id	sid	tid	token	lemma	pos
mc87pn92t6s	1	1	in	in	ADP
mc87pn92t6s	1	2	the	the	DET
mc87pn92t6s	1	3	first	first	ADJ
mc87pn92t6s	1	4	chapter	chapter	NOUN
mc87pn92t6s	1	5	,	,	PUNCT
mc87pn92t6s	1	6	i	i	PRON
mc87pn92t6s	1	7	estimate	estimate	VERB
mc87pn92t6s	1	8	the	the	DET
mc87pn92t6s	1	9	toughness	toughness	NOUN
mc87pn92t6s	1	10	of	of	ADP
mc87pn92t6s	1	11	local	local	ADJ
mc87pn92t6s	1	12	competition	competition	NOUN
mc87pn92t6s	1	13	over	over	ADP
mc87pn92t6s	1	14	time	time	NOUN
mc87pn92t6s	1	15	.	.	PUNCT
mc87pn92t6s	2	1	to	to	PART
mc87pn92t6s	2	2	derive	derive	VERB
mc87pn92t6s	2	3	this	this	DET
mc87pn92t6s	2	4	estimate	estimate	NOUN
mc87pn92t6s	2	5	,	,	PUNCT
mc87pn92t6s	2	6	i	i	PRON
mc87pn92t6s	2	7	extend	extend	VERB
mc87pn92t6s	2	8	a	a	DET
mc87pn92t6s	2	9	generalized	generalize	VERB
mc87pn92t6s	2	10	monopolistic	monopolistic	ADJ
mc87pn92t6s	2	11	competition	competition	NOUN
mc87pn92t6s	2	12	model	model	NOUN
mc87pn92t6s	2	13	with	with	ADP
mc87pn92t6s	2	14	variable	variable	ADJ
mc87pn92t6s	2	15	markups	markup	NOUN
mc87pn92t6s	2	16	.	.	PUNCT
mc87pn92t6s	3	1	this	this	DET
mc87pn92t6s	3	2	model	model	NOUN
mc87pn92t6s	3	3	generates	generate	VERB
mc87pn92t6s	3	4	insights	insight	NOUN
mc87pn92t6s	3	5	that	that	PRON
mc87pn92t6s	3	6	allow	allow	VERB
mc87pn92t6s	3	7	me	i	PRON
mc87pn92t6s	3	8	to	to	PART
mc87pn92t6s	3	9	measure	measure	VERB
mc87pn92t6s	3	10	competition	competition	NOUN
mc87pn92t6s	3	11	as	as	ADP
mc87pn92t6s	3	12	the	the	DET
mc87pn92t6s	3	13	sensitivity	sensitivity	NOUN
mc87pn92t6s	3	14	of	of	ADP
mc87pn92t6s	3	15	weighted	weight	VERB
mc87pn92t6s	3	16	-	-	PUNCT
mc87pn92t6s	3	17	average	average	NOUN
mc87pn92t6s	3	18	markup	markup	NOUN
mc87pn92t6s	3	19	to	to	ADP
mc87pn92t6s	3	20	changes	change	NOUN
mc87pn92t6s	3	21	in	in	ADP
mc87pn92t6s	3	22	the	the	DET
mc87pn92t6s	3	23	number	number	NOUN
mc87pn92t6s	3	24	of	of	ADP
mc87pn92t6s	3	25	competitors	competitor	NOUN
mc87pn92t6s	3	26	using	use	VERB
mc87pn92t6s	3	27	directly	directly	ADV
mc87pn92t6s	3	28	observable	observable	ADJ
mc87pn92t6s	3	29	variables	variable	NOUN
mc87pn92t6s	3	30	.	.	PUNCT
mc87pn92t6s	4	1	i	i	PRON
mc87pn92t6s	4	2	then	then	ADV
mc87pn92t6s	4	3	use	use	VERB
mc87pn92t6s	4	4	confidential	confidential	ADJ
mc87pn92t6s	4	5	census	census	NOUN
mc87pn92t6s	4	6	data	datum	NOUN
mc87pn92t6s	4	7	from	from	ADP
mc87pn92t6s	4	8	1997	1997	NUM
