem-14658	73	1	the	the	DET
dem-14658	73	2	research	research	NOUN
dem-14658	73	3	results	result	VERB
dem-14658	73	4	in	in	ADP
dem-14658	73	5	the	the	DET
dem-14658	73	6	conducted	conduct	VERB
dem-14658	73	7	empirical	empirical	ADJ
dem-14658	73	8	analyses	analysis	NOUN
dem-14658	73	9	,	,	PUNCT
dem-14658	73	10	the	the	DET
dem-14658	73	11	demand	demand	NOUN
dem-14658	73	12	for	for	ADP
dem-14658	73	13	telephone	telephone	NOUN
dem-14658	73	14	services	service	NOUN
dem-14658	73	15	(	(	PUNCT
dem-14658	73	16	response	response	NOUN
dem-14658	73	17	variable	variable	NOUN
dem-14658	73	18	)	)	PUNCT
dem-14658	73	19	was	be	AUX
dem-14658	73	20	considered	consider	VERB
dem-14658	73	21	as	as	ADP
dem-14658	73	22	the	the	DET
dem-14658	73	23	hourly	hourly	ADJ
dem-14658	73	24	call	call	NOUN
dem-14658	73	25	time	time	NOUN
dem-14658	73	26	measurements	measurement	NOUN
dem-14658	73	27	(	(	PUNCT
dem-14658	73	28	sec	sec	PROPN
dem-14658	73	29	.	.	PROPN
dem-14658	73	30	)	)	PUNCT
dem-14658	73	31	of	of	ADP
dem-14658	73	32	outgoing	outgoing	ADJ
dem-14658	73	33	connections	connection	NOUN
dem-14658	73	34	of	of	ADP
dem-14658	73	35	the	the	DET
dem-14658	73	36	telecommunications	telecommunications	NOUN
dem-14658	73	37	operator	operator	NOUN
dem-14658	73	38	network	network	NOUN
dem-14658	73	39	.	.	PUNCT
dem-14658	74	1	as	as	SCONJ
dem-14658	74	2	the	the	DET
dem-14658	74	3	classification	classification	NOUN
dem-14658	74	4	factors	factor	NOUN
dem-14658	74	5	of	of	ADP
dem-14658	74	6	the	the	DET
dem-14658	74	7	demand	demand	NOUN
dem-14658	74	8	were	be	AUX
dem-14658	74	9	assumed	assume	VERB
dem-14658	74	10	:	:	PUNCT
dem-14658	74	11	hour	hour	NOUN
dem-14658	74	12	within	within	ADP
dem-14658	74	13	24	24	NUM
dem-14658	74	14	hours	hour	NOUN
dem-14658	74	15	,	,	PUNCT
dem-14658	74	16	type	type	NOUN
dem-14658	74	17	of	of	ADP
dem-14658	74	18	24	24	NUM
dem-14658	74	19	hours	hour	NOUN
dem-14658	74	20	,	,	PUNCT
dem-14658	74	21	connection	connection	NOUN
dem-14658	74	22	category	category	NOUN
dem-14658	74	23	,	,	PUNCT
dem-14658	74	24	and	and	CCONJ
dem-14658	74	25	the	the	DET
dem-14658	74	26	kind	kind	NOUN
dem-14658	74	27	of	of	ADP
dem-14658	74	28	subscribers	subscriber	NOUN
dem-14658	74	29	group	group	NOUN
dem-14658	74	30	.	.	PUNCT
dem-14658	75	1	within	within	ADP
dem-14658	75	2	the	the	DET
dem-14658	75	3	framework	framework	NOUN
dem-14658	75	4	of	of	ADP
dem-14658	75	5	every	every	DET
dem-14658	75	6	mentioned	mention	VERB
dem-14658	75	7	classification	classification	NOUN
dem-14658	75	8	factor	factor	NOUN
dem-14658	75	9	were	be	AUX
dem-14658	75	10	defined	define	VERB
dem-14658	75	11	particular	particular	ADJ
dem-14658	75	12	levels	level	NOUN
dem-14658	75	13	.	.	PUNCT
dem-14658	76	1	therefore	therefore	ADV
dem-14658	76	2	the	the	DET
dem-14658	76	3	following	follow	VERB
dem-14658	76	4	35	35	NUM
dem-14658	76	5	variables	variable	NOUN
dem-14658	76	6	were	be	AUX
dem-14658	76	7	defined	define	VERB
dem-14658	76	8	:	:	PUNCT
dem-14658	76	9	bus	bus	NOUN
dem-14658	76	10	–	–	PUNCT
dem-14658	76	11	business	business	NOUN
dem-14658	76	12	subscribers	subscriber	NOUN
dem-14658	76	13	,	,	PUNCT
dem-14658	76	14	ind	ind	NOUN
dem-14658	76	15	–	–	PUNCT
dem-14658	76	16	individual	individual	ADJ
dem-14658	76	17	subscribers	subscriber	NOUN
dem-14658	76	18	,	,	PUNCT
dem-14658	76	19	mn	mn	PROPN
dem-14658	76	20	–	–	PUNCT
dem-14658	76	21	mobile	mobile	ADJ
dem-14658	76	22	networks	network	NOUN
dem-14658	76	23	,	,	PUNCT
dem-14658	76	24	lc	lc	PROPN
dem-14658	76	25	–	–	PUNCT
dem-14658	76	26	local	local	ADJ
dem-14658	76	27	calls	call	NOUN
dem-14658	76	28	to	to	ADP
dem-14658	76	29	the	the	DET
dem-14658	76	30	same	same	ADJ
dem-14658	76	31	network	network	NOUN
dem-14658	76	32	,	,	PUNCT
dem-14658	76	33	lco	lco	PROPN
dem-14658	76	34	–	–	PUNCT
dem-14658	76	35	local	local	ADJ
dem-14658	76	36	calls	call	NOUN
dem-14658	76	37	to	to	ADP
dem-14658	76	38	other	other	ADJ
dem-14658	76	39	networks	network	NOUN
dem-14658	76	40	,	,	PUNCT
dem-14658	76	41	tc	tc	NUM
dem-14658	76	42	–	–	PUNCT
dem-14658	76	43	trunk	trunk	NOUN
dem-14658	76	44	calls	call	NOUN
dem-14658	76	45	,	,	PUNCT
dem-14658	76	46	ic	ic	PROPN
dem-14658	76	47	–	–	PUNCT
dem-14658	76	48	international	international	ADJ
dem-14658	76	49	calls	call	NOUN
dem-14658	76	50	,	,	PUNCT
dem-14658	76	51	oc	oc	INTJ
dem-14658	76	52	–	–	PUNCT
dem-14658	76	53	other	other	ADJ
dem-14658	76	54	connections	connection	NOUN
dem-14658	76	55	,	,	PUNCT
dem-14658	76	56	2	2	X
dem-14658	76	57	.	.	PUNCT
dem-14658	76	58	residuals	residual	NOUN
dem-14658	76	59	calculation	calculation	NOUN
dem-14658	76	60	zt	zt	PROPN
dem-14658	76	61	=	=	SYM
dem-14658	76	62	yt	yt	PROPN
dem-14658	76	63	–	–	PUNCT
dem-14658	76	64	ŷt	ŷt	ADP
dem-14658	76	65	t	t	NOUN
dem-14658	76	66	=	=	SYM
dem-14658	76	67	1	1	NUM
dem-14658	76	68	,	,	PUNCT
dem-14658	76	69	...	...	PUNCT
dem-14658	76	70	,	,	PUNCT
dem-14658	76	71	n	n	PROPN
dem-14658	76	72	1	1	NUM
dem-14658	76	73	.	.	PUNCT
dem-14658	77	1	regression	regression	NOUN
dem-14658	77	2	model	model	NOUN
dem-14658	77	3	estimation	estimation	PROPN
dem-14658	78	1	titi	titi	INTJ
dem-14658	78	2	m	m	VERB
dem-14658	79	1	i	i	PRON
dem-14658	79	2	t	t	NOUN
dem-14658	79	3	xaay	xaay	ADV
dem-14658	80	1	ξ+σ+=	ξ+σ+=	VERB
dem-14658	80	2	1=	1=	NOUN
dem-14658	80	3	0	0	SYM
dem-14658	80	4	t	t	NOUN
dem-14658	80	5	=	=	SYM
dem-14658	80	6	1	1	NUM
dem-14658	80	7	,	,	PUNCT
dem-14658	80	8	...	...	PUNCT
dem-14658	80	9	,	,	PUNCT
dem-14658	80	10	n	n	PROPN
dem-14658	80	11	3	3	NUM
dem-14658	80	12	.	.	PUNCT
dem-14658	80	13	prediction	prediction	NOUN
dem-14658	80	14	of	of	ADP
dem-14658	80	15	the	the	DET
dem-14658	80	16	dependent	dependent	ADJ
dem-14658	80	17	variable	variable	ADJ
dem-14658	80	18	value	value	NOUN
dem-14658	80	19	)	)	PUNCT
dem-14658	80	20	(	(	PUNCT
dem-14658	80	21	*	*	PUNCT
dem-14658	80	22	hnii	hnii	INTJ
dem-14658	80	23	m	m	VERB
dem-14658	80	24	i	i	INTJ
dem-14658	80	25	hn	hn	PROPN
dem-14658	80	26	xaay	xaay	PROPN
dem-14658	81	1	+	+	CCONJ
dem-14658	81	2	1=	1=	X
dem-14658	81	3	0	0	PUNCT
dem-14658	81	4	+	+	CCONJ
dem-14658	81	5	σ+=	σ+=	PROPN
dem-14658	81	6	5	5	NUM
dem-14658	81	7	.	.	PUNCT
dem-14658	81	8	results	result	NOUN
dem-14658	81	9	aggregation	aggregation	NOUN
dem-14658	81	10	and	and	CCONJ
dem-14658	81	11	forecast	forecast	NOUN
dem-14658	81	12	accuracy	accuracy	NOUN
dem-14658	81	13	assessment	assessment	NOUN
dem-14658	81	14	4	4	NUM
dem-14658	81	15	.	.	PUNCT
dem-14658	82	1	sarima	sarima	NOUN
dem-14658	82	2	model	model	NOUN
dem-14658	82	3	estimation	estimation	NOUN
dem-14658	82	4	and	and	CCONJ
dem-14658	82	5	prediction	prediction	NOUN
dem-14658	82	6	of	of	ADP
dem-14658	82	7	the	the	DET
dem-14658	82	8	residual	residual	ADJ
dem-14658	82	9	value	value	NOUN
dem-14658	82	10	(	(	PUNCT
dem-14658	82	11	*	*	PUNCT
dem-14658	82	12	htz	htz	PROPN
dem-14658	82	13	+	+	CCONJ
dem-14658	82	14	)	)	PUNCT
dem-14658	82	15	sqdpqdparima	sqdpqdparima	NOUN
dem-14658	82	16	)	)	PUNCT
dem-14658	82	17	,	,	PUNCT
dem-14658	82	18	,	,	PUNCT
dem-14658	82	19	)	)	PUNCT
dem-14658	82	20	(	(	PUNCT
dem-14658	82	21	,	,	PUNCT
dem-14658	82	22	,	,	PUNCT
dem-14658	82	23	(	(	PUNCT
dem-14658	82	24	https://www.diki.pl/slownik-angielskiego?q=collaterally	https://www.diki.pl/slownik-angielskiego?q=collaterally	ADV
dem-14658	82	25	https://www.diki.pl/slownik-angielskiego?q=collaterally	https://www.diki.pl/slownik-angielskiego?q=collaterally	ADV
dem-14658	82	26	https://www.diki.pl/slownik-angielskiego?q=measurement	https://www.diki.pl/slownik-angielskiego?q=measurement	X
dem-14658	82	27	paweł	paweł	X
dem-14658	82	28	kaczmarczyk	kaczmarczyk	VERB
dem-14658	82	29	dynamic	dynamic	ADJ
dem-14658	82	30	econometric	econometric	ADJ
dem-14658	82	31	models	model	NOUN
dem-14658	82	32	17	17	NUM
dem-14658	82	33	(	(	PUNCT
dem-14658	82	34	2017	2017	NUM
dem-14658	82	35	)	)	PUNCT
dem-14658	83	1	41–57	41–57	NUM
dem-14658	83	2	46	46	NUM
dem-14658	83	3	w	w	NOUN
dem-14658	83	4	–	–	PUNCT
dem-14658	83	5	working	work	VERB
dem-14658	83	6	24	24	NUM
dem-14658	83	7	hours	hour	NOUN
dem-14658	83	8	,	,	PUNCT
dem-14658	83	9	sat	sit	VERB
dem-14658	83	10	–	–	PUNCT
dem-14658	83	11	saturday	saturday	NOUN
dem-14658	83	12	,	,	PUNCT
dem-14658	83	13	sun	sun	NOUN
dem-14658	83	14	–	–	PUNCT
dem-14658	83	15	sunday	sunday	PROPN
dem-14658	83	16	,	,	PUNCT
dem-14658	83	17	and	and	CCONJ
dem-14658	83	18	24	24	NUM
dem-14658	83	19	variables	variable	NOUN
dem-14658	83	20	to	to	PART
dem-14658	83	21	describe	describe	VERB
dem-14658	83	22	particular	particular	ADJ
dem-14658	83	23	hours	hour	NOUN
dem-14658	83	24	during	during	ADP
dem-14658	83	25	the	the	DET
dem-14658	83	26	day	day	NOUN
dem-14658	83	27	:	:	PUNCT
dem-14658	83	28	from	from	ADP
dem-14658	83	29	12	12	NUM
dem-14658	83	30	am	am	NOUN
dem-14658	83	31	–	–	PUNCT
dem-14658	83	32	00:00:00–01:00:00	00:00:00–01:00:00	ADJ
dem-14658	83	33	to	to	ADP
dem-14658	83	34	11	11	NUM
dem-14658	83	35	pm	pm	NOUN
dem-14658	83	36	–	–	PUNCT
dem-14658	83	37	23:00:00–00:00:00	23:00:00–00:00:00	NUM
dem-14658	83	38	.	.	PUNCT
dem-14658	83	39	hourly	hourly	ADJ
dem-14658	83	40	averages	average	NOUN
dem-14658	83	41	of	of	ADP
dem-14658	83	42	the	the	DET
dem-14658	83	43	demand	demand	NOUN
dem-14658	83	44	for	for	ADP
dem-14658	83	45	telephone	telephone	NOUN
dem-14658	83	46	services	service	NOUN
dem-14658	83	47	in	in	ADP
dem-14658	83	48	24	24	NUM
dem-14658	83	49	-	-	PUNCT
dem-14658	83	50	hours	hour	NOUN
dem-14658	83	51	cycles	cycle	NOUN
dem-14658	83	52	,	,	PUNCT
dem-14658	83	53	within	within	ADP
dem-14658	83	54	the	the	DET
dem-14658	83	55	selected	select	VERB
dem-14658	83	56	working	work	VERB
dem-14658	83	57	24	24	NUM
dem-14658	83	58	hours	hour	NOUN
dem-14658	83	59	(	(	PUNCT
dem-14658	83	60	wednesdays	wednesday	NOUN
dem-14658	83	61	)	)	PUNCT
dem-14658	83	62	and	and	CCONJ
dem-14658	83	63	generally	generally	ADV
dem-14658	83	64	nonworking	nonworke	VERB
dem-14658	83	65	24	24	NUM
dem-14658	83	66	hours	hour	NOUN
dem-14658	83	67	(	(	PUNCT
dem-14658	83	68	sundays	sunday	NOUN
dem-14658	83	69	)	)	PUNCT
dem-14658	83	70	during	during	ADP
dem-14658	83	71	a	a	DET
dem-14658	83	72	year	year	NOUN
dem-14658	83	73	and	and	CCONJ
dem-14658	83	74	generated	generate	VERB
dem-14658	83	75	by	by	ADP
dem-14658	83	76	business	business	NOUN
dem-14658	83	77	or	or	CCONJ
dem-14658	83	78	individual	individual	ADJ
dem-14658	83	79	subscribers	subscriber	NOUN
dem-14658	83	80	,	,	PUNCT
dem-14658	83	81	are	be	AUX
dem-14658	83	82	presented	present	VERB
dem-14658	83	83	in	in	ADP
dem-14658	83	84	figure	figure	NOUN
dem-14658	83	85	2	2	NUM
dem-14658	83	86	.	.	PUNCT
dem-14658	83	87	figure	figure	NOUN
dem-14658	83	88	2	2	NUM
dem-14658	83	89	.	.	PUNCT
dem-14658	84	1	the	the	DET
dem-14658	84	2	average	average	ADJ
dem-14658	84	3	time	time	NOUN
dem-14658	84	4	(	(	PUNCT
dem-14658	84	5	sec	sec	PROPN
dem-14658	84	6	.	.	PROPN
dem-14658	84	7	)	)	PUNCT
dem-14658	84	8	of	of	ADP
dem-14658	84	9	outgoing	outgoing	ADJ
dem-14658	84	10	calls	call	NOUN
dem-14658	84	11	generated	generate	VERB
dem-14658	84	12	by	by	ADP
dem-14658	84	13	business	business	NOUN
dem-14658	84	14	or	or	CCONJ
dem-14658	84	15	individual	individual	ADJ
dem-14658	84	16	customers	customer	NOUN
dem-14658	84	17	in	in	ADP
dem-14658	84	18	hours	hour	NOUN
dem-14658	84	19	of	of	ADP
dem-14658	84	20	working	working	NOUN
dem-14658	84	21	and	and	CCONJ
dem-14658	84	22	non	non	ADJ
dem-14658	84	23	-	-	ADJ
dem-14658	84	24	working	working	ADJ
dem-14658	84	25	24	24	NUM
dem-14658	84	26	hours	hour	NOUN
dem-14658	84	27	the	the	DET
dem-14658	84	28	courses	course	NOUN
dem-14658	84	29	of	of	ADP
dem-14658	84	30	the	the	DET
dem-14658	84	31	demand	demand	NOUN
dem-14658	84	32	for	for	ADP
dem-14658	84	33	telecommunications	telecommunications	NOUN
dem-14658	84	34	services	service	NOUN
dem-14658	84	35	are	be	AUX
dem-14658	84	36	different	different	ADJ
dem-14658	84	37	due	due	ADP
dem-14658	84	38	to	to	ADP
dem-14658	84	39	the	the	DET
dem-14658	84	40	category	category	NOUN
dem-14658	84	41	of	of	ADP
dem-14658	84	42	connection	connection	NOUN
dem-14658	84	43	,	,	PUNCT
dem-14658	84	44	subscriber	subscriber	NOUN
dem-14658	84	45	group	group	NOUN
dem-14658	84	46	and	and	CCONJ
dem-14658	84	47	type	type	NOUN
dem-14658	84	48	of	of	ADP
dem-14658	84	49	24	24	NUM
dem-14658	84	50	hours	hour	NOUN
dem-14658	84	51	.	.	PUNCT
dem-14658	85	1	the	the	DET
dem-14658	85	2	analytical	analytical	ADJ
dem-14658	85	3	sections	section	NOUN
dem-14658	85	4	have	have	VERB
dem-14658	85	5	different	different	ADJ
dem-14658	85	6	location	location	NOUN
dem-14658	85	7	of	of	ADP
dem-14658	85	8	the	the	DET
dem-14658	85	9	demand	demand	NOUN
dem-14658	85	10	extreme	extreme	NOUN
dem-14658	85	11	.	.	PUNCT
dem-14658	86	1	the	the	DET
dem-14658	86	2	structure	structure	NOUN
dem-14658	86	3	(	(	PUNCT
dem-14658	86	4	categorised	categorise	VERB
dem-14658	86	5	histogram	histogram	NOUN
dem-14658	86	6	)	)	PUNCT
dem-14658	86	7	of	of	ADP
dem-14658	86	8	demand	demand	NOUN
dem-14658	86	9	values	value	NOUN
dem-14658	86	10	(	(	PUNCT
dem-14658	86	11	hourly	hourly	ADV
dem-14658	86	12	counted	count	VERB
dem-14658	86	13	seconds	second	NOUN
dem-14658	86	14	of	of	ADP
dem-14658	86	15	outgoing	outgoing	ADJ
dem-14658	86	16	calls	call	NOUN
dem-14658	86	17	)	)	PUNCT
dem-14658	86	18	generated	generate	VERB
dem-14658	86	19	by	by	ADP
dem-14658	86	20	business	business	NOUN
dem-14658	86	21	customers	customer	NOUN
dem-14658	86	22	,	,	PUNCT
dem-14658	86	23	within	within	ADP
dem-14658	86	24	working	working	NOUN
dem-14658	86	25	and	and	CCONJ
dem-14658	86	26	non	non	ADJ
dem-14658	86	27	-	-	ADJ
dem-14658	86	28	working	working	ADJ
dem-14658	86	29	24	24	NUM
dem-14658	86	30	hours	hour	NOUN
dem-14658	86	31	,	,	PUNCT
dem-14658	86	32	is	be	AUX
dem-14658	86	33	shown	show	VERB
dem-14658	86	34	in	in	ADP
dem-14658	86	35	figure	figure	NOUN
dem-14658	86	36	3	3	NUM
dem-14658	86	37	.	.	PUNCT
dem-14658	86	38	figure	figure	NOUN
dem-14658	86	39	3	3	NUM
dem-14658	86	40	was	be	AUX
dem-14658	86	41	drawn	draw	VERB
dem-14658	86	42	on	on	ADP
dem-14658	86	43	the	the	DET
dem-14658	86	44	basis	basis	NOUN
dem-14658	86	45	of	of	ADP
dem-14658	86	46	the	the	DET
dem-14658	86	47	same	same	ADJ
dem-14658	86	48	statistical	statistical	ADJ
dem-14658	86	49	material	material	NOUN
dem-14658	86	50	that	that	PRON
dem-14658	86	51	was	be	AUX
dem-14658	86	52	used	use	VERB
dem-14658	86	53	to	to	PART
dem-14658	86	54	present	present	VERB
dem-14658	86	55	daily	daily	ADJ
dem-14658	86	56	course	course	NOUN
dem-14658	86	57	of	of	ADP
dem-14658	86	58	demand	demand	NOUN
dem-14658	86	59	(	(	PUNCT
dem-14658	86	60	generated	generate	VERB
dem-14658	86	61	by	by	ADP
dem-14658	86	62	business	business	NOUN
dem-14658	86	63	customers	customer	NOUN
dem-14658	86	64	)	)	PUNCT
dem-14658	86	65	in	in	ADP
dem-14658	86	66	figure	figure	NOUN
dem-14658	86	67	2	2	NUM
dem-14658	86	68	.	.	PUNCT
dem-14658	86	69	visual	visual	ADJ
dem-14658	86	70	analysis	analysis	NOUN
dem-14658	86	71	leads	lead	VERB
dem-14658	86	72	to	to	ADP
dem-14658	86	73	the	the	DET
dem-14658	86	74	remark	remark	NOUN
dem-14658	86	75	that	that	SCONJ
dem-14658	86	76	the	the	DET
dem-14658	86	77	variables	variable	NOUN
dem-14658	86	78	distributions	distribution	NOUN
dem-14658	86	79	within	within	ADP
dem-14658	86	80	the	the	DET
dem-14658	86	81	framework	framework	NOUN
dem-14658	86	82	of	of	ADP
dem-14658	86	83	business	business	NOUN
dem-14658	86	84	subscribers	subscriber	NOUN
dem-14658	86	85	are	be	AUX
dem-14658	86	86	different	different	ADJ
dem-14658	86	87	,	,	PUNCT
dem-14658	86	88	and	and	CCONJ
dem-14658	86	89	the	the	DET
dem-14658	86	90	variable	variable	ADJ
dem-14658	86	91	lco	lco	NOUN
dem-14658	86	92	has	have	VERB
dem-14658	86	93	the	the	DET
dem-14658	86	94	highest	high	ADJ
dem-14658	86	95	observaworking	observaworking	ADJ
dem-14658	86	96	24	24	NUM
dem-14658	86	97	hours	hour	NOUN
dem-14658	86	98	(	(	PUNCT
dem-14658	86	99	business	business	NOUN
dem-14658	86	100	customers	customer	NOUN
dem-14658	86	101	)	)	PUNCT
dem-14658	86	102	sundays	sunday	NOUN
dem-14658	86	103	(	(	PUNCT
dem-14658	86	104	business	business	NOUN
dem-14658	86	105	customers	customer	NOUN
dem-14658	86	106	)	)	PUNCT
dem-14658	86	107	working	work	VERB
dem-14658	86	108	24	24	NUM
dem-14658	86	109	hours	hour	NOUN
dem-14658	86	110	(	(	PUNCT
dem-14658	86	111	individual	individual	ADJ
dem-14658	86	112	customers	customer	NOUN
dem-14658	86	113	)	)	PUNCT
dem-14658	86	114	sundays	sunday	NOUN
dem-14658	86	115	(	(	PUNCT
dem-14658	86	116	individual	individual	ADJ
dem-14658	86	117	customers	customer	NOUN
