id	sid	tid	token	lemma	pos
commonwealth-152	1	1	the	the	DET
commonwealth-152	1	2	2016	2016	NUM
commonwealth-152	1	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	1	4	presidential	presidential	PROPN
commonwealth-152	1	5	and	and	CCONJ
commonwealth-152	1	6	u.s	u.s	PROPN
commonwealth-152	1	7	.	.	PROPN
commonwealth-152	1	8	senate	senate	PROPN
commonwealth-152	1	9	elections	elections	PROPN
commonwealth-152	1	10	commonwealth	commonwealth	PROPN
commonwealth-152	1	11	,	,	PUNCT
commonwealth-152	1	12	volume	volume	NOUN
commonwealth-152	1	13	19	19	NUM
commonwealth-152	1	14	,	,	PUNCT
commonwealth-152	1	15	issue	issue	NOUN
commonwealth-152	1	16	2	2	NUM
commonwealth-152	1	17	(	(	PUNCT
commonwealth-152	1	18	2017	2017	NUM
commonwealth-152	1	19	)	)	PUNCT
commonwealth-152	1	20	.	.	PUNCT
commonwealth-152	2	1	©	©	PROPN
commonwealth-152	2	2	2017	2017	NUM
commonwealth-152	2	3	the	the	DET
commonwealth-152	2	4	pennsylvania	pennsylvania	PROPN
commonwealth-152	2	5	political	political	PROPN
commonwealth-152	2	6	science	science	PROPN
commonwealth-152	2	7	association	association	PROPN
commonwealth-152	2	8	.	.	PUNCT
commonwealth-152	3	1	issn	issn	PROPN
commonwealth-152	3	2	2469	2469	NUM
commonwealth-152	3	3	-	-	SYM
commonwealth-152	3	4	7672	7672	NUM
commonwealth-152	3	5	(	(	PUNCT
commonwealth-152	3	6	online	online	ADJ
commonwealth-152	3	7	)	)	PUNCT
commonwealth-152	3	8	.	.	PUNCT
commonwealth-152	4	1	http://dx.doi.org/10.15367/com.v19i2.152	http://dx.doi.org/10.15367/com.v19i2.152	PROPN
commonwealth-152	4	2	.	.	PUNCT
commonwealth-152	5	1	all	all	DET
commonwealth-152	5	2	rights	right	NOUN
commonwealth-152	5	3	reserved	reserve	VERB
commonwealth-152	5	4	.	.	PUNCT
commonwealth-152	6	1	the	the	DET
commonwealth-152	6	2	2016	2016	NUM
commonwealth-152	6	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	6	4	presidential	presidential	PROPN
commonwealth-152	6	5	and	and	CCONJ
commonwealth-152	6	6	u.s	u.s	PROPN
commonwealth-152	6	7	.	.	PROPN
commonwealth-152	6	8	senate	senate	PROPN
commonwealth-152	6	9	elections	election	NOUN
commonwealth-152	6	10	breaking	break	VERB
commonwealth-152	6	11	pennsylvania	pennsylvania	PROPN
commonwealth-152	6	12	’s	’s	PART
commonwealth-152	6	13	electoral	electoral	PROPN
commonwealth-152	6	14	habits	habit	NOUN
commonwealth-152	6	15	berwood	berwood	PROPN
commonwealth-152	6	16	yost	yost	PROPN
commonwealth-152	6	17	franklin	franklin	PROPN
commonwealth-152	6	18	&	&	CCONJ
commonwealth-152	6	19	marshall	marshall	PROPN
commonwealth-152	6	20	college	college	PROPN
commonwealth-152	6	21	jackie	jackie	PROPN
commonwealth-152	6	22	redman	redman	PROPN
commonwealth-152	6	23	franklin	franklin	PROPN
commonwealth-152	6	24	&	&	CCONJ
commonwealth-152	6	25	marshall	marshall	PROPN
commonwealth-152	6	26	college	college	PROPN
commonwealth-152	6	27	scottie	scottie	PROPN
commonwealth-152	6	28	thompson	thompson	PROPN
commonwealth-152	6	29	franklin	franklin	PROPN
commonwealth-152	6	30	&	&	CCONJ
commonwealth-152	6	31	marshall	marshall	PROPN
commonwealth-152	6	32	college	college	PROPN
commonwealth-152	6	33	this	this	DET
commonwealth-152	6	34	article	article	NOUN
commonwealth-152	6	35	uses	use	VERB
commonwealth-152	6	36	pre	pre	ADJ
commonwealth-152	6	37	-	-	ADJ
commonwealth-152	6	38	election	election	ADJ
commonwealth-152	6	39	survey	survey	NOUN
commonwealth-152	6	40	data	datum	NOUN
commonwealth-152	6	41	,	,	PUNCT
commonwealth-152	6	42	post	post	ADJ
commonwealth-152	6	43	-	-	ADJ
commonwealth-152	6	44	election	election	ADJ
commonwealth-152	6	45	survey	survey	NOUN
commonwealth-152	6	46	data	datum	NOUN
commonwealth-152	6	47	,	,	PUNCT
commonwealth-152	6	48	and	and	CCONJ
commonwealth-152	6	49	voter	voter	NOUN
commonwealth-152	6	50	registration	registration	NOUN
commonwealth-152	6	51	and	and	CCONJ
commonwealth-152	6	52	election	election	NOUN
commonwealth-152	6	53	data	datum	NOUN
commonwealth-152	6	54	to	to	PART
commonwealth-152	6	55	interpret	interpret	VERB
commonwealth-152	6	56	the	the	DET
commonwealth-152	6	57	outcomes	outcome	NOUN
commonwealth-152	6	58	of	of	ADP
commonwealth-152	6	59	the	the	DET
commonwealth-152	6	60	2016	2016	NUM
commonwealth-152	6	61	presidential	presidential	ADJ
commonwealth-152	6	62	and	and	CCONJ
commonwealth-152	6	63	u.s	u.s	PROPN
commonwealth-152	6	64	.	.	PROPN
commonwealth-152	6	65	senate	senate	PROPN
commonwealth-152	6	66	races	race	NOUN
commonwealth-152	6	67	in	in	ADP
commonwealth-152	6	68	pennsylvania	pennsylvania	PROPN
commonwealth-152	6	69	.	.	PUNCT
commonwealth-152	7	1	this	this	DET
commonwealth-152	7	2	analysis	analysis	NOUN
commonwealth-152	7	3	shows	show	VERB
commonwealth-152	7	4	how	how	SCONJ
commonwealth-152	7	5	changes	change	NOUN
commonwealth-152	7	6	in	in	ADP
commonwealth-152	7	7	voter	voter	NOUN
commonwealth-152	7	8	registration	registration	NOUN
commonwealth-152	7	9	and	and	CCONJ
commonwealth-152	7	10	voter	voter	NOUN
commonwealth-152	7	11	turnout	turnout	NOUN
commonwealth-152	7	12	in	in	ADP
commonwealth-152	7	13	specific	specific	ADJ
commonwealth-152	7	14	areas	area	NOUN
commonwealth-152	7	15	of	of	ADP
commonwealth-152	7	16	the	the	DET
commonwealth-152	7	17	commonwealth	commonwealth	NOUN
commonwealth-152	7	18	,	,	PUNCT
commonwealth-152	7	19	driven	drive	VERB
commonwealth-152	7	20	in	in	ADP
commonwealth-152	7	21	large	large	ADJ
commonwealth-152	7	22	part	part	NOUN
commonwealth-152	7	23	by	by	ADP
commonwealth-152	7	24	less	less	ADV
commonwealth-152	7	25	-	-	PUNCT
commonwealth-152	7	26	educated	educate	VERB
commonwealth-152	7	27	voters	voter	NOUN
commonwealth-152	7	28	,	,	PUNCT
commonwealth-152	7	29	those	those	PRON
commonwealth-152	7	30	dissatisfied	dissatisfied	ADJ
commonwealth-152	7	31	with	with	ADP
commonwealth-152	7	32	the	the	DET
commonwealth-152	7	33	current	current	ADJ
commonwealth-152	7	34	direction	direction	NOUN
commonwealth-152	7	35	of	of	ADP
commonwealth-152	7	36	the	the	DET
commonwealth-152	7	37	country	country	NOUN
commonwealth-152	7	38	,	,	PUNCT
commonwealth-152	7	39	and	and	CCONJ
commonwealth-152	7	40	the	the	DET
commonwealth-152	7	41	performance	performance	NOUN
commonwealth-152	7	42	of	of	ADP
commonwealth-152	7	43	the	the	DET
commonwealth-152	7	44	incumbent	incumbent	ADJ
commonwealth-152	7	45	president	president	NOUN
commonwealth-152	7	46	,	,	PUNCT
commonwealth-152	7	47	explain	explain	VERB
commonwealth-152	7	48	the	the	DET
commonwealth-152	7	49	2016	2016	NUM
commonwealth-152	7	50	election	election	NOUN
commonwealth-152	7	51	results	result	NOUN
commonwealth-152	7	52	.	.	PUNCT
commonwealth-152	8	1	that	that	SCONJ
commonwealth-152	8	2	a	a	DET
commonwealth-152	8	3	republican	republican	PROPN
commonwealth-152	8	4	won	win	VERB
commonwealth-152	8	5	the	the	DET
commonwealth-152	8	6	white	white	PROPN
commonwealth-152	8	7	house	house	PROPN
commonwealth-152	8	8	in	in	ADP
commonwealth-152	8	9	2016	2016	NUM
commonwealth-152	8	10	was	be	AUX
commonwealth-152	8	11	not	not	PART
commonwealth-152	8	12	,	,	PUNCT
commonwealth-152	8	13	according	accord	VERB
commonwealth-152	8	14	to	to	ADP
commonwealth-152	8	15	political	political	ADJ
commonwealth-152	8	16	science	science	NOUN
commonwealth-152	8	17	forecasters	forecaster	NOUN
commonwealth-152	8	18	,	,	PUNCT
commonwealth-152	8	19	a	a	DET
commonwealth-152	8	20	breathtaking	breathtaking	ADJ
commonwealth-152	8	21	surprise	surprise	NOUN
commonwealth-152	8	22	.	.	PUNCT
commonwealth-152	9	1	the	the	DET
commonwealth-152	9	2	surprise	surprise	NOUN
commonwealth-152	9	3	was	be	AUX
commonwealth-152	9	4	that	that	SCONJ
commonwealth-152	9	5	donald	donald	PROPN
commonwealth-152	9	6	trump	trump	NOUN
commonwealth-152	9	7	was	be	AUX
commonwealth-152	9	8	the	the	DET
commonwealth-152	9	9	republican	republican	ADJ
commonwealth-152	9	10	nominee	nominee	NOUN
commonwealth-152	9	11	and	and	CCONJ
commonwealth-152	9	12	that	that	SCONJ
commonwealth-152	9	13	he	he	PRON
commonwealth-152	9	14	won	win	VERB
commonwealth-152	9	15	not	not	PART
commonwealth-152	9	16	only	only	ADV
commonwealth-152	9	17	the	the	DET
commonwealth-152	9	18	white	white	PROPN
commonwealth-152	9	19	house	house	PROPN
commonwealth-152	9	20	but	but	CCONJ
commonwealth-152	9	21	also	also	ADV
commonwealth-152	9	22	pennsylvania	pennsylvania	PROPN
commonwealth-152	9	23	,	,	PUNCT
commonwealth-152	9	24	a	a	DET
commonwealth-152	9	25	state	state	NOUN
commonwealth-152	9	26	that	that	PRON
commonwealth-152	9	27	had	have	AUX
commonwealth-152	9	28	supported	support	VERB
commonwealth-152	9	29	the	the	DET
commonwealth-152	9	30	democratic	democratic	ADJ
commonwealth-152	9	31	presidential	presidential	ADJ
commonwealth-152	9	32	candidate	candidate	NOUN
commonwealth-152	9	33	in	in	ADP
commonwealth-152	9	34	six	six	NUM
commonwealth-152	9	35	straight	straight	ADJ
commonwealth-152	9	36	elections	election	NOUN
commonwealth-152	9	37	.	.	PUNCT
commonwealth-152	10	1	this	this	DET
commonwealth-152	10	2	article	article	NOUN
commonwealth-152	10	3	uses	use	VERB
commonwealth-152	10	4	pre	pre	ADJ
commonwealth-152	10	5	-	-	ADJ
commonwealth-152	10	6	election	election	ADJ
commonwealth-152	10	7	survey	survey	NOUN
commonwealth-152	10	8	data	datum	NOUN
commonwealth-152	10	9	,	,	PUNCT
commonwealth-152	10	10	post	post	ADJ
commonwealth-152	10	11	-	-	ADJ
commonwealth-152	10	12	election	election	ADJ
commonwealth-152	10	13	survey	survey	NOUN
commonwealth-152	10	14	data	datum	NOUN
commonwealth-152	10	15	,	,	PUNCT
commonwealth-152	10	16	and	and	CCONJ
commonwealth-152	10	17	voter	voter	NOUN
commonwealth-152	10	18	registration	registration	NOUN
commonwealth-152	10	19	and	and	CCONJ
commonwealth-152	10	20	election	election	NOUN
commonwealth-152	10	21	data	datum	NOUN
commonwealth-152	10	22	to	to	PART
commonwealth-152	10	23	interpret	interpret	VERB
commonwealth-152	10	24	the	the	DET
commonwealth-152	10	25	outcomes	outcome	NOUN
commonwealth-152	10	26	of	of	ADP
commonwealth-152	10	27	the	the	DET
commonwealth-152	10	28	2016	2016	NUM
commonwealth-152	10	29	presidential	presidential	ADJ
commonwealth-152	10	30	and	and	CCONJ
commonwealth-152	10	31	u.s	u.s	PROPN
commonwealth-152	10	32	.	.	PROPN
commonwealth-152	10	33	senate	senate	PROPN
commonwealth-152	10	34	races	race	NOUN
commonwealth-152	10	35	in	in	ADP
commonwealth-152	10	36	pennsylvania	pennsylvania	PROPN
commonwealth-152	10	37	.	.	PUNCT
commonwealth-152	11	1	this	this	DET
commonwealth-152	11	2	analysis	analysis	NOUN
commonwealth-152	11	3	shows	show	VERB
commonwealth-152	11	4	that	that	SCONJ
commonwealth-152	11	5	significant	significant	ADJ
commonwealth-152	11	6	changes	change	NOUN
commonwealth-152	11	7	in	in	ADP
commonwealth-152	11	8	voter	voter	NOUN
commonwealth-152	11	9	registration	registration	NOUN
commonwealth-152	11	10	and	and	CCONJ
commonwealth-152	11	11	voter	voter	NOUN
commonwealth-152	11	12	turnout	turnout	NOUN
commonwealth-152	11	13	in	in	ADP
commonwealth-152	11	14	specific	specific	ADJ
commonwealth-152	11	15	areas	area	NOUN
commonwealth-152	11	16	of	of	ADP
commonwealth-152	11	17	the	the	DET
commonwealth-152	11	18	commonwealth	commonwealth	NOUN
commonwealth-152	11	19	,	,	PUNCT
commonwealth-152	11	20	driven	drive	VERB
commonwealth-152	11	21	in	in	ADP
commonwealth-152	11	22	large	large	ADJ
commonwealth-152	11	23	part	part	NOUN
commonwealth-152	11	24	by	by	ADP
commonwealth-152	11	25	less	less	ADV
commonwealth-152	11	26	-	-	PUNCT
commonwealth-152	11	27	educated	educate	VERB
commonwealth-152	11	28	voters	voter	NOUN
commonwealth-152	11	29	,	,	PUNCT
commonwealth-152	11	30	those	those	PRON
commonwealth-152	11	31	dissatisfied	dissatisfied	ADJ
commonwealth-152	11	32	with	with	ADP
commonwealth-152	11	33	the	the	DET
commonwealth-152	11	34	current	current	ADJ
commonwealth-152	11	35	direction	direction	NOUN
commonwealth-152	11	36	of	of	ADP
commonwealth-152	11	37	the	the	DET
commonwealth-152	11	38	country	country	NOUN
commonwealth-152	11	39	,	,	PUNCT
commonwealth-152	11	40	and	and	CCONJ
commonwealth-152	11	41	the	the	DET
commonwealth-152	11	42	performance	performance	NOUN
commonwealth-152	11	43	of	of	ADP
commonwealth-152	11	44	the	the	DET
commonwealth-152	11	45	incumbent	incumbent	ADJ
commonwealth-152	11	46	president	president	NOUN
commonwealth-152	11	47	,	,	PUNCT
commonwealth-152	11	48	explain	explain	VERB
commonwealth-152	11	49	the	the	DET
commonwealth-152	11	50	2016	2016	NUM
commonwealth-152	11	51	election	election	NOUN
commonwealth-152	11	52	results	result	NOUN
commonwealth-152	11	53	.	.	PUNCT
commonwealth-152	12	1	4	4	NUM
commonwealth-152	12	2	berwood	berwood	NOUN
commonwealth-152	12	3	yost	yost	PROPN
commonwealth-152	12	4	,	,	PUNCT
commonwealth-152	12	5	jackie	jackie	PROPN
commonwealth-152	12	6	redman	redman	PROPN
commonwealth-152	12	7	,	,	PUNCT
commonwealth-152	12	8	and	and	CCONJ
commonwealth-152	12	9	scottie	scottie	PROPN
commonwealth-152	12	10	thompson	thompson	PROPN
commonwealth-152	12	11	data	datum	NOUN
commonwealth-152	12	12	sources	source	NOUN
commonwealth-152	12	13	this	this	DET
commonwealth-152	12	14	article	article	NOUN
commonwealth-152	12	15	includes	include	VERB
commonwealth-152	12	16	data	datum	NOUN
commonwealth-152	12	17	from	from	ADP
commonwealth-152	12	18	three	three	NUM
commonwealth-152	12	19	primary	primary	ADJ
commonwealth-152	12	20	sources	source	NOUN
commonwealth-152	12	21	.	.	PUNCT
commonwealth-152	13	1	the	the	DET
commonwealth-152	13	2	pre	pre	ADJ
commonwealth-152	13	3	-	-	ADJ
commonwealth-152	13	4	election	election	ADJ
commonwealth-152	13	5	polling	polling	NOUN
commonwealth-152	13	6	data	datum	NOUN
commonwealth-152	13	7	on	on	ADP
commonwealth-152	13	8	candidate	candidate	NOUN
commonwealth-152	13	9	favorability	favorability	NOUN
commonwealth-152	13	10	,	,	PUNCT
commonwealth-152	13	11	candidate	candidate	NOUN
commonwealth-152	13	12	preferences	preference	NOUN
commonwealth-152	13	13	,	,	PUNCT
commonwealth-152	13	14	and	and	CCONJ
commonwealth-152	13	15	candidate	candidate	NOUN
commonwealth-152	13	16	characteristics	characteristic	NOUN
commonwealth-152	13	17	come	come	VERB
commonwealth-152	13	18	primarily	primarily	ADV
commonwealth-152	13	19	from	from	ADP
commonwealth-152	13	20	franklin	franklin	PROPN
commonwealth-152	13	21	&	&	CCONJ
commonwealth-152	13	22	marshall	marshall	PROPN
commonwealth-152	13	23	college	college	PROPN
commonwealth-152	13	24	polls	poll	NOUN
commonwealth-152	13	25	conducted	conduct	VERB
commonwealth-152	13	26	during	during	ADP
commonwealth-152	13	27	july	july	PROPN
commonwealth-152	13	28	,	,	PUNCT
commonwealth-152	13	29	august	august	PROPN
commonwealth-152	13	30	,	,	PUNCT
commonwealth-152	13	31	september	september	PROPN
commonwealth-152	13	32	,	,	PUNCT
commonwealth-152	13	33	and	and	CCONJ
commonwealth-152	13	34	october	october	PROPN
commonwealth-152	13	35	2016	2016	NUM
commonwealth-152	13	36	.	.	PUNCT
commonwealth-152	14	1	interviewing	interview	VERB
commonwealth-152	14	2	dates	date	NOUN
commonwealth-152	14	3	and	and	CCONJ
commonwealth-152	14	4	sample	sample	NOUN
commonwealth-152	14	5	sizes	size	NOUN
commonwealth-152	14	6	for	for	ADP
commonwealth-152	14	7	each	each	DET
commonwealth-152	14	8	survey	survey	NOUN
commonwealth-152	14	9	are	be	AUX
commonwealth-152	14	10	as	as	SCONJ
commonwealth-152	14	11	follows	follow	VERB
commonwealth-152	14	12	:	:	PUNCT
commonwealth-152	14	13	july	july	PROPN
commonwealth-152	14	14	29	29	NUM
commonwealth-152	14	15	–	–	PUNCT
commonwealth-152	14	16	august	august	PROPN