mc87pn92t6s	4	9	to	to	ADP
mc87pn92t6s	4	10	2016	2016	NUM
mc87pn92t6s	4	11	for	for	ADP
mc87pn92t6s	4	12	the	the	DET
mc87pn92t6s	4	13	empirical	empirical	ADJ
mc87pn92t6s	4	14	estimation	estimation	NOUN
mc87pn92t6s	4	15	,	,	PUNCT
mc87pn92t6s	4	16	which	which	PRON
mc87pn92t6s	4	17	shows	show	VERB
mc87pn92t6s	4	18	that	that	SCONJ
mc87pn92t6s	4	19	local	local	ADJ
mc87pn92t6s	4	20	competition	competition	NOUN
mc87pn92t6s	4	21	in	in	ADP
mc87pn92t6s	4	22	the	the	DET
mc87pn92t6s	4	23	u.s	u.s	PROPN
mc87pn92t6s	4	24	.	.	PROPN
mc87pn92t6s	4	25	has	have	AUX
mc87pn92t6s	4	26	decreased	decrease	VERB
mc87pn92t6s	4	27	on	on	ADP
mc87pn92t6s	4	28	average	average	ADJ
mc87pn92t6s	4	29	in	in	ADP
mc87pn92t6s	4	30	non	non	ADJ
mc87pn92t6s	4	31	-	-	ADJ
mc87pn92t6s	4	32	tradable	tradable	ADJ
mc87pn92t6s	4	33	industries	industry	NOUN
mc87pn92t6s	4	34	during	during	ADP
mc87pn92t6s	4	35	this	this	DET
mc87pn92t6s	4	36	time	time	NOUN
mc87pn92t6s	4	37	period.in	period.in	X
mc87pn92t6s	4	38	my	my	PRON
mc87pn92t6s	4	39	second	second	ADJ
mc87pn92t6s	4	40	essay	essay	NOUN
mc87pn92t6s	4	41	,	,	PUNCT
mc87pn92t6s	4	42	i	i	PRON
mc87pn92t6s	4	43	study	study	VERB
mc87pn92t6s	4	44	the	the	DET
mc87pn92t6s	4	45	effect	effect	NOUN
mc87pn92t6s	4	46	of	of	ADP
mc87pn92t6s	4	47	the	the	DET
mc87pn92t6s	4	48	recent	recent	ADJ
mc87pn92t6s	4	49	increase	increase	NOUN
mc87pn92t6s	4	50	in	in	ADP
mc87pn92t6s	4	51	productivity	productivity	NOUN
mc87pn92t6s	4	52	dispersion	dispersion	NOUN
mc87pn92t6s	4	53	on	on	ADP
mc87pn92t6s	4	54	aggregate	aggregate	ADJ
mc87pn92t6s	4	55	tfp	tfp	PROPN
mc87pn92t6s	4	56	.	.	PUNCT
mc87pn92t6s	5	1	i	i	PRON
mc87pn92t6s	5	2	hypothesize	hypothesize	VERB
mc87pn92t6s	5	3	that	that	SCONJ
mc87pn92t6s	5	4	rising	rise	VERB
mc87pn92t6s	5	5	revenue	revenue	NOUN
mc87pn92t6s	5	6	productivity	productivity	NOUN
mc87pn92t6s	5	7	dispersion	dispersion	NOUN
mc87pn92t6s	5	8	results	result	VERB
mc87pn92t6s	5	9	from	from	ADP
mc87pn92t6s	5	10	rising	rise	VERB
mc87pn92t6s	5	11	technical	technical	ADJ
mc87pn92t6s	5	12	productivity	productivity	NOUN
mc87pn92t6s	5	13	dispersion	dispersion	NOUN
mc87pn92t6s	5	14	.	.	PUNCT
mc87pn92t6s	6	1	i	i	PRON
mc87pn92t6s	6	2	quantitatively	quantitatively	ADV
mc87pn92t6s	6	3	evaluate	evaluate	VERB
mc87pn92t6s	6	4	the	the	DET
mc87pn92t6s	6	5	consequences	consequence	NOUN
mc87pn92t6s	6	6	of	of	ADP