dem-14658	86	118	)	)	PUNCT
dem-14658	86	119	microeconometric	microeconometric	VERB
dem-14658	86	120	analysis	analysis	NOUN
dem-14658	86	121	of	of	ADP
dem-14658	86	122	telecommunication	telecommunication	NOUN
dem-14658	86	123	services	service	NOUN
dem-14658	86	124	market	market	NOUN
dem-14658	86	125	…	…	PUNCT
dem-14658	86	126	dynamic	dynamic	ADJ
dem-14658	86	127	econometric	econometric	ADJ
dem-14658	86	128	models	model	NOUN
dem-14658	86	129	17	17	NUM
dem-14658	86	130	(	(	PUNCT
dem-14658	86	131	2017	2017	NUM
dem-14658	86	132	)	)	PUNCT
dem-14658	87	1	41–57	41–57	NUM
dem-14658	87	2	47	47	NUM
dem-14658	87	3	tions	tion	NOUN
dem-14658	87	4	in	in	ADP
dem-14658	87	5	the	the	DET
dem-14658	87	6	both	both	DET
dem-14658	87	7	types	type	NOUN
dem-14658	87	8	of	of	ADP
dem-14658	87	9	days	day	NOUN
dem-14658	87	10	.	.	PUNCT
dem-14658	88	1	the	the	DET
dem-14658	88	2	lowest	low	ADJ
dem-14658	88	3	values	value	NOUN
dem-14658	88	4	were	be	AUX
dem-14658	88	5	observed	observe	VERB
dem-14658	88	6	in	in	ADP
dem-14658	88	7	the	the	DET
dem-14658	88	8	case	case	NOUN
dem-14658	88	9	of	of	ADP
dem-14658	88	10	the	the	DET
dem-14658	88	11	variable	variable	ADJ
dem-14658	88	12	ic	ic	PROPN
dem-14658	88	13	and	and	CCONJ
dem-14658	88	14	oc	oc	PROPN
dem-14658	88	15	.	.	PUNCT
dem-14658	89	1	a	a	DET
dem-14658	89	2	relatively	relatively	ADV
dem-14658	89	3	high	high	ADJ
dem-14658	89	4	value	value	NOUN
dem-14658	89	5	may	may	AUX
dem-14658	89	6	be	be	AUX
dem-14658	89	7	observed	observe	VERB
dem-14658	89	8	also	also	ADV
dem-14658	89	9	within	within	ADP
dem-14658	89	10	lc	lc	PROPN
dem-14658	89	11	variable	variable	NOUN
dem-14658	89	12	and	and	CCONJ
dem-14658	89	13	may	may	AUX
dem-14658	89	14	be	be	AUX
dem-14658	89	15	noticed	notice	VERB
dem-14658	89	16	within	within	ADP
dem-14658	89	17	working	work	VERB
dem-14658	89	18	24	24	NUM
dem-14658	89	19	hours	hour	NOUN
dem-14658	89	20	as	as	ADV
dem-14658	89	21	well	well	ADV
dem-14658	89	22	as	as	ADP
dem-14658	89	23	within	within	ADP
dem-14658	89	24	sundays	sunday	NOUN
dem-14658	89	25	.	.	PUNCT
dem-14658	90	1	working	work	VERB
dem-14658	90	2	24	24	NUM
dem-14658	90	3	hours	hour	NOUN
dem-14658	90	4	sundays	sunday	NOUN
dem-14658	90	5	figure	figure	NOUN
dem-14658	90	6	3	3	NUM
dem-14658	90	7	.	.	PUNCT
dem-14658	91	1	the	the	DET
dem-14658	91	2	structure	structure	NOUN
dem-14658	91	3	of	of	ADP
dem-14658	91	4	observations	observation	NOUN
dem-14658	91	5	(	(	PUNCT
dem-14658	91	6	hourly	hourly	ADV
dem-14658	91	7	counted	count	VERB
dem-14658	91	8	sec	sec	PROPN
dem-14658	91	9	.	.	PROPN
dem-14658	91	10	)	)	PUNCT
dem-14658	91	11	of	of	ADP
dem-14658	91	12	outgoing	outgoing	ADJ
dem-14658	91	13	calls	call	NOUN
dem-14658	91	14	generated	generate	VERB
dem-14658	91	15	by	by	ADP
dem-14658	91	16	business	business	NOUN
dem-14658	91	17	customers	customer	NOUN
dem-14658	91	18	during	during	ADP
dem-14658	91	19	working	working	NOUN
dem-14658	91	20	and	and	CCONJ
dem-14658	91	21	non	non	ADJ
dem-14658	91	22	-	-	ADJ
dem-14658	91	23	working	working	ADJ
dem-14658	91	24	24	24	NUM
dem-14658	91	25	hours	hour	NOUN
dem-14658	91	26	in	in	ADP
dem-14658	91	27	the	the	DET
dem-14658	91	28	next	next	ADJ
dem-14658	91	29	figure	figure	NOUN
dem-14658	91	30	(	(	PUNCT
dem-14658	91	31	figure	figure	NOUN
dem-14658	91	32	4	4	NUM
dem-14658	91	33	)	)	PUNCT
dem-14658	91	34	,	,	PUNCT
dem-14658	91	35	categorised	categorise	VERB
dem-14658	91	36	histogram	histogram	NOUN
dem-14658	91	37	of	of	ADP
dem-14658	91	38	hourly	hourly	ADV
dem-14658	91	39	combined	combine	VERB
dem-14658	91	40	seconds	second	NOUN
dem-14658	91	41	of	of	ADP
dem-14658	91	42	outgoing	outgoing	ADJ
dem-14658	91	43	calls	call	NOUN
dem-14658	91	44	generated	generate	VERB
dem-14658	91	45	by	by	ADP
dem-14658	91	46	individual	individual	ADJ
dem-14658	91	47	subscribers	subscriber	NOUN
dem-14658	91	48	also	also	ADV
dem-14658	91	49	during	during	ADP
dem-14658	91	50	paweł	paweł	NOUN
dem-14658	91	51	kaczmarczyk	kaczmarczyk	VERB
dem-14658	91	52	dynamic	dynamic	ADJ
dem-14658	91	53	econometric	econometric	ADJ
dem-14658	91	54	models	model	NOUN
dem-14658	91	55	17	17	NUM
dem-14658	91	56	(	(	PUNCT
dem-14658	91	57	2017	2017	NUM
dem-14658	91	58	)	)	PUNCT
dem-14658	91	59	41–57	41–57	NUM
dem-14658	91	60	48	48	NUM
dem-14658	91	61	working	working	NOUN
dem-14658	91	62	and	and	CCONJ
dem-14658	91	63	non	non	ADJ
dem-14658	91	64	-	-	ADJ
dem-14658	91	65	working	working	ADJ
dem-14658	91	66	24	24	NUM
dem-14658	91	67	hours	hour	NOUN
dem-14658	91	68	is	be	AUX
dem-14658	91	69	presented	present	VERB
dem-14658	91	70	.	.	PUNCT
dem-14658	92	1	it	it	PRON
dem-14658	92	2	can	can	AUX
dem-14658	92	3	be	be	AUX
dem-14658	92	4	noticed	notice	VERB
dem-14658	92	5	in	in	ADP
dem-14658	92	6	both	both	DET
dem-14658	92	7	types	type	NOUN
dem-14658	92	8	of	of	ADP
dem-14658	92	9	day	day	NOUN
dem-14658	92	10	that	that	SCONJ
dem-14658	92	11	the	the	DET
dem-14658	92	12	highest	high	ADJ
dem-14658	92	13	observations	observation	NOUN
dem-14658	92	14	there	there	PRON
dem-14658	92	15	are	be	VERB
dem-14658	92	16	within	within	ADP
dem-14658	92	17	the	the	DET
dem-14658	92	18	framework	framework	NOUN
dem-14658	92	19	of	of	ADP
dem-14658	92	20	local	local	ADJ
dem-14658	92	21	connection	connection	NOUN
dem-14658	92	22	to	to	ADP
dem-14658	92	23	other	other	ADJ
dem-14658	92	24	network	network	NOUN
dem-14658	92	25	and	and	CCONJ
dem-14658	92	26	these	these	DET
dem-14658	92	27	observations	observation	NOUN
dem-14658	92	28	are	be	AUX
dem-14658	92	29	even	even	ADV
dem-14658	92	30	higher	high	ADJ
dem-14658	92	31	than	than	ADP
dem-14658	92	32	in	in	ADP
dem-14658	92	33	the	the	DET
dem-14658	92	34	case	case	NOUN
dem-14658	92	35	business	business	NOUN
dem-14658	92	36	subscribers	subscriber	NOUN
dem-14658	92	37	within	within	ADP
dem-14658	92	38	this	this	DET
dem-14658	92	39	category	category	NOUN
dem-14658	92	40	and	and	CCONJ
dem-14658	92	41	during	during	ADP
dem-14658	92	42	the	the	DET
dem-14658	92	43	same	same	ADJ
dem-14658	92	44	type	type	NOUN
dem-14658	92	45	of	of	ADP
dem-14658	92	46	day	day	NOUN
dem-14658	92	47	.	.	PUNCT
dem-14658	93	1	the	the	DET
dem-14658	93	2	demand	demand	NOUN
dem-14658	93	3	value	value	NOUN
dem-14658	93	4	within	within	ADP
dem-14658	93	5	remaining	remain	VERB
dem-14658	93	6	categories	category	NOUN
dem-14658	93	7	of	of	ADP
dem-14658	93	8	connection	connection	NOUN
dem-14658	93	9	during	during	ADP
dem-14658	93	10	both	both	DET
dem-14658	93	11	type	type	NOUN
dem-14658	93	12	of	of	ADP
dem-14658	93	13	24	24	NUM
dem-14658	93	14	hours	hour	NOUN
dem-14658	93	15	are	be	AUX
dem-14658	93	16	significantly	significantly	ADV
dem-14658	93	17	lower	low	ADJ
dem-14658	93	18	.	.	PUNCT
dem-14658	94	1	working	work	VERB
dem-14658	94	2	24	24	NUM
dem-14658	94	3	hours	hour	NOUN
dem-14658	94	4	sundays	sunday	NOUN
dem-14658	94	5	figure	figure	NOUN
dem-14658	94	6	4	4	NUM
dem-14658	94	7	.	.	PUNCT
dem-14658	95	1	the	the	DET
dem-14658	95	2	structure	structure	NOUN
dem-14658	95	3	of	of	ADP
dem-14658	95	4	observations	observation	NOUN
dem-14658	95	5	(	(	PUNCT
dem-14658	95	6	hourly	hourly	ADV
dem-14658	95	7	counted	count	VERB
dem-14658	95	8	sec	sec	PROPN
dem-14658	95	9	.	.	PROPN
dem-14658	95	10	)	)	PUNCT
dem-14658	95	11	of	of	ADP
dem-14658	95	12	outgoing	outgoing	ADJ
dem-14658	95	13	calls	call	NOUN
dem-14658	95	14	generated	generate	VERB
dem-14658	95	15	by	by	ADP
dem-14658	95	16	individual	individual	ADJ
dem-14658	95	17	customers	customer	NOUN
dem-14658	95	18	during	during	ADP
dem-14658	95	19	working	working	NOUN
dem-14658	95	20	and	and	CCONJ
dem-14658	95	21	non	non	ADJ
dem-14658	95	22	-	-	ADJ
dem-14658	95	23	working	working	ADJ
dem-14658	95	24	24	24	NUM
dem-14658	95	25	hours	hour	NOUN
dem-14658	95	26	microeconometric	microeconometric	ADJ
dem-14658	95	27	analysis	analysis	NOUN
dem-14658	95	28	of	of	ADP
dem-14658	95	29	telecommunication	telecommunication	NOUN
dem-14658	95	30	services	service	NOUN
dem-14658	95	31	market	market	NOUN
dem-14658	95	32	…	…	PUNCT
dem-14658	95	33	dynamic	dynamic	ADJ
dem-14658	95	34	econometric	econometric	ADJ
dem-14658	95	35	models	model	NOUN
dem-14658	95	36	17	17	NUM
dem-14658	95	37	(	(	PUNCT
dem-14658	95	38	2017	2017	NUM
dem-14658	95	39	)	)	PUNCT
dem-14658	95	40	41–57	41–57	NUM
dem-14658	95	41	49	49	NUM
dem-14658	96	1	the	the	DET
dem-14658	96	2	intervals	interval	NOUN
dem-14658	96	3	of	of	ADP
dem-14658	96	4	hourly	hourly	ADV
dem-14658	96	5	counted	count	VERB
dem-14658	96	6	seconds	second	NOUN
dem-14658	96	7	of	of	ADP
dem-14658	96	8	outgoing	outgoing	ADJ
dem-14658	96	9	calls	call	NOUN
dem-14658	96	10	are	be	AUX
dem-14658	96	11	left	leave	VERB
dem-14658	96	12	-	-	PUNCT
dem-14658	96	13	open	open	ADJ
dem-14658	96	14	and	and	CCONJ
dem-14658	96	15	right	right	ADV
dem-14658	96	16	-	-	PUNCT
dem-14658	96	17	closed	closed	ADJ
dem-14658	96	18	.	.	PUNCT
dem-14658	97	1	therefore	therefore	ADV
dem-14658	97	2	,	,	PUNCT
dem-14658	97	3	the	the	DET
dem-14658	97	4	intervals	interval	NOUN
dem-14658	97	5	(	(	PUNCT
dem-14658	97	6	–	–	PUNCT
dem-14658	97	7	50000	50000	NUM
dem-14658	97	8	,	,	PUNCT
dem-14658	97	9	0	0	NUM
dem-14658	97	10	]	]	PUNCT
dem-14658	97	11	or	or	CCONJ
dem-14658	97	12	(	(	PUNCT
dem-14658	97	13	–	–	PUNCT
dem-14658	97	14	5000	5000	NUM
dem-14658	97	15	,	,	PUNCT
dem-14658	97	16	0	0	NUM
dem-14658	97	17	]	]	PUNCT
dem-14658	97	18	include	include	VERB
dem-14658	97	19	the	the	DET
dem-14658	97	20	observations	observation	NOUN
dem-14658	97	21	that	that	PRON
dem-14658	97	22	equal	equal	ADJ
dem-14658	97	23	to	to	ADP
dem-14658	97	24	0	0	NUM
dem-14658	97	25	.	.	PUNCT
dem-14658	98	1	this	this	DET
dem-14658	98	2	assumption	assumption	NOUN
dem-14658	98	3	enables	enable	VERB
dem-14658	98	4	isolation	isolation	NOUN
dem-14658	98	5	of	of	ADP
dem-14658	98	6	the	the	DET
dem-14658	98	7	observations	observation	NOUN
dem-14658	98	8	that	that	PRON
dem-14658	98	9	equal	equal	ADJ
dem-14658	98	10	to	to	ADP
dem-14658	98	11	0	0	NUM
dem-14658	98	12	and	and	CCONJ
dem-14658	98	13	consequently	consequently	ADV
dem-14658	98	14	it	it	PRON
dem-14658	98	15	allows	allow	VERB
dem-14658	98	16	for	for	ADP
dem-14658	98	17	better	well	ADJ
dem-14658	98	18	overview	overview	NOUN
dem-14658	98	19	of	of	ADP
dem-14658	98	20	the	the	DET
dem-14658	98	21	structure	structure	NOUN
dem-14658	98	22	(	(	PUNCT
dem-14658	98	23	categorised	categorise	VERB
dem-14658	98	24	histogram	histogram	NOUN
dem-14658	98	25	)	)	PUNCT
dem-14658	98	26	of	of	ADP
dem-14658	98	27	the	the	DET
dem-14658	98	28	demand	demand	NOUN
dem-14658	98	29	for	for	ADP
dem-14658	98	30	telecommunication	telecommunication	NOUN
dem-14658	98	31	services	service	NOUN
dem-14658	98	32	generated	generate	VERB
dem-14658	98	33	by	by	ADP
dem-14658	98	34	particular	particular	ADJ
dem-14658	98	35	subscribers	subscriber	NOUN
dem-14658	98	36	group	group	NOUN
dem-14658	98	37	,	,	PUNCT
dem-14658	98	38	within	within	ADP
dem-14658	98	39	defined	define	VERB
dem-14658	98	40	type	type	NOUN
dem-14658	98	41	of	of	ADP
dem-14658	98	42	day	day	NOUN
dem-14658	98	43	.	.	PUNCT
dem-14658	99	1	in	in	ADP
dem-14658	99	2	this	this	DET
dem-14658	99	3	analysis	analysis	NOUN
dem-14658	99	4	,	,	PUNCT
dem-14658	99	5	the	the	DET
dem-14658	99	6	volumes	volume	NOUN
dem-14658	99	7	of	of	ADP
dem-14658	99	8	demand	demand	NOUN
dem-14658	99	9	that	that	PRON
dem-14658	99	10	equal	equal	ADJ
dem-14658	99	11	to	to	ADP
dem-14658	99	12	0	0	NUM
dem-14658	99	13	constitute	constitute	VERB
dem-14658	99	14	significant	significant	ADJ
dem-14658	99	15	group	group	NOUN
dem-14658	99	16	of	of	ADP
dem-14658	99	17	observations	observation	NOUN
dem-14658	99	18	and	and	CCONJ
dem-14658	99	19	these	these	DET
dem-14658	99	20	observations	observation	NOUN
dem-14658	99	21	can	can	AUX
dem-14658	99	22	be	be	AUX
dem-14658	99	23	isolated	isolate	VERB
dem-14658	99	24	in	in	ADP
dem-14658	99	25	separated	separated	ADJ
dem-14658	99	26	interval	interval	NOUN
dem-14658	99	27	.	.	PUNCT
dem-14658	100	1	the	the	DET
dem-14658	100	2	regression	regression	NOUN
dem-14658	100	3	model	model	NOUN
dem-14658	100	4	has	have	AUX
dem-14658	100	5	included	include	VERB
dem-14658	100	6	35	35	NUM
dem-14658	100	7	dichotomous	dichotomous	ADJ
dem-14658	100	8	independent	independent	ADJ
dem-14658	100	9	variables	variable	NOUN
dem-14658	100	10	,	,	PUNCT
dem-14658	100	11	which	which	PRON
dem-14658	100	12	were	be	AUX
dem-14658	100	13	specified	specify	VERB
dem-14658	100	14	at	at	ADP
dem-14658	100	15	the	the	DET
dem-14658	100	16	beginning	beginning	NOUN
dem-14658	100	17	of	of	ADP
dem-14658	100	18	this	this	DET
dem-14658	100	19	study	study	NOUN
dem-14658	100	20	section	section	NOUN
dem-14658	100	21	.	.	PUNCT
dem-14658	101	1	independent	independent	ADJ
dem-14658	101	2	variables	variable	NOUN
dem-14658	101	3	take	take	VERB
dem-14658	101	4	value	value	NOUN
dem-14658	101	5	0	0	NUM
dem-14658	101	6	or	or	CCONJ
dem-14658	101	7	1	1	NUM
dem-14658	101	8	.	.	PUNCT
dem-14658	102	1	the	the	DET
dem-14658	102	2	dependent	dependent	ADJ
dem-14658	102	3	variable	variable	NOUN
dem-14658	102	4	was	be	AUX
dem-14658	102	5	set	set	VERB
dem-14658	102	6	by	by	ADP
dem-14658	102	7	hourly	hourly	ADJ
dem-14658	102	8	measurements	measurement	NOUN
dem-14658	102	9	of	of	ADP
dem-14658	102	10	seconds	second	NOUN
dem-14658	102	11	of	of	ADP
dem-14658	102	12	outgoings	outgoing	NOUN
dem-14658	102	13	calls	call	NOUN
dem-14658	102	14	of	of	ADP
dem-14658	102	15	the	the	DET
dem-14658	102	16	operator	operator	NOUN
dem-14658	102	17	network	network	NOUN
dem-14658	102	18	.	.	PUNCT
dem-14658	103	1	multiple	multiple	ADJ
dem-14658	103	2	regression	regression	NOUN
dem-14658	103	3	parameters	parameter	NOUN
dem-14658	103	4	were	be	AUX
dem-14658	103	5	estimated	estimate	VERB
dem-14658	103	6	from	from	ADP
dem-14658	103	7	data	datum	NOUN
dem-14658	103	8	for	for	ADP
dem-14658	103	9	the	the	DET
dem-14658	103	10	period	period	NOUN
dem-14658	103	11	from	from	ADP
dem-14658	103	12	1st	1st	ADJ
dem-14658	103	13	january	january	NOUN
dem-14658	103	14	to	to	ADP
dem-14658	103	15	20th	20th	ADJ
dem-14658	103	16	february	february	NOUN
dem-14658	103	17	of	of	ADP
dem-14658	103	18	the	the	DET
dem-14658	103	19	selected	select	VERB
dem-14658	103	20	year	year	NOUN
dem-14658	103	21	(	(	PUNCT
dem-14658	103	22	14688	14688	NUM
dem-14658	103	23	cases	case	NOUN
dem-14658	103	24	)	)	PUNCT
dem-14658	103	25	.	.	PUNCT
dem-14658	104	1	the	the	DET
dem-14658	104	2	data	datum	NOUN
dem-14658	104	3	,	,	PUNCT
dem-14658	104	4	which	which	PRON
dem-14658	104	5	was	be	AUX
dem-14658	104	6	used	use	VERB
dem-14658	104	7	to	to	PART
dem-14658	104	8	construct	construct	VERB
dem-14658	104	9	the	the	DET
dem-14658	104	10	tested	test	VERB
dem-14658	104	11	models	model	NOUN
dem-14658	104	12	,	,	PUNCT
dem-14658	104	13	was	be	AUX
dem-14658	104	14	very	very	ADV
dem-14658	104	15	complex	complex	ADJ
dem-14658	104	16	.	.	PUNCT
dem-14658	105	1	the	the	DET
dem-14658	105	2	constructed	construct	VERB
dem-14658	105	3	regression	regression	NOUN
dem-14658	105	4	model	model	NOUN
dem-14658	105	5	was	be	AUX
dem-14658	105	6	based	base	VERB
dem-14658	105	7	on	on	ADP
dem-14658	105	8	data	datum	NOUN
dem-14658	105	9	relating	relate	VERB
dem-14658	105	10	to	to	ADP
dem-14658	105	11	six	six	NUM
dem-14658	105	12	categories	category	NOUN
dem-14658	105	13	of	of	ADP
dem-14658	105	14	connections	connection	NOUN
dem-14658	105	15	and	and	CCONJ
dem-14658	105	16	two	two	NUM
dem-14658	105	17	subscriber	subscriber	NOUN
dem-14658	105	18	groups	group	NOUN
dem-14658	105	19	(	(	PUNCT
dem-14658	105	20	12	12	NUM
dem-14658	105	21	separated	separate	VERB
dem-14658	105	22	analytical	analytical	ADJ
dem-14658	105	23	sections	section	NOUN
dem-14658	105	24	of	of	ADP
dem-14658	105	25	demand	demand	NOUN
dem-14658	105	26	)	)	PUNCT
dem-14658	105	27	.	.	PUNCT
dem-14658	106	1	due	due	ADP
dem-14658	106	2	to	to	ADP
dem-14658	106	3	the	the	DET
dem-14658	106	4	fact	fact	NOUN
dem-14658	106	5	that	that	SCONJ
dem-14658	106	6	the	the	DET
dem-14658	106	7	period	period	NOUN
dem-14658	106	8	from	from	ADP
dem-14658	106	9	1th	1th	ADJ
dem-14658	106	10	january	january	NOUN
dem-14658	106	11	to	to	ADP
dem-14658	106	12	20th	20th	ADJ
dem-14658	106	13	february	february	NOUN
dem-14658	106	14	consist	consist	NOUN
dem-14658	106	15	of	of	ADP
dem-14658	106	16	1224	1224	NUM
dem-14658	106	17	hours	hour	NOUN
dem-14658	106	18	,	,	PUNCT
dem-14658	106	19	the	the	DET
dem-14658	106	20	modelling	modelling	NOUN
dem-14658	106	21	of	of	ADP
dem-14658	106	22	full	full	ADJ
dem-14658	106	23	variability	variability	NOUN