commonwealth-152	14	17	1	1	NUM
commonwealth-152	14	18	(	(	PUNCT
commonwealth-152	14	19	n	n	NOUN
commonwealth-152	14	20	=	=	NUM
commonwealth-152	14	21	661	661	NUM
commonwealth-152	14	22	)	)	PUNCT
commonwealth-152	14	23	,	,	PUNCT
commonwealth-152	14	24	august	august	PROPN
commonwealth-152	14	25	25–29	25–29	PROPN
commonwealth-152	14	26	(	(	PUNCT
commonwealth-152	14	27	n	n	NOUN
commonwealth-152	14	28	=	=	SYM
commonwealth-152	14	29	736	736	NUM
commonwealth-152	14	30	)	)	PUNCT
commonwealth-152	14	31	,	,	PUNCT
commonwealth-152	14	32	september	september	PROPN
commonwealth-152	14	33	28	28	NUM
commonwealth-152	14	34	–	–	PUNCT
commonwealth-152	14	35	october	october	PROPN
commonwealth-152	14	36	2	2	NUM
commonwealth-152	14	37	(	(	PUNCT
commonwealth-152	14	38	n	n	NOUN
commonwealth-152	14	39	=	=	NUM
commonwealth-152	14	40	813	813	NUM
commonwealth-152	14	41	)	)	PUNCT
commonwealth-152	14	42	,	,	PUNCT
commonwealth-152	14	43	and	and	CCONJ
commonwealth-152	14	44	october	october	PROPN
commonwealth-152	14	45	26	26	NUM
commonwealth-152	14	46	–	–	PUNCT
commonwealth-152	14	47	october	october	PROPN
commonwealth-152	14	48	30	30	NUM
commonwealth-152	14	49	(	(	PUNCT
commonwealth-152	14	50	n	n	NOUN
commonwealth-152	14	51	=	=	SYM
commonwealth-152	14	52	863).1	863).1	PROPN
commonwealth-152	14	53	the	the	DET
commonwealth-152	14	54	post	post	ADJ
commonwealth-152	14	55	-	-	ADJ
commonwealth-152	14	56	election	election	ADJ
commonwealth-152	14	57	polling	polling	NOUN
commonwealth-152	14	58	data	datum	NOUN
commonwealth-152	14	59	come	come	VERB
commonwealth-152	14	60	from	from	ADP
commonwealth-152	14	61	re	re	NOUN
commonwealth-152	14	62	-	-	NOUN
commonwealth-152	14	63	interviews	interview	NOUN
commonwealth-152	14	64	with	with	ADP
commonwealth-152	14	65	respondents	respondent	NOUN
commonwealth-152	14	66	from	from	ADP
commonwealth-152	14	67	these	these	DET
commonwealth-152	14	68	four	four	NUM
commonwealth-152	14	69	pre	pre	ADJ
commonwealth-152	14	70	-	-	ADJ
commonwealth-152	14	71	election	election	NOUN
commonwealth-152	14	72	polls.2	polls.2	PROPN
commonwealth-152	14	73	the	the	DET
commonwealth-152	14	74	registered	register	VERB
commonwealth-152	14	75	voter	voter	NOUN
commonwealth-152	14	76	samples	sample	NOUN
commonwealth-152	14	77	for	for	ADP
commonwealth-152	14	78	these	these	DET
commonwealth-152	14	79	surveys	survey	NOUN
commonwealth-152	14	80	were	be	AUX
commonwealth-152	14	81	obtained	obtain	VERB
commonwealth-152	14	82	from	from	ADP
commonwealth-152	14	83	l2	l2	NOUN
commonwealth-152	14	84	and	and	CCONJ
commonwealth-152	14	85	all	all	DET
commonwealth-152	14	86	sampled	sample	VERB
commonwealth-152	14	87	respondents	respondent	NOUN
commonwealth-152	14	88	were	be	AUX
commonwealth-152	14	89	notified	notify	VERB
commonwealth-152	14	90	by	by	ADP
commonwealth-152	14	91	letter	letter	NOUN
commonwealth-152	14	92	about	about	ADP
commonwealth-152	14	93	the	the	DET
commonwealth-152	14	94	survey	survey	NOUN
commonwealth-152	14	95	.	.	PUNCT
commonwealth-152	15	1	interviews	interview	NOUN
commonwealth-152	15	2	were	be	AUX
commonwealth-152	15	3	completed	complete	VERB
commonwealth-152	15	4	over	over	ADP
commonwealth-152	15	5	the	the	DET
commonwealth-152	15	6	phone	phone	NOUN
commonwealth-152	15	7	and	and	CCONJ
commonwealth-152	15	8	online	online	ADV
commonwealth-152	15	9	depending	depend	VERB
commonwealth-152	15	10	on	on	ADP
commonwealth-152	15	11	each	each	DET
commonwealth-152	15	12	respondent	respondent	NOUN
commonwealth-152	15	13	’s	’s	PART
commonwealth-152	15	14	preference	preference	NOUN
commonwealth-152	15	15	.	.	PUNCT
commonwealth-152	16	1	survey	survey	NOUN
commonwealth-152	16	2	results	result	NOUN
commonwealth-152	16	3	were	be	AUX
commonwealth-152	16	4	weighted	weight	VERB
commonwealth-152	16	5	(	(	PUNCT
commonwealth-152	16	6	by	by	ADP
commonwealth-152	16	7	age	age	NOUN
commonwealth-152	16	8	,	,	PUNCT
commonwealth-152	16	9	gender	gender	NOUN
commonwealth-152	16	10	,	,	PUNCT
commonwealth-152	16	11	region	region	NOUN
commonwealth-152	16	12	,	,	PUNCT
commonwealth-152	16	13	education	education	NOUN
commonwealth-152	16	14	,	,	PUNCT
commonwealth-152	16	15	and	and	CCONJ
commonwealth-152	16	16	party	party	NOUN
commonwealth-152	16	17	registration	registration	NOUN
commonwealth-152	16	18	)	)	PUNCT
commonwealth-152	16	19	using	use	VERB
commonwealth-152	16	20	an	an	DET
commonwealth-152	16	21	iterative	iterative	NOUN
commonwealth-152	16	22	weighting	weight	VERB
commonwealth-152	16	23	algorithm	algorithm	NOUN
commonwealth-152	16	24	to	to	PART
commonwealth-152	16	25	reflect	reflect	VERB
commonwealth-152	16	26	the	the	DET
commonwealth-152	16	27	known	know	VERB
commonwealth-152	16	28	distribution	distribution	NOUN
commonwealth-152	16	29	of	of	ADP
commonwealth-152	16	30	those	those	DET
commonwealth-152	16	31	characteristics	characteristic	NOUN
commonwealth-152	16	32	as	as	SCONJ
commonwealth-152	16	33	reported	report	VERB
commonwealth-152	16	34	by	by	ADP
commonwealth-152	16	35	the	the	DET
commonwealth-152	16	36	pennsylvania	pennsylvania	PROPN
commonwealth-152	16	37	department	department	PROPN
commonwealth-152	16	38	of	of	ADP
commonwealth-152	16	39	state	state	PROPN
commonwealth-152	16	40	.	.	PUNCT
commonwealth-152	17	1	the	the	DET
commonwealth-152	17	2	data	datum	NOUN
commonwealth-152	17	3	on	on	ADP
commonwealth-152	17	4	polling	polling	NOUN
commonwealth-152	17	5	averages	average	NOUN
commonwealth-152	17	6	leading	lead	VERB
commonwealth-152	17	7	up	up	ADP
commonwealth-152	17	8	to	to	ADP
commonwealth-152	17	9	election	election	NOUN
commonwealth-152	17	10	day	day	NOUN
commonwealth-152	17	11	come	come	VERB
commonwealth-152	17	12	from	from	ADP
commonwealth-152	17	13	the	the	DET
commonwealth-152	17	14	huffington	huffington	PROPN
commonwealth-152	17	15	post	post	PROPN
commonwealth-152	17	16	pollster	pollster	PROPN
commonwealth-152	17	17	website	website	NOUN
commonwealth-152	17	18	.	.	PUNCT
commonwealth-152	18	1	county	county	NOUN
commonwealth-152	18	2	-	-	PUNCT
commonwealth-152	18	3	level	level	NOUN
commonwealth-152	18	4	election	election	NOUN
commonwealth-152	18	5	and	and	CCONJ
commonwealth-152	18	6	registration	registration	NOUN
commonwealth-152	18	7	data	datum	NOUN
commonwealth-152	18	8	come	come	VERB
commonwealth-152	18	9	from	from	ADP
commonwealth-152	18	10	the	the	DET
commonwealth-152	18	11	pennsylvania	pennsylvania	PROPN
commonwealth-152	18	12	department	department	PROPN
commonwealth-152	18	13	of	of	ADP
commonwealth-152	18	14	state	state	PROPN
commonwealth-152	18	15	.	.	PUNCT
commonwealth-152	19	1	the	the	DET
commonwealth-152	19	2	election	election	NOUN
commonwealth-152	19	3	results	result	NOUN
commonwealth-152	19	4	for	for	ADP
commonwealth-152	19	5	2016	2016	NUM
commonwealth-152	19	6	were	be	AUX
commonwealth-152	19	7	not	not	PART
commonwealth-152	19	8	official	official	ADJ
commonwealth-152	19	9	at	at	ADP
commonwealth-152	19	10	the	the	DET
commonwealth-152	19	11	time	time	NOUN
commonwealth-152	19	12	the	the	DET
commonwealth-152	19	13	manuscript	manuscript	NOUN
commonwealth-152	19	14	was	be	AUX
commonwealth-152	19	15	being	be	AUX
commonwealth-152	19	16	prepared	prepare	VERB
commonwealth-152	19	17	,	,	PUNCT
commonwealth-152	19	18	so	so	ADV
commonwealth-152	19	19	final	final	ADJ
commonwealth-152	19	20	vote	vote	NOUN
commonwealth-152	19	21	totals	total	NOUN
commonwealth-152	19	22	by	by	ADP
commonwealth-152	19	23	county	county	NOUN
commonwealth-152	19	24	could	could	AUX
commonwealth-152	19	25	differ	differ	VERB
commonwealth-152	19	26	slightly	slightly	ADV
commonwealth-152	19	27	.	.	PUNCT
commonwealth-152	20	1	the	the	DET
commonwealth-152	20	2	presidential	presidential	ADJ
commonwealth-152	20	3	race	race	NOUN
commonwealth-152	20	4	political	political	ADJ
commonwealth-152	20	5	scientists	scientist	NOUN
commonwealth-152	20	6	expected	expect	VERB
commonwealth-152	20	7	the	the	DET
commonwealth-152	20	8	2016	2016	NUM
commonwealth-152	20	9	race	race	NOUN
commonwealth-152	20	10	for	for	ADP
commonwealth-152	20	11	president	president	NOUN
commonwealth-152	20	12	to	to	PART
commonwealth-152	20	13	be	be	AUX
commonwealth-152	20	14	closely	closely	ADV
commonwealth-152	20	15	contested	contest	VERB
commonwealth-152	20	16	because	because	SCONJ
commonwealth-152	20	17	the	the	DET
commonwealth-152	20	18	election	election	NOUN
commonwealth-152	20	19	fundamentals	fundamental	NOUN
commonwealth-152	20	20	predicted	predict	VERB
commonwealth-152	20	21	a	a	DET
commonwealth-152	20	22	tight	tight	ADJ
commonwealth-152	20	23	contest	contest	NOUN
commonwealth-152	20	24	.	.	PUNCT
commonwealth-152	21	1	still	still	ADV
commonwealth-152	21	2	,	,	PUNCT
commonwealth-152	21	3	the	the	DET
commonwealth-152	21	4	trump	trump	NOUN
commonwealth-152	21	5	candidacy	candidacy	NOUN
commonwealth-152	21	6	caused	cause	VERB
commonwealth-152	21	7	some	some	PRON
commonwealth-152	21	8	to	to	PART
commonwealth-152	21	9	wonder	wonder	VERB
commonwealth-152	21	10	if	if	SCONJ
commonwealth-152	21	11	such	such	ADJ
commonwealth-152	21	12	models	model	NOUN
commonwealth-152	21	13	would	would	AUX
commonwealth-152	21	14	be	be	AUX
commonwealth-152	21	15	valid	valid	ADJ
commonwealth-152	21	16	because	because	SCONJ
commonwealth-152	21	17	of	of	ADP
commonwealth-152	21	18	his	his	PRON
commonwealth-152	21	19	nontraditional	nontraditional	ADJ
commonwealth-152	21	20	candidacy	candidacy	NOUN
commonwealth-152	21	21	—	—	PUNCT
commonwealth-152	21	22	nontraditional	nontraditional	ADJ
commonwealth-152	21	23	both	both	CCONJ
commonwealth-152	21	24	in	in	ADP
commonwealth-152	21	25	the	the	DET
commonwealth-152	21	26	way	way	NOUN
commonwealth-152	21	27	he	he	PRON
commonwealth-152	21	28	campaigned	campaign	VERB
commonwealth-152	21	29	(	(	PUNCT
commonwealth-152	21	30	relying	rely	VERB
commonwealth-152	21	31	on	on	ADP
commonwealth-152	21	32	television	television	NOUN
commonwealth-152	21	33	advertising	advertising	NOUN
commonwealth-152	21	34	less	less	ADJ
commonwealth-152	21	35	and	and	CCONJ
commonwealth-152	21	36	social	social	ADJ
commonwealth-152	21	37	media	medium	NOUN
commonwealth-152	21	38	more	more	ADJ
commonwealth-152	21	39	than	than	ADP
commonwealth-152	21	40	traditional	traditional	ADJ
commonwealth-152	21	41	candidates	candidate	NOUN
commonwealth-152	21	42	)	)	PUNCT
commonwealth-152	21	43	and	and	CCONJ
commonwealth-152	21	44	in	in	ADP
commonwealth-152	21	45	the	the	DET
commonwealth-152	21	46	issues	issue	NOUN
commonwealth-152	21	47	he	he	PRON
commonwealth-152	21	48	emphasized	emphasize	VERB
commonwealth-152	21	49	.	.	PUNCT
commonwealth-152	22	1	some	some	PRON
commonwealth-152	22	2	of	of	ADP
commonwealth-152	22	3	trump	trump	NOUN
commonwealth-152	22	4	’s	’s	PART
commonwealth-152	22	5	signature	signature	NOUN
commonwealth-152	22	6	issues	issue	NOUN
commonwealth-152	22	7	were	be	AUX
commonwealth-152	22	8	at	at	ADP
commonwealth-152	22	9	odds	odd	NOUN
commonwealth-152	22	10	with	with	ADP
commonwealth-152	22	11	traditional	traditional	ADJ
commonwealth-152	22	12	republican	republican	ADJ
commonwealth-152	22	13	positions	position	NOUN
commonwealth-152	22	14	,	,	PUNCT
commonwealth-152	22	15	such	such	ADJ
commonwealth-152	22	16	as	as	ADP
commonwealth-152	22	17	his	his	PRON
commonwealth-152	22	18	opposition	opposition	NOUN
commonwealth-152	22	19	to	to	ADP
commonwealth-152	22	20	free	free	ADJ
commonwealth-152	22	21	trade	trade	NOUN
commonwealth-152	22	22	agreements	agreement	NOUN
commonwealth-152	22	23	,	,	PUNCT
commonwealth-152	22	24	his	his	PRON
commonwealth-152	22	25	concerns	concern	NOUN
commonwealth-152	22	26	about	about	ADP
commonwealth-152	22	27	nato	nato	PROPN
commonwealth-152	22	28	and	and	CCONJ
commonwealth-152	22	29	foreign	foreign	ADJ
commonwealth-152	22	30	intervention	intervention	NOUN
commonwealth-152	22	31	,	,	PUNCT
commonwealth-152	22	32	and	and	CCONJ
commonwealth-152	22	33	his	his	PRON
commonwealth-152	22	34	desire	desire	NOUN
commonwealth-152	22	35	to	to	PART
commonwealth-152	22	36	undertake	undertake	VERB
commonwealth-152	22	37	massive	massive	ADJ
commonwealth-152	22	38	infrastructure	infrastructure	NOUN
commonwealth-152	22	39	spending	spending	NOUN
commonwealth-152	22	40	.	.	PUNCT
commonwealth-152	23	1	by	by	ADP
commonwealth-152	23	2	the	the	DET
commonwealth-152	23	3	end	end	NOUN
commonwealth-152	23	4	of	of	ADP
commonwealth-152	23	5	september	september	PROPN
commonwealth-152	23	6	,	,	PUNCT
commonwealth-152	23	7	models	model	NOUN
commonwealth-152	23	8	that	that	PRON
commonwealth-152	23	9	relied	rely	VERB
commonwealth-152	23	10	on	on	ADP
commonwealth-152	23	11	the	the	DET
commonwealth-152	23	12	election	election	NOUN
commonwealth-152	23	13	fundamentals	fundamental	NOUN
commonwealth-152	23	14	gave	give	VERB
commonwealth-152	23	15	clinton	clinton	PROPN
commonwealth-152	23	16	a	a	DET
commonwealth-152	23	17	modest	modest	ADJ
commonwealth-152	23	18	advantage	advantage	NOUN
commonwealth-152	23	19	,	,	PUNCT
commonwealth-152	23	20	but	but	CCONJ
commonwealth-152	23	21	it	it	PRON
commonwealth-152	23	22	was	be	AUX
commonwealth-152	23	23	also	also	ADV
commonwealth-152	23	24	clear	clear	ADJ
commonwealth-152	23	25	that	that	SCONJ
commonwealth-152	23	26	economic	economic	ADJ
commonwealth-152	23	27	conditions	condition	NOUN
commonwealth-152	23	28	and	and	CCONJ
commonwealth-152	23	29	voter	voter	NOUN
commonwealth-152	23	30	fatigue	fatigue	NOUN
commonwealth-152	23	31	with	with	ADP
commonwealth-152	23	32	democrats	democrats	PROPN
commonwealth-152	23	33	were	be	AUX
commonwealth-152	23	34	liabilities	liability	NOUN
commonwealth-152	23	35	that	that	PRON
commonwealth-152	23	36	had	have	VERB
commonwealth-152	23	37	the	the	DET
commonwealth-152	23	38	potential	potential	NOUN
commonwealth-152	23	39	to	to	PART
commonwealth-152	23	40	harm	harm	VERB
commonwealth-152	23	41	her	her	PRON
commonwealth-152	23	42	candidacy	candidacy	NOUN
commonwealth-152	23	43	(	(	PUNCT
commonwealth-152	23	44	campbell	campbell	PROPN
commonwealth-152	23	45	2016	2016	NUM
commonwealth-152	23	46	)	)	PUNCT
commonwealth-152	23	47	.	.	PUNCT
commonwealth-152	24	1	a	a	DET
commonwealth-152	24	2	great	great	ADJ
commonwealth-152	24	3	many	many	ADJ
commonwealth-152	24	4	contemporary	contemporary	ADJ
commonwealth-152	24	5	newspaper	newspaper	NOUN
commonwealth-152	24	6	accounts	account	NOUN
commonwealth-152	24	7	and	and	CCONJ
commonwealth-152	24	8	some	some	DET
commonwealth-152	24	9	scholarship	scholarship	NOUN
commonwealth-152	24	10	also	also	ADV
commonwealth-152	24	11	documented	document	VERB
commonwealth-152	24	12	a	a	DET
commonwealth-152	24	13	sizable	sizable	ADJ
commonwealth-152	24	14	disaffection	disaffection	NOUN
commonwealth-152	24	15	among	among	ADP
commonwealth-152	24	16	rural	rural	ADJ
commonwealth-152	24	17	,	,	PUNCT
commonwealth-152	24	18	white	white	ADJ
commonwealth-152	24	19	,	,	PUNCT
commonwealth-152	24	20	non	non	ADJ
commonwealth-152	24	21	-	-	ADJ
commonwealth-152	24	22	college	college	NOUN
commonwealth-152	24	23	-	-	PUNCT
commonwealth-152	24	24	educated	educate	VERB
commonwealth-152	24	25	voters	voter	NOUN
commonwealth-152	24	26	that	that	PRON
commonwealth-152	24	27	had	have	VERB
commonwealth-152	24	28	the	the	DET
commonwealth-152	24	29	potential	potential	NOUN
commonwealth-152	24	30	to	to	PART
commonwealth-152	24	31	carry	carry	VERB
commonwealth-152	24	32	trump	trump	NOUN