mc87pn92t6s	6	7	such	such	ADJ
mc87pn92t6s	6	8	changes	change	NOUN
mc87pn92t6s	6	9	using	use	VERB
mc87pn92t6s	6	10	a	a	DET
mc87pn92t6s	6	11	calibrated	calibrate	VERB
mc87pn92t6s	6	12	oligopolistic	oligopolistic	ADJ
mc87pn92t6s	6	13	competition	competition	NOUN
mc87pn92t6s	6	14	model	model	NOUN
mc87pn92t6s	6	15	,	,	PUNCT
mc87pn92t6s	6	16	in	in	ADP
mc87pn92t6s	6	17	which	which	PRON
mc87pn92t6s	6	18	markups	markup	NOUN
mc87pn92t6s	6	19	endogenously	endogenously	ADV
mc87pn92t6s	6	20	respond	respond	VERB
mc87pn92t6s	6	21	to	to	ADP
mc87pn92t6s	6	22	productivity	productivity	NOUN
mc87pn92t6s	6	23	dispersion	dispersion	NOUN
mc87pn92t6s	6	24	and	and	CCONJ
mc87pn92t6s	6	25	lead	lead	VERB
mc87pn92t6s	6	26	to	to	ADP
mc87pn92t6s	6	27	misallocation	misallocation	NOUN
mc87pn92t6s	6	28	.	.	PUNCT
mc87pn92t6s	7	1	by	by	ADP
mc87pn92t6s	7	2	first	first	ADV
mc87pn92t6s	7	3	calibrating	calibrate	VERB
mc87pn92t6s	7	4	the	the	DET
mc87pn92t6s	7	5	model	model	NOUN
mc87pn92t6s	7	6	to	to	ADP
mc87pn92t6s	7	7	the	the	DET
mc87pn92t6s	7	8	u.s	u.s	PROPN
mc87pn92t6s	7	9	.	.	PROPN
mc87pn92t6s	7	10	manufacturing	manufacturing	NOUN
mc87pn92t6s	7	11	sector	sector	NOUN
mc87pn92t6s	7	12	in	in	ADP
mc87pn92t6s	7	13	1997	1997	NUM
mc87pn92t6s	7	14	,	,	PUNCT
mc87pn92t6s	7	15	then	then	ADV
mc87pn92t6s	7	16	feeding	feed	VERB
mc87pn92t6s	7	17	in	in	ADP
mc87pn92t6s	7	18	the	the	DET
mc87pn92t6s	7	19	observed	observed	ADJ
mc87pn92t6s	7	20	trend	trend	NOUN
mc87pn92t6s	7	21	in	in	ADP
mc87pn92t6s	7	22	revenue	revenue	NOUN
mc87pn92t6s	7	23	productivity	productivity	NOUN
mc87pn92t6s	7	24	dispersion	dispersion	NOUN
mc87pn92t6s	7	25	,	,	PUNCT
mc87pn92t6s	7	26	aggregate	aggregate	ADJ
mc87pn92t6s	7	27	tfp	tfp	PROPN
mc87pn92t6s	7	28	initially	initially	ADV
mc87pn92t6s	7	29	increases	increase	VERB
mc87pn92t6s	7	30	then	then	ADV
mc87pn92t6s	7	31	declines	decline	NOUN
mc87pn92t6s	7	32	when	when	SCONJ
mc87pn92t6s	7	33	revenue	revenue	NOUN
mc87pn92t6s	7	34	productivity	productivity	NOUN
mc87pn92t6s	7	35	dispersion	dispersion	NOUN
mc87pn92t6s	7	36	is	be	AUX
mc87pn92t6s	7	37	1.47	1.47	NUM
mc87pn92t6s	7	38	times	time	NOUN
mc87pn92t6s	7	39	the	the	DET
mc87pn92t6s	7	40	1997	1997	NUM
mc87pn92t6s	7	41	level	level	NOUN
mc87pn92t6s	7	42	.	.	PUNCT
mc87pn92t6s	8	1	then	then	ADV
mc87pn92t6s	8	2	i	i	PRON
mc87pn92t6s	8	3	provide	provide	VERB