dem-14658	106	24	of	of	ADP
dem-14658	106	25	demand	demand	NOUN
dem-14658	106	26	for	for	ADP
dem-14658	106	27	telecommunication	telecommunication	NOUN
dem-14658	106	28	connections	connection	NOUN
dem-14658	106	29	services	service	NOUN
dem-14658	106	30	needed	need	VERB
dem-14658	106	31	to	to	PART
dem-14658	106	32	involve	involve	VERB
dem-14658	106	33	14688	14688	NUM
dem-14658	106	34	cases	case	NOUN
dem-14658	106	35	.	.	PUNCT
dem-14658	107	1	therefore	therefore	ADV
dem-14658	107	2	,	,	PUNCT
dem-14658	107	3	the	the	DET
dem-14658	107	4	number	number	NOUN
dem-14658	107	5	of	of	ADP
dem-14658	107	6	cases	case	NOUN
dem-14658	107	7	reflects	reflect	VERB
dem-14658	107	8	joint	joint	ADJ
dem-14658	107	9	analysis	analysis	NOUN
dem-14658	107	10	of	of	ADP
dem-14658	107	11	demand	demand	NOUN
dem-14658	107	12	in	in	ADP
dem-14658	107	13	terms	term	NOUN
dem-14658	107	14	of	of	ADP
dem-14658	107	15	various	various	ADJ
dem-14658	107	16	analytical	analytical	ADJ
dem-14658	107	17	sections	section	NOUN
dem-14658	107	18	at	at	ADP
dem-14658	107	19	the	the	DET
dem-14658	107	20	same	same	ADJ
dem-14658	107	21	time	time	NOUN
dem-14658	107	22	.	.	PUNCT
dem-14658	108	1	due	due	ADP
dem-14658	108	2	to	to	ADP
dem-14658	108	3	the	the	DET
dem-14658	108	4	fact	fact	NOUN
dem-14658	108	5	that	that	SCONJ
dem-14658	108	6	ridge	ridge	NOUN
dem-14658	108	7	regression	regression	PROPN
dem-14658	108	8	was	be	AUX
dem-14658	108	9	estimated	estimate	VERB
dem-14658	108	10	,	,	PUNCT
dem-14658	108	11	it	it	PRON
dem-14658	108	12	was	be	AUX
dem-14658	108	13	necessary	necessary	ADJ
dem-14658	108	14	to	to	PART
dem-14658	108	15	optimise	optimise	VERB
dem-14658	108	16	parameter	parameter	PROPN
dem-14658	108	17	λ	λ	PROPN
dem-14658	108	18	.	.	PUNCT
dem-14658	109	1	the	the	DET
dem-14658	109	2	optimal	optimal	ADJ
dem-14658	109	3	value	value	NOUN
dem-14658	109	4	of	of	ADP
dem-14658	109	5	the	the	DET
dem-14658	109	6	parameter	parameter	NOUN
dem-14658	109	7	λ	λ	PROPN
dem-14658	109	8	was	be	AUX
dem-14658	109	9	set	set	VERB
dem-14658	109	10	at	at	ADP
dem-14658	109	11	0.0570	0.0570	NUM
dem-14658	109	12	.	.	PUNCT
dem-14658	110	1	at	at	ADP
dem-14658	110	2	this	this	DET
dem-14658	110	3	value	value	NOUN
dem-14658	110	4	the	the	DET
dem-14658	110	5	ridge	ridge	PROPN
dem-14658	110	6	regression	regression	PROPN
dem-14658	110	7	model	model	NOUN
dem-14658	110	8	was	be	AUX
dem-14658	110	9	the	the	DET
dem-14658	110	10	best	well	ADV
dem-14658	110	11	fitted	fit	VERB
dem-14658	110	12	to	to	ADP
dem-14658	110	13	the	the	DET
dem-14658	110	14	modelled	model	VERB
dem-14658	110	15	data	datum	NOUN
dem-14658	110	16	(	(	PUNCT
dem-14658	110	17	r	r	NOUN
dem-14658	110	18	square	square	NOUN
dem-14658	110	19	=	=	SYM
dem-14658	110	20	0.4748	0.4748	NUM
dem-14658	110	21	;	;	PUNCT
dem-14658	110	22	std	std	PROPN
dem-14658	110	23	.	.	NOUN
dem-14658	110	24	error	error	NOUN
dem-14658	110	25	of	of	ADP
dem-14658	110	26	the	the	DET
dem-14658	110	27	estimate	estimate	NOUN
dem-14658	110	28	=	=	SYM
dem-14658	110	29	59524.1568	59524.1568	NUM
dem-14658	110	30	;	;	PUNCT
dem-14658	110	31	calculated	calculate	VERB
dem-14658	110	32	f	f	PROPN
dem-14658	110	33	statistic	statistic	NOUN
dem-14658	110	34	=	=	NOUN
dem-14658	111	1	378.4818	378.4818	NUM
dem-14658	111	2	on	on	ADP
dem-14658	111	3	35	35	NUM
dem-14658	111	4	and	and	CCONJ
dem-14658	111	5	14,652	14,652	NUM
dem-14658	111	6	df	df	NOUN
dem-14658	111	7	,	,	PUNCT
dem-14658	111	8	p	p	X
dem-14658	111	9	<	<	X
dem-14658	111	10	0.05	0.05	NUM
dem-14658	111	11	)	)	PUNCT
dem-14658	111	12	.	.	PUNCT
dem-14658	112	1	in	in	ADP
dem-14658	112	2	the	the	DET
dem-14658	112	3	obtained	obtain	VERB
dem-14658	112	4	regression	regression	NOUN
dem-14658	112	5	model	model	NOUN
dem-14658	112	6	only	only	ADV
dem-14658	112	7	one	one	NUM
dem-14658	112	8	of	of	ADP
dem-14658	112	9	the	the	DET
dem-14658	112	10	structural	structural	ADJ
dem-14658	112	11	parameters	parameter	NOUN
dem-14658	112	12	,	,	PUNCT
dem-14658	112	13	i.e.	i.e.	X
dem-14658	112	14	parameter	parameter	NOUN
dem-14658	112	15	standing	stand	VERB
dem-14658	112	16	by	by	ADP
dem-14658	112	17	the	the	DET
dem-14658	112	18	variable	variable	ADJ
dem-14658	112	19	09pm	09pm	NOUN
dem-14658	112	20	,	,	PUNCT
dem-14658	112	21	was	be	AUX
dem-14658	112	22	statistical	statistical	ADJ
dem-14658	112	23	insignificant	insignificant	ADJ
dem-14658	112	24	–	–	PUNCT
dem-14658	112	25	see	see	VERB
dem-14658	112	26	table	table	NOUN
dem-14658	112	27	a1	a1	NOUN
dem-14658	112	28	in	in	ADP
dem-14658	112	29	appendix	appendix	NOUN
dem-14658	112	30	.	.	PUNCT
dem-14658	113	1	then	then	ADV
dem-14658	113	2	the	the	DET
dem-14658	113	3	object	object	NOUN
dem-14658	113	4	of	of	ADP
dem-14658	113	5	the	the	DET
dem-14658	113	6	research	research	NOUN
dem-14658	113	7	was	be	AUX
dem-14658	113	8	autocorrelation	autocorrelation	NOUN
dem-14658	113	9	function	function	NOUN
dem-14658	113	10	and	and	CCONJ
dem-14658	113	11	the	the	DET
dem-14658	113	12	partial	partial	ADJ
dem-14658	113	13	autocorrelation	autocorrelation	NOUN
dem-14658	113	14	function	function	NOUN
dem-14658	113	15	of	of	ADP
dem-14658	113	16	the	the	DET
dem-14658	113	17	regression	regression	NOUN
dem-14658	113	18	model	model	NOUN
dem-14658	113	19	residuals	residual	NOUN
dem-14658	113	20	.	.	PUNCT
dem-14658	114	1	the	the	DET
dem-14658	114	2	residuals	residual	NOUN
dem-14658	114	3	of	of	ADP
dem-14658	114	4	the	the	DET
dem-14658	114	5	regression	regression	NOUN
dem-14658	114	6	model	model	NOUN
dem-14658	114	7	are	be	AUX
dem-14658	114	8	characterised	characterise	VERB
dem-14658	114	9	by	by	ADP
dem-14658	114	10	transparent	transparent	ADJ
dem-14658	114	11	repetitions	repetition	NOUN
dem-14658	114	12	in	in	ADP
dem-14658	114	13	24	24	NUM
dem-14658	114	14	-	-	PUNCT
dem-14658	114	15	hour	hour	NOUN
dem-14658	114	16	cycles	cycle	NOUN
dem-14658	114	17	.	.	PUNCT
dem-14658	115	1	the	the	DET
dem-14658	115	2	result	result	NOUN
dem-14658	115	3	of	of	ADP
dem-14658	115	4	the	the	DET
dem-14658	115	5	autocorrelation	autocorrelation	NOUN
dem-14658	115	6	analysis	analysis	NOUN
dem-14658	115	7	is	be	AUX
dem-14658	115	8	presented	present	VERB
dem-14658	115	9	in	in	ADP
dem-14658	115	10	figure	figure	NOUN
dem-14658	115	11	5	5	NUM
dem-14658	115	12	.	.	PUNCT
dem-14658	116	1	the	the	DET
dem-14658	116	2	regression	regression	NOUN
dem-14658	116	3	model	model	NOUN
dem-14658	116	4	was	be	AUX
dem-14658	116	5	constructed	construct	VERB
dem-14658	116	6	for	for	ADP
dem-14658	116	7	almost	almost	ADV
dem-14658	116	8	full	full	ADJ
dem-14658	116	9	variability	variability	NOUN
dem-14658	116	10	(	(	PUNCT
dem-14658	116	11	many	many	ADJ
dem-14658	116	12	levels	level	NOUN
dem-14658	116	13	of	of	ADP
dem-14658	116	14	applied	apply	VERB
dem-14658	116	15	classification	classification	NOUN
dem-14658	116	16	factors	factor	NOUN
dem-14658	116	17	)	)	PUNCT
dem-14658	116	18	of	of	ADP
dem-14658	116	19	demand	demand	NOUN
dem-14658	116	20	for	for	ADP
dem-14658	116	21	telecommunications	telecommunications	NOUN
dem-14658	116	22	connections	connection	NOUN
dem-14658	116	23	services	service	NOUN
dem-14658	116	24	.	.	PUNCT
dem-14658	117	1	the	the	DET
dem-14658	117	2	estimated	estimate	VERB
dem-14658	117	3	model	model	NOUN
dem-14658	117	4	possibilities	possibility	NOUN
dem-14658	117	5	are	be	AUX
dem-14658	117	6	too	too	ADV
dem-14658	117	7	low	low	ADJ
dem-14658	117	8	to	to	PART
dem-14658	117	9	model	model	VERB
dem-14658	117	10	such	such	ADJ
dem-14658	117	11	complex	complex	ADJ
dem-14658	117	12	variability	variability	NOUN
dem-14658	117	13	.	.	PUNCT
dem-14658	118	1	this	this	PRON
dem-14658	118	2	was	be	AUX
dem-14658	118	3	the	the	DET
dem-14658	118	4	reason	reason	NOUN
dem-14658	118	5	that	that	PRON
dem-14658	118	6	autocorrelation	autocorrelation	NOUN
dem-14658	118	7	was	be	AUX
dem-14658	118	8	in	in	ADP
dem-14658	118	9	the	the	DET
dem-14658	118	10	error	error	NOUN
dem-14658	118	11	term	term	NOUN
dem-14658	118	12	.	.	PUNCT
dem-14658	119	1	paweł	paweł	VERB
dem-14658	119	2	kaczmarczyk	kaczmarczyk	VERB
dem-14658	119	3	dynamic	dynamic	ADJ
dem-14658	119	4	econometric	econometric	ADJ
dem-14658	119	5	models	model	NOUN
dem-14658	119	6	17	17	NUM
dem-14658	119	7	(	(	PUNCT
dem-14658	119	8	2017	2017	NUM
dem-14658	119	9	)	)	PUNCT
dem-14658	119	10	41–57	41–57	NUM
dem-14658	119	11	50	50	NUM
dem-14658	119	12	forecasting	forecasting	NOUN
dem-14658	119	13	procedure	procedure	NOUN
dem-14658	119	14	(	(	PUNCT
dem-14658	119	15	by	by	ADP
dem-14658	119	16	the	the	DET
dem-14658	119	17	use	use	NOUN
dem-14658	119	18	of	of	ADP
dem-14658	119	19	regression	regression	NOUN
dem-14658	119	20	and	and	CCONJ
dem-14658	119	21	constructed	construct	VERB
dem-14658	119	22	integrated	integrate	VERB
dem-14658	119	23	model	model	NOUN
dem-14658	119	24	)	)	PUNCT
dem-14658	119	25	was	be	AUX
dem-14658	119	26	conducted	conduct	VERB
dem-14658	119	27	with	with	ADP
dem-14658	119	28	the	the	DET
dem-14658	119	29	use	use	NOUN
dem-14658	119	30	of	of	ADP
dem-14658	119	31	the	the	DET
dem-14658	119	32	period	period	NOUN
dem-14658	119	33	from	from	ADP
dem-14658	119	34	21st	21st	NOUN
dem-14658	119	35	to	to	ADP
dem-14658	119	36	28th	28th	NOUN
dem-14658	119	37	of	of	ADP
dem-14658	119	38	february	february	PROPN
dem-14658	119	39	(	(	PUNCT
dem-14658	119	40	2304	2304	NUM
dem-14658	119	41	forecasts	forecast	NOUN
dem-14658	119	42	)	)	PUNCT
dem-14658	119	43	.	.	PUNCT
dem-14658	120	1	the	the	DET
dem-14658	120	2	predictive	predictive	ADJ
dem-14658	120	3	activity	activity	NOUN
dem-14658	120	4	was	be	AUX
dem-14658	120	5	conducted	conduct	VERB
dem-14658	120	6	in	in	ADP
dem-14658	120	7	all	all	DET
dem-14658	120	8	the	the	DET
dem-14658	120	9	assumed	assumed	ADJ
dem-14658	120	10	analytical	analytical	ADJ
dem-14658	120	11	section	section	NOUN
dem-14658	120	12	.	.	PUNCT
dem-14658	121	1	therefore	therefore	ADV
dem-14658	121	2	the	the	DET
dem-14658	121	3	demand	demand	NOUN
dem-14658	121	4	course	course	NOUN
dem-14658	121	5	was	be	AUX
dem-14658	121	6	forecasted	forecast	VERB
dem-14658	121	7	in	in	ADP
dem-14658	121	8	section	section	NOUN
dem-14658	121	9	of	of	ADP
dem-14658	121	10	:	:	PUNCT
dem-14658	121	11	24	24	NUM
dem-14658	121	12	hours	hour	NOUN
dem-14658	121	13	,	,	PUNCT
dem-14658	121	14	subscribers	subscriber	NOUN
dem-14658	121	15	groups	group	NOUN
dem-14658	121	16	and	and	CCONJ
dem-14658	121	17	connections	connection	NOUN
dem-14658	121	18	categories	category	NOUN
dem-14658	121	19	.	.	PUNCT
dem-14658	122	1	the	the	DET
dem-14658	122	2	autocorrelation	autocorrelation	NOUN
dem-14658	122	3	function	function	VERB
dem-14658	122	4	the	the	DET
dem-14658	122	5	partial	partial	ADJ
dem-14658	122	6	autocorrelation	autocorrelation	NOUN
dem-14658	122	7	function	function	NOUN
dem-14658	122	8	figure	figure	NOUN
dem-14658	122	9	5	5	NUM
dem-14658	122	10	.	.	PUNCT
dem-14658	123	1	the	the	DET
dem-14658	123	2	autocorrelation	autocorrelation	NOUN
dem-14658	123	3	function	function	NOUN
dem-14658	123	4	and	and	CCONJ
dem-14658	123	5	the	the	DET
dem-14658	123	6	partial	partial	ADJ
dem-14658	123	7	autocorrelation	autocorrelation	NOUN
dem-14658	123	8	function	function	NOUN
dem-14658	123	9	of	of	ADP
dem-14658	123	10	the	the	DET
dem-14658	123	11	regression	regression	NOUN
dem-14658	123	12	model	model	NOUN
dem-14658	123	13	residuals	residual	VERB
dem-14658	123	14	the	the	DET
dem-14658	123	15	demand	demand	NOUN
dem-14658	123	16	forecasts	forecast	NOUN
dem-14658	123	17	accuracy	accuracy	NOUN
dem-14658	123	18	was	be	AUX
dem-14658	123	19	verified	verify	VERB
dem-14658	123	20	by	by	ADP
dem-14658	123	21	using	use	VERB
dem-14658	123	22	the	the	DET
dem-14658	123	23	mean	mean	ADJ
dem-14658	123	24	absolute	absolute	ADJ
dem-14658	123	25	error	error	NOUN
dem-14658	123	26	(	(	PUNCT
dem-14658	123	27	mae	mae	PROPN
dem-14658	123	28	)	)	PUNCT
dem-14658	123	29	and	and	CCONJ
dem-14658	123	30	the	the	DET
dem-14658	123	31	root	root	NOUN
dem-14658	123	32	mean	mean	VERB
dem-14658	123	33	square	square	ADJ
dem-14658	123	34	error	error	NOUN
dem-14658	123	35	(	(	PUNCT
dem-14658	123	36	rmse	rmse	NOUN
dem-14658	123	37	)	)	PUNCT
dem-14658	123	38	according	accord	VERB
dem-14658	123	39	to	to	ADP
dem-14658	123	40	the	the	DET
dem-14658	123	41	following	follow	VERB
dem-14658	123	42	formulas	formula	NOUN
dem-14658	123	43	:	:	PUNCT
dem-14658	123	44	∑	∑	PROPN
dem-14658	123	45	1	1	NUM
dem-14658	123	46	*	*	SYM
dem-14658	123	47	1	1	NUM
dem-14658	123	48	t	t	NOUN
dem-14658	123	49	nt	not	PART
dem-14658	123	50	tt	tt	PROPN
dem-14658	124	1	yy	yy	PROPN
dem-14658	124	2	nt	not	PART
dem-14658	124	3	mae	mae	PROPN
dem-14658	124	4			PROPN
dem-14658	124	5			PROPN
dem-14658	124	6			PROPN
dem-14658	124	7			PRON
dem-14658	124	8	(	(	PUNCT
dem-14658	124	9	1	1	NUM
dem-14658	124	10	)	)	PUNCT
dem-14658	124	11	∑	∑	ADV
dem-14658	124	12	1	1	NUM
dem-14658	124	13	2	2	NUM
dem-14658	124	14	*	*	NUM
dem-14658	124	15	)	)	PUNCT
dem-14658	124	16	(	(	PUNCT
dem-14658	124	17	1	1	NUM
dem-14658	124	18	t	t	NOUN
dem-14658	124	19	nt	not	PART
dem-14658	124	20	tt	tt	PROPN
dem-14658	124	21	yy	yy	PROPN
dem-14658	124	22	nt	not	PART
dem-14658	124	23	rmse	rmse	VERB
dem-14658	124	24			PROPN
dem-14658	124	25			PROPN
dem-14658	124	26			PROPN
dem-14658	124	27			PRON
dem-14658	124	28	(	(	PUNCT
dem-14658	124	29	2	2	NUM
dem-14658	124	30	)	)	PUNCT
dem-14658	124	31	where	where	SCONJ
dem-14658	124	32	t	t	PROPN
dem-14658	124	33	–	–	PUNCT
dem-14658	124	34	forecast	forecast	NOUN
dem-14658	124	35	horizon	horizon	NOUN
dem-14658	124	36	,	,	PUNCT
dem-14658	124	37	and	and	CCONJ
dem-14658	124	38	n	n	CCONJ
dem-14658	124	39	–	–	PUNCT
dem-14658	124	40	a	a	DET
dem-14658	124	41	number	number	NOUN
dem-14658	124	42	of	of	ADP
dem-14658	124	43	observations	observation	NOUN
dem-14658	124	44	,	,	PUNCT
dem-14658	124	45	which	which	PRON
dem-14658	124	46	were	be	AUX
dem-14658	124	47	used	use	VERB
dem-14658	124	48	to	to	ADP
dem-14658	124	49	estimated	estimate	VERB
dem-14658	124	50	model	model	NOUN
dem-14658	124	51	.	.	PUNCT
dem-14658	125	1	the	the	DET
dem-14658	125	2	research	research	NOUN
dem-14658	125	3	results	result	NOUN
dem-14658	125	4	,	,	PUNCT
dem-14658	125	5	of	of	ADP
dem-14658	125	6	the	the	DET
dem-14658	125	7	forecasting	forecasting	NOUN
dem-14658	125	8	effectiveness	effectiveness	NOUN
dem-14658	125	9	of	of	ADP
dem-14658	125	10	the	the	DET
dem-14658	125	11	regression	regression	NOUN
dem-14658	125	12	model	model	NOUN
dem-14658	125	13	by	by	ADP
dem-14658	125	14	the	the	DET
dem-14658	125	15	use	use	NOUN
dem-14658	125	16	of	of	ADP
dem-14658	125	17	the	the	DET
dem-14658	125	18	above	above	ADJ
dem-14658	125	19	errors	error	NOUN
dem-14658	125	20	(	(	PUNCT
dem-14658	125	21	in	in	ADP
dem-14658	125	22	sec	sec	PROPN
dem-14658	125	23	.	.	PROPN
dem-14658	125	24	)	)	PUNCT
dem-14658	125	25	,	,	PUNCT
dem-14658	125	26	were	be	AUX
dem-14658	125	27	43148.92	43148.92	NUM
dem-14658	125	28	and	and	CCONJ
dem-14658	125	29	57409.18	57409.18	NUM
dem-14658	125	30	for	for	ADP
dem-14658	125	31	mae	mae	PROPN
dem-14658	125	32	and	and	CCONJ
dem-14658	125	33	rmse	rmse	PROPN
dem-14658	125	34	respectively	respectively	ADV
dem-14658	125	35	.	.	PUNCT
dem-14658	126	1	the	the	DET
dem-14658	126	2	analysis	analysis	NOUN
dem-14658	126	3	of	of	ADP
dem-14658	126	4	the	the	DET
dem-14658	126	5	regression	regression	NOUN
dem-14658	126	6	residuals	residual	NOUN
dem-14658	126	7	shows	show	VERB
dem-14658	126	8	that	that	SCONJ
dem-14658	126	9	they	they	PRON
dem-14658	126	10	are	be	AUX
dem-14658	126	11	characterised	characterise	VERB
dem-14658	126	12	by	by	ADP
dem-14658	126	13	seasonality	seasonality	NOUN
dem-14658	126	14	in	in	ADP
dem-14658	126	15	daily	daily	ADJ
dem-14658	126	16	courses	course	NOUN
dem-14658	126	17	and	and	CCONJ
dem-14658	126	18	in	in	ADP
dem-14658	126	19	particular	particular	ADJ
dem-14658	126	20	analytical	analytical	ADJ
dem-14658	126	21	section	section	NOUN
dem-14658	126	22	.	.	PUNCT
dem-14658	127	1	in	in	ADP
dem-14658	127	2	connection	connection	NOUN
dem-14658	127	3	with	with	ADP
dem-14658	127	4	the	the	DET
dem-14658	127	5	seasonality	seasonality	NOUN
dem-14658	127	6	,	,	PUNCT
dem-14658	127	7	the	the	DET
dem-14658	127	8	thesis	thesis	NOUN
dem-14658	127	9	can	can	AUX
dem-14658	127	10	be	be	AUX
dem-14658	127	11	formulated	formulate	VERB
dem-14658	127	12	that	that	SCONJ
dem-14658	127	13	the	the	DET
dem-14658	127	14	use	use	NOUN
dem-14658	127	15	of	of	ADP
dem-14658	127	16	the	the	DET
dem-14658	127	17	sarima	sarima	NOUN
dem-14658	127	18	model	model	NOUN
dem-14658	127	19	to	to	PART