commonwealth-152	24	33	to	to	ADP
commonwealth-152	24	34	victory	victory	NOUN
commonwealth-152	24	35	despite	despite	SCONJ
commonwealth-152	24	36	his	his	PRON
commonwealth-152	24	37	personal	personal	ADJ
commonwealth-152	24	38	liabilities.3	liabilities.3	NOUN
commonwealth-152	24	39	the	the	DET
commonwealth-152	24	40	following	follow	VERB
commonwealth-152	24	41	section	section	NOUN
commonwealth-152	24	42	documents	document	NOUN
commonwealth-152	24	43	the	the	DET
commonwealth-152	24	44	candidate	candidate	NOUN
commonwealth-152	24	45	ratings	rating	NOUN
commonwealth-152	24	46	,	,	PUNCT
commonwealth-152	24	47	pre	pre	ADJ
commonwealth-152	24	48	-	-	ADJ
commonwealth-152	24	49	election	election	ADJ
commonwealth-152	24	50	polling	polling	NOUN
commonwealth-152	24	51	,	,	PUNCT
commonwealth-152	24	52	and	and	CCONJ
commonwealth-152	24	53	election	election	NOUN
commonwealth-152	24	54	outcomes	outcome	NOUN
commonwealth-152	24	55	for	for	ADP
commonwealth-152	24	56	the	the	DET
commonwealth-152	24	57	2016	2016	NUM
commonwealth-152	24	58	presidential	presidential	ADJ
commonwealth-152	24	59	race	race	NOUN
commonwealth-152	24	60	in	in	ADP
commonwealth-152	24	61	pennsylvania	pennsylvania	PROPN
commonwealth-152	24	62	.	.	PUNCT
commonwealth-152	25	1	the	the	DET
commonwealth-152	25	2	2016	2016	NUM
commonwealth-152	25	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	25	4	presidential	presidential	PROPN
commonwealth-152	25	5	and	and	CCONJ
commonwealth-152	25	6	u.s	u.s	PROPN
commonwealth-152	25	7	.	.	PROPN
commonwealth-152	25	8	senate	senate	PROPN
commonwealth-152	25	9	elections	election	NOUN
commonwealth-152	25	10	5	5	NUM
commonwealth-152	25	11	candidate	candidate	NOUN
commonwealth-152	25	12	ratings	rating	NOUN
commonwealth-152	25	13	favorability	favorability	NOUN
commonwealth-152	25	14	both	both	DET
commonwealth-152	25	15	presidential	presidential	ADJ
commonwealth-152	25	16	candidates	candidate	NOUN
commonwealth-152	25	17	began	begin	VERB
commonwealth-152	25	18	the	the	DET
commonwealth-152	25	19	general	general	ADJ
commonwealth-152	25	20	election	election	NOUN
commonwealth-152	25	21	campaign	campaign	NOUN
commonwealth-152	25	22	as	as	ADP
commonwealth-152	25	23	wellknown	wellknown	ADJ
commonwealth-152	25	24	among	among	ADP
commonwealth-152	25	25	voters	voter	NOUN
commonwealth-152	25	26	and	and	CCONJ
commonwealth-152	25	27	with	with	ADP
commonwealth-152	25	28	more	more	ADJ
commonwealth-152	25	29	voters	voter	NOUN
commonwealth-152	25	30	feeling	feel	VERB
commonwealth-152	25	31	negatively	negatively	ADV
commonwealth-152	25	32	than	than	ADP
commonwealth-152	25	33	positively	positively	ADV
commonwealth-152	25	34	about	about	ADP
commonwealth-152	25	35	their	their	PRON
commonwealth-152	25	36	candidacies	candidacy	NOUN
commonwealth-152	25	37	.	.	PUNCT
commonwealth-152	26	1	in	in	ADP
commonwealth-152	26	2	july	july	PROPN
commonwealth-152	26	3	,	,	PUNCT
commonwealth-152	26	4	more	more	ADJ
commonwealth-152	26	5	than	than	ADP
commonwealth-152	26	6	nine	nine	NUM
commonwealth-152	26	7	in	in	ADP
commonwealth-152	26	8	10	10	NUM
commonwealth-152	26	9	voters	voter	NOUN
commonwealth-152	26	10	were	be	AUX
commonwealth-152	26	11	able	able	ADJ
commonwealth-152	26	12	to	to	PART
commonwealth-152	26	13	offer	offer	VERB
commonwealth-152	26	14	an	an	DET
commonwealth-152	26	15	opinion	opinion	NOUN
commonwealth-152	26	16	about	about	ADP
commonwealth-152	26	17	how	how	SCONJ
commonwealth-152	26	18	favorably	favorably	ADV
commonwealth-152	26	19	they	they	PRON
commonwealth-152	26	20	viewed	view	VERB
commonwealth-152	26	21	both	both	DET
commonwealth-152	26	22	trump	trump	NOUN
commonwealth-152	26	23	(	(	PUNCT
commonwealth-152	26	24	95	95	NUM
commonwealth-152	26	25	%	%	NOUN
commonwealth-152	26	26	)	)	PUNCT
commonwealth-152	26	27	and	and	CCONJ
commonwealth-152	26	28	clinton	clinton	PROPN
commonwealth-152	26	29	(	(	PUNCT
commonwealth-152	26	30	96	96	NUM
commonwealth-152	26	31	%	%	NOUN
commonwealth-152	26	32	)	)	PUNCT
commonwealth-152	26	33	.	.	PUNCT
commonwealth-152	27	1	donald	donald	PROPN
commonwealth-152	27	2	trump	trump	PROPN
commonwealth-152	27	3	was	be	AUX
commonwealth-152	27	4	perceived	perceive	VERB
commonwealth-152	27	5	far	far	ADV
commonwealth-152	27	6	more	more	ADV
commonwealth-152	27	7	negatively	negatively	ADV
commonwealth-152	27	8	than	than	ADP
commonwealth-152	27	9	positively	positively	ADV
commonwealth-152	27	10	by	by	ADP
commonwealth-152	27	11	pennsylvania	pennsylvania	PROPN
commonwealth-152	27	12	voters	voter	NOUN
commonwealth-152	27	13	with	with	ADP
commonwealth-152	27	14	a	a	DET
commonwealth-152	27	15	minus	minus	CCONJ
commonwealth-152	27	16	29	29	NUM
commonwealth-152	27	17	favorability	favorability	NOUN
commonwealth-152	27	18	rating	rating	NOUN
commonwealth-152	27	19	.	.	PUNCT
commonwealth-152	28	1	hillary	hillary	PROPN
commonwealth-152	28	2	clinton	clinton	PROPN
commonwealth-152	28	3	was	be	AUX
commonwealth-152	28	4	also	also	ADV
commonwealth-152	28	5	perceived	perceive	VERB
commonwealth-152	28	6	more	more	ADV
commonwealth-152	28	7	negatively	negatively	ADV
commonwealth-152	28	8	than	than	ADP
commonwealth-152	28	9	positively	positively	ADV
commonwealth-152	28	10	,	,	PUNCT
commonwealth-152	28	11	but	but	CCONJ
commonwealth-152	28	12	her	her	PRON
commonwealth-152	28	13	rating	rating	NOUN
commonwealth-152	28	14	was	be	AUX
commonwealth-152	28	15	only	only	ADV
commonwealth-152	28	16	minus	minus	ADP
commonwealth-152	28	17	two	two	NUM
commonwealth-152	28	18	.	.	PUNCT
commonwealth-152	29	1	the	the	DET
commonwealth-152	29	2	ratings	rating	NOUN
commonwealth-152	29	3	of	of	ADP
commonwealth-152	29	4	both	both	DET
commonwealth-152	29	5	candidates	candidate	NOUN
commonwealth-152	29	6	,	,	PUNCT
commonwealth-152	29	7	although	although	SCONJ
commonwealth-152	29	8	fluctuating	fluctuate	VERB
commonwealth-152	29	9	a	a	DET
commonwealth-152	29	10	bit	bit	NOUN
commonwealth-152	29	11	during	during	ADP
commonwealth-152	29	12	the	the	DET
commonwealth-152	29	13	campaigns	campaign	NOUN
commonwealth-152	29	14	with	with	ADP
commonwealth-152	29	15	the	the	DET
commonwealth-152	29	16	most	most	ADV
commonwealth-152	29	17	notable	notable	ADJ
commonwealth-152	29	18	movement	movement	NOUN
commonwealth-152	29	19	taking	take	VERB
commonwealth-152	29	20	place	place	NOUN
commonwealth-152	29	21	around	around	ADP
commonwealth-152	29	22	the	the	DET
commonwealth-152	29	23	time	time	NOUN
commonwealth-152	29	24	of	of	ADP
commonwealth-152	29	25	the	the	DET
commonwealth-152	29	26	party	party	NOUN
commonwealth-152	29	27	conventions	convention	NOUN
commonwealth-152	29	28	,	,	PUNCT
commonwealth-152	29	29	eventually	eventually	ADV
commonwealth-152	29	30	ended	end	VERB
commonwealth-152	29	31	at	at	ADP
commonwealth-152	29	32	about	about	ADV
commonwealth-152	29	33	the	the	DET
commonwealth-152	29	34	same	same	ADJ
commonwealth-152	29	35	place	place	NOUN
commonwealth-152	29	36	they	they	PRON
commonwealth-152	29	37	started	start	VERB
commonwealth-152	29	38	,	,	PUNCT
commonwealth-152	29	39	as	as	SCONJ
commonwealth-152	29	40	table	table	NOUN
commonwealth-152	29	41	1	1	NUM
commonwealth-152	29	42	illustrates	illustrate	VERB
commonwealth-152	29	43	.	.	PUNCT
commonwealth-152	30	1	one	one	NUM
commonwealth-152	30	2	of	of	ADP
commonwealth-152	30	3	the	the	DET
commonwealth-152	30	4	unusual	unusual	ADJ
commonwealth-152	30	5	features	feature	NOUN
commonwealth-152	30	6	of	of	ADP
commonwealth-152	30	7	this	this	DET
commonwealth-152	30	8	election	election	NOUN
commonwealth-152	30	9	was	be	AUX
commonwealth-152	30	10	that	that	SCONJ
commonwealth-152	30	11	a	a	DET
commonwealth-152	30	12	large	large	ADJ
commonwealth-152	30	13	proportion	proportion	NOUN
commonwealth-152	30	14	of	of	ADP
commonwealth-152	30	15	voters	voter	NOUN
commonwealth-152	30	16	(	(	PUNCT
commonwealth-152	30	17	16	16	NUM
commonwealth-152	30	18	%	%	NOUN
commonwealth-152	30	19	)	)	PUNCT
commonwealth-152	30	20	had	have	VERB
commonwealth-152	30	21	an	an	DET
commonwealth-152	30	22	unfavorable	unfavorable	ADJ
commonwealth-152	30	23	opinion	opinion	NOUN
commonwealth-152	30	24	of	of	ADP
commonwealth-152	30	25	both	both	DET
commonwealth-152	30	26	candidates.4	candidates.4	PROPN
commonwealth-152	30	27	in	in	ADP
commonwealth-152	30	28	2012	2012	NUM
commonwealth-152	30	29	,	,	PUNCT
commonwealth-152	30	30	only	only	ADV
commonwealth-152	30	31	3	3	NUM
commonwealth-152	30	32	%	%	NOUN
commonwealth-152	30	33	of	of	ADP
commonwealth-152	30	34	voters	voter	NOUN
commonwealth-152	30	35	in	in	ADP
commonwealth-152	30	36	pennsylvania	pennsylvania	PROPN
commonwealth-152	30	37	had	have	VERB
commonwealth-152	30	38	an	an	DET
commonwealth-152	30	39	unfavorable	unfavorable	ADJ
commonwealth-152	30	40	opinion	opinion	NOUN
commonwealth-152	30	41	of	of	ADP
commonwealth-152	30	42	both	both	CCONJ
commonwealth-152	30	43	presidential	presidential	ADJ
commonwealth-152	30	44	candidates.5	candidates.5	NOUN
commonwealth-152	30	45	issues	issue	NOUN
commonwealth-152	30	46	and	and	CCONJ
commonwealth-152	30	47	perceived	perceive	VERB
commonwealth-152	30	48	capabilities	capability	NOUN
commonwealth-152	30	49	registered	register	VERB
commonwealth-152	30	50	voters	voter	NOUN
commonwealth-152	30	51	,	,	PUNCT
commonwealth-152	30	52	when	when	SCONJ
commonwealth-152	30	53	asked	ask	VERB
commonwealth-152	30	54	about	about	ADP
commonwealth-152	30	55	the	the	DET
commonwealth-152	30	56	reasons	reason	NOUN
commonwealth-152	30	57	they	they	PRON
commonwealth-152	30	58	supported	support	VERB
commonwealth-152	30	59	their	their	PRON
commonwealth-152	30	60	candidate	candidate	NOUN
commonwealth-152	30	61	,	,	PUNCT
commonwealth-152	30	62	most	most	ADV
commonwealth-152	30	63	often	often	ADV
commonwealth-152	30	64	said	say	VERB
commonwealth-152	30	65	their	their	PRON
commonwealth-152	30	66	candidate	candidate	NOUN
commonwealth-152	30	67	was	be	AUX
commonwealth-152	30	68	the	the	DET
commonwealth-152	30	69	better	well	ADJ
commonwealth-152	30	70	option	option	NOUN
commonwealth-152	30	71	;	;	PUNCT
commonwealth-152	30	72	clinton	clinton	PROPN
commonwealth-152	30	73	voters	voter	NOUN
commonwealth-152	30	74	also	also	ADV
commonwealth-152	30	75	believed	believe	VERB
commonwealth-152	30	76	she	she	PRON
commonwealth-152	30	77	was	be	AUX
commonwealth-152	30	78	more	more	ADV
commonwealth-152	30	79	qualified	qualified	ADJ
commonwealth-152	30	80	,	,	PUNCT
commonwealth-152	30	81	while	while	SCONJ
commonwealth-152	30	82	trump	trump	VERB
commonwealth-152	30	83	’s	’s	PART
commonwealth-152	30	84	voters	voter	NOUN
commonwealth-152	30	85	preferred	prefer	VERB
commonwealth-152	30	86	him	he	PRON
commonwealth-152	30	87	because	because	SCONJ
commonwealth-152	30	88	he	he	PRON
commonwealth-152	30	89	was	be	AUX
commonwealth-152	30	90	not	not	PART
commonwealth-152	30	91	a	a	DET
commonwealth-152	30	92	typical	typical	ADJ
commonwealth-152	30	93	politician	politician	NOUN
commonwealth-152	30	94	.	.	PUNCT
commonwealth-152	31	1	specifically	specifically	ADV
commonwealth-152	31	2	,	,	PUNCT
commonwealth-152	31	3	in	in	ADP
commonwealth-152	31	4	response	response	NOUN
commonwealth-152	31	5	to	to	ADP
commonwealth-152	31	6	the	the	DET
commonwealth-152	31	7	question	question	NOUN
commonwealth-152	31	8	“	"	PUNCT
commonwealth-152	31	9	what	what	PRON
commonwealth-152	31	10	is	be	AUX
commonwealth-152	31	11	the	the	DET
commonwealth-152	31	12	main	main	ADJ
commonwealth-152	31	13	reason	reason	NOUN
commonwealth-152	31	14	you	you	PRON
commonwealth-152	31	15	plan	plan	VERB
commonwealth-152	31	16	to	to	PART
commonwealth-152	31	17	vote	vote	VERB
commonwealth-152	31	18	for	for	ADP
commonwealth-152	31	19	[	[	PUNCT
commonwealth-152	31	20	the	the	DET
commonwealth-152	31	21	candidate	candidate	NOUN
commonwealth-152	31	22	]	]	PUNCT
commonwealth-152	31	23	?	?	PUNCT
commonwealth-152	31	24	”	"	PUNCT
commonwealth-152	31	25	clinton	clinton	PROPN
commonwealth-152	31	26	’s	’s	PART
commonwealth-152	31	27	supporters	supporter	NOUN
commonwealth-152	31	28	believed	believe	VERB
commonwealth-152	31	29	she	she	PRON
commonwealth-152	31	30	was	be	AUX
commonwealth-152	31	31	the	the	DET
commonwealth-152	31	32	better	well	ADJ
commonwealth-152	31	33	option	option	NOUN
commonwealth-152	31	34	(	(	PUNCT
commonwealth-152	31	35	35	35	NUM
commonwealth-152	31	36	%	%	NOUN
commonwealth-152	31	37	)	)	PUNCT
commonwealth-152	31	38	,	,	PUNCT
commonwealth-152	31	39	was	be	AUX
commonwealth-152	31	40	the	the	DET
commonwealth-152	31	41	more	more	ADV
commonwealth-152	31	42	qualified	qualified	ADJ
commonwealth-152	31	43	(	(	PUNCT
commonwealth-152	31	44	30	30	NUM
commonwealth-152	31	45	%	%	NOUN
commonwealth-152	31	46	)	)	PUNCT
commonwealth-152	31	47	,	,	PUNCT
commonwealth-152	31	48	was	be	AUX
commonwealth-152	31	49	more	more	ADV
commonwealth-152	31	50	aligned	aligned	ADJ
commonwealth-152	31	51	with	with	ADP
commonwealth-152	31	52	their	their	PRON
commonwealth-152	31	53	political	political	ADJ
commonwealth-152	31	54	views	view	NOUN
commonwealth-152	31	55	(	(	PUNCT
commonwealth-152	31	56	17	17	NUM
commonwealth-152	31	57	%	%	NOUN
commonwealth-152	31	58	)	)	PUNCT
commonwealth-152	31	59	,	,	PUNCT
commonwealth-152	31	60	or	or	CCONJ
commonwealth-152	31	61	had	have	VERB
commonwealth-152	31	62	some	some	DET
commonwealth-152	31	63	desirable	desirable	ADJ
commonwealth-152	31	64	personal	personal	ADJ
commonwealth-152	31	65	table	table	NOUN
commonwealth-152	31	66	1	1	NUM
commonwealth-152	31	67	.	.	PUNCT
commonwealth-152	32	1	favorability	favorability	NOUN
commonwealth-152	32	2	ratings	rating	NOUN
commonwealth-152	32	3	of	of	ADP
commonwealth-152	32	4	presidential	presidential	ADJ
commonwealth-152	32	5	candidates	candidate	NOUN
commonwealth-152	32	6	,	,	PUNCT
commonwealth-152	32	7	pennsylvania	pennsylvania	PROPN
commonwealth-152	32	8	2016	2016	NUM
commonwealth-152	32	9	candidate	candidate	NOUN
commonwealth-152	32	10	month	month	NOUN
commonwealth-152	32	11	favorable	favorable	ADJ
commonwealth-152	32	12	unfavorable	unfavorable	ADJ
commonwealth-152	32	13	net	net	ADJ
commonwealth-152	32	14	favorable	favorable	ADJ
commonwealth-152	32	15	rating	rating	NOUN
commonwealth-152	32	16	aware	aware	ADJ
commonwealth-152	32	17	of	of	ADP
commonwealth-152	32	18	candidate	candidate	NOUN
commonwealth-152	32	19	donald	donald	NOUN
commonwealth-152	32	20	trump	trump	VERB
commonwealth-152	32	21	july	july	PROPN
commonwealth-152	32	22	0.33	0.33	NUM
commonwealth-152	32	23	0.62	0.62	NUM
commonwealth-152	32	24	–	–	PUNCT
commonwealth-152	32	25	0.29	0.29	NUM
commonwealth-152	32	26	0.95	0.95	NUM
commonwealth-152	32	27	aug	aug	NOUN
commonwealth-152	32	28	.	.	PROPN
commonwealth-152	32	29	0.37	0.37	NUM
commonwealth-152	32	30	0.58	0.58	NUM
commonwealth-152	32	31	–	–	PUNCT
commonwealth-152	32	32	0.21	0.21	NUM
commonwealth-152	32	33	0.95	0.95	NUM
commonwealth-152	32	34	sept	sept	PROPN
commonwealth-152	32	35	.	.	PROPN
commonwealth-152	32	36	0.32	0.32	NUM
commonwealth-152	32	37	0.60	0.60	NUM
commonwealth-152	32	38	–	–	PUNCT
commonwealth-152	32	39	0.28	0.28	NUM
commonwealth-152	32	40	0.92	0.92	NUM
commonwealth-152	32	41	oct	oct	NOUN
commonwealth-152	32	42	.	.	PROPN
commonwealth-152	32	43	0.35	0.35	NUM
commonwealth-152	32	44	0.62	0.62	NUM
commonwealth-152	32	45	–	–	PUNCT
commonwealth-152	32	46	0.27	0.27	NUM
commonwealth-152	32	47	0.97	0.97	NUM
commonwealth-152	32	48	hillary	hillary	PROPN