mc87pn92t6s	8	4	evidence	evidence	NOUN
mc87pn92t6s	8	5	in	in	ADP
mc87pn92t6s	8	6	support	support	NOUN
mc87pn92t6s	8	7	of	of	ADP
mc87pn92t6s	8	8	the	the	DET
mc87pn92t6s	8	9	initial	initial	ADJ
mc87pn92t6s	8	10	hypothesis	hypothesis	NOUN
mc87pn92t6s	8	11	that	that	SCONJ
mc87pn92t6s	8	12	it	it	PRON
mc87pn92t6s	8	13	is	be	AUX
mc87pn92t6s	8	14	the	the	DET
mc87pn92t6s	8	15	rise	rise	NOUN
mc87pn92t6s	8	16	in	in	ADP
mc87pn92t6s	8	17	true	true	ADJ
mc87pn92t6s	8	18	productivity	productivity	NOUN
mc87pn92t6s	8	19	dispersion	dispersion	NOUN
mc87pn92t6s	8	20	as	as	SCONJ
mc87pn92t6s	8	21	opposed	oppose	VERB
mc87pn92t6s	8	22	to	to	ADP
mc87pn92t6s	8	23	a	a	DET
mc87pn92t6s	8	24	rise	rise	NOUN
mc87pn92t6s	8	25	in	in	ADP
mc87pn92t6s	8	26	wedges	wedge	NOUN
mc87pn92t6s	8	27	which	which	PRON
mc87pn92t6s	8	28	has	have	AUX
mc87pn92t6s	8	29	led	lead	VERB
mc87pn92t6s	8	30	to	to	ADP
mc87pn92t6s	8	31	higher	high	ADJ
mc87pn92t6s	8	32	revenue	revenue	NOUN
mc87pn92t6s	8	33	productivity	productivity	NOUN
mc87pn92t6s	8	34	dispersion	dispersion	NOUN
mc87pn92t6s	8	35	in	in	ADP
mc87pn92t6s	8	36	recent	recent	ADJ
mc87pn92t6s	8	37	decades	decade	NOUN
mc87pn92t6s	8	38	.	.	PUNCT
mc87pn92t6s	9	1	in	in	ADP
mc87pn92t6s	9	2	the	the	DET
mc87pn92t6s	9	3	third	third	ADJ
mc87pn92t6s	9	4	chapter	chapter	NOUN
mc87pn92t6s	9	5	,	,	PUNCT
mc87pn92t6s	9	6	i	i	PRON
mc87pn92t6s	9	7	study	study	VERB
mc87pn92t6s	9	8	firm	firm	ADJ
mc87pn92t6s	9	9	dynamics	dynamic	NOUN
mc87pn92t6s	9	10	in	in	ADP
mc87pn92t6s	9	11	a	a	DET
mc87pn92t6s	9	12	developing	develop	VERB
mc87pn92t6s	9	13	country	country	NOUN
mc87pn92t6s	9	14	context	context	NOUN
mc87pn92t6s	9	15	.	.	PUNCT
mc87pn92t6s	10	1	specifically	specifically	ADV
mc87pn92t6s	10	2	,	,	PUNCT
mc87pn92t6s	10	3	i	i	PRON
mc87pn92t6s	10	4	estimate	estimate	VERB
mc87pn92t6s	10	5	a	a	DET
mc87pn92t6s	10	6	reduced	reduce	VERB
mc87pn92t6s	10	7	form	form	NOUN
mc87pn92t6s	10	8	model	model	NOUN
mc87pn92t6s	10	9	that	that	PRON
mc87pn92t6s	10	10	shows	show	VERB
mc87pn92t6s	10	11	how	how	SCONJ
mc87pn92t6s	10	12	firms	firm	NOUN
mc87pn92t6s	10	13	adjust	adjust	VERB
mc87pn92t6s	10	14	their	their	PRON
mc87pn92t6s	10	15	factors	factor	NOUN
mc87pn92t6s	10	16	of	of	ADP
mc87pn92t6s	10	17	production	production	NOUN
mc87pn92t6s	10	18	to	to	ADP
mc87pn92t6s	10	19	shocks	shock	NOUN
mc87pn92t6s	10	20	of	of	ADP
mc87pn92t6s	10	21	different	different	ADJ