dem-14658	127	20	reflect	reflect	VERB
dem-14658	127	21	residuals	residual	NOUN
dem-14658	127	22	variability	variability	NOUN
dem-14658	127	23	allows	allow	VERB
dem-14658	127	24	for	for	ADP
dem-14658	127	25	improving	improve	VERB
dem-14658	127	26	results	result	NOUN
dem-14658	127	27	in	in	ADP
dem-14658	127	28	terms	term	NOUN
dem-14658	127	29	of	of	ADP
dem-14658	127	30	approximation	approximation	NOUN
dem-14658	127	31	and	and	CCONJ
dem-14658	127	32	forecasting	forecasting	NOUN
dem-14658	127	33	of	of	ADP
dem-14658	127	34	the	the	DET
dem-14658	127	35	analysed	analyse	VERB
dem-14658	127	36	demand	demand	NOUN
dem-14658	127	37	.	.	PUNCT
dem-14658	128	1	moreover	moreover	ADV
dem-14658	128	2	,	,	PUNCT
dem-14658	128	3	the	the	DET
dem-14658	128	4	analysis	analysis	NOUN
dem-14658	128	5	of	of	ADP
dem-14658	128	6	the	the	DET
dem-14658	128	7	calculated	calculate	VERB
dem-14658	128	8	cook	cook	NOUN
dem-14658	128	9	’s	’s	PART
dem-14658	128	10	distances	distance	NOUN
dem-14658	128	11	and	and	CCONJ
dem-14658	128	12	the	the	DET
dem-14658	128	13	obtained	obtain	VERB
dem-14658	128	14	standardised	standardised	ADJ
dem-14658	128	15	residuals	residual	NOUN
dem-14658	128	16	indicate	indicate	VERB
dem-14658	128	17	that	that	SCONJ
dem-14658	128	18	there	there	PRON
dem-14658	128	19	are	be	VERB
dem-14658	128	20	unusual	unusual	ADJ
dem-14658	128	21	observations	observation	NOUN
dem-14658	128	22	,	,	PUNCT
dem-14658	128	23	i.e.	i.e.	X
dem-14658	128	24	influence	influence	NOUN
dem-14658	128	25	microeconometric	microeconometric	NOUN
dem-14658	128	26	analysis	analysis	NOUN
dem-14658	128	27	of	of	ADP
dem-14658	128	28	telecommunication	telecommunication	NOUN
dem-14658	128	29	services	service	NOUN
dem-14658	128	30	market	market	NOUN
dem-14658	128	31	…	…	PUNCT
dem-14658	128	32	dynamic	dynamic	ADJ
dem-14658	128	33	econometric	econometric	ADJ
dem-14658	128	34	models	model	NOUN
dem-14658	128	35	17	17	NUM
dem-14658	128	36	(	(	PUNCT
dem-14658	128	37	2017	2017	NUM
dem-14658	128	38	)	)	PUNCT
dem-14658	128	39	41–57	41–57	NUM
dem-14658	128	40	51	51	NUM
dem-14658	128	41	observations	observation	NOUN
dem-14658	128	42	or	or	CCONJ
dem-14658	128	43	outliers	outlier	NOUN
dem-14658	128	44	(	(	PUNCT
dem-14658	128	45	see	see	VERB
dem-14658	128	46	figure	figure	NOUN
dem-14658	128	47	a1	a1	NOUN
dem-14658	128	48	in	in	ADP
dem-14658	128	49	appendix	appendix	NOUN
dem-14658	128	50	)	)	PUNCT
dem-14658	128	51	.	.	PUNCT
dem-14658	129	1	due	due	ADP
dem-14658	129	2	to	to	ADP
dem-14658	129	3	the	the	DET
dem-14658	129	4	risk	risk	NOUN
dem-14658	129	5	of	of	ADP
dem-14658	129	6	obliteration	obliteration	NOUN
dem-14658	129	7	of	of	ADP
dem-14658	129	8	real	real	ADJ
dem-14658	129	9	patterns	pattern	NOUN
dem-14658	129	10	occurring	occur	VERB
dem-14658	129	11	in	in	ADP
dem-14658	129	12	the	the	DET
dem-14658	129	13	studied	studied	ADJ
dem-14658	129	14	phenomenon	phenomenon	NOUN
dem-14658	129	15	,	,	PUNCT
dem-14658	129	16	the	the	DET
dem-14658	129	17	unusual	unusual	ADJ
dem-14658	129	18	observation	observation	NOUN
dem-14658	129	19	were	be	AUX
dem-14658	129	20	not	not	PART
dem-14658	129	21	eliminated	eliminate	VERB
dem-14658	129	22	and	and	CCONJ
dem-14658	129	23	not	not	PART
dem-14658	129	24	replaced	replace	VERB
dem-14658	129	25	by	by	ADP
dem-14658	129	26	their	their	PRON
dem-14658	129	27	estimates	estimate	NOUN
dem-14658	129	28	(	(	PUNCT
dem-14658	129	29	dittmann	dittmann	NOUN
dem-14658	129	30	et	et	PROPN
dem-14658	129	31	al	al	PROPN
dem-14658	129	32	.	.	PROPN
dem-14658	129	33	,	,	PUNCT
dem-14658	129	34	2011	2011	NUM
dem-14658	129	35	)	)	PUNCT
dem-14658	129	36	.	.	PUNCT
dem-14658	130	1	general	general	ADJ
dem-14658	130	2	overview	overview	NOUN
dem-14658	130	3	of	of	ADP
dem-14658	130	4	residuals	residual	NOUN
dem-14658	130	5	course	course	NOUN
dem-14658	130	6	for	for	ADP
dem-14658	130	7	business	business	NOUN
dem-14658	130	8	and	and	CCONJ
dem-14658	130	9	then	then	ADV
dem-14658	130	10	individual	individual	ADJ
dem-14658	130	11	subscribers	subscriber	NOUN
dem-14658	130	12	is	be	AUX
dem-14658	130	13	presented	present	VERB
dem-14658	130	14	in	in	ADP
dem-14658	130	15	figure	figure	NOUN
dem-14658	130	16	6	6	NUM
dem-14658	130	17	.	.	PUNCT
dem-14658	130	18	figure	figure	NOUN
dem-14658	130	19	6	6	NUM
dem-14658	130	20	.	.	PUNCT
dem-14658	131	1	the	the	DET
dem-14658	131	2	regression	regression	NOUN
dem-14658	131	3	residuals	residual	NOUN
dem-14658	131	4	course	course	NOUN
dem-14658	131	5	the	the	DET
dem-14658	131	6	data	datum	NOUN
dem-14658	131	7	used	use	VERB
dem-14658	131	8	to	to	PART
dem-14658	131	9	estimate	estimate	VERB
dem-14658	131	10	the	the	DET
dem-14658	131	11	regression	regression	NOUN
dem-14658	131	12	model	model	NOUN
dem-14658	131	13	included	include	VERB
dem-14658	131	14	patterns	pattern	NOUN
dem-14658	131	15	from	from	ADP
dem-14658	131	16	each	each	DET
dem-14658	131	17	analytical	analytical	ADJ
dem-14658	131	18	section	section	NOUN
dem-14658	131	19	of	of	ADP
dem-14658	131	20	the	the	DET
dem-14658	131	21	demand	demand	NOUN
dem-14658	131	22	,	,	PUNCT
dem-14658	131	23	so	so	SCONJ
dem-14658	131	24	the	the	DET
dem-14658	131	25	regression	regression	NOUN
dem-14658	131	26	residuals	residual	NOUN
dem-14658	131	27	course	course	NOUN
dem-14658	131	28	is	be	AUX
dem-14658	131	29	different	different	ADJ
dem-14658	131	30	in	in	ADP
dem-14658	131	31	particular	particular	ADJ
dem-14658	131	32	intervals	interval	NOUN
dem-14658	131	33	of	of	ADP
dem-14658	131	34	observations	observation	NOUN
dem-14658	131	35	.	.	PUNCT
dem-14658	132	1	the	the	DET
dem-14658	132	2	highest	high	ADJ
dem-14658	132	3	residuals	residual	NOUN
dem-14658	132	4	values	value	NOUN
dem-14658	132	5	can	can	AUX
dem-14658	132	6	be	be	AUX
dem-14658	132	7	observed	observe	VERB
dem-14658	132	8	in	in	ADP
dem-14658	132	9	the	the	DET
dem-14658	132	10	interval	interval	NOUN
dem-14658	132	11	of	of	ADP
dem-14658	132	12	the	the	DET
dem-14658	132	13	local	local	ADJ
dem-14658	132	14	connection	connection	NOUN
dem-14658	132	15	to	to	ADP
dem-14658	132	16	other	other	ADJ
dem-14658	132	17	network	network	NOUN
dem-14658	132	18	generated	generate	VERB
dem-14658	132	19	by	by	ADP
dem-14658	132	20	individual	individual	ADJ
dem-14658	132	21	subscribers	subscriber	NOUN
dem-14658	132	22	(	(	PUNCT
dem-14658	132	23	the	the	DET
dem-14658	132	24	interval	interval	NOUN
dem-14658	132	25	of	of	ADP
dem-14658	132	26	observations	observation	NOUN
dem-14658	132	27	8089–8832	8089–8832	NUM
dem-14658	132	28	in	in	ADP
dem-14658	132	29	january	january	PROPN
dem-14658	132	30	and	and	CCONJ
dem-14658	132	31	the	the	DET
dem-14658	132	32	interval	interval	NOUN
dem-14658	132	33	of	of	ADP
dem-14658	132	34	observations	observation	NOUN
dem-14658	132	35	12289–12768	12289–12768	NUM
dem-14658	132	36	in	in	ADP
dem-14658	132	37	february	february	PROPN
dem-14658	132	38	)	)	PUNCT
dem-14658	132	39	.	.	PUNCT
dem-14658	133	1	the	the	DET
dem-14658	133	2	high	high	ADJ
dem-14658	133	3	values	value	NOUN
dem-14658	133	4	of	of	ADP
dem-14658	133	5	residuals	residual	NOUN
dem-14658	133	6	were	be	AUX
dem-14658	133	7	also	also	ADV
dem-14658	133	8	noticed	notice	VERB
dem-14658	133	9	in	in	ADP
dem-14658	133	10	the	the	DET
dem-14658	133	11	interval	interval	NOUN
dem-14658	133	12	of	of	ADP
dem-14658	133	13	the	the	DET
dem-14658	133	14	local	local	ADJ
dem-14658	133	15	connection	connection	NOUN
dem-14658	133	16	to	to	ADP
dem-14658	133	17	other	other	ADJ
dem-14658	133	18	networks	network	NOUN
dem-14658	133	19	generated	generate	VERB
dem-14658	133	20	by	by	ADP
dem-14658	133	21	business	business	NOUN
dem-14658	133	22	subscriber	subscriber	NOUN
dem-14658	133	23	,	,	PUNCT
dem-14658	133	24	but	but	CCONJ
dem-14658	133	25	these	these	DET
dem-14658	133	26	observations	observation	NOUN
dem-14658	133	27	were	be	AUX
dem-14658	133	28	obviously	obviously	ADV
dem-14658	133	29	lower	low	ADJ
dem-14658	133	30	than	than	ADP
dem-14658	133	31	in	in	ADP
dem-14658	133	32	the	the	DET
dem-14658	133	33	case	case	NOUN
dem-14658	133	34	of	of	ADP
dem-14658	133	35	the	the	DET
dem-14658	133	36	individual	individual	ADJ
dem-14658	133	37	subscribers	subscriber	NOUN
dem-14658	133	38	.	.	PUNCT
dem-14658	134	1	these	these	DET
dem-14658	134	2	results	result	NOUN
dem-14658	134	3	came	come	VERB
dem-14658	134	4	from	from	ADP
dem-14658	134	5	the	the	DET
dem-14658	134	6	highest	high	ADJ
dem-14658	134	7	values	value	NOUN
dem-14658	134	8	of	of	ADP
dem-14658	134	9	the	the	DET
dem-14658	134	10	demand	demand	NOUN
dem-14658	134	11	for	for	ADP
dem-14658	134	12	telephone	telephone	NOUN
dem-14658	134	13	services	service	NOUN
dem-14658	134	14	within	within	ADP
dem-14658	134	15	the	the	DET
dem-14658	134	16	framework	framework	NOUN
dem-14658	134	17	of	of	ADP
dem-14658	134	18	this	this	DET
dem-14658	134	19	category	category	NOUN
dem-14658	134	20	of	of	ADP
dem-14658	134	21	connection	connection	NOUN
dem-14658	134	22	in	in	ADP
dem-14658	134	23	both	both	DET
dem-14658	134	24	groups	group	NOUN
dem-14658	134	25	of	of	ADP
dem-14658	134	26	customers	customer	NOUN
dem-14658	134	27	.	.	PUNCT
dem-14658	135	1	the	the	DET
dem-14658	135	2	analysis	analysis	NOUN
dem-14658	135	3	of	of	ADP
dem-14658	135	4	the	the	DET
dem-14658	135	5	regression	regression	NOUN
dem-14658	135	6	residuals	residual	NOUN
dem-14658	135	7	confirms	confirm	VERB
dem-14658	135	8	the	the	DET
dem-14658	135	9	remarks	remark	NOUN
dem-14658	135	10	on	on	ADP
dem-14658	135	11	categorised	categorise	VERB
dem-14658	135	12	histogram	histogram	NOUN
dem-14658	135	13	and	and	CCONJ
dem-14658	135	14	interaction	interaction	NOUN
dem-14658	135	15	plot	plot	NOUN
dem-14658	135	16	(	(	PUNCT
dem-14658	135	17	figure	figure	NOUN
dem-14658	135	18	1–3	1–3	NUM
dem-14658	135	19	)	)	PUNCT
dem-14658	135	20	.	.	PUNCT
dem-14658	136	1	several	several	ADJ
dem-14658	136	2	sarima	sarima	NOUN
dem-14658	136	3	models	model	NOUN
dem-14658	136	4	were	be	AUX
dem-14658	136	5	tested	test	VERB
dem-14658	136	6	.	.	PUNCT
dem-14658	137	1	the	the	DET
dem-14658	137	2	maximum	maximum	ADJ
dem-14658	137	3	likelihood	likelihood	NOUN
dem-14658	137	4	estimation	estimation	NOUN
dem-14658	137	5	(	(	PUNCT
dem-14658	137	6	mle	mle	PROPN
dem-14658	137	7	)	)	PUNCT
dem-14658	137	8	was	be	AUX
dem-14658	137	9	applied	apply	VERB
dem-14658	137	10	.	.	PUNCT
dem-14658	138	1	two	two	NUM
dem-14658	138	2	approaches	approach	NOUN
dem-14658	138	3	i.e.	i.e.	X
dem-14658	138	4	mle	mle	PROPN
dem-14658	138	5	according	accord	VERB
dem-14658	138	6	to	to	ADP
dem-14658	138	7	melard	melard	PROPN
dem-14658	138	8	(	(	PUNCT
dem-14658	138	9	1984	1984	NUM
dem-14658	138	10	)	)	PUNCT
dem-14658	138	11	,	,	PUNCT
dem-14658	138	12	also	also	ADV
dem-14658	138	13	known	know	VERB
dem-14658	138	14	as	as	ADP
dem-14658	138	15	exact	exact	ADJ
dem-14658	138	16	likelihood	likelihood	NOUN
dem-14658	138	17	,	,	PUNCT
dem-14658	138	18	and	and	CCONJ
dem-14658	138	19	mle	mle	PROPN
dem-14658	138	20	according	accord	VERB
dem-14658	138	21	to	to	ADP
dem-14658	138	22	mcleod	mcleod	PROPN
dem-14658	138	23	and	and	CCONJ
dem-14658	138	24	sales	sale	NOUN
dem-14658	138	25	(	(	PUNCT
dem-14658	138	26	1983	1983	NUM
dem-14658	138	27	)	)	PUNCT
dem-14658	138	28	were	be	AUX
dem-14658	138	29	used	use	VERB
dem-14658	138	30	.	.	PUNCT
dem-14658	139	1	the	the	DET
dem-14658	139	2	maximum	maximum	ADJ
dem-14658	139	3	likelihood	likelihood	NOUN
dem-14658	139	4	estimation	estimation	NOUN
dem-14658	139	5	according	accord	VERB
dem-14658	139	6	to	to	ADP
dem-14658	139	7	salad	salad	NOUN
dem-14658	139	8	and	and	CCONJ
dem-14658	139	9	macleod	macleod	PROPN
dem-14658	139	10	(	(	PUNCT
dem-14658	139	11	1984	1984	NUM
dem-14658	139	12	)	)	PUNCT
dem-14658	139	13	was	be	AUX
dem-14658	139	14	also	also	ADV
dem-14658	139	15	used	use	VERB
dem-14658	139	16	.	.	PUNCT
dem-14658	140	1	the	the	DET
dem-14658	140	2	criterion	criterion	NOUN
dem-14658	140	3	for	for	ADP
dem-14658	140	4	assessing	assess	VERB
dem-14658	140	5	the	the	DET
dem-14658	140	6	model	model	NOUN
dem-14658	140	7	fit	fit	NOUN
dem-14658	140	8	were	be	AUX
dem-14658	140	9	squared	square	VERB
dem-14658	140	10	errors	error	NOUN
dem-14658	140	11	of	of	ADP
dem-14658	140	12	the	the	DET
dem-14658	140	13	sarima	sarima	NOUN
dem-14658	140	14	model	model	NOUN
dem-14658	140	15	.	.	PUNCT
dem-14658	141	1	the	the	DET
dem-14658	141	2	initial	initial	ADJ
dem-14658	141	3	sum	sum	NOUN
dem-14658	141	4	of	of	ADP
dem-14658	141	5	squared	square	VERB
dem-14658	141	6	errors	error	NOUN
dem-14658	141	7	(	(	PUNCT
dem-14658	141	8	iss	iss	PROPN
dem-14658	141	9	)	)	PUNCT
dem-14658	141	10	,	,	PUNCT
dem-14658	141	11	final	final	ADJ
dem-14658	141	12	sum	sum	NOUN
dem-14658	141	13	of	of	ADP
dem-14658	141	14	squared	square	VERB
dem-14658	141	15	errors	error	NOUN
dem-14658	141	16	(	(	PUNCT
dem-14658	141	17	fss	fss	NOUN
dem-14658	141	18	)	)	PUNCT
dem-14658	141	19	and	and	CCONJ
dem-14658	141	20	mean	mean	VERB
dem-14658	141	21	of	of	ADP
dem-14658	141	22	squared	square	VERB
dem-14658	141	23	errors	error	NOUN
dem-14658	141	24	(	(	PUNCT
dem-14658	141	25	ms	ms	NOUN
dem-14658	141	26	)	)	PUNCT
dem-14658	141	27	were	be	AUX
dem-14658	141	28	taken	take	VERB
dem-14658	141	29	into	into	ADP
dem-14658	141	30	account	account	NOUN
dem-14658	141	31	.	.	PUNCT
dem-14658	142	1	the	the	DET
dem-14658	142	2	goodness	goodness	NOUN
dem-14658	142	3	of	of	ADP
dem-14658	142	4	fit	fit	NOUN
dem-14658	142	5	was	be	AUX
dem-14658	142	6	also	also	ADV
dem-14658	142	7	assessed	assess	VERB
dem-14658	142	8	due	due	ADP
dem-14658	142	9	to	to	ADP
dem-14658	142	10	the	the	DET
dem-14658	142	11	percentage	percentage	NOUN
dem-14658	142	12	relation	relation	NOUN
dem-14658	142	13	of	of	ADP
dem-14658	142	14	these	these	DET
dem-14658	142	15	errors	error	NOUN
dem-14658	142	16	(	(	PUNCT
dem-14658	142	17	rss	rss	NOUN
dem-14658	142	18	=	=	PUNCT
dem-14658	142	19	fss	fss	PROPN
dem-14658	142	20	/	/	SYM
dem-14658	142	21	iss	iss	PROPN
dem-14658	142	22	)	)	PUNCT
dem-14658	142	23	.	.	PUNCT
dem-14658	143	1	in	in	ADP
dem-14658	143	2	the	the	DET
dem-14658	143	3	all	all	DET
dem-14658	143	4	business	business	NOUN
dem-14658	143	5	subscribers	subscriber	NOUN
dem-14658	143	6	individual	individual	ADJ
dem-14658	143	7	subscribers	subscriber	NOUN
dem-14658	143	8	paweł	paweł	VERB
dem-14658	143	9	kaczmarczyk	kaczmarczyk	VERB
dem-14658	143	10	dynamic	dynamic	ADJ
dem-14658	143	11	econometric	econometric	ADJ
dem-14658	143	12	models	model	NOUN
dem-14658	143	13	17	17	NUM
dem-14658	143	14	(	(	PUNCT
dem-14658	143	15	2017	2017	NUM
dem-14658	143	16	)	)	PUNCT
dem-14658	143	17	41–57	41–57	NUM
dem-14658	143	18	52	52	NUM
dem-14658	143	19	experiments	experiment	NOUN
dem-14658	143	20	the	the	DET
dem-14658	143	21	estimation	estimation	NOUN
dem-14658	143	22	process	process	NOUN
dem-14658	143	23	was	be	AUX
dem-14658	143	24	stopped	stop	VERB
dem-14658	143	25	when	when	SCONJ
dem-14658	143	26	the	the	DET
dem-14658	143	27	convergence	convergence	NOUN
dem-14658	143	28	criterion	criterion	NOUN
dem-14658	143	29	(	(	PUNCT
dem-14658	143	30	required	require	VERB
dem-14658	143	31	accuracy	accuracy	NOUN
dem-14658	143	32	)	)	PUNCT
dem-14658	143	33	was	be	AUX
dem-14658	143	34	reached	reach	VERB
dem-14658	143	35	.	.	PUNCT
dem-14658	144	1	thus	thus	ADV
dem-14658	144	2	,	,	PUNCT
dem-14658	144	3	it	it	PRON
dem-14658	144	4	was	be	AUX
dem-14658	144	5	assumed	assume	VERB
dem-14658	144	6	that	that	SCONJ
dem-14658	144	7	the	the	DET
dem-14658	144	8	changes	change	NOUN
dem-14658	144	9	in	in	ADP
dem-14658	144	10	the	the	DET
dem-14658	144	11	sarima	sarima	NOUN
dem-14658	144	12	parameters	parameter	NOUN
dem-14658	144	13	over	over	ADP
dem-14658	144	14	consecutive	consecutive	ADJ
dem-14658	144	15	iterations	iteration	NOUN
dem-14658	144	16	should	should	AUX
dem-14658	144	17	be	be	AUX
dem-14658	144	18	less	less	ADJ
dem-14658	144	19	than	than	ADP
dem-14658	144	20	the	the	DET
dem-14658	144	21	value	value	NOUN
dem-14658	144	22	of	of	ADP
dem-14658	144	23	the	the	DET
dem-14658	144	24	convergence	convergence	NOUN
dem-14658	144	25	criterion	criterion	NOUN
dem-14658	144	26	.	.	PUNCT
dem-14658	145	1	the	the	DET
dem-14658	145	2	optimal	optimal	ADJ
dem-14658	145	3	model	model	NOUN
dem-14658	145	4	was	be	AUX
dem-14658	145	5	sarima	sarima	NOUN
dem-14658	145	6	(	(	PUNCT
dem-14658	145	7	1,0,3)(1,0,4)24	1,0,3)(1,0,4)24	NUM
dem-14658	145	8	.	.	PUNCT
dem-14658	146	1	the	the	DET
dem-14658	146	2	goodness	goodness	NOUN
dem-14658	146	3	of	of	ADP
dem-14658	146	4	the	the	DET
dem-14658	146	5	best	good	ADJ
dem-14658	146	6	sarima	sarima	NOUN