commonwealth-152	32	49	clinton	clinton	PROPN
commonwealth-152	32	50	july	july	PROPN
commonwealth-152	32	51	0.47	0.47	NUM
commonwealth-152	32	52	0.49	0.49	NUM
commonwealth-152	32	53	–	–	PUNCT
commonwealth-152	32	54	0.02	0.02	NUM
commonwealth-152	32	55	0.96	0.96	NUM
commonwealth-152	32	56	aug	aug	NOUN
commonwealth-152	32	57	.	.	PROPN
commonwealth-152	33	1	0.38	0.38	NUM
commonwealth-152	33	2	0.54	0.54	NUM
commonwealth-152	33	3	–	–	PUNCT
commonwealth-152	33	4	0.16	0.16	NUM
commonwealth-152	33	5	0.92	0.92	NUM
commonwealth-152	33	6	sept	sept	PROPN
commonwealth-152	33	7	.	.	PROPN
commonwealth-152	33	8	0.47	0.47	NUM
commonwealth-152	33	9	0.50	0.50	NUM
commonwealth-152	33	10	–	–	PUNCT
commonwealth-152	33	11	0.03	0.03	NUM
commonwealth-152	33	12	0.97	0.97	NUM
commonwealth-152	33	13	oct	oct	PROPN
commonwealth-152	33	14	.	.	PROPN
commonwealth-152	33	15	0.46	0.46	NUM
commonwealth-152	33	16	0.52	0.52	NUM
commonwealth-152	33	17	–	–	PUNCT
commonwealth-152	33	18	0.06	0.06	NUM
commonwealth-152	33	19	0.98	0.98	NUM
commonwealth-152	33	20	source	source	NOUN
commonwealth-152	33	21	:	:	PUNCT
commonwealth-152	33	22	july	july	PROPN
commonwealth-152	33	23	,	,	PUNCT
commonwealth-152	33	24	august	august	PROPN
commonwealth-152	33	25	,	,	PUNCT
commonwealth-152	33	26	september	september	PROPN
commonwealth-152	33	27	,	,	PUNCT
commonwealth-152	33	28	and	and	CCONJ
commonwealth-152	33	29	october	october	PROPN
commonwealth-152	33	30	2016	2016	NUM
commonwealth-152	33	31	franklin	franklin	PROPN
commonwealth-152	33	32	&	&	CCONJ
commonwealth-152	33	33	marshall	marshall	PROPN
commonwealth-152	33	34	college	college	PROPN
commonwealth-152	33	35	polls	poll	NOUN
commonwealth-152	33	36	.	.	PUNCT
commonwealth-152	34	1	6	6	NUM
commonwealth-152	34	2	berwood	berwood	NOUN
commonwealth-152	34	3	yost	yost	PROPN
commonwealth-152	34	4	,	,	PUNCT
commonwealth-152	34	5	jackie	jackie	PROPN
commonwealth-152	34	6	redman	redman	PROPN
commonwealth-152	34	7	,	,	PUNCT
commonwealth-152	34	8	and	and	CCONJ
commonwealth-152	34	9	scottie	scottie	PROPN
commonwealth-152	34	10	thompson	thompson	PROPN
commonwealth-152	34	11	characteristic	characteristic	NOUN
commonwealth-152	34	12	(	(	PUNCT
commonwealth-152	34	13	11	11	NUM
commonwealth-152	34	14	%	%	NOUN
commonwealth-152	34	15	)	)	PUNCT
commonwealth-152	34	16	.	.	PUNCT
commonwealth-152	35	1	trump	trump	NOUN
commonwealth-152	35	2	’s	’s	PART
commonwealth-152	35	3	supporters	supporter	NOUN
commonwealth-152	35	4	most	most	ADV
commonwealth-152	35	5	often	often	ADV
commonwealth-152	35	6	preferred	prefer	VERB
commonwealth-152	35	7	him	he	PRON
commonwealth-152	35	8	because	because	SCONJ
commonwealth-152	35	9	they	they	PRON
commonwealth-152	35	10	thought	think	VERB
commonwealth-152	35	11	he	he	PRON
commonwealth-152	35	12	was	be	AUX
commonwealth-152	35	13	the	the	DET
commonwealth-152	35	14	better	well	ADJ
commonwealth-152	35	15	option	option	NOUN
commonwealth-152	35	16	(	(	PUNCT
commonwealth-152	35	17	30	30	NUM
commonwealth-152	35	18	%	%	NOUN
commonwealth-152	35	19	)	)	PUNCT
commonwealth-152	35	20	,	,	PUNCT
commonwealth-152	35	21	because	because	SCONJ
commonwealth-152	35	22	he	he	PRON
commonwealth-152	35	23	was	be	AUX
commonwealth-152	35	24	not	not	PART
commonwealth-152	35	25	a	a	DET
commonwealth-152	35	26	politician	politician	NOUN
commonwealth-152	35	27	(	(	PUNCT
commonwealth-152	35	28	17	17	NUM
commonwealth-152	35	29	%	%	NOUN
commonwealth-152	35	30	)	)	PUNCT
commonwealth-152	35	31	,	,	PUNCT
commonwealth-152	35	32	because	because	SCONJ
commonwealth-152	35	33	his	his	PRON
commonwealth-152	35	34	political	political	ADJ
commonwealth-152	35	35	views	view	NOUN
commonwealth-152	35	36	better	well	ADV
commonwealth-152	35	37	aligned	align	VERB
commonwealth-152	35	38	with	with	ADP
commonwealth-152	35	39	theirs	theirs	PRON
commonwealth-152	35	40	(	(	PUNCT
commonwealth-152	35	41	16	16	NUM
commonwealth-152	35	42	%	%	NOUN
commonwealth-152	35	43	)	)	PUNCT
commonwealth-152	35	44	,	,	PUNCT
commonwealth-152	35	45	and	and	CCONJ
commonwealth-152	35	46	because	because	SCONJ
commonwealth-152	35	47	they	they	PRON
commonwealth-152	35	48	believed	believe	VERB
commonwealth-152	35	49	he	he	PRON
commonwealth-152	35	50	could	could	AUX
commonwealth-152	35	51	fix	fix	VERB
commonwealth-152	35	52	the	the	DET
commonwealth-152	35	53	country	country	NOUN
commonwealth-152	35	54	’s	’s	PART
commonwealth-152	35	55	problems	problem	NOUN
commonwealth-152	35	56	(	(	PUNCT
commonwealth-152	35	57	13	13	NUM
commonwealth-152	35	58	%	%	NOUN
commonwealth-152	35	59	)	)	PUNCT
commonwealth-152	35	60	.	.	PUNCT
commonwealth-152	36	1	registered	register	VERB
commonwealth-152	36	2	voters	voter	NOUN
commonwealth-152	36	3	provided	provide	VERB
commonwealth-152	36	4	consistent	consistent	ADJ
commonwealth-152	36	5	responses	response	NOUN
commonwealth-152	36	6	throughout	throughout	ADP
commonwealth-152	36	7	the	the	DET
commonwealth-152	36	8	campaign	campaign	NOUN
commonwealth-152	36	9	about	about	ADP
commonwealth-152	36	10	their	their	PRON
commonwealth-152	36	11	reasons	reason	NOUN
commonwealth-152	36	12	for	for	ADP
commonwealth-152	36	13	supporting	support	VERB
commonwealth-152	36	14	each	each	DET
commonwealth-152	36	15	candidate	candidate	NOUN
commonwealth-152	36	16	.	.	PUNCT
commonwealth-152	37	1	registered	register	VERB
commonwealth-152	37	2	voters	voter	NOUN
commonwealth-152	37	3	were	be	AUX
commonwealth-152	37	4	also	also	ADV
commonwealth-152	37	5	relatively	relatively	ADV
commonwealth-152	37	6	consistent	consistent	ADJ
commonwealth-152	37	7	in	in	ADP
commonwealth-152	37	8	which	which	DET
commonwealth-152	37	9	candidate	candidate	NOUN
commonwealth-152	37	10	they	they	PRON
commonwealth-152	37	11	believed	believe	VERB
commonwealth-152	37	12	was	be	AUX
commonwealth-152	37	13	better	well	ADV
commonwealth-152	37	14	described	describe	VERB
commonwealth-152	37	15	by	by	ADP
commonwealth-152	37	16	a	a	DET
commonwealth-152	37	17	series	series	NOUN
commonwealth-152	37	18	of	of	ADP
commonwealth-152	37	19	statements	statement	NOUN
commonwealth-152	37	20	about	about	ADP
commonwealth-152	37	21	their	their	PRON
commonwealth-152	37	22	perceived	perceive	VERB
commonwealth-152	37	23	strengths	strength	NOUN
commonwealth-152	37	24	.	.	PUNCT
commonwealth-152	38	1	secretary	secretary	PROPN
commonwealth-152	38	2	clinton	clinton	PROPN
commonwealth-152	38	3	had	have	VERB
commonwealth-152	38	4	a	a	DET
commonwealth-152	38	5	clear	clear	ADJ
commonwealth-152	38	6	advantage	advantage	NOUN
commonwealth-152	38	7	in	in	ADP
commonwealth-152	38	8	having	have	VERB
commonwealth-152	38	9	sufficient	sufficient	ADJ
commonwealth-152	38	10	experience	experience	NOUN
commonwealth-152	38	11	to	to	PART
commonwealth-152	38	12	be	be	AUX
commonwealth-152	38	13	president	president	NOUN
commonwealth-152	38	14	and	and	CCONJ
commonwealth-152	38	15	in	in	ADP
commonwealth-152	38	16	her	her	PRON
commonwealth-152	38	17	ability	ability	NOUN
commonwealth-152	38	18	to	to	PART
commonwealth-152	38	19	handle	handle	VERB
commonwealth-152	38	20	foreign	foreign	ADJ
commonwealth-152	38	21	policy	policy	NOUN
commonwealth-152	38	22	,	,	PUNCT
commonwealth-152	38	23	as	as	ADP
commonwealth-152	38	24	figure	figure	NOUN
commonwealth-152	38	25	 	 	SPACE
commonwealth-152	38	26	1	1	NUM
commonwealth-152	38	27	shows	show	NOUN
commonwealth-152	38	28	.	.	PUNCT
commonwealth-152	39	1	clinton	clinton	PROPN
commonwealth-152	39	2	and	and	CCONJ
commonwealth-152	39	3	trump	trump	NOUN
commonwealth-152	39	4	were	be	AUX
commonwealth-152	39	5	rated	rate	VERB
commonwealth-152	39	6	similarly	similarly	ADV
commonwealth-152	39	7	,	,	PUNCT
commonwealth-152	39	8	however	however	ADV
commonwealth-152	39	9	,	,	PUNCT
commonwealth-152	39	10	in	in	ADP
commonwealth-152	39	11	the	the	DET
commonwealth-152	39	12	ability	ability	NOUN
commonwealth-152	39	13	to	to	PART
commonwealth-152	39	14	encourage	encourage	VERB
commonwealth-152	39	15	change	change	NOUN
commonwealth-152	39	16	and	and	CCONJ
commonwealth-152	39	17	to	to	PART
commonwealth-152	39	18	fix	fix	VERB
commonwealth-152	39	19	the	the	DET
commonwealth-152	39	20	economy	economy	NOUN
commonwealth-152	39	21	.	.	PUNCT
commonwealth-152	40	1	figure	figure	NOUN
commonwealth-152	40	2	1	1	NUM
commonwealth-152	40	3	.	.	PUNCT
commonwealth-152	41	1	percentage	percentage	NOUN
commonwealth-152	41	2	of	of	ADP
commonwealth-152	41	3	respondents	respondent	NOUN
commonwealth-152	41	4	who	who	PRON
commonwealth-152	41	5	believe	believe	VERB
commonwealth-152	41	6	trump	trump	NOUN
commonwealth-152	41	7	or	or	CCONJ
commonwealth-152	41	8	clinton	clinton	PROPN
commonwealth-152	41	9	is	be	AUX
commonwealth-152	41	10	best	well	ADV
commonwealth-152	41	11	described	describe	VERB
commonwealth-152	41	12	by	by	ADP
commonwealth-152	41	13	each	each	DET
commonwealth-152	41	14	statement	statement	NOUN
commonwealth-152	41	15	,	,	PUNCT
commonwealth-152	41	16	by	by	ADP
commonwealth-152	41	17	month	month	NOUN
commonwealth-152	41	18	of	of	ADP
commonwealth-152	41	19	survey	survey	NOUN
commonwealth-152	41	20	.	.	PUNCT
commonwealth-152	42	1	poll	poll	NOUN
commonwealth-152	42	2	question	question	NOUN
commonwealth-152	42	3	:	:	PUNCT
commonwealth-152	42	4	“	"	PUNCT
commonwealth-152	42	5	regardless	regardless	ADV
commonwealth-152	42	6	of	of	ADP
commonwealth-152	42	7	how	how	SCONJ
commonwealth-152	42	8	you	you	PRON
commonwealth-152	42	9	plan	plan	VERB
commonwealth-152	42	10	to	to	PART
commonwealth-152	42	11	vote	vote	VERB
commonwealth-152	42	12	,	,	PUNCT
commonwealth-152	42	13	which	which	PRON
commonwealth-152	42	14	of	of	ADP
commonwealth-152	42	15	these	these	DET
commonwealth-152	42	16	presidential	presidential	ADJ
commonwealth-152	42	17	candidates	candidate	NOUN
commonwealth-152	42	18	do	do	AUX
commonwealth-152	42	19	you	you	PRON
commonwealth-152	42	20	think	think	VERB
commonwealth-152	42	21	is	be	AUX
commonwealth-152	42	22	best	well	ADV
commonwealth-152	42	23	described	describe	VERB
commonwealth-152	42	24	by	by	ADP
commonwealth-152	42	25	each	each	PRON
commonwealth-152	42	26	of	of	ADP
commonwealth-152	42	27	the	the	DET
commonwealth-152	42	28	following	following	ADJ
commonwealth-152	42	29	statements	statement	NOUN
commonwealth-152	42	30	?	?	PUNCT
commonwealth-152	42	31	”	"	PUNCT
commonwealth-152	43	1	(	(	PUNCT
commonwealth-152	43	2	franklin	franklin	PROPN
commonwealth-152	43	3	&	&	CCONJ
commonwealth-152	43	4	marshall	marshall	PROPN
commonwealth-152	43	5	college	college	PROPN
commonwealth-152	43	6	polls	poll	NOUN
commonwealth-152	43	7	.	.	PUNCT
commonwealth-152	43	8	)	)	PUNCT
commonwealth-152	44	1	the	the	DET
commonwealth-152	44	2	2016	2016	NUM
commonwealth-152	44	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	44	4	presidential	presidential	PROPN
commonwealth-152	44	5	and	and	CCONJ
commonwealth-152	44	6	u.s	u.s	PROPN
commonwealth-152	44	7	.	.	PROPN
commonwealth-152	44	8	senate	senate	PROPN
commonwealth-152	44	9	elections	election	NOUN
commonwealth-152	44	10	7	7	NUM
commonwealth-152	44	11	pre	pre	ADJ
commonwealth-152	44	12	-	-	ADJ
commonwealth-152	44	13	election	election	ADJ
commonwealth-152	44	14	polling	polling	NOUN
commonwealth-152	44	15	poll	poll	NOUN
commonwealth-152	44	16	averages	average	VERB
commonwealth-152	44	17	the	the	DET
commonwealth-152	44	18	average	average	NOUN
commonwealth-152	44	19	of	of	ADP
commonwealth-152	44	20	polls	poll	NOUN
commonwealth-152	44	21	conducted	conduct	VERB
commonwealth-152	44	22	in	in	ADP
commonwealth-152	44	23	pennsylvania	pennsylvania	PROPN
commonwealth-152	44	24	suggested	suggest	VERB
commonwealth-152	44	25	that	that	SCONJ
commonwealth-152	44	26	hillary	hillary	PROPN
commonwealth-152	44	27	clinton	clinton	PROPN
commonwealth-152	44	28	led	lead	VERB
commonwealth-152	44	29	donald	donald	PROPN
commonwealth-152	44	30	trump	trump	NOUN
commonwealth-152	44	31	throughout	throughout	ADP
commonwealth-152	44	32	the	the	DET
commonwealth-152	44	33	entire	entire	ADJ
commonwealth-152	44	34	fall	fall	NOUN
commonwealth-152	44	35	campaign	campaign	NOUN
commonwealth-152	44	36	.	.	PUNCT
commonwealth-152	45	1	her	her	PRON
commonwealth-152	45	2	monthly	monthly	ADJ
commonwealth-152	45	3	average	average	ADJ
commonwealth-152	45	4	lead	lead	NOUN
commonwealth-152	45	5	was	be	AUX
commonwealth-152	45	6	four	four	NUM
commonwealth-152	45	7	points	point	NOUN
commonwealth-152	45	8	in	in	ADP
commonwealth-152	45	9	july	july	PROPN
commonwealth-152	45	10	,	,	PUNCT
commonwealth-152	45	11	eight	eight	NUM
commonwealth-152	45	12	points	point	NOUN
commonwealth-152	45	13	in	in	ADP
commonwealth-152	45	14	august	august	PROPN
commonwealth-152	45	15	,	,	PUNCT
commonwealth-152	45	16	five	five	NUM
commonwealth-152	45	17	points	point	NOUN
commonwealth-152	45	18	in	in	ADP
commonwealth-152	45	19	september	september	PROPN
commonwealth-152	45	20	,	,	PUNCT
commonwealth-152	45	21	seven	seven	NUM
commonwealth-152	45	22	points	point	NOUN
commonwealth-152	45	23	in	in	ADP
commonwealth-152	45	24	october	october	PROPN
commonwealth-152	45	25	,	,	PUNCT
commonwealth-152	45	26	and	and	CCONJ
commonwealth-152	45	27	three	three	NUM
commonwealth-152	45	28	points	point	NOUN
commonwealth-152	45	29	in	in	ADP
commonwealth-152	45	30	november.6	november.6	ADV
commonwealth-152	45	31	only	only	ADV
commonwealth-152	45	32	rarely	rarely	ADV
commonwealth-152	45	33	did	do	AUX
commonwealth-152	45	34	individual	individual	ADJ
commonwealth-152	45	35	polls	poll	NOUN
commonwealth-152	45	36	show	show	VERB
commonwealth-152	45	37	either	either	DET
commonwealth-152	45	38	candidate	candidate	NOUN
commonwealth-152	45	39	with	with	ADP
commonwealth-152	45	40	support	support	NOUN
commonwealth-152	45	41	from	from	ADP
commonwealth-152	45	42	a	a	DET
commonwealth-152	45	43	majority	majority	NOUN
commonwealth-152	45	44	of	of	ADP
commonwealth-152	45	45	voters	voter	NOUN
commonwealth-152	45	46	;	;	PUNCT
commonwealth-152	45	47	the	the	DET
commonwealth-152	45	48	averages	average	NOUN
commonwealth-152	45	49	in	in	ADP
commonwealth-152	45	50	the	the	DET
commonwealth-152	45	51	final	final	ADJ
commonwealth-152	45	52	week	week	NOUN
commonwealth-152	45	53	showed	show	VERB
commonwealth-152	45	54	clinton	clinton	PROPN
commonwealth-152	45	55	’s	’s	PART
commonwealth-152	45	56	expected	expect	VERB
commonwealth-152	45	57	vote	vote	NOUN
commonwealth-152	45	58	share	share	NOUN
commonwealth-152	45	59	at	at	ADP
commonwealth-152	45	60	47	47	NUM
commonwealth-152	45	61	%	%	NOUN
commonwealth-152	45	62	and	and	CCONJ
commonwealth-152	45	63	trump	trump	VERB
commonwealth-152	45	64	’s	’s	PART
commonwealth-152	45	65	expected	expect	VERB
commonwealth-152	45	66	vote	vote	NOUN
commonwealth-152	45	67	share	share	NOUN
commonwealth-152	45	68	at	at	ADP
commonwealth-152	45	69	44	44	NUM
commonwealth-152	45	70	%	%	NOUN
commonwealth-152	45	71	.	.	PUNCT
commonwealth-152	46	1	the	the	DET
commonwealth-152	46	2	monthly	monthly	ADJ
commonwealth-152	46	3	polling	polling	NOUN
commonwealth-152	46	4	averages	average	NOUN
commonwealth-152	46	5	showed	show	VERB
commonwealth-152	46	6	a	a	DET
commonwealth-152	46	7	sizable	sizable	ADJ
commonwealth-152	46	8	number	number	NOUN
commonwealth-152	46	9	of	of	ADP
commonwealth-152	46	10	undecided	undecided	ADJ
commonwealth-152	46	11	and	and	CCONJ
commonwealth-152	46	12	other	other	ADJ
commonwealth-152	46	13	voters	voter	NOUN