mc87pn92t6s	10	22	duration	duration	NOUN
mc87pn92t6s	10	23	.	.	PUNCT
mc87pn92t6s	11	1	using	use	VERB
mc87pn92t6s	11	2	this	this	DET
mc87pn92t6s	11	3	model	model	NOUN
mc87pn92t6s	11	4	,	,	PUNCT
mc87pn92t6s	11	5	i	i	PRON
mc87pn92t6s	11	6	show	show	VERB
mc87pn92t6s	11	7	that	that	SCONJ
mc87pn92t6s	11	8	there	there	PRON
mc87pn92t6s	11	9	are	be	VERB
mc87pn92t6s	11	10	asymmetric	asymmetric	ADJ
mc87pn92t6s	11	11	responses	response	NOUN
mc87pn92t6s	11	12	of	of	ADP
mc87pn92t6s	11	13	labor	labor	NOUN
mc87pn92t6s	11	14	and	and	CCONJ
mc87pn92t6s	11	15	capital	capital	NOUN
mc87pn92t6s	11	16	to	to	ADP
mc87pn92t6s	11	17	different	different	ADJ
mc87pn92t6s	11	18	types	type	NOUN
mc87pn92t6s	11	19	of	of	ADP
mc87pn92t6s	11	20	shocks	shock	NOUN
mc87pn92t6s	11	21	.	.	PUNCT
mc87pn92t6s	12	1	firms	firm	NOUN
mc87pn92t6s	12	2	increase	increase	VERB
mc87pn92t6s	12	3	employment	employment	NOUN
mc87pn92t6s	12	4	growth	growth	NOUN
mc87pn92t6s	12	5	and	and	CCONJ
mc87pn92t6s	12	6	reduce	reduce	VERB
mc87pn92t6s	12	7	capital	capital	NOUN
mc87pn92t6s	12	8	growth	growth	NOUN
mc87pn92t6s	12	9	when	when	SCONJ
mc87pn92t6s	12	10	being	be	AUX
mc87pn92t6s	12	11	hit	hit	VERB
mc87pn92t6s	12	12	with	with	ADP
mc87pn92t6s	12	13	transitory	transitory	ADJ
mc87pn92t6s	12	14	shocks	shock	NOUN
mc87pn92t6s	12	15	and	and	CCONJ
mc87pn92t6s	12	16	vice	vice	NOUN
mc87pn92t6s	12	17	versa	versa	NOUN
mc87pn92t6s	12	18	with	with	ADP
mc87pn92t6s	12	19	permanent	permanent	ADJ
mc87pn92t6s	12	20	shocks	shock	NOUN
mc87pn92t6s	12	21	.	.	PUNCT
mc87pn92t6s	13	1	this	this	DET
mc87pn92t6s	13	2	finding	finding	NOUN
mc87pn92t6s	13	3	seems	seem	VERB
mc87pn92t6s	13	4	to	to	PART
mc87pn92t6s	13	5	make	make	VERB
mc87pn92t6s	13	6	sense	sense	NOUN
mc87pn92t6s	13	7	in	in	ADP
mc87pn92t6s	13	8	a	a	DET
mc87pn92t6s	13	9	developing	develop	VERB
mc87pn92t6s	13	10	country	country	NOUN
mc87pn92t6s	13	11	context	context	NOUN
mc87pn92t6s	13	12	,	,	PUNCT
mc87pn92t6s	13	13	where	where	SCONJ
mc87pn92t6s	13	14	firms	firm	NOUN
mc87pn92t6s	13	15	face	face	VERB
mc87pn92t6s	13	16	loose	loose	ADJ
mc87pn92t6s	13	17	labor	labor	NOUN
mc87pn92t6s	13	18	regulations	regulation	NOUN
mc87pn92t6s	13	19	and	and	CCONJ
mc87pn92t6s	13	20	binding	bind	VERB
mc87pn92t6s	13	21	financial	financial	ADJ
mc87pn92t6s	13	22	constraints	constraint	NOUN
mc87pn92t6s	13	23	.	.	PUNCT