dem-14658	146	7	model	model	NOUN
dem-14658	146	8	fit	fit	NOUN
dem-14658	146	9	is	be	AUX
dem-14658	146	10	presented	present	VERB
dem-14658	146	11	in	in	ADP
dem-14658	146	12	table	table	NOUN
dem-14658	146	13	1	1	NUM
dem-14658	146	14	.	.	PUNCT
dem-14658	146	15	table	table	NOUN
dem-14658	146	16	1	1	NUM
dem-14658	146	17	.	.	PUNCT
dem-14658	147	1	summary	summary	NOUN
dem-14658	147	2	of	of	ADP
dem-14658	147	3	the	the	DET
dem-14658	147	4	sarima	sarima	NOUN
dem-14658	147	5	(	(	PUNCT
dem-14658	147	6	1,0,3)(1,0,4)24	1,0,3)(1,0,4)24	NUM
dem-14658	147	7	coefficient	coefficient	NOUN
dem-14658	147	8	value	value	NOUN
dem-14658	147	9	iss	iss	PROPN
dem-14658	147	10	49.7153	49.7153	NUM
dem-14658	147	11	fss	fss	PROPN
dem-14658	147	12	4.5122	4.5122	NUM
dem-14658	147	13	rss	rss	NOUN
dem-14658	147	14	9.0761	9.0761	NUM
dem-14658	147	15	ms	ms	NOUN
dem-14658	147	16	0.0003	0.0003	NUM
dem-14658	147	17	note	note	NOUN
dem-14658	147	18	:	:	PUNCT
dem-14658	147	19	the	the	DET
dem-14658	147	20	value	value	NOUN
dem-14658	147	21	of	of	ADP
dem-14658	147	22	iss	iss	PROPN
dem-14658	147	23	,	,	PUNCT
dem-14658	147	24	fss	fss	ADJ
dem-14658	147	25	,	,	PUNCT
dem-14658	147	26	and	and	CCONJ
dem-14658	147	27	ms	ms	PROPN
dem-14658	147	28	was	be	AUX
dem-14658	147	29	presented	present	VERB
dem-14658	147	30	in	in	ADP
dem-14658	147	31	trillions	trillion	NOUN
dem-14658	147	32	and	and	CCONJ
dem-14658	147	33	rss	rss	VERB
dem-14658	147	34	in	in	ADV
dem-14658	147	35	per	per	ADP
dem-14658	147	36	cent	cent	NOUN
dem-14658	147	37	.	.	PUNCT
dem-14658	148	1	convergence	convergence	NOUN
dem-14658	148	2	criterion	criterion	NOUN
dem-14658	148	3	was	be	AUX
dem-14658	148	4	set	set	VERB
dem-14658	148	5	at	at	ADP
dem-14658	148	6	0.0001	0.0001	NUM
dem-14658	148	7	.	.	PUNCT
dem-14658	149	1	the	the	DET
dem-14658	149	2	estimation	estimation	NOUN
dem-14658	149	3	process	process	NOUN
dem-14658	149	4	reached	reach	VERB
dem-14658	149	5	convergence	convergence	NOUN
dem-14658	149	6	criterion	criterion	NOUN
dem-14658	149	7	after	after	ADP
dem-14658	149	8	cumulatively	cumulatively	ADV
dem-14658	149	9	46	46	NUM
dem-14658	149	10	iterations	iteration	NOUN
dem-14658	149	11	.	.	PUNCT
dem-14658	150	1	the	the	DET
dem-14658	150	2	parameters	parameter	NOUN
dem-14658	150	3	was	be	AUX
dem-14658	150	4	obtained	obtain	VERB
dem-14658	150	5	by	by	ADP
dem-14658	150	6	the	the	DET
dem-14658	150	7	use	use	NOUN
dem-14658	150	8	of	of	ADP
dem-14658	150	9	mle	mle	PROPN
dem-14658	150	10	according	accord	VERB
dem-14658	150	11	to	to	ADP
dem-14658	150	12	mcleod	mcleod	PROPN
dem-14658	150	13	and	and	CCONJ
dem-14658	150	14	sales	sale	NOUN
dem-14658	150	15	(	(	PUNCT
dem-14658	150	16	9	9	NUM
dem-14658	150	17	iterations	iteration	NOUN
dem-14658	150	18	)	)	PUNCT
dem-14658	150	19	and	and	CCONJ
dem-14658	150	20	then	then	ADV
dem-14658	150	21	mle	mle	PROPN
dem-14658	150	22	according	accord	VERB
dem-14658	150	23	of	of	ADP
dem-14658	150	24	melard	melard	NOUN
dem-14658	150	25	(	(	PUNCT
dem-14658	150	26	37	37	NUM
dem-14658	150	27	iterations	iteration	NOUN
dem-14658	150	28	)	)	PUNCT
dem-14658	150	29	.	.	PUNCT
dem-14658	151	1	all	all	PRON
dem-14658	151	2	of	of	ADP
dem-14658	151	3	the	the	DET
dem-14658	151	4	model	model	NOUN
dem-14658	151	5	parameters	parameter	NOUN
dem-14658	151	6	were	be	AUX
dem-14658	151	7	statistically	statistically	ADV
dem-14658	151	8	significant	significant	ADJ
dem-14658	151	9	.	.	PUNCT
dem-14658	152	1	the	the	DET
dem-14658	152	2	values	value	NOUN
dem-14658	152	3	and	and	CCONJ
dem-14658	152	4	standard	standard	ADJ
dem-14658	152	5	errors	error	NOUN
dem-14658	152	6	of	of	ADP
dem-14658	152	7	the	the	DET
dem-14658	152	8	parameters	parameter	NOUN
dem-14658	152	9	were	be	AUX
dem-14658	152	10	juxtaposed	juxtapose	VERB
dem-14658	152	11	in	in	ADP
dem-14658	152	12	table	table	NOUN
dem-14658	152	13	2	2	NUM
dem-14658	152	14	.	.	PUNCT
dem-14658	152	15	table	table	NOUN
dem-14658	152	16	2	2	NUM
dem-14658	152	17	.	.	PUNCT
dem-14658	153	1	parameters	parameter	NOUN
dem-14658	153	2	and	and	CCONJ
dem-14658	153	3	their	their	PRON
dem-14658	153	4	errors	error	NOUN
dem-14658	153	5	of	of	ADP
dem-14658	153	6	sarima	sarima	NOUN
dem-14658	153	7	(	(	PUNCT
dem-14658	153	8	1,0,3)(1,0,4)24	1,0,3)(1,0,4)24	PROPN
dem-14658	153	9	coeff	coeff	PROPN
dem-14658	153	10	.	.	PUNCT
dem-14658	154	1	non	non	ADJ
dem-14658	154	2	-	-	ADJ
dem-14658	154	3	seasonal	seasonal	ADJ
dem-14658	154	4	parameters	parameter	NOUN
dem-14658	154	5	seasonal	seasonal	ADJ
dem-14658	154	6	parameters	parameter	NOUN
dem-14658	154	7	p(1	p(1	NOUN
dem-14658	154	8	)	)	PUNCT
dem-14658	154	9	q(1	q(1	PROPN
dem-14658	154	10	)	)	PUNCT
dem-14658	154	11	q(2	q(2	PROPN
dem-14658	154	12	)	)	PUNCT
dem-14658	154	13	q(3	q(3	PROPN
dem-14658	154	14	)	)	PUNCT
dem-14658	154	15	p(1	p(1	NOUN
dem-14658	154	16	)	)	PUNCT
dem-14658	154	17	q(1	q(1	NOUN
dem-14658	154	18	)	)	PUNCT
dem-14658	154	19	q(2	q(2	PROPN
dem-14658	154	20	)	)	PUNCT
dem-14658	154	21	q(3	q(3	PROPN
dem-14658	154	22	)	)	PUNCT
dem-14658	154	23	q(4	q(4	PROPN
dem-14658	154	24	)	)	PUNCT
dem-14658	154	25	parameter	parameter	NOUN
dem-14658	154	26	0.75	0.75	NUM
dem-14658	154	27	–	–	PUNCT
dem-14658	154	28	0.19	0.19	NUM
dem-14658	154	29	–	–	SYM
dem-14658	154	30	0.19	0.19	NUM
dem-14658	154	31	–	–	PUNCT
dem-14658	154	32	0.10	0.10	NUM
dem-14658	154	33	0.97	0.97	NUM
dem-14658	154	34	0.64	0.64	NUM
dem-14658	154	35	0.25	0.25	NUM
dem-14658	154	36	–	–	PUNCT
dem-14658	154	37	0.03	0.03	NUM
dem-14658	154	38	–	–	PUNCT
dem-14658	154	39	0.11	0.11	NUM
dem-14658	154	40	ase	ase	NOUN
dem-14658	154	41	0.01	0.01	NUM
dem-14658	154	42	0.01	0.01	NUM
dem-14658	154	43	0.01	0.01	NUM
dem-14658	154	44	0.01	0.01	NUM
dem-14658	154	45	0.00	0.00	NUM
dem-14658	154	46	0.01	0.01	NUM
dem-14658	154	47	0.01	0.01	NUM
dem-14658	154	48	0.01	0.01	NUM
dem-14658	154	49	0.01	0.01	NUM
dem-14658	154	50	a	a	DET
dem-14658	154	51	t(14684	t(14684	NOUN
dem-14658	154	52	)	)	PUNCT
dem-14658	154	53	82.99	82.99	NUM
dem-14658	154	54	–	–	PUNCT
dem-14658	154	55	15.06	15.06	NUM
dem-14658	154	56	–	–	PUNCT
dem-14658	154	57	17.11	17.11	NUM
dem-14658	154	58	–	–	PUNCT
dem-14658	154	59	11.18	11.18	NUM
dem-14658	154	60	374.08	374.08	NUM
dem-14658	154	61	71.43	71.43	NUM
dem-14658	154	62	24.40	24.40	NUM
dem-14658	154	63	–	–	PUNCT
dem-14658	154	64	2.67	2.67	NUM
dem-14658	154	65	–	–	PUNCT
dem-14658	154	66	9.88	9.88	NUM
dem-14658	154	67	llc	llc	NOUN
dem-14658	154	68	0.73	0.73	NUM
dem-14658	154	69	–	–	PUNCT
dem-14658	154	70	0.21	0.21	NUM
dem-14658	154	71	–	–	PUNCT
dem-14658	154	72	0.21	0.21	NUM
dem-14658	154	73	–	–	PUNCT
dem-14658	154	74	0.12	0.12	NUM
dem-14658	154	75	0.96	0.96	NUM
dem-14658	154	76	0.62	0.62	NUM
dem-14658	154	77	0.23	0.23	NUM
dem-14658	154	78	–	–	PUNCT
dem-14658	154	79	0.05	0.05	NUM
dem-14658	154	80	–	–	PUNCT
dem-14658	154	81	0.13	0.13	NUM
dem-14658	154	82	ulc	ulc	PROPN
dem-14658	154	83	0.77	0.77	NUM
dem-14658	154	84	–	–	PUNCT
dem-14658	154	85	0.16	0.16	NUM
dem-14658	154	86	–	–	PUNCT
dem-14658	154	87	0.17	0.17	NUM
dem-14658	154	88	–	–	PUNCT
dem-14658	154	89	0.08	0.08	NUM
dem-14658	154	90	0.97	0.97	NUM
dem-14658	154	91	0.66	0.66	NUM
dem-14658	154	92	0.27	0.27	NUM
dem-14658	154	93	–	–	PUNCT
dem-14658	154	94	0.01	0.01	NUM
dem-14658	154	95	–	–	PUNCT
dem-14658	154	96	0.08	0.08	NUM
dem-14658	154	97	note	note	NOUN
dem-14658	154	98	:	:	PUNCT
dem-14658	154	99	non	non	ADJ
dem-14658	154	100	-	-	ADJ
dem-14658	154	101	seasonal	seasonal	ADJ
dem-14658	154	102	parameters	parameter	NOUN
dem-14658	154	103	and	and	CCONJ
dem-14658	154	104	also	also	ADV
dem-14658	154	105	seasonal	seasonal	ADJ
dem-14658	154	106	parameters	parameter	NOUN
dem-14658	154	107	are	be	AUX
dem-14658	154	108	statistically	statistically	ADV
dem-14658	154	109	significant	significant	ADJ
dem-14658	154	110	at	at	ADP
dem-14658	154	111	significance	significance	NOUN
dem-14658	154	112	level	level	NOUN
dem-14658	154	113	p	p	NOUN
dem-14658	154	114	=	=	NOUN
dem-14658	154	115	0,05	0,05	NOUN
dem-14658	154	116	.	.	PUNCT
dem-14658	155	1	explanation	explanation	NOUN
dem-14658	155	2	of	of	ADP
dem-14658	155	3	the	the	DET
dem-14658	155	4	abbreviations	abbreviation	NOUN
dem-14658	155	5	:	:	PUNCT
dem-14658	155	6	ase	ase	NOUN
dem-14658	155	7	–	–	PUNCT
dem-14658	155	8	asymptotic	asymptotic	ADJ
dem-14658	155	9	standard	standard	ADJ
dem-14658	155	10	error	error	NOUN
dem-14658	155	11	,	,	PUNCT
dem-14658	155	12	a	a	DET
dem-14658	155	13	t(14684	t(14684	NOUN
dem-14658	155	14	)	)	PUNCT
dem-14658	155	15	–	–	PUNCT
dem-14658	155	16	asymptotic	asymptotic	ADJ
dem-14658	155	17	t(14684	t(14684	PROPN
dem-14658	155	18	)	)	PUNCT
dem-14658	155	19	,	,	PUNCT
dem-14658	155	20	llc	llc	PROPN
dem-14658	155	21	–	–	PUNCT
dem-14658	155	22	lower	low	ADJ
dem-14658	155	23	limit	limit	NOUN
dem-14658	155	24	of	of	ADP
dem-14658	155	25	confidence	confidence	NOUN
dem-14658	155	26	interval	interval	NOUN
dem-14658	155	27	(	(	PUNCT
dem-14658	155	28	95	95	NUM
dem-14658	155	29	%	%	NOUN
dem-14658	155	30	)	)	PUNCT
dem-14658	155	31	,	,	PUNCT
dem-14658	155	32	ulc	ulc	PROPN
dem-14658	155	33	–	–	PUNCT
dem-14658	155	34	upper	upper	ADJ
dem-14658	155	35	limit	limit	NOUN
dem-14658	155	36	of	of	ADP
dem-14658	155	37	confidence	confidence	NOUN
dem-14658	155	38	interval	interval	NOUN
dem-14658	155	39	(	(	PUNCT
dem-14658	155	40	95	95	NUM
dem-14658	155	41	%	%	NOUN
dem-14658	155	42	)	)	PUNCT
dem-14658	155	43	.	.	PUNCT
dem-14658	156	1	the	the	DET
dem-14658	156	2	course	course	NOUN
dem-14658	156	3	of	of	ADP
dem-14658	156	4	sarima	sarima	NOUN
dem-14658	156	5	(	(	PUNCT
dem-14658	156	6	1,0,3)(1,0,4)24	1,0,3)(1,0,4)24	NOUN
dem-14658	156	7	residuals	residual	NOUN
dem-14658	156	8	(	(	PUNCT
dem-14658	156	9	for	for	ADP
dem-14658	156	10	both	both	DET
dem-14658	156	11	subscribers	subscriber	NOUN
dem-14658	156	12	groups	group	NOUN
dem-14658	156	13	)	)	PUNCT
dem-14658	156	14	shows	show	VERB
dem-14658	156	15	that	that	SCONJ
dem-14658	156	16	their	their	PRON
dem-14658	156	17	values	value	NOUN
dem-14658	156	18	are	be	AUX
dem-14658	156	19	much	much	ADV
dem-14658	156	20	lower	low	ADJ
dem-14658	156	21	than	than	ADP
dem-14658	156	22	in	in	ADP
dem-14658	156	23	the	the	DET
dem-14658	156	24	case	case	NOUN
dem-14658	156	25	of	of	ADP
dem-14658	156	26	the	the	DET
dem-14658	156	27	regression	regression	NOUN
dem-14658	156	28	model	model	NOUN
dem-14658	156	29	and	and	CCONJ
dem-14658	156	30	the	the	DET
dem-14658	156	31	variability	variability	NOUN
dem-14658	156	32	reflecting	reflect	VERB
dem-14658	156	33	of	of	ADP
dem-14658	156	34	demand	demand	NOUN
dem-14658	156	35	for	for	ADP
dem-14658	156	36	telephone	telephone	NOUN
dem-14658	156	37	services	service	NOUN
dem-14658	156	38	was	be	AUX
dem-14658	156	39	improved	improve	VERB
dem-14658	156	40	(	(	PUNCT
dem-14658	156	41	figure	figure	NOUN
dem-14658	156	42	7	7	NUM
dem-14658	156	43	)	)	PUNCT
dem-14658	156	44	.	.	PUNCT
dem-14658	157	1	then	then	ADV
dem-14658	157	2	the	the	DET
dem-14658	157	3	estimated	estimate	VERB
dem-14658	157	4	value	value	NOUN
dem-14658	157	5	of	of	ADP
dem-14658	157	6	the	the	DET
dem-14658	157	7	regression	regression	NOUN
dem-14658	157	8	residuals	residual	NOUN
dem-14658	157	9	(	(	PUNCT
dem-14658	157	10	that	that	PRON
dem-14658	157	11	were	be	AUX
dem-14658	157	12	obtained	obtain	VERB
dem-14658	157	13	by	by	ADP
dem-14658	157	14	using	use	VERB
dem-14658	157	15	the	the	DET
dem-14658	157	16	sarima	sarima	NOUN
dem-14658	157	17	model	model	NOUN
dem-14658	157	18	)	)	PUNCT
dem-14658	157	19	were	be	AUX
dem-14658	157	20	applied	apply	VERB
dem-14658	157	21	to	to	ADP
dem-14658	157	22	correction	correction	NOUN
dem-14658	157	23	estimated	estimate	VERB
dem-14658	157	24	value	value	NOUN
dem-14658	157	25	of	of	ADP
dem-14658	157	26	the	the	DET
dem-14658	157	27	demand	demand	NOUN
dem-14658	157	28	(	(	PUNCT
dem-14658	157	29	determined	determine	VERB
dem-14658	157	30	values	value	NOUN
dem-14658	157	31	of	of	ADP
dem-14658	157	32	regression	regression	NOUN
dem-14658	157	33	)	)	PUNCT
dem-14658	157	34	.	.	PUNCT
dem-14658	158	1	the	the	DET
dem-14658	158	2	goodness	goodness	NOUN
dem-14658	158	3	of	of	ADP
dem-14658	158	4	the	the	DET
dem-14658	158	5	fit	fit	NOUN
dem-14658	158	6	to	to	ADP
dem-14658	158	7	data	datum	NOUN
dem-14658	158	8	for	for	ADP
dem-14658	158	9	the	the	DET
dem-14658	158	10	final	final	ADJ
dem-14658	158	11	model	model	NOUN
dem-14658	158	12	,	,	PUNCT
dem-14658	158	13	which	which	PRON
dem-14658	158	14	was	be	AUX
dem-14658	158	15	verified	verify	VERB
dem-14658	158	16	by	by	ADP
dem-14658	158	17	means	mean	NOUN
dem-14658	158	18	of	of	ADP
dem-14658	158	19	r	r	NOUN
dem-14658	158	20	square	square	NOUN
dem-14658	158	21	,	,	PUNCT
dem-14658	158	22	was	be	AUX
dem-14658	158	23	0.9480	0.9480	NUM
dem-14658	158	24	.	.	PUNCT
dem-14658	159	1	therefore	therefore	ADV
dem-14658	159	2	the	the	DET
dem-14658	159	3	level	level	NOUN
dem-14658	159	4	of	of	ADP
dem-14658	159	5	fit	fit	NOUN
dem-14658	159	6	was	be	AUX
dem-14658	159	7	clearly	clearly	ADV
dem-14658	159	8	higher	high	ADJ
dem-14658	159	9	in	in	ADP
dem-14658	159	10	comparison	comparison	NOUN
dem-14658	159	11	to	to	ADP
dem-14658	159	12	the	the	DET
dem-14658	159	13	regression	regression	NOUN
dem-14658	159	14	,	,	PUNCT
dem-14658	159	15	which	which	PRON
dem-14658	159	16	was	be	AUX
dem-14658	159	17	not	not	PART
dem-14658	159	18	supported	support	VERB
dem-14658	159	19	by	by	ADP
dem-14658	159	20	the	the	DET
dem-14658	159	21	sarmia	sarmia	PROPN
dem-14658	159	22	model	model	PROPN
dem-14658	159	23	.	.	PUNCT
dem-14658	160	1	microeconometric	microeconometric	ADJ
dem-14658	160	2	analysis	analysis	NOUN
dem-14658	160	3	of	of	ADP
dem-14658	160	4	telecommunication	telecommunication	NOUN
dem-14658	160	5	services	service	NOUN
dem-14658	160	6	market	market	NOUN
dem-14658	160	7	…	…	PUNCT
dem-14658	160	8	dynamic	dynamic	ADJ
dem-14658	160	9	econometric	econometric	ADJ
dem-14658	160	10	models	model	NOUN
dem-14658	160	11	17	17	NUM
dem-14658	160	12	(	(	PUNCT
dem-14658	160	13	2017	2017	NUM
dem-14658	160	14	)	)	PUNCT
dem-14658	160	15	41–57	41–57	NUM
dem-14658	160	16	53	53	NUM
dem-14658	160	17	figure	figure	NOUN
dem-14658	160	18	7	7	NUM
dem-14658	160	19	.	.	PUNCT
dem-14658	161	1	the	the	DET
dem-14658	161	2	residuals	residual	NOUN
dem-14658	161	3	of	of	ADP
dem-14658	161	4	sarima	sarima	NOUN
dem-14658	161	5	(	(	PUNCT
dem-14658	161	6	1,0,3)(1,0,4)24	1,0,3)(1,0,4)24	NUM
dem-14658	161	7	the	the	DET
dem-14658	161	8	analysis	analysis	NOUN
dem-14658	161	9	of	of	ADP
dem-14658	161	10	obtained	obtain	VERB
dem-14658	161	11	values	value	NOUN
dem-14658	161	12	of	of	ADP
dem-14658	161	13	q	q	PROPN
dem-14658	161	14	box	box	PROPN
dem-14658	161	15	and	and	CCONJ
dem-14658	161	16	ljung	ljung	ADJ
dem-14658	161	17	coefficients	coefficient	NOUN
dem-14658	161	18	and	and	CCONJ
dem-14658	161	19	also	also	ADV
dem-14658	161	20	partial	partial	ADJ
dem-14658	161	21	correlation	correlation	NOUN
dem-14658	161	22	coefficients	coefficient	NOUN
dem-14658	161	23	(	(	PUNCT
dem-14658	161	24	figure	figure	NOUN
dem-14658	161	25	8)	8)	NUM
dem-14658	161	26	indicate	indicate	VERB
dem-14658	161	27	that	that	SCONJ
dem-14658	161	28	they	they	PRON
dem-14658	161	29	are	be	AUX
dem-14658	161	30	much	much	ADV
dem-14658	161	31	lower	low	ADJ
dem-14658	161	32	than	than	ADP
dem-14658	161	33	the	the	DET
dem-14658	161	34	values	value	NOUN
dem-14658	161	35	of	of	ADP
dem-14658	161	36	these	these	DET
dem-14658	161	37	coefficients	coefficient	NOUN
dem-14658	161	38	,	,	PUNCT
dem-14658	161	39	which	which	PRON
dem-14658	161	40	were	be	AUX
dem-14658	161	41	calculated	calculate	VERB
dem-14658	161	42	in	in	ADP
dem-14658	161	43	the	the	DET
dem-14658	161	44	analysis	analysis	NOUN
dem-14658	161	45	of	of	ADP
dem-14658	161	46	regression	regression	NOUN
dem-14658	161	47	model	model	NOUN
dem-14658	161	48	residuals	residual	NOUN
dem-14658	161	49	(	(	PUNCT
dem-14658	161	50	figure	figure	NOUN
dem-14658	161	51	5	5	NUM
dem-14658	161	52	)	)	PUNCT
dem-14658	161	53	.	.	PUNCT
dem-14658	162	1	however	however	ADV
dem-14658	162	2	they	they	PRON
dem-14658	162	3	can	can	AUX
dem-14658	162	4	be	be	AUX
dem-14658	162	5	considered	consider	VERB
dem-14658	162	6	as	as	ADP
dem-14658	162	7	not	not	PART
dem-14658	162	8	fully	fully	ADV
dem-14658	162	9	satisfactory	satisfactory	ADJ
dem-14658	162	10	.	.	PUNCT
dem-14658	163	1	it	it	PRON
dem-14658	163	2	is	be	AUX
dem-14658	163	3	noticeable	noticeable	ADJ
dem-14658	163	4	that	that	SCONJ
dem-14658	163	5	there	there	PRON
dem-14658	163	6	are	be	VERB
dem-14658	163	7	still	still	ADV