commonwealth-152	46	14	that	that	SCONJ
commonwealth-152	46	15	,	,	PUNCT
commonwealth-152	46	16	given	give	VERB
commonwealth-152	46	17	the	the	DET
commonwealth-152	46	18	tightening	tightening	NOUN
commonwealth-152	46	19	of	of	ADP
commonwealth-152	46	20	the	the	DET
commonwealth-152	46	21	race	race	NOUN
commonwealth-152	46	22	over	over	ADP
commonwealth-152	46	23	the	the	DET
commonwealth-152	46	24	final	final	ADJ
commonwealth-152	46	25	weeks	week	NOUN
commonwealth-152	46	26	,	,	PUNCT
commonwealth-152	46	27	suggested	suggest	VERB
commonwealth-152	46	28	movement	movement	NOUN
commonwealth-152	46	29	toward	toward	ADP
commonwealth-152	46	30	trump	trump	NOUN
commonwealth-152	46	31	.	.	PUNCT
commonwealth-152	47	1	the	the	DET
commonwealth-152	47	2	undecided	undecided	ADJ
commonwealth-152	47	3	and	and	CCONJ
commonwealth-152	47	4	third	third	ADJ
commonwealth-152	47	5	-	-	PUNCT
commonwealth-152	47	6	party	party	NOUN
commonwealth-152	47	7	candidates	candidate	NOUN
commonwealth-152	47	8	totaled	total	VERB
commonwealth-152	47	9	nearly	nearly	ADV
commonwealth-152	47	10	20	20	NUM
commonwealth-152	47	11	points	point	NOUN
commonwealth-152	47	12	in	in	ADP
commonwealth-152	47	13	july	july	PROPN
commonwealth-152	47	14	,	,	PUNCT
commonwealth-152	47	15	19	19	NUM
commonwealth-152	47	16	in	in	ADP
commonwealth-152	47	17	august	august	PROPN
commonwealth-152	47	18	and	and	CCONJ
commonwealth-152	47	19	september	september	PROPN
commonwealth-152	47	20	,	,	PUNCT
commonwealth-152	47	21	14	14	NUM
commonwealth-152	47	22	in	in	ADP
commonwealth-152	47	23	october	october	PROPN
commonwealth-152	47	24	,	,	PUNCT
commonwealth-152	47	25	and	and	CCONJ
commonwealth-152	47	26	11	11	NUM
commonwealth-152	47	27	in	in	ADP
commonwealth-152	47	28	november	november	PROPN
commonwealth-152	47	29	.	.	PUNCT
commonwealth-152	48	1	the	the	DET
commonwealth-152	48	2	rate	rate	NOUN
commonwealth-152	48	3	of	of	ADP
commonwealth-152	48	4	undecided	undecided	ADJ
commonwealth-152	48	5	and	and	CCONJ
commonwealth-152	48	6	third	third	ADJ
commonwealth-152	48	7	party	party	NOUN
commonwealth-152	48	8	voters	voter	NOUN
commonwealth-152	48	9	was	be	AUX
commonwealth-152	48	10	much	much	ADV
commonwealth-152	48	11	higher	high	ADJ
commonwealth-152	48	12	in	in	ADP
commonwealth-152	48	13	2016	2016	NUM
commonwealth-152	48	14	than	than	ADP
commonwealth-152	48	15	in	in	ADP
commonwealth-152	48	16	2012	2012	NUM
commonwealth-152	48	17	.	.	PUNCT
commonwealth-152	49	1	polls	poll	NOUN
commonwealth-152	49	2	released	release	VERB
commonwealth-152	49	3	in	in	ADP
commonwealth-152	49	4	the	the	DET
commonwealth-152	49	5	final	final	ADJ
commonwealth-152	49	6	month	month	NOUN
commonwealth-152	49	7	of	of	ADP
commonwealth-152	49	8	the	the	DET
commonwealth-152	49	9	2012	2012	NUM
commonwealth-152	49	10	campaign	campaign	NOUN
commonwealth-152	49	11	found	find	VERB
commonwealth-152	49	12	only	only	ADV
commonwealth-152	49	13	5	5	NUM
commonwealth-152	49	14	%	%	NOUN
commonwealth-152	49	15	of	of	ADP
commonwealth-152	49	16	voters	voter	NOUN
commonwealth-152	49	17	were	be	AUX
commonwealth-152	49	18	undecided	undecided	ADJ
commonwealth-152	49	19	or	or	CCONJ
commonwealth-152	49	20	planning	planning	NOUN
commonwealth-152	49	21	to	to	PART
commonwealth-152	49	22	vote	vote	VERB
commonwealth-152	49	23	for	for	ADP
commonwealth-152	49	24	a	a	DET
commonwealth-152	49	25	third	third	ADJ
commonwealth-152	49	26	-	-	PUNCT
commonwealth-152	49	27	party	party	NOUN
commonwealth-152	49	28	candidate.7	candidate.7	NOUN
commonwealth-152	49	29	figure	figure	NOUN
commonwealth-152	49	30	2	2	NUM
commonwealth-152	49	31	shows	show	VERB
commonwealth-152	49	32	the	the	DET
commonwealth-152	49	33	results	result	NOUN
commonwealth-152	49	34	of	of	ADP
commonwealth-152	49	35	figure	figure	NOUN
commonwealth-152	49	36	2	2	NUM
commonwealth-152	49	37	.	.	PUNCT
commonwealth-152	49	38	pennsylvania	pennsylvania	PROPN
commonwealth-152	49	39	2016	2016	NUM
commonwealth-152	49	40	presidential	presidential	ADJ
commonwealth-152	49	41	polling	polling	NOUN
commonwealth-152	49	42	results	result	NOUN
commonwealth-152	49	43	,	,	PUNCT
commonwealth-152	49	44	july	july	PROPN
commonwealth-152	49	45	–	–	PUNCT
commonwealth-152	49	46	november	november	PROPN
commonwealth-152	49	47	2016	2016	NUM
commonwealth-152	49	48	.	.	PUNCT
commonwealth-152	50	1	(	(	PUNCT
commonwealth-152	50	2	compiled	compile	VERB
commonwealth-152	50	3	and	and	CCONJ
commonwealth-152	50	4	created	create	VERB
commonwealth-152	50	5	by	by	ADP
commonwealth-152	50	6	the	the	DET
commonwealth-152	50	7	authors	author	NOUN
commonwealth-152	50	8	using	use	VERB
commonwealth-152	50	9	data	datum	NOUN
commonwealth-152	50	10	downloaded	download	VERB
commonwealth-152	50	11	from	from	ADP
commonwealth-152	50	12	huffpost	huffpost	NOUN
commonwealth-152	50	13	pollster	pollster	NOUN
commonwealth-152	50	14	,	,	PUNCT
commonwealth-152	50	15	december	december	PROPN
commonwealth-152	50	16	6	6	NUM
commonwealth-152	50	17	,	,	PUNCT
commonwealth-152	50	18	2016	2016	NUM
commonwealth-152	50	19	.	.	PUNCT
commonwealth-152	50	20	)	)	PUNCT
commonwealth-152	50	21	8	8	NUM
commonwealth-152	50	22	berwood	berwood	NOUN
commonwealth-152	50	23	yost	yost	PROPN
commonwealth-152	50	24	,	,	PUNCT
commonwealth-152	50	25	jackie	jackie	PROPN
commonwealth-152	50	26	redman	redman	PROPN
commonwealth-152	50	27	,	,	PUNCT
commonwealth-152	50	28	and	and	CCONJ
commonwealth-152	50	29	scottie	scottie	PROPN
commonwealth-152	50	30	thompson	thompson	PROPN
commonwealth-152	50	31	pre	pre	ADJ
commonwealth-152	50	32	-	-	ADJ
commonwealth-152	50	33	election	election	ADJ
commonwealth-152	50	34	polls	poll	NOUN
commonwealth-152	50	35	conducted	conduct	VERB
commonwealth-152	50	36	during	during	ADP
commonwealth-152	50	37	the	the	DET
commonwealth-152	50	38	fall	fall	NOUN
commonwealth-152	50	39	campaign	campaign	NOUN
commonwealth-152	50	40	.	.	PUNCT
commonwealth-152	51	1	clinton	clinton	PROPN
commonwealth-152	51	2	’s	’s	PART
commonwealth-152	51	3	share	share	NOUN
commonwealth-152	51	4	of	of	ADP
commonwealth-152	51	5	the	the	DET
commonwealth-152	51	6	vote	vote	NOUN
commonwealth-152	51	7	appeared	appear	VERB
commonwealth-152	51	8	to	to	PART
commonwealth-152	51	9	be	be	AUX
commonwealth-152	51	10	increasing	increase	VERB
commonwealth-152	51	11	during	during	ADP
commonwealth-152	51	12	the	the	DET
commonwealth-152	51	13	course	course	NOUN
commonwealth-152	51	14	of	of	ADP
commonwealth-152	51	15	the	the	DET
commonwealth-152	51	16	fall	fall	NOUN
commonwealth-152	51	17	campaign	campaign	NOUN
commonwealth-152	51	18	at	at	ADP
commonwealth-152	51	19	the	the	DET
commonwealth-152	51	20	same	same	ADJ
commonwealth-152	51	21	time	time	NOUN
commonwealth-152	51	22	the	the	DET
commonwealth-152	51	23	margin	margin	NOUN
commonwealth-152	51	24	between	between	ADP
commonwealth-152	51	25	the	the	DET
commonwealth-152	51	26	two	two	NUM
commonwealth-152	51	27	candidates	candidate	NOUN
commonwealth-152	51	28	converged	converge	VERB
commonwealth-152	51	29	in	in	ADP
commonwealth-152	51	30	november	november	PROPN
commonwealth-152	51	31	.	.	PUNCT
commonwealth-152	52	1	support	support	NOUN
commonwealth-152	52	2	within	within	ADP
commonwealth-152	52	3	demographic	demographic	ADJ
commonwealth-152	52	4	subgroups	subgroup	NOUN
commonwealth-152	52	5	much	much	ADJ
commonwealth-152	52	6	of	of	ADP
commonwealth-152	52	7	the	the	DET
commonwealth-152	52	8	media	medium	NOUN
commonwealth-152	52	9	narrative	narrative	NOUN
commonwealth-152	52	10	during	during	ADP
commonwealth-152	52	11	the	the	DET
commonwealth-152	52	12	2016	2016	NUM
commonwealth-152	52	13	election	election	NOUN
commonwealth-152	52	14	had	have	VERB
commonwealth-152	52	15	to	to	PART
commonwealth-152	52	16	do	do	VERB
commonwealth-152	52	17	with	with	ADP
commonwealth-152	52	18	sizable	sizable	ADJ
commonwealth-152	52	19	differences	difference	NOUN
commonwealth-152	52	20	in	in	ADP
commonwealth-152	52	21	the	the	DET
commonwealth-152	52	22	votes	vote	NOUN
commonwealth-152	52	23	of	of	ADP
commonwealth-152	52	24	white	white	ADJ
commonwealth-152	52	25	and	and	CCONJ
commonwealth-152	52	26	nonwhite	nonwhite	ADJ
commonwealth-152	52	27	voters	voter	NOUN
commonwealth-152	52	28	and	and	CCONJ
commonwealth-152	52	29	the	the	DET
commonwealth-152	52	30	votes	vote	NOUN
commonwealth-152	52	31	of	of	ADP
commonwealth-152	52	32	collegeeducated	collegeeducate	VERB
commonwealth-152	52	33	and	and	CCONJ
commonwealth-152	52	34	non	non	ADJ
commonwealth-152	52	35	-	-	ADJ
commonwealth-152	52	36	college	college	NOUN
commonwealth-152	52	37	-	-	PUNCT
commonwealth-152	52	38	educated	educate	VERB
commonwealth-152	52	39	voters	voter	NOUN
commonwealth-152	52	40	.	.	PUNCT
commonwealth-152	53	1	these	these	DET
commonwealth-152	53	2	differences	difference	NOUN
commonwealth-152	53	3	were	be	AUX
commonwealth-152	53	4	apparent	apparent	ADJ
commonwealth-152	53	5	in	in	ADP
commonwealth-152	53	6	pennsylvania	pennsylvania	PROPN
commonwealth-152	53	7	.	.	PUNCT
commonwealth-152	54	1	besides	besides	SCONJ
commonwealth-152	54	2	his	his	PRON
commonwealth-152	54	3	expected	expect	VERB
commonwealth-152	54	4	support	support	NOUN
commonwealth-152	54	5	among	among	ADP
commonwealth-152	54	6	conservatives	conservative	NOUN
commonwealth-152	54	7	and	and	CCONJ
commonwealth-152	54	8	republicans	republicans	PROPN
commonwealth-152	54	9	,	,	PUNCT
commonwealth-152	54	10	donald	donald	PROPN
commonwealth-152	54	11	trump	trump	PROPN
commonwealth-152	54	12	’s	’s	PART
commonwealth-152	54	13	strongest	strong	ADJ
commonwealth-152	54	14	support	support	NOUN
commonwealth-152	54	15	throughout	throughout	ADP
commonwealth-152	54	16	the	the	DET
commonwealth-152	54	17	campaign	campaign	NOUN
commonwealth-152	54	18	came	come	VERB
commonwealth-152	54	19	from	from	ADP
commonwealth-152	54	20	white	white	ADJ
commonwealth-152	54	21	,	,	PUNCT
commonwealth-152	54	22	non	non	ADJ
commonwealth-152	54	23	-	-	ADJ
commonwealth-152	54	24	college	college	NOUN
commonwealth-152	54	25	-	-	PUNCT
commonwealth-152	54	26	graduates	graduate	NOUN
commonwealth-152	54	27	.	.	PUNCT
commonwealth-152	55	1	in	in	ADP
commonwealth-152	55	2	addition	addition	NOUN
commonwealth-152	55	3	,	,	PUNCT
commonwealth-152	55	4	there	there	PRON
commonwealth-152	55	5	were	be	VERB
commonwealth-152	55	6	geographic	geographic	ADJ
commonwealth-152	55	7	differences	difference	NOUN
commonwealth-152	55	8	likely	likely	ADV
commonwealth-152	55	9	reflecting	reflect	VERB
commonwealth-152	55	10	some	some	DET
commonwealth-152	55	11	cultural	cultural	ADJ
commonwealth-152	55	12	or	or	CCONJ
commonwealth-152	55	13	social	social	ADJ
commonwealth-152	55	14	features	feature	NOUN
commonwealth-152	55	15	amplified	amplify	VERB
commonwealth-152	55	16	by	by	ADP
commonwealth-152	55	17	this	this	DET
commonwealth-152	55	18	demographic	demographic	ADJ
commonwealth-152	55	19	support	support	NOUN
commonwealth-152	55	20	within	within	ADP
commonwealth-152	55	21	specific	specific	ADJ
commonwealth-152	55	22	areas	area	NOUN
commonwealth-152	55	23	of	of	ADP
commonwealth-152	55	24	the	the	DET
commonwealth-152	55	25	state	state	NOUN
commonwealth-152	55	26	.	.	PUNCT
commonwealth-152	56	1	notably	notably	ADV
commonwealth-152	56	2	,	,	PUNCT
commonwealth-152	56	3	pre	pre	ADJ
commonwealth-152	56	4	-	-	ADJ
commonwealth-152	56	5	election	election	ADJ
commonwealth-152	56	6	polls	poll	NOUN
commonwealth-152	56	7	showed	show	VERB
commonwealth-152	56	8	trump	trump	NOUN
commonwealth-152	56	9	performing	perform	VERB
commonwealth-152	56	10	strongly	strongly	ADV
commonwealth-152	56	11	in	in	ADP
commonwealth-152	56	12	western	western	ADJ
commonwealth-152	56	13	pennsylvania	pennsylvania	PROPN
commonwealth-152	56	14	outside	outside	ADP
commonwealth-152	56	15	of	of	ADP
commonwealth-152	56	16	pittsburgh	pittsburgh	PROPN
commonwealth-152	56	17	.	.	PUNCT
commonwealth-152	57	1	figure	figure	VERB
commonwealth-152	57	2	3	3	NUM
commonwealth-152	57	3	presents	present	VERB
commonwealth-152	57	4	the	the	DET
commonwealth-152	57	5	demographic	demographic	ADJ
commonwealth-152	57	6	support	support	NOUN
commonwealth-152	57	7	for	for	ADP
commonwealth-152	57	8	the	the	DET
commonwealth-152	57	9	candidates	candidate	NOUN
commonwealth-152	57	10	during	during	ADP
commonwealth-152	57	11	the	the	DET
commonwealth-152	57	12	fall	fall	NOUN
commonwealth-152	57	13	campaign	campaign	NOUN
commonwealth-152	57	14	.	.	PUNCT
commonwealth-152	58	1	figure	figure	NOUN
commonwealth-152	58	2	3	3	NUM
commonwealth-152	58	3	.	.	PUNCT
commonwealth-152	58	4	clinton	clinton	PROPN
commonwealth-152	58	5	advantage	advantage	NOUN
commonwealth-152	58	6	or	or	CCONJ
commonwealth-152	58	7	disadvantage	disadvantage	NOUN
commonwealth-152	58	8	in	in	ADP
commonwealth-152	58	9	percentage	percentage	NOUN
commonwealth-152	58	10	points	point	NOUN
commonwealth-152	58	11	among	among	ADP
commonwealth-152	58	12	demographic	demographic	ADJ
commonwealth-152	58	13	subgroups	subgroup	NOUN
commonwealth-152	58	14	,	,	PUNCT
commonwealth-152	58	15	by	by	ADP
commonwealth-152	58	16	month	month	NOUN
commonwealth-152	58	17	of	of	ADP
commonwealth-152	58	18	survey	survey	NOUN
commonwealth-152	58	19	.	.	PUNCT
commonwealth-152	59	1	(	(	PUNCT
commonwealth-152	59	2	franklin	franklin	PROPN
commonwealth-152	59	3	&	&	CCONJ
commonwealth-152	59	4	marshall	marshall	PROPN
commonwealth-152	59	5	college	college	PROPN
commonwealth-152	59	6	polls	poll	NOUN
commonwealth-152	59	7	.	.	PUNCT
commonwealth-152	59	8	)	)	PUNCT
commonwealth-152	60	1	the	the	DET
commonwealth-152	60	2	2016	2016	NUM
commonwealth-152	60	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	60	4	presidential	presidential	PROPN
commonwealth-152	60	5	and	and	CCONJ
commonwealth-152	60	6	u.s	u.s	PROPN
commonwealth-152	60	7	.	.	PROPN
commonwealth-152	60	8	senate	senate	PROPN
commonwealth-152	60	9	elections	election	NOUN
commonwealth-152	60	10	9	9	NUM
commonwealth-152	60	11	election	election	NOUN
commonwealth-152	60	12	results	result	NOUN
commonwealth-152	60	13	donald	donald	PROPN
commonwealth-152	60	14	trump	trump	NOUN
commonwealth-152	60	15	won	win	VERB
commonwealth-152	60	16	a	a	DET
commonwealth-152	60	17	narrow	narrow	NOUN
commonwealth-152	60	18	and	and	CCONJ
commonwealth-152	60	19	to	to	ADP
commonwealth-152	60	20	many	many	DET
commonwealth-152	60	21	a	a	DET
commonwealth-152	60	22	surprising	surprising	ADJ
commonwealth-152	60	23	victory	victory	NOUN
commonwealth-152	60	24	over	over	ADP
commonwealth-152	60	25	hillary	hillary	PROPN
commonwealth-152	60	26	clinton	clinton	PROPN
commonwealth-152	60	27	in	in	ADP
commonwealth-152	60	28	pennsylvania	pennsylvania	PROPN
commonwealth-152	60	29	,	,	PUNCT
commonwealth-152	60	30	48.6	48.6	NUM
commonwealth-152	60	31	%	%	NOUN
commonwealth-152	60	32	to	to	ADP
commonwealth-152	60	33	47.9	47.9	NUM
commonwealth-152	60	34	%	%	NOUN
commonwealth-152	60	35	.	.	PUNCT
commonwealth-152	61	1	trump	trump	NOUN
commonwealth-152	61	2	’s	’s	PART
commonwealth-152	61	3	triumph	triumph	NOUN
commonwealth-152	61	4	came	come	VERB
commonwealth-152	61	5	from	from	ADP
commonwealth-152	61	6	having	have	VERB
commonwealth-152	61	7	a	a	DET
commonwealth-152	61	8	significant	significant	ADJ
commonwealth-152	61	9	advantage	advantage	NOUN
commonwealth-152	61	10	among	among	ADP
commonwealth-152	61	11	late	late	ADV
commonwealth-152	61	12	-	-	PUNCT
commonwealth-152	61	13	deciding	decide	VERB
commonwealth-152	61	14	voters	voter	NOUN
commonwealth-152	61	15	.	.	PUNCT
commonwealth-152	62	1	nearly	nearly	ADV
commonwealth-152	62	2	all	all	PRON
commonwealth-152	62	3	(	(	PUNCT
commonwealth-152	62	4	97	97	NUM
commonwealth-152	62	5	%	%	NOUN
commonwealth-152	62	6	)	)	PUNCT
commonwealth-152	62	7	of	of	ADP
commonwealth-152	62	8	the	the	DET
commonwealth-152	62	9	respondents	respondent	NOUN
commonwealth-152	62	10	who	who	PRON
commonwealth-152	62	11	planned	plan	VERB
commonwealth-152	62	12	to	to	PART
commonwealth-152	62	13	vote	vote	VERB
commonwealth-152	62	14	for	for	ADP
commonwealth-152	62	15	trump	trump	NOUN
commonwealth-152	62	16	in	in	ADP
commonwealth-152	62	17	franklin	franklin	PROPN
commonwealth-152	62	18	&	&	CCONJ
commonwealth-152	62	19	marshall	marshall	PROPN
commonwealth-152	62	20	’s	’s	PART
commonwealth-152	62	21	preelection	preelection	NOUN
commonwealth-152	62	22	polls	poll	NOUN
commonwealth-152	62	23	and	and	CCONJ
commonwealth-152	62	24	who	who	PRON
commonwealth-152	62	25	made	make	VERB
commonwealth-152	62	26	their	their	PRON
commonwealth-152	62	27	final	final	ADJ
commonwealth-152	62	28	decision	decision	NOUN
commonwealth-152	62	29	in	in	ADP
commonwealth-152	62	30	the	the	DET
commonwealth-152	62	31	last	last	ADJ
commonwealth-152	62	32	week	week	NOUN
commonwealth-152	62	33	of	of	ADP
commonwealth-152	62	34	the	the	DET
commonwealth-152	62	35	campaign	campaign	NOUN
commonwealth-152	62	36	did	do	AUX
commonwealth-152	62	37	vote	vote	VERB
commonwealth-152	62	38	for	for	ADP
commonwealth-152	62	39	him	he	PRON
commonwealth-152	62	40	,	,	PUNCT
commonwealth-152	62	41	while	while	SCONJ
commonwealth-152	62	42	only	only	ADV
commonwealth-152	62	43	three	three	NUM
commonwealth-152	62	44	in	in	ADP
commonwealth-152	62	45	four	four	NUM
commonwealth-152	62	46	(	(	PUNCT
commonwealth-152	62	47	74	74	NUM
commonwealth-152	62	48	%	%	NOUN
commonwealth-152	62	49	)	)	PUNCT
commonwealth-152	62	50	who	who	PRON
commonwealth-152	62	51	planned	plan	VERB
commonwealth-152	62	52	to	to	PART
commonwealth-152	62	53	vote	vote	VERB
commonwealth-152	62	54	for	for	ADP
commonwealth-152	62	55	clinton	clinton	PROPN
commonwealth-152	62	56	and	and	CCONJ
commonwealth-152	62	57	made	make	VERB
commonwealth-152	62	58	their	their	PRON
commonwealth-152	62	59	final	final	ADJ
commonwealth-152	62	60	decision	decision	NOUN
commonwealth-152	62	61	in	in	ADP
commonwealth-152	62	62	the	the	DET
commonwealth-152	62	63	last	last	ADJ
commonwealth-152	62	64	week	week	NOUN
commonwealth-152	62	65	of	of	ADP
commonwealth-152	62	66	the	the	DET
commonwealth-152	62	67	campaign	campaign	NOUN
commonwealth-152	62	68	voted	vote	VERB
commonwealth-152	62	69	for	for	ADP
commonwealth-152	62	70	her.8	her.8	PROPN
commonwealth-152	62	71	the	the	DET
commonwealth-152	62	72	other	other	ADJ
commonwealth-152	62	73	sizable	sizable	ADJ
commonwealth-152	62	74	advantage	advantage	NOUN
commonwealth-152	62	75	for	for	ADP
commonwealth-152	62	76	trump	trump	NOUN
commonwealth-152	62	77	came	come	VERB
commonwealth-152	62	78	from	from	ADP
commonwealth-152	62	79	voters	voter	NOUN
commonwealth-152	62	80	who	who	PRON
commonwealth-152	62	81	were	be	AUX
commonwealth-152	62	82	undecided	undecided	ADJ
commonwealth-152	62	83	in	in	ADP
commonwealth-152	62	84	our	our	PRON
commonwealth-152	62	85	pre	pre	ADJ
commonwealth-152	62	86	-	-	ADJ
commonwealth-152	62	87	election	election	ADJ
commonwealth-152	62	88	polls	poll	NOUN
commonwealth-152	62	89	:	:	PUNCT
commonwealth-152	62	90	trump	trump	NOUN
commonwealth-152	62	91	had	have	VERB
commonwealth-152	62	92	a	a	DET
commonwealth-152	62	93	sizable	sizable	ADJ
commonwealth-152	62	94	advantage	advantage	NOUN
commonwealth-152	62	95	whether	whether	SCONJ
commonwealth-152	62	96	these	these	DET
commonwealth-152	62	97	undecided	undecided	ADJ
commonwealth-152	62	98	voters	voter	NOUN
commonwealth-152	62	99	decided	decide	VERB
commonwealth-152	62	100	in	in	ADP
commonwealth-152	62	101	the	the	DET
commonwealth-152	62	102	final	final	ADJ
commonwealth-152	62	103	week	week	NOUN
commonwealth-152	62	104	or	or	CCONJ
commonwealth-152	62	105	earlier.9	earlier.9	PROPN
commonwealth-152	62	106	table	table	NOUN
commonwealth-152	62	107	2	2	NUM
commonwealth-152	62	108	shows	show	VERB
commonwealth-152	62	109	the	the	DET
commonwealth-152	62	110	composition	composition	NOUN
commonwealth-152	62	111	of	of	ADP
commonwealth-152	62	112	presidential	presidential	ADJ
commonwealth-152	62	113	voters	voter	NOUN
commonwealth-152	62	114	preand	preand	VERB
commonwealth-152	62	115	post	post	ADJ
commonwealth-152	62	116	-	-	NOUN
commonwealth-152	62	117	election	election	NOUN
commonwealth-152	62	118	in	in	ADP
commonwealth-152	62	119	pennsylvania	pennsylvania	PROPN
commonwealth-152	62	120	.	.	PUNCT
commonwealth-152	63	1	most	most	ADJ
commonwealth-152	63	2	voters	voter	NOUN
commonwealth-152	63	3	had	have	VERB
commonwealth-152	63	4	consistent	consistent	ADJ
commonwealth-152	63	5	preferences	preference	NOUN
commonwealth-152	63	6	preand	preand	VERB
commonwealth-152	63	7	post	post	ADJ
commonwealth-152	63	8	-	-	NOUN
commonwealth-152	63	9	election	election	NOUN
commonwealth-152	63	10	.	.	PUNCT
commonwealth-152	64	1	trump	trump	NOUN
commonwealth-152	64	2	had	have	VERB
commonwealth-152	64	3	two	two	NUM
commonwealth-152	64	4	major	major	ADJ
commonwealth-152	64	5	advantages	advantage	NOUN
commonwealth-152	64	6	:	:	PUNCT
commonwealth-152	64	7	more	more	ADJ
commonwealth-152	64	8	voters	voter	NOUN
commonwealth-152	64	9	who	who	PRON
commonwealth-152	64	10	supported	support	VERB
commonwealth-152	64	11	clinton	clinton	PROPN
commonwealth-152	64	12	pre	pre	PROPN
commonwealth-152	64	13	-	-	NOUN
commonwealth-152	64	14	election	election	NOUN
commonwealth-152	64	15	moved	move	VERB
commonwealth-152	64	16	away	away	ADV
commonwealth-152	64	17	from	from	ADP
commonwealth-152	64	18	her	she	PRON
commonwealth-152	64	19	than	than	SCONJ
commonwealth-152	64	20	moved	move	VERB
commonwealth-152	64	21	away	away	ADV
commonwealth-152	64	22	from	from	ADP
commonwealth-152	64	23	him	he	PRON
commonwealth-152	64	24	,	,	PUNCT
commonwealth-152	64	25	and	and	CCONJ
commonwealth-152	64	26	more	more	ADJ
commonwealth-152	64	27	voters	voter	NOUN
commonwealth-152	64	28	who	who	PRON
commonwealth-152	64	29	preferred	prefer	VERB
commonwealth-152	64	30	neither	neither	CCONJ
commonwealth-152	64	31	candidate	candidate	NOUN
commonwealth-152	64	32	prior	prior	ADV
commonwealth-152	64	33	to	to	ADP
commonwealth-152	64	34	the	the	DET
commonwealth-152	64	35	election	election	NOUN
commonwealth-152	64	36	voted	vote	VERB
commonwealth-152	64	37	for	for	ADP
commonwealth-152	64	38	trump	trump	NOUN
commonwealth-152	64	39	than	than	ADP
commonwealth-152	64	40	for	for	ADP
commonwealth-152	64	41	clinton	clinton	PROPN
commonwealth-152	64	42	.	.	PUNCT
commonwealth-152	65	1	post	post	ADJ
commonwealth-152	65	2	-	-	ADJ
commonwealth-152	65	3	election	election	ADJ
commonwealth-152	65	4	survey	survey	NOUN
commonwealth-152	65	5	results	result	VERB
commonwealth-152	65	6	:	:	PUNCT
commonwealth-152	65	7	regression	regression	VERB
commonwealth-152	65	8	analysis	analysis	NOUN
commonwealth-152	65	9	a	a	DET
commonwealth-152	65	10	logistic	logistic	ADJ
commonwealth-152	65	11	regression	regression	NOUN
commonwealth-152	65	12	was	be	AUX
commonwealth-152	65	13	performed	perform	VERB
commonwealth-152	65	14	to	to	PART
commonwealth-152	65	15	determine	determine	VERB
commonwealth-152	65	16	the	the	DET
commonwealth-152	65	17	effects	effect	NOUN
commonwealth-152	65	18	of	of	ADP
commonwealth-152	65	19	demographic	demographic	ADJ
commonwealth-152	65	20	characteristics	characteristic	NOUN
commonwealth-152	65	21	(	(	PUNCT
commonwealth-152	65	22	gender	gender	NOUN
commonwealth-152	65	23	,	,	PUNCT
commonwealth-152	65	24	age	age	NOUN
commonwealth-152	65	25	,	,	PUNCT
commonwealth-152	65	26	education	education	NOUN
commonwealth-152	65	27	,	,	PUNCT
commonwealth-152	65	28	race	race	NOUN
commonwealth-152	65	29	,	,	PUNCT
commonwealth-152	65	30	marital	marital	ADJ
commonwealth-152	65	31	status	status	NOUN
commonwealth-152	65	32	,	,	PUNCT
commonwealth-152	65	33	employment	employment	NOUN
commonwealth-152	65	34	,	,	PUNCT
commonwealth-152	65	35	union	union	NOUN
commonwealth-152	65	36	membership	membership	NOUN
commonwealth-152	65	37	,	,	PUNCT
commonwealth-152	65	38	and	and	CCONJ
commonwealth-152	65	39	veteran	veteran	ADJ
commonwealth-152	65	40	status	status	NOUN
commonwealth-152	65	41	)	)	PUNCT
commonwealth-152	65	42	,	,	PUNCT
commonwealth-152	65	43	political	political	ADJ
commonwealth-152	65	44	characteristics	characteristic	NOUN
commonwealth-152	65	45	(	(	PUNCT
commonwealth-152	65	46	partisan	partisan	ADJ
commonwealth-152	65	47	affiliation	affiliation	NOUN
commonwealth-152	65	48	and	and	CCONJ
commonwealth-152	65	49	political	political	ADJ
commonwealth-152	65	50	ideology	ideology	NOUN
commonwealth-152	65	51	)	)	PUNCT
commonwealth-152	65	52	,	,	PUNCT
commonwealth-152	65	53	and	and	CCONJ
commonwealth-152	65	54	attitudinal	attitudinal	ADJ
commonwealth-152	65	55	characteristics	characteristic	NOUN
commonwealth-152	65	56	(	(	PUNCT
commonwealth-152	65	57	obama	obama	PROPN
commonwealth-152	65	58	job	job	NOUN
commonwealth-152	65	59	performance	performance	NOUN
commonwealth-152	65	60	,	,	PUNCT
commonwealth-152	65	61	expected	expect	VERB
commonwealth-152	65	62	future	future	ADJ
commonwealth-152	65	63	financial	financial	ADJ
commonwealth-152	65	64	condition	condition	NOUN
commonwealth-152	65	65	,	,	PUNCT
commonwealth-152	65	66	and	and	CCONJ
commonwealth-152	65	67	direction	direction	NOUN
commonwealth-152	65	68	of	of	ADP
commonwealth-152	65	69	the	the	DET
commonwealth-152	65	70	country	country	NOUN
commonwealth-152	65	71	)	)	PUNCT
commonwealth-152	65	72	on	on	ADP
commonwealth-152	65	73	the	the	DET
commonwealth-152	65	74	likelihood	likelihood	NOUN
commonwealth-152	65	75	that	that	SCONJ
commonwealth-152	65	76	respondents	respondent	NOUN
commonwealth-152	65	77	voted	vote	VERB
commonwealth-152	65	78	for	for	ADP
commonwealth-152	65	79	donald	donald	PROPN
commonwealth-152	65	80	trump	trump	NOUN
commonwealth-152	65	81	for	for	ADP
commonwealth-152	65	82	president	president	NOUN
commonwealth-152	65	83	.	.	PUNCT
commonwealth-152	66	1	the	the	DET
commonwealth-152	66	2	logistic	logistic	ADJ
commonwealth-152	66	3	regression	regression	NOUN
commonwealth-152	66	4	model	model	NOUN
commonwealth-152	66	5	was	be	AUX
commonwealth-152	66	6	statistically	statistically	ADV
commonwealth-152	66	7	significant	significant	ADJ
commonwealth-152	66	8	,	,	PUNCT
commonwealth-152	66	9	χ2(23	χ2(23	NOUN
commonwealth-152	66	10	)	)	PUNCT
commonwealth-152	66	11	=	=	SYM
commonwealth-152	67	1	1456.02	1456.02	NUM
commonwealth-152	67	2	,	,	PUNCT
commonwealth-152	67	3	p	p	X
commonwealth-152	67	4	 	 	SPACE
commonwealth-152	67	5	<	<	X
commonwealth-152	67	6	 	 	SPACE
commonwealth-152	67	7	.0001	.0001	NOUN
commonwealth-152	67	8	.	.	PUNCT
commonwealth-152	68	1	the	the	DET
commonwealth-152	68	2	model	model	NOUN
commonwealth-152	68	3	explained	explain	VERB
commonwealth-152	68	4	82.3	82.3	NUM
commonwealth-152	68	5	%	%	NOUN
commonwealth-152	68	6	(	(	PUNCT
commonwealth-152	68	7	nagelkerke	nagelkerke	NOUN
commonwealth-152	68	8	r2	r2	PROPN
commonwealth-152	68	9	)	)	PUNCT
commonwealth-152	68	10	of	of	ADP
commonwealth-152	68	11	the	the	DET
commonwealth-152	68	12	variance	variance	NOUN
commonwealth-152	68	13	in	in	ADP
commonwealth-152	68	14	presidential	presidential	ADJ
commonwealth-152	68	15	vote	vote	NOUN
commonwealth-152	68	16	choice	choice	NOUN
commonwealth-152	68	17	and	and	CCONJ
commonwealth-152	68	18	correctly	correctly	ADV
commonwealth-152	68	19	classified	classify	VERB
commonwealth-152	68	20	92	92	NUM
commonwealth-152	68	21	%	%	NOUN
commonwealth-152	68	22	of	of	ADP
commonwealth-152	68	23	cases	case	NOUN
commonwealth-152	68	24	.	.	PUNCT
commonwealth-152	69	1	model	model	NOUN
commonwealth-152	69	2	sensitivity	sensitivity	NOUN
commonwealth-152	69	3	was	be	AUX
commonwealth-152	69	4	89.1	89.1	NUM
commonwealth-152	69	5	%	%	NOUN
commonwealth-152	69	6	and	and	CCONJ
commonwealth-152	69	7	model	model	NOUN
commonwealth-152	69	8	specificity	specificity	NOUN
commonwealth-152	69	9	was	be	AUX
commonwealth-152	69	10	92.6	92.6	NUM
commonwealth-152	69	11	%	%	NOUN
commonwealth-152	69	12	.	.	PUNCT
commonwealth-152	70	1	table	table	NOUN
commonwealth-152	70	2	3	3	NUM
commonwealth-152	70	3	provides	provide	VERB
commonwealth-152	70	4	the	the	DET
commonwealth-152	70	5	logistic	logistic	ADJ
commonwealth-152	70	6	regression	regression	NOUN
commonwealth-152	70	7	coefficients	coefficient	NOUN
commonwealth-152	70	8	and	and	CCONJ
commonwealth-152	70	9	confidence	confidence	NOUN
commonwealth-152	70	10	intervals	interval	NOUN
commonwealth-152	70	11	for	for	ADP
commonwealth-152	70	12	the	the	DET
commonwealth-152	70	13	variables	variable	NOUN
commonwealth-152	70	14	in	in	ADP
commonwealth-152	70	15	the	the	DET
commonwealth-152	70	16	model	model	NOUN
commonwealth-152	70	17	.	.	PUNCT
commonwealth-152	71	1	table	table	NOUN
commonwealth-152	71	2	2	2	NUM
commonwealth-152	71	3	.	.	X
commonwealth-152	72	1	change	change	NOUN
commonwealth-152	72	2	in	in	ADP
commonwealth-152	72	3	voter	voter	NOUN
commonwealth-152	72	4	preferences	preference	NOUN
commonwealth-152	72	5	preand	preand	VERB
commonwealth-152	72	6	post	post	ADJ
commonwealth-152	72	7	-	-	NOUN
commonwealth-152	72	8	election	election	NOUN
commonwealth-152	72	9	as	as	ADP
commonwealth-152	72	10	proportion	proportion	NOUN
commonwealth-152	72	11	of	of	ADP
commonwealth-152	72	12	all	all	DET
commonwealth-152	72	13	voters	voter	NOUN
commonwealth-152	72	14	,	,	PUNCT
commonwealth-152	72	15	pennsylvania	pennsylvania	PROPN
commonwealth-152	72	16	2016	2016	NUM
commonwealth-152	72	17	pre	pre	ADJ
commonwealth-152	72	18	-	-	ADJ
commonwealth-152	72	19	election	election	ADJ
commonwealth-152	72	20	preference	preference	NOUN
commonwealth-152	72	21	post	post	ADJ
commonwealth-152	72	22	-	-	ADJ
commonwealth-152	72	23	election	election	ADJ
commonwealth-152	72	24	preference	preference	NOUN
commonwealth-152	72	25	clinton	clinton	PROPN
commonwealth-152	72	26	trump	trump	VERB
commonwealth-152	72	27	neither	neither	DET
commonwealth-152	72	28	clinton	clinton	PROPN
commonwealth-152	72	29	43.5	43.5	NUM
commonwealth-152	72	30	%	%	NOUN
commonwealth-152	72	31	0.6	0.6	NUM
commonwealth-152	72	32	%	%	NOUN
commonwealth-152	72	33	0.2	0.2	NUM
commonwealth-152	72	34	%	%	NOUN
commonwealth-152	72	35	trump	trump	NOUN
commonwealth-152	72	36	—	—	PUNCT
commonwealth-152	72	37	41.5	41.5	NUM
commonwealth-152	72	38	%	%	NOUN
commonwealth-152	72	39	0.2	0.2	NUM
commonwealth-152	72	40	%	%	NOUN
commonwealth-152	72	41	neither	neither	CCONJ
commonwealth-152	72	42	4.2	4.2	NUM
commonwealth-152	72	43	%	%	NOUN
commonwealth-152	72	44	6.7	6.7	NUM
commonwealth-152	72	45	%	%	NOUN
commonwealth-152	72	46	3.3	3.3	NUM
commonwealth-152	72	47	%	%	NOUN
commonwealth-152	72	48	source	source	NOUN
commonwealth-152	72	49	:	:	PUNCT
commonwealth-152	72	50	july	july	PROPN
commonwealth-152	72	51	,	,	PUNCT
commonwealth-152	72	52	august	august	PROPN
commonwealth-152	72	53	,	,	PUNCT
commonwealth-152	72	54	september	september	PROPN
commonwealth-152	72	55	,	,	PUNCT
commonwealth-152	72	56	and	and	CCONJ
commonwealth-152	72	57	october	october	PROPN