dem-14658	163	8	repetitions	repetition	NOUN
dem-14658	163	9	in	in	ADP
dem-14658	163	10	24	24	NUM
dem-14658	163	11	cycles	cycle	NOUN
dem-14658	163	12	(	(	PUNCT
dem-14658	163	13	but	but	CCONJ
dem-14658	163	14	smaller	small	ADJ
dem-14658	163	15	than	than	ADP
dem-14658	163	16	previously	previously	ADV
dem-14658	163	17	)	)	PUNCT
dem-14658	163	18	.	.	PUNCT
dem-14658	164	1	the	the	DET
dem-14658	164	2	results	result	NOUN
dem-14658	164	3	provide	provide	VERB
dem-14658	164	4	rationales	rationale	NOUN
dem-14658	164	5	to	to	ADP
dem-14658	164	6	further	further	ADJ
dem-14658	164	7	research	research	NOUN
dem-14658	164	8	to	to	PART
dem-14658	164	9	reduce	reduce	VERB
dem-14658	164	10	correlation	correlation	NOUN
dem-14658	164	11	in	in	ADP
dem-14658	164	12	error	error	NOUN
dem-14658	164	13	term	term	NOUN
dem-14658	164	14	.	.	PUNCT
dem-14658	165	1	the	the	DET
dem-14658	165	2	reduction	reduction	NOUN
dem-14658	165	3	of	of	ADP
dem-14658	165	4	the	the	DET
dem-14658	165	5	correlation	correlation	NOUN
dem-14658	165	6	in	in	ADP
dem-14658	165	7	terms	term	NOUN
dem-14658	165	8	of	of	ADP
dem-14658	165	9	error	error	NOUN
dem-14658	165	10	could	could	AUX
dem-14658	165	11	be	be	AUX
dem-14658	165	12	probably	probably	ADV
dem-14658	165	13	achieved	achieve	VERB
dem-14658	165	14	by	by	ADP
dem-14658	165	15	reduction	reduction	NOUN
dem-14658	165	16	of	of	ADP
dem-14658	165	17	such	such	ADJ
dem-14658	165	18	high	high	ADJ
dem-14658	165	19	numbers	number	NOUN
dem-14658	165	20	of	of	ADP
dem-14658	165	21	the	the	DET
dem-14658	165	22	analytical	analytical	ADJ
dem-14658	165	23	section	section	NOUN
dem-14658	165	24	included	include	VERB
dem-14658	165	25	in	in	ADP
dem-14658	165	26	the	the	DET
dem-14658	165	27	regression	regression	NOUN
dem-14658	165	28	model	model	NOUN
dem-14658	165	29	.	.	PUNCT
dem-14658	166	1	figure	figure	VERB
dem-14658	166	2	8	8	NUM
dem-14658	166	3	.	.	PUNCT
dem-14658	167	1	the	the	DET
dem-14658	167	2	autocorrelation	autocorrelation	NOUN
dem-14658	167	3	function	function	NOUN
dem-14658	167	4	and	and	CCONJ
dem-14658	167	5	the	the	DET
dem-14658	167	6	partial	partial	ADJ
dem-14658	167	7	autocorrelation	autocorrelation	NOUN
dem-14658	167	8	function	function	NOUN
dem-14658	167	9	of	of	ADP
dem-14658	167	10	the	the	DET
dem-14658	167	11	residuals	residual	NOUN
dem-14658	167	12	of	of	ADP
dem-14658	167	13	the	the	DET
dem-14658	167	14	supported	support	VERB
dem-14658	167	15	regression	regression	NOUN
dem-14658	167	16	then	then	ADV
dem-14658	167	17	the	the	DET
dem-14658	167	18	forecasting	forecasting	NOUN
dem-14658	167	19	effectiveness	effectiveness	NOUN
dem-14658	167	20	of	of	ADP
dem-14658	167	21	the	the	DET
dem-14658	167	22	supported	support	VERB
dem-14658	167	23	regression	regression	NOUN
dem-14658	167	24	model	model	NOUN
dem-14658	167	25	was	be	AUX
dem-14658	167	26	verified	verify	VERB
dem-14658	167	27	and	and	CCONJ
dem-14658	167	28	compared	compare	VERB
dem-14658	167	29	with	with	ADP
dem-14658	167	30	the	the	DET
dem-14658	167	31	previous	previous	ADJ
dem-14658	167	32	regression	regression	NOUN
dem-14658	167	33	model	model	NOUN
dem-14658	167	34	.	.	PUNCT
dem-14658	168	1	average	average	ADJ
dem-14658	168	2	forecasting	forecasting	NOUN
dem-14658	168	3	errors	error	NOUN
dem-14658	168	4	for	for	ADP
dem-14658	168	5	the	the	DET
dem-14658	168	6	forecast	forecast	NOUN
dem-14658	168	7	period	period	NOUN
dem-14658	168	8	(	(	PUNCT
dem-14658	168	9	the	the	DET
dem-14658	168	10	same	same	ADJ
dem-14658	168	11	as	as	ADP
dem-14658	168	12	in	in	ADP
dem-14658	168	13	the	the	DET
dem-14658	168	14	case	case	NOUN
dem-14658	168	15	of	of	ADP
dem-14658	168	16	nonbusiness	nonbusiness	NOUN
dem-14658	168	17	subscribers	subscriber	NOUN
dem-14658	168	18	individual	individual	ADJ
dem-14658	168	19	subscribers	subscriber	VERB
dem-14658	168	20	the	the	DET
dem-14658	168	21	autocorrelation	autocorrelation	NOUN
dem-14658	168	22	function	function	VERB
dem-14658	168	23	the	the	DET
dem-14658	168	24	partial	partial	ADJ
dem-14658	168	25	autocorrelation	autocorrelation	NOUN
dem-14658	168	26	function	function	NOUN
dem-14658	168	27	paweł	paweł	VERB
dem-14658	168	28	kaczmarczyk	kaczmarczyk	VERB
dem-14658	168	29	dynamic	dynamic	ADJ
dem-14658	168	30	econometric	econometric	ADJ
dem-14658	168	31	models	model	NOUN
dem-14658	168	32	17	17	NUM
dem-14658	168	33	(	(	PUNCT
dem-14658	168	34	2017	2017	NUM
dem-14658	168	35	)	)	PUNCT
dem-14658	168	36	41–57	41–57	NUM
dem-14658	168	37	54	54	NUM
dem-14658	168	38	supported	support	VERB
dem-14658	168	39	regression	regression	NOUN
dem-14658	168	40	)	)	PUNCT
dem-14658	168	41	,	,	PUNCT
dem-14658	168	42	accounted	account	VERB
dem-14658	168	43	according	accord	VERB
dem-14658	168	44	to	to	ADP
dem-14658	168	45	(	(	PUNCT
dem-14658	168	46	1	1	NUM
dem-14658	168	47	)	)	PUNCT
dem-14658	168	48	and	and	CCONJ
dem-14658	168	49	(	(	PUNCT
dem-14658	168	50	2	2	X
dem-14658	168	51	)	)	PUNCT
dem-14658	168	52	formulas	formula	NOUN
dem-14658	168	53	,	,	PUNCT
dem-14658	168	54	amount	amount	NOUN
dem-14658	168	55	to	to	ADP
dem-14658	168	56	8488.65	8488.65	NUM
dem-14658	168	57	and	and	CCONJ
dem-14658	168	58	15758.65	15758.65	NUM
dem-14658	168	59	respectively	respectively	ADV
dem-14658	168	60	.	.	PUNCT
dem-14658	169	1	these	these	DET
dem-14658	169	2	results	result	NOUN
dem-14658	169	3	can	can	AUX
dem-14658	169	4	be	be	AUX
dem-14658	169	5	objectively	objectively	ADV
dem-14658	169	6	considered	consider	VERB
dem-14658	169	7	as	as	ADV
dem-14658	169	8	much	much	ADV
dem-14658	169	9	better	well	ADJ
dem-14658	169	10	than	than	ADP
dem-14658	169	11	the	the	DET
dem-14658	169	12	result	result	NOUN
dem-14658	169	13	obtained	obtain	VERB
dem-14658	169	14	by	by	ADP
dem-14658	169	15	using	use	VERB
dem-14658	169	16	the	the	DET
dem-14658	169	17	previous	previous	ADJ
dem-14658	169	18	regression	regression	NOUN
dem-14658	169	19	model	model	NOUN
dem-14658	169	20	,	,	PUNCT
dem-14658	169	21	i.e.	i.e.	X
dem-14658	169	22	the	the	DET
dem-14658	169	23	forecasting	forecasting	NOUN
dem-14658	169	24	effectiveness	effectiveness	NOUN
dem-14658	169	25	(	(	PUNCT
dem-14658	169	26	in	in	ADP
dem-14658	169	27	the	the	DET
dem-14658	169	28	mean	mean	NOUN
dem-14658	169	29	of	of	ADP
dem-14658	169	30	forecast	forecast	NOUN
dem-14658	169	31	accuracy	accuracy	NOUN
dem-14658	169	32	)	)	PUNCT
dem-14658	169	33	was	be	AUX
dem-14658	169	34	significantly	significantly	ADV
dem-14658	169	35	higher	high	ADJ
dem-14658	169	36	.	.	PUNCT
dem-14658	170	1	conclusions	conclusion	NOUN
dem-14658	170	2	in	in	ADP
dem-14658	170	3	the	the	DET
dem-14658	170	4	light	light	NOUN
dem-14658	170	5	of	of	ADP
dem-14658	170	6	the	the	DET
dem-14658	170	7	obtained	obtain	VERB
dem-14658	170	8	research	research	NOUN
dem-14658	170	9	,	,	PUNCT
dem-14658	170	10	the	the	DET
dem-14658	170	11	thesis	thesis	NOUN
dem-14658	170	12	can	can	AUX
dem-14658	170	13	be	be	AUX
dem-14658	170	14	confirmed	confirm	VERB
dem-14658	170	15	that	that	SCONJ
dem-14658	170	16	the	the	DET
dem-14658	170	17	supported	support	VERB
dem-14658	170	18	regression	regression	NOUN
dem-14658	170	19	model	model	NOUN
dem-14658	170	20	enables	enable	VERB
dem-14658	170	21	higher	high	ADJ
dem-14658	170	22	efficiency	efficiency	NOUN
dem-14658	170	23	of	of	ADP
dem-14658	170	24	approximation	approximation	NOUN
dem-14658	170	25	and	and	CCONJ
dem-14658	170	26	prediction	prediction	NOUN
dem-14658	170	27	of	of	ADP
dem-14658	170	28	demand	demand	NOUN
dem-14658	170	29	for	for	ADP
dem-14658	170	30	telecommunications	telecommunications	NOUN
dem-14658	170	31	services	service	NOUN
dem-14658	170	32	in	in	ADP
dem-14658	170	33	comparison	comparison	NOUN
dem-14658	170	34	with	with	ADP
dem-14658	170	35	the	the	DET
dem-14658	170	36	non	non	ADJ
dem-14658	170	37	-	-	ADJ
dem-14658	170	38	supported	support	VERB
dem-14658	170	39	regression	regression	NOUN
dem-14658	170	40	model	model	NOUN
dem-14658	170	41	.	.	PUNCT
dem-14658	171	1	the	the	DET
dem-14658	171	2	results	result	NOUN
dem-14658	171	3	encourage	encourage	VERB
dem-14658	171	4	further	further	ADJ
dem-14658	171	5	research	research	NOUN
dem-14658	171	6	in	in	ADP
dem-14658	171	7	the	the	DET
dem-14658	171	8	explored	explore	VERB
dem-14658	171	9	field	field	NOUN
dem-14658	171	10	.	.	PUNCT
dem-14658	172	1	the	the	DET
dem-14658	172	2	fit	fit	ADJ
dem-14658	172	3	and	and	CCONJ
dem-14658	172	4	forecasts	forecast	NOUN
dem-14658	172	5	accuracy	accuracy	NOUN
dem-14658	172	6	could	could	AUX
dem-14658	172	7	probably	probably	ADV
dem-14658	172	8	be	be	AUX
dem-14658	172	9	higher	high	ADJ
dem-14658	172	10	by	by	ADP
dem-14658	172	11	the	the	DET
dem-14658	172	12	volatility	volatility	NOUN
dem-14658	172	13	reflecting	reflect	VERB
dem-14658	172	14	within	within	ADP
dem-14658	172	15	the	the	DET
dem-14658	172	16	framework	framework	NOUN
dem-14658	172	17	of	of	ADP
dem-14658	172	18	lower	low	ADJ
dem-14658	172	19	number	number	NOUN
dem-14658	172	20	of	of	ADP
dem-14658	172	21	the	the	DET
dem-14658	172	22	analytical	analytical	ADJ
dem-14658	172	23	sections	section	NOUN
dem-14658	172	24	,	,	PUNCT
dem-14658	172	25	for	for	ADP
dem-14658	172	26	example	example	NOUN
dem-14658	172	27	by	by	ADP
dem-14658	172	28	the	the	DET
dem-14658	172	29	volatility	volatility	NOUN
dem-14658	172	30	modelling	model	VERB
dem-14658	172	31	only	only	ADV
dem-14658	172	32	within	within	ADP
dem-14658	172	33	the	the	DET
dem-14658	172	34	business	business	NOUN
dem-14658	172	35	group	group	NOUN
dem-14658	172	36	,	,	PUNCT
dem-14658	172	37	or	or	CCONJ
dem-14658	172	38	even	even	ADV
dem-14658	172	39	only	only	ADV
dem-14658	172	40	within	within	ADP
dem-14658	172	41	the	the	DET
dem-14658	172	42	business	business	NOUN
dem-14658	172	43	group	group	NOUN
dem-14658	172	44	and	and	CCONJ
dem-14658	172	45	working	work	VERB
dem-14658	172	46	24	24	NUM
dem-14658	172	47	-	-	PUNCT
dem-14658	172	48	hours	hour	NOUN
dem-14658	172	49	.	.	PUNCT
dem-14658	173	1	the	the	DET
dem-14658	173	2	separation	separation	NOUN
dem-14658	173	3	of	of	ADP
dem-14658	173	4	particular	particular	ADJ
dem-14658	173	5	types	type	NOUN
dem-14658	173	6	of	of	ADP
dem-14658	173	7	day	day	NOUN
dem-14658	173	8	is	be	AUX
dem-14658	173	9	especially	especially	ADV
dem-14658	173	10	important	important	ADJ
dem-14658	173	11	,	,	PUNCT
dem-14658	173	12	because	because	SCONJ
dem-14658	173	13	cycles	cycle	NOUN
dem-14658	173	14	of	of	ADP
dem-14658	173	15	repetitions	repetition	NOUN
dem-14658	173	16	of	of	ADP
dem-14658	173	17	daily	daily	ADJ
dem-14658	173	18	demand	demand	NOUN
dem-14658	173	19	during	during	ADP
dem-14658	173	20	the	the	DET
dem-14658	173	21	same	same	ADJ
dem-14658	173	22	day	day	NOUN
dem-14658	173	23	in	in	ADP
dem-14658	173	24	different	different	ADJ
dem-14658	173	25	categories	category	NOUN
dem-14658	173	26	of	of	ADP
dem-14658	173	27	connection	connection	NOUN
dem-14658	173	28	are	be	AUX
dem-14658	173	29	similar	similar	ADJ
dem-14658	173	30	in	in	ADP
dem-14658	173	31	terms	term	NOUN
dem-14658	173	32	of	of	ADP
dem-14658	173	33	the	the	DET
dem-14658	173	34	phases	phase	NOUN
dem-14658	173	35	of	of	ADP
dem-14658	173	36	the	the	DET
dem-14658	173	37	cycles	cycle	NOUN
dem-14658	173	38	.	.	PUNCT
dem-14658	174	1	it	it	PRON
dem-14658	174	2	is	be	AUX
dem-14658	174	3	also	also	ADV
dem-14658	174	4	interesting	interesting	ADJ
dem-14658	174	5	to	to	PART
dem-14658	174	6	try	try	VERB
dem-14658	174	7	to	to	PART
dem-14658	174	8	improve	improve	VERB
dem-14658	174	9	the	the	DET
dem-14658	174	10	fit	fit	NOUN
dem-14658	174	11	of	of	ADP
dem-14658	174	12	the	the	DET
dem-14658	174	13	constructed	construct	VERB
dem-14658	174	14	model	model	NOUN
dem-14658	174	15	by	by	ADP
dem-14658	174	16	creating	create	VERB
dem-14658	174	17	demand	demand	NOUN
dem-14658	174	18	patterns	pattern	NOUN
dem-14658	174	19	in	in	ADP
dem-14658	174	20	particular	particular	ADJ
dem-14658	174	21	analytical	analytical	ADJ
dem-14658	174	22	sections	section	NOUN
dem-14658	174	23	,	,	PUNCT
dem-14658	174	24	i.e.	i.e.	X
dem-14658	174	25	by	by	ADP
dem-14658	174	26	using	use	VERB
dem-14658	174	27	averages	average	NOUN
dem-14658	174	28	for	for	ADP
dem-14658	174	29	the	the	DET
dem-14658	174	30	particular	particular	ADJ
dem-14658	174	31	hours	hour	NOUN
dem-14658	174	32	within	within	ADP
dem-14658	174	33	the	the	DET
dem-14658	174	34	sections	section	NOUN
dem-14658	174	35	.	.	PUNCT
dem-14658	175	1	this	this	PRON
dem-14658	175	2	could	could	AUX
dem-14658	175	3	contribute	contribute	VERB
dem-14658	175	4	to	to	ADP
dem-14658	175	5	a	a	DET
dem-14658	175	6	better	well	ADJ
dem-14658	175	7	fit	fit	NOUN
dem-14658	175	8	of	of	ADP
dem-14658	175	9	the	the	DET
dem-14658	175	10	regression	regression	NOUN
dem-14658	175	11	model	model	NOUN
dem-14658	175	12	and	and	CCONJ
dem-14658	175	13	consequently	consequently	ADV
dem-14658	175	14	better	well	ADJ
dem-14658	175	15	fit	fit	NOUN
dem-14658	175	16	of	of	ADP
dem-14658	175	17	the	the	DET
dem-14658	175	18	overall	overall	ADJ
dem-14658	175	19	model	model	NOUN
dem-14658	175	20	.	.	PUNCT
dem-14658	176	1	in	in	ADP
dem-14658	176	2	this	this	DET
dem-14658	176	3	approach	approach	NOUN
dem-14658	176	4	one	one	PRON
dem-14658	176	5	could	could	AUX
dem-14658	176	6	also	also	ADV
dem-14658	176	7	use	use	VERB
dem-14658	176	8	separate	separate	ADJ
dem-14658	176	9	information	information	NOUN
dem-14658	176	10	for	for	ADP
dem-14658	176	11	separate	separate	ADJ
dem-14658	176	12	models	model	NOUN
dem-14658	176	13	.	.	PUNCT
dem-14658	177	1	further	further	ADJ
dem-14658	177	2	research	research	NOUN
dem-14658	177	3	could	could	AUX
dem-14658	177	4	concern	concern	VERB
dem-14658	177	5	another	another	DET
dem-14658	177	6	realisation	realisation	NOUN
dem-14658	177	7	of	of	ADP
dem-14658	177	8	the	the	DET
dem-14658	177	9	fourth	fourth	ADJ
dem-14658	177	10	segment	segment	NOUN
dem-14658	177	11	.	.	PUNCT
dem-14658	178	1	thus	thus	ADV
dem-14658	178	2	future	future	ADJ
dem-14658	178	3	work	work	NOUN
dem-14658	178	4	may	may	AUX
dem-14658	178	5	relate	relate	VERB
dem-14658	178	6	to	to	ADP
dem-14658	178	7	the	the	DET
dem-14658	178	8	use	use	NOUN
dem-14658	178	9	of	of	ADP
dem-14658	178	10	other	other	ADJ
dem-14658	178	11	modelling	modelling	NOUN
dem-14658	178	12	and	and	CCONJ
dem-14658	178	13	forecasting	forecasting	NOUN
dem-14658	178	14	methods	method	NOUN
dem-14658	178	15	for	for	ADP
dem-14658	178	16	seasonality	seasonality	NOUN
dem-14658	178	17	,	,	PUNCT
dem-14658	178	18	i.e.	i.e.	X
dem-14658	178	19	the	the	DET
dem-14658	178	20	residuals	residual	NOUN
dem-14658	178	21	of	of	ADP
dem-14658	178	22	the	the	DET
dem-14658	178	23	regression	regression	NOUN
dem-14658	178	24	model	model	NOUN
dem-14658	178	25	.	.	PUNCT
dem-14658	179	1	references	reference	NOUN
dem-14658	179	2	begg	begg	PROPN
dem-14658	179	3	,	,	PUNCT
dem-14658	179	4	i.	i.	PROPN
dem-14658	179	5	(	(	PUNCT
dem-14658	179	6	2010	2010	NUM
dem-14658	179	7	)	)	PUNCT
dem-14658	179	8	,	,	PUNCT
dem-14658	179	9	europe	europe	PROPN
dem-14658	179	10	2020	2020	NUM
dem-14658	179	11	and	and	CCONJ
dem-14658	179	12	employment	employment	NOUN
dem-14658	179	13	.	.	PUNCT
dem-14658	180	1	intereconomics	intereconomic	NOUN
dem-14658	180	2	,	,	PUNCT
dem-14658	180	3	45	45	NUM
dem-14658	180	4	,	,	PUNCT
dem-14658	180	5	146–151	146–151	NUM
dem-14658	180	6	.	.	PUNCT
dem-14658	180	7	box	box	PROPN
dem-14658	180	8	,	,	PUNCT
dem-14658	180	9	g.	g.	PROPN
dem-14658	180	10	e.	e.	PROPN
dem-14658	180	11	p.	p.	PROPN
dem-14658	180	12	,	,	PUNCT
dem-14658	180	13	jenkins	jenkins	PROPN
dem-14658	180	14	,	,	PUNCT
dem-14658	180	15	g.	g.	PROPN
dem-14658	180	16	m.	m.	PROPN
dem-14658	180	17	,	,	PUNCT
dem-14658	180	18	reinsel	reinsel	NOUN
dem-14658	180	19	,	,	PUNCT
dem-14658	180	20	g.	g.	PROPN
dem-14658	180	21	c.	c.	PROPN
dem-14658	180	22	(	(	PUNCT
dem-14658	180	23	1994	1994	NUM
dem-14658	180	24	)	)	PUNCT
dem-14658	180	25	,	,	PUNCT
dem-14658	180	26	time	time	NOUN
dem-14658	180	27	series	series	PROPN
dem-14658	180	28	analysis	analysis	NOUN
dem-14658	180	29	.	.	PUNCT
dem-14658	181	1	forecasting	forecasting	NOUN
dem-14658	181	2	and	and	CCONJ
dem-14658	181	3	control	control	NOUN
dem-14658	181	4	,	,	PUNCT
dem-14658	181	5	prentice	prentice	NOUN
dem-14658	181	6	hall	hall	PROPN
dem-14658	181	7	,	,	PUNCT
dem-14658	181	8	englewood	englewood	PROPN
dem-14658	181	9	clifs	clifs	PROPN
dem-14658	181	10	.	.	PUNCT
dem-14658	182	1	dittmann	dittmann	PROPN
dem-14658	182	2	,	,	PUNCT
dem-14658	182	3	p.	p.	NOUN
dem-14658	182	4	(	(	PUNCT
dem-14658	182	5	2004	2004	NUM
dem-14658	182	6	)	)	PUNCT
dem-14658	182	7	,	,	PUNCT