commonwealth-152	72	58	2016	2016	NUM
commonwealth-152	72	59	franklin	franklin	PROPN
commonwealth-152	72	60	&	&	CCONJ
commonwealth-152	72	61	marshall	marshall	PROPN
commonwealth-152	72	62	college	college	PROPN
commonwealth-152	72	63	polls	poll	NOUN
commonwealth-152	72	64	.	.	PUNCT
commonwealth-152	73	1	10	10	NUM
commonwealth-152	73	2	berwood	berwood	NOUN
commonwealth-152	73	3	yost	yost	PROPN
commonwealth-152	73	4	,	,	PUNCT
commonwealth-152	73	5	jackie	jackie	PROPN
commonwealth-152	73	6	redman	redman	PROPN
commonwealth-152	73	7	,	,	PUNCT
commonwealth-152	73	8	and	and	CCONJ
commonwealth-152	73	9	scottie	scottie	PROPN
commonwealth-152	73	10	thompson	thompson	PROPN
commonwealth-152	73	11	republicans	republicans	PROPN
commonwealth-152	73	12	were	be	AUX
commonwealth-152	73	13	more	more	ADV
commonwealth-152	73	14	likely	likely	ADJ
commonwealth-152	73	15	to	to	PART
commonwealth-152	73	16	vote	vote	VERB
commonwealth-152	73	17	for	for	ADP
commonwealth-152	73	18	trump	trump	NOUN
commonwealth-152	73	19	than	than	SCONJ
commonwealth-152	73	20	were	be	AUX
commonwealth-152	73	21	democrats	democrat	NOUN
commonwealth-152	73	22	,	,	PUNCT
commonwealth-152	73	23	and	and	CCONJ
commonwealth-152	73	24	conservatives	conservative	NOUN
commonwealth-152	73	25	were	be	AUX
commonwealth-152	73	26	more	more	ADV
commonwealth-152	73	27	likely	likely	ADJ
commonwealth-152	73	28	to	to	PART
commonwealth-152	73	29	vote	vote	VERB
commonwealth-152	73	30	for	for	ADP
commonwealth-152	73	31	trump	trump	NOUN
commonwealth-152	73	32	than	than	SCONJ
commonwealth-152	73	33	were	be	AUX
commonwealth-152	73	34	liberals	liberal	NOUN
commonwealth-152	73	35	.	.	PUNCT
commonwealth-152	74	1	moderates	moderate	NOUN
commonwealth-152	74	2	were	be	AUX
commonwealth-152	74	3	also	also	ADV
commonwealth-152	74	4	less	less	ADV
commonwealth-152	74	5	likely	likely	ADJ
commonwealth-152	74	6	than	than	SCONJ
commonwealth-152	74	7	conservatives	conservative	NOUN
commonwealth-152	74	8	to	to	PART
commonwealth-152	74	9	vote	vote	VERB
commonwealth-152	74	10	for	for	ADP
commonwealth-152	74	11	trump	trump	NOUN
commonwealth-152	74	12	.	.	PUNCT
commonwealth-152	75	1	educational	educational	ADJ
commonwealth-152	75	2	attainment	attainment	NOUN
commonwealth-152	75	3	also	also	ADV
commonwealth-152	75	4	predicted	predict	VERB
commonwealth-152	75	5	vote	vote	NOUN
commonwealth-152	75	6	choice	choice	NOUN
commonwealth-152	75	7	:	:	PUNCT
commonwealth-152	75	8	those	those	PRON
commonwealth-152	75	9	with	with	ADP
commonwealth-152	75	10	a	a	DET
commonwealth-152	75	11	high	high	ADJ
commonwealth-152	75	12	school	school	NOUN
commonwealth-152	75	13	degree	degree	NOUN
commonwealth-152	75	14	or	or	CCONJ
commonwealth-152	75	15	less	less	ADJ
commonwealth-152	75	16	and	and	CCONJ
commonwealth-152	75	17	those	those	PRON
commonwealth-152	75	18	who	who	PRON
commonwealth-152	75	19	attended	attend	VERB
commonwealth-152	75	20	some	some	DET
commonwealth-152	75	21	college	college	NOUN
commonwealth-152	75	22	were	be	AUX
commonwealth-152	75	23	more	more	ADV
commonwealth-152	75	24	likely	likely	ADJ
commonwealth-152	75	25	to	to	PART
commonwealth-152	75	26	vote	vote	VERB
commonwealth-152	75	27	for	for	ADP
commonwealth-152	75	28	trump	trump	NOUN
commonwealth-152	75	29	than	than	SCONJ
commonwealth-152	75	30	were	be	AUX
commonwealth-152	75	31	college	college	NOUN
commonwealth-152	75	32	graduates	graduate	NOUN
commonwealth-152	75	33	.	.	PUNCT
commonwealth-152	76	1	those	those	PRON
commonwealth-152	76	2	who	who	PRON
commonwealth-152	76	3	believed	believe	VERB
commonwealth-152	76	4	the	the	DET
commonwealth-152	76	5	united	united	PROPN
commonwealth-152	76	6	states	states	PROPN
commonwealth-152	76	7	is	be	AUX
commonwealth-152	76	8	on	on	ADP
commonwealth-152	76	9	the	the	DET
commonwealth-152	76	10	wrong	wrong	ADJ
commonwealth-152	76	11	track	track	NOUN
commonwealth-152	76	12	were	be	AUX
commonwealth-152	76	13	more	more	ADV
commonwealth-152	76	14	likely	likely	ADJ
commonwealth-152	76	15	to	to	PART
commonwealth-152	76	16	vote	vote	VERB
commonwealth-152	76	17	for	for	ADP
commonwealth-152	76	18	trump	trump	NOUN
commonwealth-152	76	19	,	,	PUNCT
commonwealth-152	76	20	and	and	CCONJ
commonwealth-152	76	21	those	those	PRON
commonwealth-152	76	22	who	who	PRON
commonwealth-152	76	23	believed	believe	VERB
commonwealth-152	76	24	obama	obama	PROPN
commonwealth-152	76	25	was	be	AUX
commonwealth-152	76	26	doing	do	VERB
commonwealth-152	76	27	a	a	DET
commonwealth-152	76	28	poor	poor	ADJ
commonwealth-152	76	29	job	job	NOUN
commonwealth-152	76	30	as	as	SCONJ
commonwealth-152	76	31	president	president	NOUN
commonwealth-152	76	32	were	be	AUX
commonwealth-152	76	33	more	more	ADV
commonwealth-152	76	34	likely	likely	ADJ
commonwealth-152	76	35	to	to	PART
commonwealth-152	76	36	vote	vote	VERB
commonwealth-152	76	37	for	for	ADP
commonwealth-152	76	38	trump	trump	NOUN
commonwealth-152	76	39	.	.	PUNCT
commonwealth-152	76	40	table	table	NOUN
commonwealth-152	76	41	3	3	NUM
commonwealth-152	76	42	.	.	PUNCT
commonwealth-152	76	43	logistic	logistic	ADJ
commonwealth-152	76	44	regression	regression	NOUN
commonwealth-152	76	45	model	model	NOUN
commonwealth-152	76	46	for	for	ADP
commonwealth-152	76	47	trump	trump	NOUN
commonwealth-152	76	48	preference	preference	NOUN
commonwealth-152	76	49	,	,	PUNCT
commonwealth-152	76	50	pennsylvania	pennsylvania	PROPN
commonwealth-152	76	51	2016	2016	NUM
commonwealth-152	76	52	dependent	dependent	ADJ
commonwealth-152	76	53	variable	variable	NOUN
commonwealth-152	76	54	:	:	PUNCT
commonwealth-152	76	55	probability	probability	NOUN
commonwealth-152	76	56	voting	voting	NOUN
commonwealth-152	76	57	for	for	ADP
commonwealth-152	76	58	trump	trump	NOUN
commonwealth-152	76	59	party	party	NOUN
commonwealth-152	76	60	independent	independent	ADJ
commonwealth-152	76	61	0.134	0.134	NUM
commonwealth-152	76	62	(	(	PUNCT
commonwealth-152	76	63	–	–	PUNCT
commonwealth-152	76	64	0.566	0.566	NUM
commonwealth-152	76	65	,	,	PUNCT
commonwealth-152	76	66	0.834	0.834	NUM
commonwealth-152	76	67	)	)	PUNCT
commonwealth-152	76	68	party	party	NOUN
commonwealth-152	76	69	republican	republican	NOUN
commonwealth-152	76	70	1.616	1.616	NUM
commonwealth-152	76	71	*	*	PUNCT
commonwealth-152	76	72	*	*	PUNCT
commonwealth-152	76	73	*	*	PUNCT
commonwealth-152	76	74	(	(	PUNCT
commonwealth-152	76	75	1.116	1.116	NUM
commonwealth-152	76	76	,	,	PUNCT
commonwealth-152	76	77	2.116	2.116	NUM
commonwealth-152	76	78	)	)	PUNCT
commonwealth-152	76	79	male	male	NOUN
commonwealth-152	76	80	0.300	0.300	NUM
commonwealth-152	76	81	(	(	PUNCT
commonwealth-152	76	82	–	–	PUNCT
commonwealth-152	76	83	0.162	0.162	NUM
commonwealth-152	76	84	,	,	PUNCT
commonwealth-152	76	85	0.761	0.761	NUM
commonwealth-152	76	86	)	)	PUNCT
commonwealth-152	76	87	over	over	ADP
commonwealth-152	76	88	55	55	NUM
commonwealth-152	76	89	–	–	PUNCT
commonwealth-152	76	90	0.239	0.239	NUM
commonwealth-152	76	91	(	(	PUNCT
commonwealth-152	76	92	–	–	PUNCT
commonwealth-152	76	93	0.830	0.830	NUM
commonwealth-152	76	94	,	,	PUNCT
commonwealth-152	76	95	0.351	0.351	NUM
commonwealth-152	76	96	)	)	PUNCT
commonwealth-152	76	97	under	under	ADP
commonwealth-152	76	98	35	35	NUM
commonwealth-152	76	99	–	–	PUNCT
commonwealth-152	76	100	0.624	0.624	NUM
commonwealth-152	76	101	(	(	PUNCT
commonwealth-152	76	102	–	–	PUNCT
commonwealth-152	76	103	1.490	1.490	NUM
commonwealth-152	76	104	,	,	PUNCT
commonwealth-152	76	105	0.243	0.243	NUM
commonwealth-152	76	106	)	)	PUNCT
commonwealth-152	76	107	white	white	NOUN
commonwealth-152	76	108	0.479	0.479	NUM
commonwealth-152	76	109	(	(	PUNCT
commonwealth-152	76	110	–	–	PUNCT
commonwealth-152	76	111	0.507	0.507	NUM
commonwealth-152	76	112	,	,	PUNCT
commonwealth-152	76	113	1.466	1.466	NUM
commonwealth-152	76	114	)	)	PUNCT
commonwealth-152	76	115	high	high	ADJ
commonwealth-152	76	116	school	school	NOUN
commonwealth-152	76	117	or	or	CCONJ
commonwealth-152	76	118	less	less	ADJ
commonwealth-152	76	119	1.238	1.238	NUM
commonwealth-152	76	120	*	*	PUNCT
commonwealth-152	76	121	*	*	PUNCT
commonwealth-152	76	122	*	*	PUNCT
commonwealth-152	76	123	(	(	PUNCT
commonwealth-152	76	124	0.654	0.654	NUM
commonwealth-152	76	125	,	,	PUNCT
commonwealth-152	76	126	1.822	1.822	NUM
commonwealth-152	76	127	)	)	PUNCT
commonwealth-152	76	128	some	some	DET
commonwealth-152	76	129	college	college	NOUN
commonwealth-152	76	130	0.877	0.877	NUM
commonwealth-152	76	131	*	*	PUNCT
commonwealth-152	76	132	*	*	PUNCT
commonwealth-152	77	1	*	*	PUNCT
commonwealth-152	77	2	(	(	PUNCT
commonwealth-152	77	3	0.363	0.363	NUM
commonwealth-152	77	4	,	,	PUNCT
commonwealth-152	77	5	1.391	1.391	NUM
commonwealth-152	77	6	)	)	PUNCT
commonwealth-152	77	7	liberal	liberal	ADJ
commonwealth-152	77	8	–	–	PUNCT
commonwealth-152	77	9	1.758	1.758	NUM
commonwealth-152	77	10	*	*	PUNCT
commonwealth-152	77	11	*	*	PUNCT
commonwealth-152	77	12	*	*	PUNCT
commonwealth-152	77	13	(	(	PUNCT
commonwealth-152	77	14	–	–	PUNCT
commonwealth-152	77	15	2.460	2.460	NUM
commonwealth-152	77	16	,	,	PUNCT
commonwealth-152	77	17	–	–	PUNCT
commonwealth-152	77	18	1.057	1.057	NUM
commonwealth-152	77	19	)	)	PUNCT
commonwealth-152	77	20	moderate	moderate	ADJ
commonwealth-152	77	21	–	–	PUNCT
commonwealth-152	77	22	0.760	0.760	NUM
commonwealth-152	77	23	*	*	PUNCT
commonwealth-152	77	24	*	*	PUNCT
commonwealth-152	77	25	*	*	PUNCT
commonwealth-152	77	26	(	(	PUNCT
commonwealth-152	77	27	–	–	PUNCT
commonwealth-152	77	28	1.218	1.218	NUM
commonwealth-152	77	29	,	,	PUNCT
commonwealth-152	77	30	–	–	PUNCT
commonwealth-152	77	31	0.301	0.301	NUM
commonwealth-152	77	32	)	)	PUNCT
commonwealth-152	77	33	urban	urban	ADJ
commonwealth-152	77	34	county	county	NOUN
commonwealth-152	77	35	–	–	PUNCT
commonwealth-152	77	36	0.193	0.193	NUM
commonwealth-152	77	37	(	(	PUNCT
commonwealth-152	77	38	–	–	PUNCT
commonwealth-152	77	39	0.702	0.702	NUM
commonwealth-152	77	40	,	,	PUNCT
commonwealth-152	77	41	0.317	0.317	NUM
commonwealth-152	77	42	)	)	PUNCT
commonwealth-152	77	43	not	not	PART
commonwealth-152	77	44	married	marry	VERB
commonwealth-152	77	45	0.299	0.299	NUM
commonwealth-152	77	46	(	(	PUNCT
commonwealth-152	77	47	–	–	PUNCT
commonwealth-152	77	48	0.291	0.291	NUM
commonwealth-152	77	49	,	,	PUNCT
commonwealth-152	77	50	0.890	0.890	NUM
commonwealth-152	77	51	)	)	PUNCT
commonwealth-152	77	52	single	single	ADJ
commonwealth-152	77	53	,	,	PUNCT
commonwealth-152	77	54	never	never	ADV
commonwealth-152	77	55	married	marry	VERB
commonwealth-152	77	56	0.336	0.336	NUM
commonwealth-152	77	57	(	(	PUNCT
commonwealth-152	77	58	–	–	PUNCT
commonwealth-152	77	59	0.361	0.361	NUM
commonwealth-152	77	60	,	,	PUNCT
commonwealth-152	77	61	1.032	1.032	NUM
commonwealth-152	77	62	)	)	PUNCT
commonwealth-152	77	63	not	not	PART
commonwealth-152	77	64	retired	retire	VERB
commonwealth-152	77	65	or	or	CCONJ
commonwealth-152	77	66	employed	employ	VERB
commonwealth-152	77	67	–	–	PUNCT
commonwealth-152	77	68	0.375	0.375	NUM
commonwealth-152	77	69	(	(	PUNCT
commonwealth-152	77	70	–	–	PUNCT
commonwealth-152	77	71	0.968	0.968	NUM
commonwealth-152	77	72	,	,	PUNCT
commonwealth-152	77	73	0.218	0.218	NUM
commonwealth-152	77	74	)	)	PUNCT
commonwealth-152	77	75	retired	retire	VERB
commonwealth-152	77	76	0.300	0.300	NUM
commonwealth-152	77	77	(	(	PUNCT
commonwealth-152	77	78	–	–	PUNCT
commonwealth-152	77	79	0.262	0.262	NUM
commonwealth-152	77	80	,	,	PUNCT
commonwealth-152	77	81	0.863	0.863	NUM
commonwealth-152	77	82	)	)	PUNCT
commonwealth-152	77	83	united	united	PROPN
commonwealth-152	77	84	states	state	NOUN
commonwealth-152	77	85	on	on	ADP
commonwealth-152	77	86	wrong	wrong	ADJ
commonwealth-152	77	87	track	track	NOUN
commonwealth-152	77	88	1.120	1.120	NUM
commonwealth-152	77	89	*	*	PUNCT
commonwealth-152	77	90	*	*	PUNCT
commonwealth-152	77	91	*	*	PUNCT
commonwealth-152	77	92	(	(	PUNCT
commonwealth-152	77	93	0.515	0.515	NUM
commonwealth-152	77	94	,	,	PUNCT
commonwealth-152	77	95	1.726	1.726	NUM
commonwealth-152	77	96	)	)	PUNCT
commonwealth-152	77	97	obama	obama	PROPN
commonwealth-152	77	98	poor	poor	ADJ
commonwealth-152	77	99	job	job	NOUN
commonwealth-152	77	100	3.597	3.597	NUM
commonwealth-152	77	101	*	*	PUNCT
commonwealth-152	77	102	*	*	PUNCT
commonwealth-152	77	103	*	*	PUNCT
commonwealth-152	77	104	(	(	PUNCT
commonwealth-152	77	105	2.951	2.951	NUM
commonwealth-152	77	106	,	,	PUNCT
commonwealth-152	77	107	4.244	4.244	NUM
commonwealth-152	77	108	)	)	PUNCT
commonwealth-152	77	109	obama	obama	PROPN
commonwealth-152	77	110	excellent	excellent	ADJ
commonwealth-152	77	111	job	job	NOUN
commonwealth-152	77	112	–	–	PUNCT
commonwealth-152	77	113	1.520	1.520	NUM
commonwealth-152	77	114	*	*	SYM
commonwealth-152	77	115	*	*	PUNCT
commonwealth-152	77	116	(	(	PUNCT
commonwealth-152	77	117	–	–	PUNCT
commonwealth-152	77	118	3.009	3.009	NUM
commonwealth-152	77	119	,	,	PUNCT
commonwealth-152	77	120	–	–	PUNCT
commonwealth-152	77	121	0.031	0.031	NUM
commonwealth-152	77	122	)	)	PUNCT
commonwealth-152	77	123	obama	obama	PROPN
commonwealth-152	77	124	fair	fair	ADJ
commonwealth-152	77	125	job	job	NOUN
commonwealth-152	77	126	1.804	1.804	NUM
commonwealth-152	77	127	*	*	PUNCT
commonwealth-152	77	128	*	*	PUNCT
commonwealth-152	77	129	*	*	PUNCT
commonwealth-152	77	130	(	(	PUNCT
commonwealth-152	77	131	1.220	1.220	NUM
commonwealth-152	77	132	,	,	PUNCT
commonwealth-152	77	133	2.388	2.388	NUM
commonwealth-152	77	134	)	)	PUNCT
commonwealth-152	77	135	better	well	ADJ
commonwealth-152	77	136	finances	finance	NOUN
commonwealth-152	77	137	next	next	ADJ
commonwealth-152	77	138	year	year	NOUN
commonwealth-152	77	139	0.402	0.402	NUM
commonwealth-152	77	140	(	(	PUNCT
commonwealth-152	77	141	–	–	PUNCT
commonwealth-152	77	142	0.150	0.150	NUM
commonwealth-152	77	143	,	,	PUNCT
commonwealth-152	77	144	0.955	0.955	NUM
commonwealth-152	77	145	)	)	PUNCT
commonwealth-152	77	146	worse	bad	ADJ
commonwealth-152	77	147	finances	finance	NOUN
commonwealth-152	77	148	next	next	ADJ
commonwealth-152	77	149	year	year	NOUN
commonwealth-152	77	150	0.074	0.074	NUM
commonwealth-152	77	151	(	(	PUNCT
commonwealth-152	77	152	–	–	PUNCT
commonwealth-152	77	153	0.568	0.568	NUM
commonwealth-152	77	154	,	,	PUNCT
commonwealth-152	77	155	0.716	0.716	NUM
commonwealth-152	77	156	)	)	PUNCT
commonwealth-152	77	157	labor	labor	NOUN
commonwealth-152	77	158	union	union	NOUN
commonwealth-152	77	159	household	household	NOUN
commonwealth-152	77	160	–	–	PUNCT
commonwealth-152	77	161	0.169	0.169	NUM
commonwealth-152	77	162	(	(	PUNCT
commonwealth-152	77	163	–	–	PUNCT
commonwealth-152	77	164	0.715	0.715	NUM
commonwealth-152	77	165	,	,	PUNCT
commonwealth-152	77	166	0.377	0.377	NUM
commonwealth-152	77	167	)	)	PUNCT
commonwealth-152	77	168	veteran	veteran	NOUN
commonwealth-152	77	169	–	–	PUNCT
commonwealth-152	77	170	0.278	0.278	NUM
commonwealth-152	77	171	(	(	PUNCT
commonwealth-152	77	172	–	–	PUNCT
commonwealth-152	77	173	0.877	0.877	NUM
commonwealth-152	77	174	,	,	PUNCT
commonwealth-152	77	175	0.321	0.321	NUM
commonwealth-152	77	176	)	)	PUNCT
commonwealth-152	77	177	constant	constant	ADJ
commonwealth-152	77	178	–	–	PUNCT
commonwealth-152	77	179	3.797	3.797	NUM
commonwealth-152	77	180	*	*	PUNCT
commonwealth-152	77	181	*	*	PUNCT
commonwealth-152	77	182	*	*	PUNCT
commonwealth-152	77	183	(	(	PUNCT
commonwealth-152	77	184	–	–	PUNCT