dem-14658	182	8	prognozowanie	prognozowanie	PROPN
dem-14658	182	9	w	w	PROPN
dem-14658	182	10	przedsiębiorstwie	przedsiębiorstwie	PROPN
dem-14658	182	11	.	.	PUNCT
dem-14658	183	1	metody	metody	ADJ
dem-14658	183	2	i	i	PROPN
dem-14658	183	3	ich	ich	PROPN
dem-14658	183	4	zastosowanie	zastosowanie	PROPN
dem-14658	183	5	(	(	PUNCT
dem-14658	183	6	forecasting	forecasting	NOUN
dem-14658	183	7	in	in	ADP
dem-14658	183	8	enterprise	enterprise	NOUN
dem-14658	183	9	.	.	PUNCT
dem-14658	184	1	methods	method	NOUN
dem-14658	184	2	and	and	CCONJ
dem-14658	184	3	their	their	PRON
dem-14658	184	4	application	application	NOUN
dem-14658	184	5	)	)	PUNCT
dem-14658	184	6	,	,	PUNCT
dem-14658	184	7	oficyna	oficyna	NOUN
dem-14658	184	8	ekonomiczna	ekonomiczna	PROPN
dem-14658	184	9	,	,	PUNCT
dem-14658	184	10	kraków	kraków	PROPN
dem-14658	184	11	.	.	PUNCT
dem-14658	185	1	dittmann	dittmann	PROPN
dem-14658	185	2	,	,	PUNCT
dem-14658	185	3	p.	p.	NOUN
dem-14658	185	4	,	,	PUNCT
dem-14658	185	5	szabela	szabela	NOUN
dem-14658	185	6	-	-	PUNCT
dem-14658	185	7	pasierbińska	pasierbińska	PROPN
dem-14658	185	8	e.	e.	PROPN
dem-14658	185	9	,	,	PUNCT
dem-14658	185	10	dittmann	dittmann	PROPN
dem-14658	185	11	i.	i.	PROPN
dem-14658	185	12	,	,	PUNCT
dem-14658	185	13	szpulak	szpulak	PROPN
dem-14658	185	14	a.	a.	PROPN
dem-14658	185	15	(	(	PUNCT
dem-14658	185	16	2011	2011	NUM
dem-14658	185	17	)	)	PUNCT
dem-14658	185	18	,	,	PUNCT
dem-14658	185	19	prognozowanie	prognozowanie	PROPN
dem-14658	185	20	w	w	PROPN
dem-14658	185	21	zarządzaniu	zarządzaniu	PROPN
dem-14658	185	22	sprzedażą	sprzedażą	PROPN
dem-14658	185	23	i	i	PROPN
dem-14658	185	24	finansami	finansami	PROPN
dem-14658	185	25	przedsiębiorstwa	przedsiębiorstwa	PROPN
dem-14658	185	26	(	(	PUNCT
dem-14658	185	27	forecasting	forecast	VERB
dem-14658	185	28	in	in	ADP
dem-14658	185	29	sales	sale	NOUN
dem-14658	185	30	management	management	NOUN
dem-14658	185	31	and	and	CCONJ
dem-14658	185	32	finance	finance	NOUN
dem-14658	185	33	of	of	ADP
dem-14658	185	34	enterprise	enterprise	NOUN
dem-14658	185	35	)	)	PUNCT
dem-14658	185	36	,	,	PUNCT
dem-14658	185	37	wolters	wolters	PROPN
dem-14658	185	38	kluwer	kluwer	PROPN
dem-14658	185	39	polska	polska	PROPN
dem-14658	185	40	,	,	PUNCT
dem-14658	185	41	warszawa	warszawa	PROPN
dem-14658	185	42	.	.	PUNCT
dem-14658	186	1	europe	europe	PROPN
dem-14658	186	2	2020	2020	NUM
dem-14658	186	3	.	.	PUNCT
dem-14658	187	1	a	a	DET
dem-14658	187	2	strategy	strategy	NOUN
dem-14658	187	3	for	for	ADP
dem-14658	187	4	smart	smart	ADJ
dem-14658	187	5	,	,	PUNCT
dem-14658	187	6	sustainable	sustainable	ADJ
dem-14658	187	7	and	and	CCONJ
dem-14658	187	8	inclusive	inclusive	ADJ
dem-14658	187	9	growth	growth	NOUN
dem-14658	187	10	.	.	PUNCT
dem-14658	188	1	communication	communication	NOUN
dem-14658	188	2	from	from	ADP
dem-14658	188	3	the	the	DET
dem-14658	188	4	commission	commission	PROPN
dem-14658	188	5	,	,	PUNCT
dem-14658	188	6	european	european	PROPN
dem-14658	188	7	commission	commission	PROPN
dem-14658	188	8	,	,	PUNCT
dem-14658	188	9	brussels	brussels	PROPN
dem-14658	188	10	3.3.2010	3.3.2010	NUM
dem-14658	188	11	,	,	PUNCT
dem-14658	188	12	https://www.diki.pl/slownik-angielskiego?q=respectively	https://www.diki.pl/slownik-angielskiego?q=respectively	ADV
dem-14658	188	13	microeconometric	microeconometric	VERB
dem-14658	188	14	analysis	analysis	NOUN
dem-14658	188	15	of	of	ADP
dem-14658	188	16	telecommunication	telecommunication	NOUN
dem-14658	188	17	services	service	NOUN
dem-14658	188	18	market	market	NOUN
dem-14658	188	19	…	…	PUNCT
dem-14658	188	20	dynamic	dynamic	ADJ
dem-14658	188	21	econometric	econometric	ADJ
dem-14658	188	22	models	model	NOUN
dem-14658	188	23	17	17	NUM
dem-14658	188	24	(	(	PUNCT
dem-14658	188	25	2017	2017	NUM
dem-14658	188	26	)	)	PUNCT
dem-14658	188	27	41–57	41–57	NUM
dem-14658	188	28	55	55	NUM
dem-14658	188	29	http://www.buildup.eu/sites/default/files/content/com2010_2020en01.pdf	http://www.buildup.eu/sites/default/files/content/com2010_2020en01.pdf	PROPN
dem-14658	188	30	(	(	PUNCT
dem-14658	188	31	22.07.2017	22.07.2017	NUM
dem-14658	188	32	)	)	PUNCT
dem-14658	188	33	.	.	PUNCT
dem-14658	189	1	kaczmarczyk	kaczmarczyk	NOUN
dem-14658	189	2	,	,	PUNCT
dem-14658	189	3	p.	p.	NOUN
dem-14658	189	4	(	(	PUNCT
dem-14658	189	5	2016	2016	NUM
dem-14658	189	6	)	)	PUNCT
dem-14658	189	7	,	,	PUNCT
dem-14658	189	8	integrated	integrate	VERB
dem-14658	189	9	model	model	NOUN
dem-14658	189	10	of	of	ADP
dem-14658	189	11	demand	demand	NOUN
dem-14658	189	12	for	for	ADP
dem-14658	189	13	telephone	telephone	NOUN
dem-14658	189	14	services	service	NOUN
dem-14658	189	15	in	in	ADP
dem-14658	189	16	terms	term	NOUN
dem-14658	189	17	of	of	ADP
dem-14658	189	18	microeconometrics	microeconometric	NOUN
dem-14658	189	19	,	,	PUNCT
dem-14658	189	20	folia	folia	PROPN
dem-14658	189	21	oeconomica	oeconomica	PROPN
dem-14658	189	22	stetinensia	stetinensia	PROPN
dem-14658	189	23	,	,	PUNCT
dem-14658	189	24	(	(	PUNCT
dem-14658	189	25	16)2	16)2	NUM
dem-14658	189	26	,	,	PUNCT
dem-14658	189	27	72–83	72–83	NUM
dem-14658	189	28	,	,	PUNCT
dem-14658	189	29	doi	doi	NOUN
dem-14658	189	30	:	:	PUNCT
dem-14658	189	31	https://doi.org/10.1515/foli-2016-0026box	https://doi.org/10.1515/foli-2016-0026box	PROPN
dem-14658	189	32	.	.	PUNCT
dem-14658	190	1	kufel	kufel	NOUN
dem-14658	190	2	,	,	PUNCT
dem-14658	190	3	t.	t.	PROPN
dem-14658	190	4	(	(	PUNCT
dem-14658	190	5	2010	2010	NUM
dem-14658	190	6	)	)	PUNCT
dem-14658	190	7	,	,	PUNCT
dem-14658	190	8	ekonometryczna	ekonometryczna	PROPN
dem-14658	190	9	analiza	analiza	PROPN
dem-14658	190	10	cykliczności	cykliczności	PROPN
dem-14658	190	11	procesów	procesów	PROPN
dem-14658	190	12	gospodarczych	gospodarczych	PROPN
dem-14658	190	13	o	o	PROPN
dem-14658	190	14	wysokiej	wysokiej	PROPN
dem-14658	190	15	częstotliwości	częstotliwości	PROPN
dem-14658	190	16	obserwowania	obserwowania	PROPN
dem-14658	190	17	(	(	PUNCT
dem-14658	190	18	econometric	econometric	ADJ
dem-14658	190	19	analysis	analysis	NOUN
dem-14658	190	20	of	of	ADP
dem-14658	190	21	the	the	DET
dem-14658	190	22	cyclicality	cyclicality	NOUN
dem-14658	190	23	of	of	ADP
dem-14658	190	24	economic	economic	ADJ
dem-14658	190	25	processes	process	NOUN
dem-14658	190	26	at	at	ADP
dem-14658	190	27	high	high	ADJ
dem-14658	190	28	frequency	frequency	NOUN
dem-14658	190	29	of	of	ADP
dem-14658	190	30	observations	observation	NOUN
dem-14658	190	31	)	)	PUNCT
dem-14658	190	32	,	,	PUNCT
dem-14658	190	33	wydawnictwo	wydawnictwo	PROPN
dem-14658	190	34	naukowe	naukowe	NOUN
dem-14658	190	35	umk	umk	PROPN
dem-14658	190	36	,	,	PUNCT
dem-14658	190	37	toruń	toruń	NOUN
dem-14658	190	38	.	.	PUNCT
dem-14658	191	1	makridakis	makridakis	PROPN
dem-14658	191	2	,	,	PUNCT
dem-14658	191	3	s.	s.	PROPN
dem-14658	191	4	,	,	PUNCT
dem-14658	191	5	wheelwright	wheelwright	NOUN
dem-14658	191	6	,	,	PUNCT
dem-14658	191	7	s.	s.	PROPN
dem-14658	191	8	c.	c.	PROPN
dem-14658	191	9	(	(	PUNCT
dem-14658	191	10	1989	1989	NUM
dem-14658	191	11	)	)	PUNCT
dem-14658	191	12	,	,	PUNCT
dem-14658	191	13	forecasting	forecasting	NOUN
dem-14658	191	14	methods	method	NOUN
dem-14658	191	15	for	for	ADP
dem-14658	191	16	management	management	NOUN
dem-14658	191	17	,	,	PUNCT
dem-14658	191	18	j.	j.	PROPN
dem-14658	191	19	wiley	wiley	PROPN
dem-14658	191	20	,	,	PUNCT
dem-14658	191	21	new	new	PROPN
dem-14658	191	22	york	york	PROPN
dem-14658	191	23	.	.	PUNCT
dem-14658	192	1	makridakis	makridakis	PROPN
dem-14658	192	2	,	,	PUNCT
dem-14658	192	3	s.	s.	PROPN
dem-14658	192	4	,	,	PUNCT
dem-14658	192	5	wheelwright	wheelwright	NOUN
dem-14658	192	6	,	,	PUNCT
dem-14658	192	7	s.	s.	PROPN
dem-14658	192	8	c.	c.	PROPN
dem-14658	192	9	,	,	PUNCT
dem-14658	192	10	hyndman	hyndman	NOUN
dem-14658	192	11	,	,	PUNCT
dem-14658	192	12	r.	r.	PROPN
dem-14658	192	13	j.	j.	PROPN
dem-14658	192	14	(	(	PUNCT
dem-14658	192	15	1998	1998	NUM
dem-14658	192	16	)	)	PUNCT
dem-14658	192	17	,	,	PUNCT
dem-14658	192	18	forecasting	forecasting	NOUN
dem-14658	192	19	methods	method	NOUN
dem-14658	192	20	and	and	CCONJ
dem-14658	192	21	applications	application	NOUN
dem-14658	192	22	,	,	PUNCT
dem-14658	192	23	j.	j.	PROPN
dem-14658	192	24	wiley	wiley	PROPN
dem-14658	192	25	,	,	PUNCT
dem-14658	192	26	new	new	PROPN
dem-14658	192	27	york	york	PROPN
dem-14658	192	28	.	.	PUNCT
dem-14658	193	1	mcleod	mcleod	PROPN
dem-14658	193	2	,	,	PUNCT
dem-14658	193	3	a.	a.	NOUN
dem-14658	193	4	i.	i.	PROPN
dem-14658	193	5	,	,	PUNCT
dem-14658	193	6	sales	sale	NOUN
dem-14658	193	7	,	,	PUNCT
dem-14658	193	8	p.	p.	PROPN
dem-14658	193	9	r.	r.	PROPN
dem-14658	193	10	h.	h.	PROPN
dem-14658	194	1	(	(	PUNCT
dem-14658	194	2	1983	1983	NUM
dem-14658	194	3	)	)	PUNCT
dem-14658	194	4	,	,	PUNCT
dem-14658	194	5	an	an	DET
dem-14658	194	6	algorithm	algorithm	NOUN
dem-14658	194	7	for	for	ADP
dem-14658	194	8	approximate	approximate	ADJ
dem-14658	194	9	likelihood	likelihood	NOUN
dem-14658	194	10	calculation	calculation	NOUN
dem-14658	194	11	of	of	ADP
dem-14658	194	12	arma	arma	PROPN
dem-14658	194	13	and	and	CCONJ
dem-14658	194	14	seasonal	seasonal	ADJ
dem-14658	194	15	arma	arma	NOUN
dem-14658	194	16	models	model	NOUN
dem-14658	194	17	,	,	PUNCT
dem-14658	194	18	applied	apply	VERB
dem-14658	194	19	statistics	statistic	NOUN
dem-14658	194	20	,	,	PUNCT
dem-14658	194	21	32	32	NUM
dem-14658	194	22	,	,	PUNCT
dem-14658	194	23	211–223	211–223	NUM
dem-14658	194	24	.	.	PUNCT
dem-14658	195	1	melard	melard	PROPN
dem-14658	195	2	,	,	PUNCT
dem-14658	195	3	g.	g.	PROPN
dem-14658	195	4	(	(	PUNCT
dem-14658	195	5	1984	1984	NUM
dem-14658	195	6	)	)	PUNCT
dem-14658	195	7	,	,	PUNCT
dem-14658	195	8	a	a	DET
dem-14658	195	9	fast	fast	ADJ
dem-14658	195	10	algorithm	algorithm	NOUN
dem-14658	195	11	for	for	ADP
dem-14658	195	12	the	the	DET
dem-14658	195	13	exact	exact	ADJ
dem-14658	195	14	likelihood	likelihood	NOUN
dem-14658	195	15	of	of	ADP
dem-14658	195	16	autoregressive	autoregressive	ADJ
dem-14658	195	17	-	-	PUNCT
dem-14658	195	18	moving	move	VERB
dem-14658	195	19	average	average	ADJ
dem-14658	195	20	models	model	NOUN
dem-14658	195	21	.	.	PUNCT
dem-14658	196	1	applied	apply	VERB
dem-14658	196	2	statistics	statistic	NOUN
dem-14658	196	3	,	,	PUNCT
dem-14658	196	4	33	33	NUM
dem-14658	196	5	,	,	PUNCT
dem-14658	196	6	104–114	104–114	NUM
dem-14658	196	7	,	,	PUNCT
dem-14658	196	8	doi	doi	NOUN
dem-14658	196	9	:	:	PUNCT
dem-14658	196	10	http://dx.doi.org/10.2307/2347672	http://dx.doi.org/10.2307/2347672	PROPN
dem-14658	196	11	.	.	PUNCT
dem-14658	197	1	muraszkiewicz	muraszkiewicz	PROPN
dem-14658	197	2	,	,	PUNCT
dem-14658	197	3	m.	m.	NOUN
dem-14658	197	4	(	(	PUNCT
dem-14658	197	5	2000	2000	NUM
dem-14658	197	6	)	)	PUNCT
dem-14658	197	7	,	,	PUNCT
dem-14658	197	8	eksploracja	eksploracja	PROPN
dem-14658	197	9	danych	danych	PROPN
dem-14658	197	10	dla	dla	NOUN
dem-14658	197	11	telekomunikacji	telekomunikacji	NOUN
dem-14658	197	12	(	(	PUNCT
dem-14658	197	13	data	datum	NOUN
dem-14658	197	14	mining	mining	NOUN
dem-14658	197	15	for	for	ADP
dem-14658	197	16	telecommunication	telecommunication	NOUN
dem-14658	197	17	)	)	PUNCT
dem-14658	197	18	,	,	PUNCT
dem-14658	197	19	http://www.ploug.org.pl/showhtml.php?file=konf_00/materialy_00	http://www.ploug.org.pl/showhtml.php?file=konf_00/materialy_00	NOUN
dem-14658	197	20	,	,	PUNCT
dem-14658	197	21	(	(	PUNCT
dem-14658	197	22	2.07.2017	2.07.2017	NUM
dem-14658	197	23	)	)	PUNCT
dem-14658	197	24	.	.	PUNCT
dem-14658	198	1	nadolny	nadolny	PROPN
dem-14658	198	2	,	,	PUNCT
dem-14658	198	3	m.	m.	NOUN
dem-14658	198	4	(	(	PUNCT
dem-14658	198	5	2011	2011	NUM
dem-14658	198	6	)	)	PUNCT
dem-14658	198	7	,	,	PUNCT
dem-14658	198	8	podstawowe	podstawowe	PROPN
dem-14658	198	9	modele	modele	PROPN
dem-14658	198	10	dyfuzji	dyfuzji	VERB
dem-14658	198	11	dóbr	dóbr	PROPN
dem-14658	198	12	telekomunikacyjnych	telekomunikacyjnych	NOUN
dem-14658	198	13	(	(	PUNCT
dem-14658	198	14	basic	basic	ADJ
dem-14658	198	15	models	model	NOUN
dem-14658	198	16	of	of	ADP
dem-14658	198	17	telecommunications	telecommunication	NOUN
dem-14658	198	18	goods	good	NOUN
dem-14658	198	19	diffusion	diffusion	NOUN
dem-14658	198	20	)	)	PUNCT
dem-14658	198	21	in	in	ADP
dem-14658	198	22	łyka	łyka	PROPN
dem-14658	198	23	j.	j.	PROPN
dem-14658	198	24	(	(	PUNCT
dem-14658	198	25	ed	ed	NOUN
dem-14658	198	26	.	.	PUNCT
dem-14658	198	27	)	)	PUNCT
dem-14658	199	1	,	,	PUNCT
dem-14658	199	2	wybrane	wybrane	PROPN
dem-14658	199	3	modele	modele	PROPN
dem-14658	199	4	matematyczne	matematyczne	PROPN
dem-14658	199	5	w	w	PROPN
dem-14658	199	6	ekonomii	ekonomii	PROPN
dem-14658	199	7	.	.	PUNCT
dem-14658	200	1	globalizacja	globalizacja	PROPN
dem-14658	200	2	i	i	PRON
dem-14658	200	3	rozwój	rozwój	PROPN
dem-14658	200	4	(	(	PUNCT
dem-14658	200	5	selected	select	VERB
dem-14658	200	6	mathematical	mathematical	ADJ
dem-14658	200	7	models	model	NOUN
dem-14658	200	8	in	in	ADP
dem-14658	200	9	economics	economic	NOUN
dem-14658	200	10	.	.	PUNCT
dem-14658	201	1	globalisation	globalisation	NOUN
dem-14658	201	2	and	and	CCONJ
dem-14658	201	3	growth	growth	NOUN
dem-14658	201	4	)	)	PUNCT
dem-14658	201	5	.	.	PUNCT
dem-14658	202	1	wydawnictwo	wydawnictwo	PROPN
dem-14658	202	2	uniwersytetu	uniwersytetu	PROPN
dem-14658	202	3	ekonomicznego	ekonomicznego	PROPN
dem-14658	202	4	,	,	PUNCT
dem-14658	202	5	wrocław	wrocław	ADJ
dem-14658	202	6	.	.	PUNCT
dem-14658	203	1	presidency	presidency	NOUN
dem-14658	203	2	conclusions	conclusion	NOUN
dem-14658	203	3	.	.	PUNCT
dem-14658	204	1	lisbon	lisbon	PROPN
dem-14658	204	2	european	european	PROPN
dem-14658	204	3	council	council	PROPN
dem-14658	204	4	of	of	ADP
dem-14658	204	5	23rd	23rd	NOUN
dem-14658	204	6	and	and	CCONJ
dem-14658	204	7	24th	24th	ADJ
dem-14658	204	8	march	march	NOUN
dem-14658	204	9	2000	2000	NUM
dem-14658	204	10	,	,	PUNCT
dem-14658	204	11	http://www.europarl.europa.eu/summits/lis1_en.htm	http://www.europarl.europa.eu/summits/lis1_en.htm	PROPN
dem-14658	204	12	(	(	PUNCT
dem-14658	204	13	24.06.2017	24.06.2017	NUM
dem-14658	204	14	)	)	PUNCT
dem-14658	204	15	.	.	PUNCT
dem-14658	205	1	wiśniewski	wiśniewski	ADJ
dem-14658	205	2	,	,	PUNCT
dem-14658	205	3	j.w	j.w	PROPN
dem-14658	205	4	.	.	PROPN
dem-14658	205	5	(	(	PUNCT
dem-14658	205	6	2009	2009	NUM
dem-14658	205	7	)	)	PUNCT
dem-14658	205	8	,	,	PUNCT
dem-14658	205	9	mikroekonometria	mikroekonometria	NOUN
dem-14658	205	10	(	(	PUNCT
dem-14658	205	11	microeconometrics	microeconometrics	PROPN
dem-14658	205	12	)	)	PUNCT
dem-14658	205	13	,	,	PUNCT
dem-14658	205	14	wydawnictwo	wydawnictwo	PROPN
dem-14658	205	15	naukowe	naukowe	NOUN
dem-14658	205	16	umk	umk	PROPN
dem-14658	205	17	,	,	PUNCT
dem-14658	205	18	toruń	toruń	NOUN
dem-14658	205	19	.	.	PUNCT
dem-14658	205	20	mikroekonometryczna	mikroekonometryczna	PROPN
dem-14658	205	21	analiza	analiza	PROPN
dem-14658	205	22	rynku	rynku	PROPN
dem-14658	205	23	telekomunikacyjnego	telekomunikacyjnego	PROPN
dem-14658	205	24	z	z	PROPN
dem-14658	205	25	wykorzystaniem	wykorzystaniem	PROPN
dem-14658	206	1	modeli	modeli	PROPN
dem-14658	206	2	sarima	sarima	PROPN
dem-14658	206	3	z	z	PROPN
dem-14658	206	4	a	a	DET
dem-14658	206	5	r	r	NOUN
dem-14658	206	6	y	y	PROPN
dem-14658	206	7	s	s	PROPN
dem-14658	206	8	t	t	NOUN
dem-14658	206	9	r	r	NOUN
dem-14658	206	10	e	e	PROPN
dem-14658	206	11	ś	ś	PROPN
dem-14658	206	12	c	c	PROPN
dem-14658	206	13	i.	i.	PROPN
dem-14658	206	14	w	w	PROPN
dem-14658	206	15	artykule	artykule	PROPN
dem-14658	206	16	przedstawiono	przedstawiono	PROPN
dem-14658	206	17	wyniki	wyniki	PROPN
dem-14658	206	18	testów	testów	VERB
dem-14658	206	19	efektywności	efektywności	PROPN
dem-14658	206	20	wieloprzekrojowego	wieloprzekrojowego	PROPN
dem-14658	206	21	modelu	modelu	PROPN
dem-14658	206	22	w	w	PROPN
dem-14658	206	23	krótkookresowym	krótkookresowym	PROPN
dem-14658	206	24	prognozowaniu	prognozowaniu	PROPN
dem-14658	206	25	cogodzinnego	cogodzinnego	PROPN
dem-14658	206	26	zapotrzebowania	zapotrzebowania	PROPN
dem-14658	206	27	na	na	PROPN
dem-14658	206	28	usługi	usługi	PROPN
dem-14658	206	29	telefoniczne	telefoniczne	PROPN
dem-14658	206	30	.	.	PUNCT
dem-14658	207	1	model	model	PROPN
dem-14658	207	2	został	został	PROPN
dem-14658	207	3	oparty	oparty	PROPN
dem-14658	208	1	na	na	PROPN
dem-14658	208	2	integracji	integracji	VERB
dem-14658	208	3	zero	zero	NUM
dem-14658	208	4	-	-	PUNCT
dem-14658	208	5	jedynkowego	jedynkowego	NOUN
dem-14658	208	6	modelu	modelu	PROPN
dem-14658	208	7	regresji	regresji	PROPN
dem-14658	208	8	liniowej	liniowej	PROPN
dem-14658	208	9	i	i	PRON
dem-14658	208	10	modelu	modelu	PROPN
dem-14658	208	11	sarima	sarima	PROPN
dem-14658	208	12	.	.	PUNCT
dem-14658	209	1	model	model	PROPN
dem-14658	209	2	regresji	regresji	PROPN
dem-14658	209	3	spełnia	spełnia	PROPN
dem-14658	209	4	rolę	rolę	PROPN
dem-14658	209	5	filtra	filtra	PROPN
dem-14658	209	6	modelowanej	modelowanej	PROPN
dem-14658	209	7	zmienności	zmienności	PROPN
dem-14658	209	8	popytu	popytu	NOUN
dem-14658	209	9	na	na	PROPN
dem-14658	209	10	usługi	usługi	PROPN
dem-14658	209	11	telefoniczne	telefoniczne	PROPN
dem-14658	209	12	.	.	PUNCT
dem-14658	210	1	model	model	PROPN
dem-14658	210	2	sarima	sarima	PROPN
dem-14658	210	3	służy	służy	NOUN
dem-14658	210	4	do	do	VERB
dem-14658	210	5	modelowania	modelowania	PROPN
dem-14658	210	6	pozostałej	pozostałej	PROPN
dem-14658	210	7	zmienności	zmienności	PROPN
dem-14658	210	8	.	.	PUNCT
dem-14658	211	1	badania	badania	PROPN
dem-14658	211	2	wykazały	wykazały	PROPN
dem-14658	211	3	,	,	PUNCT
dem-14658	211	4	że	że	PROPN
dem-14658	211	5	proponowana	proponowana	PROPN
dem-14658	211	6	integracja	integracja	PROPN
dem-14658	211	7	zapewnia	zapewnia	PROPN
dem-14658	211	8	wyższe	wyższe	PROPN
dem-14658	211	9	możliwości	możliwości	NOUN
dem-14658	211	10	aproksymacyjne	aproksymacyjne	VERB
dem-14658	211	11	i	i	PRON
dem-14658	211	12	predykcyjne	predykcyjne	VERB
dem-14658	211	13	w	w	PROPN
dem-14658	211	14	porównaniu	porównaniu	PROPN
dem-14658	211	15	z	z	NOUN
dem-14658	211	16	niezintegrowanym	niezintegrowanym	NOUN
dem-14658	211	17	modelem	modelem	NOUN
dem-14658	211	18	regresji	regresji	PROPN
dem-14658	211	19	liniowej	liniowej	PROPN
dem-14658	211	20	.	.	PUNCT
dem-14658	212	1	wyniki	wyniki	PROPN
dem-14658	212	2	badań	badań	PROPN
dem-14658	212	3	stanowią	stanowią	PROPN
dem-14658	212	4	dla	dla	PROPN
dem-14658	212	5	operatora	operatora	PROPN
dem-14658	212	6	wsparcie	wsparcie	PROPN
dem-14658	212	7	procesu	procesu	PROPN
dem-14658	212	8	planowania	planowania	PROPN
dem-14658	212	9	operacyjnego	operacyjnego	ADJ
dem-14658	212	10	.	.	PUNCT
dem-14658	213	1	s	s	PART
dem-14658	214	1	ł	ł	PROPN
dem-14658	214	2	o	o	X
dem-14658	214	3	w	w	NOUN
dem-14658	214	4	a	a	DET
dem-14658	214	5	k	k	X
dem-14658	214	6	l	l	NOUN
dem-14658	214	7	u	u	NOUN
dem-14658	215	1	c	c	NOUN
dem-14658	215	2	z	z	NOUN
dem-14658	215	3	o	o	X
dem-14658	215	4	w	w	PROPN
dem-14658	216	1	e	e	NOUN
dem-14658	216	2	:	:	PUNCT
dem-14658	216	3	system	system	NOUN
dem-14658	216	4	wspomagania	wspomagania	PROPN
dem-14658	216	5	decyzji	decyzji	PROPN
dem-14658	216	6	,	,	PUNCT
dem-14658	216	7	regresja	regresja	NOUN
dem-14658	216	8	zero	zero	NUM
dem-14658	216	9	-	-	PUNCT
dem-14658	216	10	jedynkowa	jedynkowa	PROPN
dem-14658	216	11	,	,	PUNCT
dem-14658	216	12	model	model	NOUN
dem-14658	216	13	sarima	sarima	NOUN
dem-14658	216	14	,	,	PUNCT
dem-14658	216	15	prognozowanie	prognozowanie	PROPN
dem-14658	216	16	.	.	PUNCT
dem-14658	217	1	http://yadda.icm.edu.pl/yadda/element/bwmeta1.element.ekon-element-59348fa7-e43f-3ca4-90f1-cee018b3fb04	http://yadda.icm.edu.pl/yadda/element/bwmeta1.element.ekon-element-59348fa7-e43f-3ca4-90f1-cee018b3fb04	PROPN
dem-14658	217	2	http://dx.doi.org/10.2307/2347672	http://dx.doi.org/10.2307/2347672	PROPN
dem-14658	217	3	paweł	paweł	VERB
dem-14658	217	4	kaczmarczyk	kaczmarczyk	VERB
dem-14658	217	5	dynamic	dynamic	ADJ
dem-14658	217	6	econometric	econometric	ADJ
dem-14658	217	7	models	model	NOUN
dem-14658	217	8	17	17	NUM
dem-14658	217	9	(	(	PUNCT
dem-14658	217	10	2017	2017	NUM
dem-14658	217	11	)	)	PUNCT
dem-14658	217	12	41–57	41–57	NUM
dem-14658	217	13	56	56	NUM
dem-14658	217	14	appendix	appendix	NOUN
dem-14658	217	15	table	table	NOUN
dem-14658	217	16	a1	a1	NOUN
dem-14658	217	17	.	.	PUNCT
dem-14658	218	1	the	the	DET
dem-14658	218	2	results	result	NOUN
dem-14658	218	3	of	of	ADP
dem-14658	218	4	the	the	DET
dem-14658	218	5	multiple	multiple	ADJ
dem-14658	218	6	regression	regression	NOUN
dem-14658	218	7	estimation	estimation	NOUN
dem-14658	218	8	variable	variable	ADJ
dem-14658	218	9	standardised	standardised	ADJ
dem-14658	218	10	parameters	parameter	NOUN
dem-14658	218	11	and	and	CCONJ
dem-14658	218	12	errors	error	NOUN
dem-14658	218	13	non	non	ADJ
dem-14658	218	14	-	-	ADJ
dem-14658	218	15	standardised	standardised	ADJ
dem-14658	218	16	parameters	parameter	NOUN
dem-14658	218	17	and	and	CCONJ
dem-14658	218	18	errors	error	NOUN
dem-14658	218	19	β	β	X
dem-14658	218	20	std	std	PROPN
dem-14658	218	21	.	.	NOUN
dem-14658	218	22	error	error	NOUN
dem-14658	218	23	of	of	ADP
dem-14658	218	24	β	β	X
dem-14658	218	25	b	b	X
dem-14658	218	26	std	std	PROPN
dem-14658	218	27	.	.	NOUN
dem-14658	218	28	error	error	NOUN
dem-14658	218	29	of	of	ADP
dem-14658	218	30	b	b	PROPN
dem-14658	218	31	t(14652	t(14652	PROPN
dem-14658	218	32	)	)	PUNCT
dem-14658	218	33	39380.4034	39380.4034	NUM
dem-14658	218	34	*	*	SYM
dem-14658	218	35	5205.2949	5205.2949	NUM
dem-14658	218	36	7.5655	7.5655	NUM
dem-14658	218	37	bus	bus	NOUN
dem-14658	218	38	–	–	PUNCT
dem-14658	218	39	0.0354	0.0354	NUM
dem-14658	218	40	0.01798	0.01798	NUM
dem-14658	218	41	–	–	PUNCT
dem-14658	218	42	5802.9220	5802.9220	NUM
dem-14658	218	43	*	*	SYM
dem-14658	218	44	2949.3400	2949.3400	NUM
dem-14658	218	45	–	–	PUNCT
dem-14658	218	46	1.9675	1.9675	NUM
dem-14658	218	47	ind	ind	NOUN
dem-14658	218	48	0.0354	0.0354	NUM
dem-14658	218	49	0.01798	0.01798	NUM
dem-14658	218	50	5802.9224	5802.9224	NUM
dem-14658	218	51	*	*	SYM
dem-14658	218	52	2949.3400	2949.3400	NUM
dem-14658	218	53	1.9675	1.9675	NUM
dem-14658	218	54	mn	mn	NOUN
dem-14658	218	55	–	–	PUNCT
dem-14658	218	56	0.0975	0.0975	NUM
dem-14658	218	57	0.01134	0.01134	NUM
dem-14658	218	58	–	–	PUNCT
dem-14658	218	59	21455.2156	21455.2156	NUM
dem-14658	218	60	*	*	PROPN
dem-14658	218	61	2495.9717	2495.9717	NUM
dem-14658	218	62	–	–	PUNCT
dem-14658	218	63	8.5959	8.5959	NUM
dem-14658	218	64	lc	lc	NOUN
dem-14658	218	65	0.3342	0.3342	NUM
dem-14658	218	66	0.01134	0.01134	NUM
dem-14658	219	1	73567.5588	73567.5588	NUM
dem-14658	219	2	*	*	PROPN
dem-14658	219	3	2495.9717	2495.9717	NUM
dem-14658	219	4	29.4745	29.4745	NUM
dem-14658	219	5	lco	lco	NOUN
dem-14658	219	6	0.1548	0.1548	NUM
dem-14658	219	7	0.01134	0.01134	NUM
dem-14658	219	8	34071.6527	34071.6527	NUM
dem-14658	219	9	*	*	PUNCT
dem-14658	220	1	2495.9717	2495.9717	NUM
dem-14658	220	2	13.6507	13.6507	NUM
dem-14658	220	3	tc	tc	NUM
dem-14658	220	4	–	–	PUNCT
dem-14658	220	5	0.0336	0.0336	NUM
dem-14658	220	6	0.01134	0.01134	NUM
dem-14658	220	7	–	–	PUNCT
dem-14658	220	8	7389.2377	7389.2377	NUM
dem-14658	220	9	*	*	SYM
dem-14658	220	10	2495.9717	2495.9717	NUM
dem-14658	220	11	–	–	PUNCT
dem-14658	220	12	2.9605	2.9605	NUM
dem-14658	220	13	ic	ic	NUM
dem-14658	220	14	–	–	PUNCT
dem-14658	220	15	0.1819	0.1819	NUM
dem-14658	220	16	0.01134	0.01134	NUM
dem-14658	220	17	–	–	PUNCT
dem-14658	220	18	40032.2150	40032.2150	NUM
dem-14658	220	19	*	*	PUNCT
dem-14658	220	20	2495.9717	2495.9717	NUM
dem-14658	220	21	–	–	PUNCT
dem-14658	220	22	16.0387	16.0387	NUM
dem-14658	220	23	oc	oc	X
dem-14658	220	24	–	–	PUNCT
dem-14658	220	25	0.1761	0.1761	NUM
dem-14658	220	26	0.01134	0.01134	NUM
dem-14658	220	27	–	–	PUNCT
dem-14658	220	28	38762.5432	38762.5432	NUM
dem-14658	220	29	*	*	SYM
dem-14658	220	30	2495.9717	2495.9717	NUM
dem-14658	220	31	–	–	PUNCT
dem-14658	220	32	15.5300	15.5300	NUM
dem-14658	220	33	w	w	NOUN
dem-14658	220	34	–	–	PUNCT
dem-14658	220	35	0.0962	0.0962	NUM
dem-14658	220	36	0.00758	0.00758	NUM
dem-14658	220	37	–	–	PUNCT
dem-14658	220	38	39485.9177	39485.9177	NUM
dem-14658	220	39	*	*	SYM
dem-14658	220	40	3110.7645	3110.7645	NUM
dem-14658	220	41	–	–	PUNCT
dem-14658	220	42	12.6933	12.6933	NUM
dem-14658	220	43	sat	sit	VERB
dem-14658	220	44	–	–	PUNCT
dem-14658	220	45	0.1020	0.1020	NUM
dem-14658	220	46	0.00758	0.00758	NUM
dem-14658	220	47	–	–	PUNCT
dem-14658	220	48	41857.1040	41857.1040	NOUN
dem-14658	220	49	*	*	NOUN
dem-14658	220	50	3110.7645	3110.7645	NUM
dem-14658	220	51	–	–	SYM
dem-14658	220	52	13.4556	13.4556	NUM
dem-14658	220	53	sun	sun	NOUN
dem-14658	220	54	–	–	PUNCT
dem-14658	220	55	0.1032	0.1032	NUM
dem-14658	220	56	0.00758	0.00758	NUM
dem-14658	220	57	–	–	PUNCT
dem-14658	220	58	42371.4863	42371.4863	NOUN
dem-14658	220	59	*	*	SYM
dem-14658	220	60	3110.7645	3110.7645	NUM
dem-14658	220	61	–	–	PUNCT
dem-14658	220	62	13.6209	13.6209	NUM
dem-14658	220	63	12	12	NUM
dem-14658	220	64	am	am	NOUN
dem-14658	220	65	–	–	PUNCT
dem-14658	220	66	0.1036	0.1036	NUM
dem-14658	220	67	0.00758	0.00758	NUM
dem-14658	220	68	–	–	PUNCT
dem-14658	220	69	42524.3610	42524.3610	NUM
dem-14658	220	70	*	*	SYM
dem-14658	220	71	3110.7645	3110.7645	NUM
dem-14658	220	72	–	–	PUNCT
dem-14658	220	73	13.6701	13.6701	NUM
dem-14658	220	74	01am	01am	NOUN
dem-14658	220	75	–	–	PUNCT
dem-14658	220	76	0.1038	0.1038	NUM
dem-14658	220	77	0.00758	0.00758	NUM
dem-14658	220	78	–	–	PUNCT
dem-14658	220	79	42627.5665	42627.5665	NUM
dem-14658	220	80	*	*	NOUN
dem-14658	220	81	3110.7645	3110.7645	NUM
dem-14658	220	82	–	–	PUNCT
dem-14658	220	83	13.7032	13.7032	NUM
dem-14658	220	84	02am	02am	NOUN
dem-14658	220	85	–	–	PUNCT
dem-14658	220	86	0.1029	0.1029	NUM
dem-14658	220	87	0.00758	0.00758	NUM
dem-14658	220	88	–	–	PUNCT
dem-14658	220	89	42233.6372	42233.6372	NOUN
dem-14658	220	90	*	*	SYM
dem-14658	220	91	3110.7645	3110.7645	NUM
dem-14658	220	92	–	–	SYM
dem-14658	220	93	13.5766	13.5766	NUM
dem-14658	220	94	03am	03am	NOUN
dem-14658	220	95	–	–	PUNCT
dem-14658	220	96	0.0936	0.0936	NUM
dem-14658	220	97	0.00758	0.00758	NUM
dem-14658	220	98	–	–	PUNCT
dem-14658	220	99	38416.3277	38416.3277	NUM
dem-14658	220	100	*	*	SYM
dem-14658	220	101	3110.7645	3110.7645	NUM
dem-14658	220	102	–	–	SYM
dem-14658	220	103	12.3495	12.3495	NUM
dem-14658	220	104	04am	04am	NOUN
dem-14658	220	105	–	–	PUNCT
dem-14658	220	106	0.0525	0.0525	NUM
dem-14658	220	107	0.00758	0.00758	NUM
dem-14658	220	108	–	–	PUNCT
dem-14658	220	109	21547.7074	21547.7074	NUM
dem-14658	220	110	*	*	PUNCT
dem-14658	221	1	3110.7645	3110.7645	NUM
dem-14658	221	2	–	–	PUNCT
dem-14658	221	3	6.9268	6.9268	NUM
dem-14658	221	4	05am	05am	NOUN
dem-14658	221	5	0.0348	0.0348	NUM
dem-14658	221	6	0.00758	0.00758	NUM
dem-14658	221	7	14268.2139	14268.2139	NUM
dem-14658	221	8	*	*	PUNCT
dem-14658	221	9	3110.7645	3110.7645	NUM
dem-14658	221	10	4.5867	4.5867	NUM
dem-14658	221	11	06am	06am	NOUN
dem-14658	221	12	0.1016	0.1016	NUM
dem-14658	221	13	0.00758	0.00758	NUM
dem-14658	221	14	41724.4466	41724.4466	NUM
dem-14658	221	15	*	*	SYM
dem-14658	222	1	3110.7645	3110.7645	NUM
dem-14658	222	2	13.4129	13.4129	NUM
dem-14658	222	3	07am	07am	NOUN
dem-14658	222	4	0.1204	0.1204	NUM
dem-14658	222	5	0.00758	0.00758	NUM
dem-14658	223	1	49438.9906	49438.9906	NUM
dem-14658	223	2	*	*	SYM
dem-14658	223	3	3110.7645	3110.7645	NUM
dem-14658	223	4	15.8929	15.8929	NUM
dem-14658	223	5	08am	08am	NOUN
dem-14658	223	6	0.1124	0.1124	NOUN
dem-14658	224	1	0.00758	0.00758	NUM
dem-14658	224	2	46126.3489	46126.3489	NOUN
dem-14658	224	3	*	*	SYM
dem-14658	224	4	3110.7645	3110.7645	NUM
dem-14658	224	5	14.8280	14.8280	NUM
dem-14658	224	6	09am	09am	NOUN
dem-14658	224	7	0.1043	0.1043	NUM
dem-14658	225	1	0.00758	0.00758	NUM
dem-14658	225	2	42806.7784	42806.7784	NOUN
dem-14658	225	3	*	*	SYM
dem-14658	225	4	3110.7645	3110.7645	NUM
dem-14658	225	5	13.7609	13.7609	NUM
dem-14658	225	6	10	10	NUM
dem-14658	225	7	am	am	NOUN
dem-14658	225	8	0.1027	0.1027	NUM
dem-14658	225	9	0.00758	0.00758	NUM
dem-14658	225	10	42157.8503	42157.8503	NUM
dem-14658	225	11	*	*	NOUN
dem-14658	225	12	3110.7645	3110.7645	NUM
dem-14658	225	13	13.5522	13.5522	NUM
dem-14658	225	14	11	11	NUM
dem-14658	225	15	am	am	NOUN
dem-14658	225	16	0.0852	0.0852	NUM
dem-14658	225	17	0.00758	0.00758	NUM
dem-14658	225	18	34987.4733	34987.4733	NUM
dem-14658	225	19	*	*	SYM
dem-14658	226	1	3110.7645	3110.7645	NUM
dem-14658	226	2	11.2472	11.2472	NUM
dem-14658	226	3	12	12	NUM
dem-14658	226	4	pm	pm	NOUN
dem-14658	226	5	0.0476	0.0476	NUM
dem-14658	226	6	0.00758	0.00758	NUM
dem-14658	226	7	19547.3911	19547.3911	NOUN
dem-14658	227	1	*	*	SYM
dem-14658	227	2	3110.7645	3110.7645	NUM
dem-14658	227	3	6.2838	6.2838	NUM
dem-14658	227	4	01pm	01pm	NOUN
dem-14658	227	5	0.0299	0.0299	NUM
dem-14658	228	1	0.00758	0.00758	NUM
dem-14658	228	2	12294.3716	12294.3716	NOUN
dem-14658	228	3	*	*	SYM
dem-14658	228	4	3110.7645	3110.7645	NUM
dem-14658	228	5	3.9522	3.9522	NUM
dem-14658	228	6	02pm	02pm	NOUN
dem-14658	228	7	0.0297	0.0297	NUM
dem-14658	228	8	0.00758	0.00758	NUM
dem-14658	228	9	12210.4834	12210.4834	NUM
dem-14658	228	10	*	*	PUNCT
dem-14658	229	1	3110.7645	3110.7645	NUM
dem-14658	229	2	3.9252	3.9252	NUM
dem-14658	229	3	03pm	03pm	NOUN
dem-14658	229	4	0.0486	0.0486	NUM
dem-14658	229	5	0.00758	0.00758	NUM
dem-14658	229	6	19952.9375	19952.9375	NUM
dem-14658	229	7	*	*	PUNCT
dem-14658	230	1	3110.7645	3110.7645	NUM
dem-14658	230	2	6.4142	6.4142	NUM
dem-14658	230	3	04pm	04pm	ADJ
dem-14658	230	4	0.0619	0.0619	NUM
dem-14658	231	1	0.00758	0.00758	NUM
dem-14658	231	2	25430.5249	25430.5249	NUM
dem-14658	231	3	*	*	SYM
dem-14658	231	4	3110.7645	3110.7645	NUM
dem-14658	231	5	8.1750	8.1750	NUM
dem-14658	231	6	05pm	05pm	NOUN
dem-14658	231	7	0.0327	0.0327	NUM
dem-14658	231	8	0.00758	0.00758	NUM
dem-14658	231	9	13441.3084	13441.3084	NUM
dem-14658	231	10	*	*	PUNCT
dem-14658	231	11	3110.7645	3110.7645	NUM
dem-14658	231	12	4.3209	4.3209	NUM
dem-14658	231	13	06pm	06pm	NOUN
dem-14658	231	14	–	–	PUNCT
dem-14658	231	15	0.0023	0.0023	NUM
dem-14658	231	16	0.00758	0.00758	NUM
dem-14658	231	17	–	–	PUNCT
dem-14658	231	18	939.0656	939.0656	NUM
dem-14658	231	19	*	*	SYM
dem-14658	231	20	3110.7645	3110.7645	NUM
dem-14658	231	21	–	–	PUNCT
dem-14658	231	22	0.3019	0.3019	NUM
dem-14658	231	23	07pm	07pm	NOUN
dem-14658	231	24	–	–	PUNCT
dem-14658	231	25	0.0608	0.0608	NUM
dem-14658	231	26	0.00758	0.00758	NUM
dem-14658	231	27	–	–	PUNCT
dem-14658	231	28	24963.2014	24963.2014	NUM
dem-14658	231	29	*	*	SYM
dem-14658	231	30	3110.7645	3110.7645	NUM
dem-14658	231	31	–	–	PUNCT
dem-14658	231	32	8.0248	8.0248	NUM
dem-14658	231	33	08pm	08pm	NOUN
dem-14658	231	34	–	–	PUNCT
dem-14658	231	35	0.0912	0.0912	NUM
dem-14658	231	36	0.00758	0.00758	NUM
dem-14658	231	37	–	–	PUNCT
dem-14658	231	38	37420.7441	37420.7441	NUM
dem-14658	231	39	*	*	SYM
dem-14658	231	40	3110.7645	3110.7645	NUM
dem-14658	231	41	–	–	PUNCT
dem-14658	231	42	12.0294	12.0294	NUM
dem-14658	231	43	09pm	09pm	NOUN
dem-14658	231	44	0.0838	0.0838	NUM
dem-14658	231	45	0.01712	0.01712	NUM
dem-14658	231	46	14808.3710	14808.3710	NUM
dem-14658	231	47	3027.1566	3027.1566	NUM
dem-14658	231	48	4.8918	4.8918	NUM
dem-14658	231	49	10	10	NUM
dem-14658	231	50	pm	pm	NOUN
dem-14658	231	51	–	–	PUNCT
dem-14658	231	52	0.0416	0.0416	NUM
dem-14658	231	53	0.01325	0.01325	NUM
dem-14658	231	54	–	–	PUNCT
dem-14658	231	55	9923.5595	9923.5595	NUM
dem-14658	231	56	*	*	SYM
dem-14658	231	57	3158.3647	3158.3647	NUM
dem-14658	231	58	–	–	PUNCT
dem-14658	231	59	3.1420	3.1420	NUM
dem-14658	231	60	11	11	NUM
dem-14658	231	61	pm	pm	NOUN
dem-14658	231	62	–	–	PUNCT
dem-14658	231	63	0.0644	0.0644	NUM
dem-14658	231	64	0.01443	0.01443	NUM
dem-14658	231	65	–	–	PUNCT
dem-14658	231	66	13852.4642	13852.4642	NUM
dem-14658	231	67	*	*	SYM
dem-14658	231	68	3105.0410	3105.0410	NUM
dem-14658	231	69	–	–	PUNCT
dem-14658	231	70	4.4613	4.4613	NUM
dem-14658	231	71	note	note	NOUN
dem-14658	231	72	:	:	PUNCT
dem-14658	231	73	*	*	PUNCT
dem-14658	231	74	denote	denote	NOUN
dem-14658	231	75	significance	significance	NOUN
dem-14658	231	76	at	at	ADP
dem-14658	231	77	5	5	NUM
dem-14658	231	78	%	%	NOUN
dem-14658	231	79	level	level	NOUN
dem-14658	231	80	.	.	PUNCT
dem-14658	232	1	microeconometric	microeconometric	ADJ
dem-14658	232	2	analysis	analysis	NOUN
dem-14658	232	3	of	of	ADP
dem-14658	232	4	telecommunication	telecommunication	NOUN
dem-14658	232	5	services	service	NOUN
dem-14658	232	6	market	market	NOUN
dem-14658	232	7	…	…	PUNCT
dem-14658	232	8	dynamic	dynamic	ADJ
dem-14658	232	9	econometric	econometric	ADJ
dem-14658	232	10	models	model	NOUN
dem-14658	232	11	17	17	NUM
dem-14658	232	12	(	(	PUNCT
dem-14658	232	13	2017	2017	NUM
dem-14658	232	14	)	)	PUNCT
dem-14658	232	15	41–57	41–57	NUM
dem-14658	232	16	57	57	NUM
dem-14658	232	17	figure	figure	NOUN
dem-14658	232	18	a1	a1	NOUN
dem-14658	232	19	.	.	PUNCT
dem-14658	233	1	normal	normal	ADJ
dem-14658	233	2	probability	probability	NOUN
dem-14658	233	3	plot	plot	NOUN
dem-14658	233	4	of	of	ADP
dem-14658	233	5	the	the	DET
dem-14658	233	6	regression	regression	NOUN
dem-14658	233	7	residuals	residual	NOUN