commonwealth-152	77	185	5.203	5.203	NUM
commonwealth-152	77	186	,	,	PUNCT
commonwealth-152	77	187	–	–	PUNCT
commonwealth-152	77	188	2.392	2.392	NUM
commonwealth-152	77	189	)	)	PUNCT
commonwealth-152	77	190	observations	observation	NOUN
commonwealth-152	77	191	1,556	1,556	NUM
commonwealth-152	77	192	log	log	NOUN
commonwealth-152	77	193	likelihood	likelihood	NOUN
commonwealth-152	77	194	–	–	PUNCT
commonwealth-152	78	1	314.399	314.399	NUM
commonwealth-152	78	2	akaike	akaike	PROPN
commonwealth-152	78	3	inf	inf	PROPN
commonwealth-152	78	4	.	.	PUNCT
commonwealth-152	78	5	crit	crit	PROPN
commonwealth-152	78	6	.	.	PUNCT
commonwealth-152	79	1	676.798	676.798	NUM
commonwealth-152	79	2	note	note	NOUN
commonwealth-152	79	3	:	:	PUNCT
commonwealth-152	79	4	*	*	PUNCT
commonwealth-152	79	5	p	p	X
commonwealth-152	79	6	<	<	X
commonwealth-152	79	7	0.1	0.1	NUM
commonwealth-152	79	8	;	;	PUNCT
commonwealth-152	79	9	*	*	PUNCT
commonwealth-152	79	10	*	*	PUNCT
commonwealth-152	79	11	p	p	X
commonwealth-152	79	12	<	<	X
commonwealth-152	79	13	0.05	0.05	NUM
commonwealth-152	79	14	;	;	PUNCT
commonwealth-152	79	15	*	*	PUNCT
commonwealth-152	79	16	*	*	PUNCT
commonwealth-152	79	17	*	*	PUNCT
commonwealth-152	79	18	p	p	X
commonwealth-152	79	19	<	<	X
commonwealth-152	79	20	0.01	0.01	NUM
commonwealth-152	79	21	source	source	NOUN
commonwealth-152	79	22	:	:	PUNCT
commonwealth-152	79	23	july	july	PROPN
commonwealth-152	79	24	,	,	PUNCT
commonwealth-152	79	25	august	august	PROPN
commonwealth-152	79	26	,	,	PUNCT
commonwealth-152	79	27	september	september	PROPN
commonwealth-152	79	28	,	,	PUNCT
commonwealth-152	79	29	and	and	CCONJ
commonwealth-152	79	30	october	october	PROPN
commonwealth-152	79	31	2016	2016	NUM
commonwealth-152	79	32	franklin	franklin	PROPN
commonwealth-152	79	33	&	&	CCONJ
commonwealth-152	79	34	marshall	marshall	PROPN
commonwealth-152	79	35	college	college	NOUN
commonwealth-152	79	36	polls	poll	NOUN
commonwealth-152	79	37	.	.	PUNCT
commonwealth-152	80	1	the	the	DET
commonwealth-152	80	2	2016	2016	NUM
commonwealth-152	80	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	80	4	presidential	presidential	PROPN
commonwealth-152	80	5	and	and	CCONJ
commonwealth-152	80	6	u.s	u.s	PROPN
commonwealth-152	80	7	.	.	PROPN
commonwealth-152	80	8	senate	senate	PROPN
commonwealth-152	80	9	elections	election	NOUN
commonwealth-152	80	10	11	11	NUM
commonwealth-152	80	11	comparison	comparison	NOUN
commonwealth-152	80	12	with	with	ADP
commonwealth-152	80	13	2012	2012	NUM
commonwealth-152	80	14	by	by	ADP
commonwealth-152	80	15	county	county	NOUN
commonwealth-152	80	16	there	there	PRON
commonwealth-152	80	17	were	be	VERB
commonwealth-152	80	18	strong	strong	ADJ
commonwealth-152	80	19	and	and	CCONJ
commonwealth-152	80	20	consequential	consequential	ADJ
commonwealth-152	80	21	regional	regional	ADJ
commonwealth-152	80	22	differences	difference	NOUN
commonwealth-152	80	23	in	in	ADP
commonwealth-152	80	24	the	the	DET
commonwealth-152	80	25	presidential	presidential	ADJ
commonwealth-152	80	26	election	election	NOUN
commonwealth-152	80	27	results	result	NOUN
commonwealth-152	80	28	in	in	ADP
commonwealth-152	80	29	pennsylvania	pennsylvania	PROPN
commonwealth-152	80	30	.	.	PUNCT
commonwealth-152	81	1	hillary	hillary	PROPN
commonwealth-152	81	2	clinton	clinton	PROPN
commonwealth-152	81	3	outperformed	outperform	VERB
commonwealth-152	81	4	barack	barack	PROPN
commonwealth-152	81	5	obama	obama	PROPN
commonwealth-152	81	6	’s	’s	PART
commonwealth-152	81	7	vote	vote	NOUN
commonwealth-152	81	8	totals	total	NOUN
commonwealth-152	81	9	in	in	ADP
commonwealth-152	81	10	nonrural	nonrural	ADJ
commonwealth-152	81	11	counties	county	NOUN
commonwealth-152	81	12	by	by	ADP
commonwealth-152	81	13	18,789	18,789	NUM
commonwealth-152	81	14	votes	vote	NOUN
commonwealth-152	81	15	,	,	PUNCT
commonwealth-152	81	16	but	but	CCONJ
commonwealth-152	81	17	underperformed	underperform	VERB
commonwealth-152	81	18	his	his	PRON
commonwealth-152	81	19	vote	vote	NOUN
commonwealth-152	81	20	totals	total	NOUN
commonwealth-152	81	21	by	by	ADP
commonwealth-152	81	22	82,606	82,606	NUM
commonwealth-152	81	23	votes	vote	NOUN
commonwealth-152	81	24	in	in	ADP
commonwealth-152	81	25	the	the	DET
commonwealth-152	81	26	state	state	NOUN
commonwealth-152	81	27	’s	’s	PART
commonwealth-152	81	28	rural	rural	ADJ
commonwealth-152	81	29	counties	county	NOUN
commonwealth-152	81	30	.	.	PUNCT
commonwealth-152	82	1	these	these	DET
commonwealth-152	82	2	stark	stark	ADJ
commonwealth-152	82	3	differences	difference	NOUN
commonwealth-152	82	4	in	in	ADP
commonwealth-152	82	5	voter	voter	NOUN
commonwealth-152	82	6	preference	preference	NOUN
commonwealth-152	82	7	are	be	AUX
commonwealth-152	82	8	evident	evident	ADJ
commonwealth-152	82	9	regionally	regionally	ADV
commonwealth-152	82	10	.	.	PUNCT
commonwealth-152	83	1	clinton	clinton	PROPN
commonwealth-152	83	2	outperformed	outperform	VERB
commonwealth-152	83	3	obama	obama	NOUN
commonwealth-152	83	4	by	by	ADP
commonwealth-152	83	5	52,258	52,258	NUM
commonwealth-152	83	6	votes	vote	NOUN
commonwealth-152	83	7	in	in	ADP
commonwealth-152	83	8	the	the	DET
commonwealth-152	83	9	southeast	southeast	NOUN
commonwealth-152	83	10	and	and	CCONJ
commonwealth-152	83	11	by	by	ADP
commonwealth-152	83	12	14,930	14,930	NUM
commonwealth-152	83	13	votes	vote	NOUN
commonwealth-152	83	14	in	in	ADP
commonwealth-152	83	15	allegheny	allegheny	PROPN
commonwealth-152	83	16	county	county	NOUN
commonwealth-152	83	17	,	,	PUNCT
commonwealth-152	83	18	but	but	CCONJ
commonwealth-152	83	19	underperformed	underperform	VERB
commonwealth-152	83	20	his	his	PRON
commonwealth-152	83	21	vote	vote	NOUN
commonwealth-152	83	22	in	in	ADP
commonwealth-152	83	23	all	all	DET
commonwealth-152	83	24	other	other	ADJ
commonwealth-152	83	25	parts	part	NOUN
commonwealth-152	83	26	of	of	ADP
commonwealth-152	83	27	the	the	DET
commonwealth-152	83	28	state	state	NOUN
commonwealth-152	83	29	:	:	PUNCT
commonwealth-152	83	30	central	central	ADJ
commonwealth-152	83	31	(	(	PUNCT
commonwealth-152	83	32	34,419	34,419	NUM
commonwealth-152	83	33	)	)	PUNCT
commonwealth-152	83	34	,	,	PUNCT
commonwealth-152	83	35	northwest	northwest	X
commonwealth-152	83	36	(	(	PUNCT
commonwealth-152	83	37	34,072	34,072	NUM
commonwealth-152	83	38	)	)	PUNCT
commonwealth-152	83	39	,	,	PUNCT
commonwealth-152	83	40	northeast	northeast	ADV
commonwealth-152	83	41	(	(	PUNCT
commonwealth-152	83	42	29,351	29,351	NUM
commonwealth-152	83	43	)	)	PUNCT
commonwealth-152	83	44	,	,	PUNCT
commonwealth-152	83	45	southwest	southwest	NOUN
commonwealth-152	83	46	(	(	PUNCT
commonwealth-152	83	47	28,382	28,382	NUM
commonwealth-152	83	48	)	)	PUNCT
commonwealth-152	83	49	,	,	PUNCT
commonwealth-152	83	50	and	and	CCONJ
commonwealth-152	83	51	philadelphia	philadelphia	PROPN
commonwealth-152	83	52	(	(	PUNCT
commonwealth-152	83	53	4,781	4,781	NUM
commonwealth-152	83	54	)	)	PUNCT
commonwealth-152	83	55	.	.	PUNCT
commonwealth-152	84	1	only	only	ADV
commonwealth-152	84	2	11	11	NUM
commonwealth-152	84	3	of	of	ADP
commonwealth-152	84	4	the	the	DET
commonwealth-152	84	5	state	state	NOUN
commonwealth-152	84	6	’s	’s	PART
commonwealth-152	84	7	67	67	NUM
commonwealth-152	84	8	counties	county	NOUN
commonwealth-152	84	9	yielded	yield	VERB
commonwealth-152	84	10	more	more	ADJ
commonwealth-152	84	11	votes	vote	NOUN
commonwealth-152	84	12	for	for	ADP
commonwealth-152	84	13	the	the	DET
commonwealth-152	84	14	democratic	democratic	ADJ
commonwealth-152	84	15	presidential	presidential	ADJ
commonwealth-152	84	16	candidate	candidate	NOUN
commonwealth-152	84	17	in	in	ADP
commonwealth-152	84	18	2016	2016	NUM
commonwealth-152	84	19	than	than	ADP
commonwealth-152	84	20	2012	2012	NUM
commonwealth-152	84	21	.	.	PUNCT
commonwealth-152	85	1	figure	figure	VERB
commonwealth-152	85	2	4	4	NUM
commonwealth-152	85	3	presents	present	VERB
commonwealth-152	85	4	the	the	DET
commonwealth-152	85	5	county	county	NOUN
commonwealth-152	85	6	-	-	PUNCT
commonwealth-152	85	7	level	level	NOUN
commonwealth-152	85	8	changes	change	NOUN
commonwealth-152	85	9	in	in	ADP
commonwealth-152	85	10	support	support	NOUN
commonwealth-152	85	11	for	for	ADP
commonwealth-152	85	12	the	the	DET
commonwealth-152	85	13	democratic	democratic	ADJ
commonwealth-152	85	14	presidential	presidential	ADJ
commonwealth-152	85	15	candidate	candidate	NOUN
commonwealth-152	85	16	in	in	ADP
commonwealth-152	85	17	pennsylvania	pennsylvania	PROPN
commonwealth-152	85	18	between	between	ADP
commonwealth-152	85	19	2012	2012	NUM
commonwealth-152	85	20	and	and	CCONJ
commonwealth-152	85	21	2016	2016	NUM
commonwealth-152	85	22	.	.	PUNCT
commonwealth-152	86	1	the	the	DET
commonwealth-152	86	2	counties	county	NOUN
commonwealth-152	86	3	in	in	ADP
commonwealth-152	86	4	figure	figure	NOUN
commonwealth-152	86	5	4	4	NUM
commonwealth-152	86	6	are	be	AUX
commonwealth-152	86	7	colorcoded	colorcode	VERB
commonwealth-152	86	8	by	by	ADP
commonwealth-152	86	9	geographic	geographic	ADJ
commonwealth-152	86	10	region.10	region.10	ADJ
commonwealth-152	86	11	figure	figure	NOUN
commonwealth-152	86	12	4	4	NUM
commonwealth-152	86	13	.	.	PUNCT
commonwealth-152	87	1	change	change	NOUN
commonwealth-152	87	2	in	in	ADP
commonwealth-152	87	3	county	county	NOUN
commonwealth-152	87	4	presidential	presidential	ADJ
commonwealth-152	87	5	votes	vote	NOUN
commonwealth-152	87	6	,	,	PUNCT
commonwealth-152	87	7	pennsylvania	pennsylvania	NOUN
commonwealth-152	87	8	,	,	PUNCT
commonwealth-152	87	9	2012	2012	NUM
commonwealth-152	87	10	and	and	CCONJ
commonwealth-152	87	11	2016	2016	NUM
commonwealth-152	87	12	.	.	PUNCT
commonwealth-152	88	1	counties	county	NOUN
commonwealth-152	88	2	are	be	AUX
commonwealth-152	88	3	color	color	NOUN
commonwealth-152	88	4	-	-	PUNCT
commonwealth-152	88	5	coded	code	VERB
commonwealth-152	88	6	by	by	ADP
commonwealth-152	88	7	geographic	geographic	ADJ
commonwealth-152	88	8	region	region	NOUN
commonwealth-152	88	9	.	.	PUNCT
commonwealth-152	89	1	(	(	PUNCT
commonwealth-152	89	2	compiled	compile	VERB
commonwealth-152	89	3	and	and	CCONJ
commonwealth-152	89	4	created	create	VERB
commonwealth-152	89	5	by	by	ADP
commonwealth-152	89	6	the	the	DET
commonwealth-152	89	7	authors	author	NOUN
commonwealth-152	89	8	using	use	VERB
commonwealth-152	89	9	data	datum	NOUN
commonwealth-152	89	10	downloaded	download	VERB
commonwealth-152	89	11	from	from	ADP
commonwealth-152	89	12	the	the	DET
commonwealth-152	89	13	pennsylvania	pennsylvania	PROPN
commonwealth-152	89	14	department	department	PROPN
commonwealth-152	89	15	of	of	ADP
commonwealth-152	89	16	state	state	PROPN
commonwealth-152	89	17	website	website	NOUN
commonwealth-152	89	18	,	,	PUNCT
commonwealth-152	89	19	january	january	PROPN
commonwealth-152	89	20	24	24	NUM
commonwealth-152	89	21	,	,	PUNCT
commonwealth-152	89	22	2017	2017	NUM
commonwealth-152	89	23	.	.	PUNCT
commonwealth-152	89	24	)	)	PUNCT
commonwealth-152	90	1	12	12	NUM
commonwealth-152	90	2	berwood	berwood	NOUN
commonwealth-152	90	3	yost	yost	PROPN
commonwealth-152	90	4	,	,	PUNCT
commonwealth-152	90	5	jackie	jackie	PROPN
commonwealth-152	90	6	redman	redman	PROPN
commonwealth-152	90	7	,	,	PUNCT
commonwealth-152	90	8	and	and	CCONJ
commonwealth-152	90	9	scottie	scottie	PROPN
commonwealth-152	90	10	thompson	thompson	PROPN
commonwealth-152	90	11	the	the	DET
commonwealth-152	90	12	u.s	u.s	PROPN
commonwealth-152	90	13	.	.	PROPN
commonwealth-152	90	14	senate	senate	PROPN
commonwealth-152	90	15	race	race	PROPN
commonwealth-152	90	16	incumbent	incumbent	NOUN
commonwealth-152	90	17	senator	senator	NOUN
commonwealth-152	90	18	pat	pat	PROPN
commonwealth-152	90	19	toomey	toomey	PROPN
commonwealth-152	90	20	was	be	AUX
commonwealth-152	90	21	considered	consider	VERB
commonwealth-152	90	22	one	one	NUM
commonwealth-152	90	23	of	of	ADP
commonwealth-152	90	24	the	the	DET
commonwealth-152	90	25	most	most	ADV
commonwealth-152	90	26	vulnerable	vulnerable	ADJ
commonwealth-152	90	27	senate	senate	PROPN
commonwealth-152	90	28	republican	republican	ADJ
commonwealth-152	90	29	incumbents	incumbent	NOUN
commonwealth-152	90	30	in	in	ADP
commonwealth-152	90	31	the	the	DET
commonwealth-152	90	32	2016	2016	NUM
commonwealth-152	90	33	election	election	NOUN
commonwealth-152	90	34	cycle	cycle	NOUN
commonwealth-152	90	35	.	.	PUNCT
commonwealth-152	91	1	although	although	SCONJ
commonwealth-152	91	2	toomey	toomey	PROPN
commonwealth-152	91	3	had	have	VERB
commonwealth-152	91	4	significant	significant	ADJ
commonwealth-152	91	5	crossover	crossover	NOUN
commonwealth-152	91	6	appeal	appeal	NOUN
commonwealth-152	91	7	,	,	PUNCT
commonwealth-152	91	8	there	there	PRON
commonwealth-152	91	9	was	be	VERB
commonwealth-152	91	10	a	a	DET
commonwealth-152	91	11	belief	belief	NOUN
commonwealth-152	91	12	that	that	SCONJ
commonwealth-152	91	13	a	a	DET
commonwealth-152	91	14	strong	strong	ADJ
commonwealth-152	91	15	clinton	clinton	PROPN
commonwealth-152	91	16	victory	victory	NOUN
commonwealth-152	91	17	in	in	ADP
commonwealth-152	91	18	the	the	DET
commonwealth-152	91	19	state	state	NOUN
commonwealth-152	91	20	would	would	AUX
commonwealth-152	91	21	be	be	AUX
commonwealth-152	91	22	too	too	ADV
commonwealth-152	91	23	much	much	ADJ
commonwealth-152	91	24	for	for	SCONJ
commonwealth-152	91	25	him	he	PRON
commonwealth-152	91	26	to	to	PART
commonwealth-152	91	27	overcome	overcome	VERB
commonwealth-152	91	28	.	.	PUNCT
commonwealth-152	92	1	during	during	ADP
commonwealth-152	92	2	the	the	DET
commonwealth-152	92	3	campaign	campaign	NOUN
commonwealth-152	92	4	,	,	PUNCT
commonwealth-152	92	5	toomey	toomey	PROPN
commonwealth-152	92	6	emphasized	emphasize	VERB
commonwealth-152	92	7	his	his	PRON
commonwealth-152	92	8	ability	ability	NOUN
commonwealth-152	92	9	to	to	PART
commonwealth-152	92	10	work	work	VERB
commonwealth-152	92	11	with	with	ADP
commonwealth-152	92	12	democrats	democrats	PROPN
commonwealth-152	92	13	and	and	CCONJ
commonwealth-152	92	14	cited	cite	VERB
commonwealth-152	92	15	his	his	PRON
commonwealth-152	92	16	efforts	effort	NOUN
commonwealth-152	92	17	to	to	PART
commonwealth-152	92	18	close	close	VERB
commonwealth-152	92	19	loopholes	loophole	NOUN
commonwealth-152	92	20	in	in	ADP
commonwealth-152	92	21	gun	gun	NOUN
commonwealth-152	92	22	background	background	NOUN
commonwealth-152	92	23	checks	check	NOUN
commonwealth-152	92	24	as	as	ADP
commonwealth-152	92	25	proof	proof	NOUN
commonwealth-152	92	26	.	.	PUNCT
commonwealth-152	93	1	toomey	toomey	PROPN
commonwealth-152	93	2	’s	’s	PART
commonwealth-152	93	3	challenger	challenger	NOUN
commonwealth-152	93	4	,	,	PUNCT
commonwealth-152	93	5	katie	katie	PROPN
commonwealth-152	93	6	mcginty	mcginty	PROPN
commonwealth-152	93	7	,	,	PUNCT
commonwealth-152	93	8	touted	tout	VERB
commonwealth-152	93	9	her	her	PRON
commonwealth-152	93	10	working	work	VERB
commonwealth-152	93	11	-	-	PUNCT
commonwealth-152	93	12	class	class	NOUN
commonwealth-152	93	13	roots	root	NOUN
commonwealth-152	93	14	and	and	CCONJ
commonwealth-152	93	15	ran	run	VERB
commonwealth-152	93	16	as	as	ADP
commonwealth-152	93	17	a	a	DET
commonwealth-152	93	18	traditional	traditional	ADJ
commonwealth-152	93	19	democrat	democrat	NOUN
commonwealth-152	93	20	while	while	SCONJ
commonwealth-152	93	21	wholeheartedly	wholeheartedly	ADV
commonwealth-152	93	22	embracing	embrace	VERB
commonwealth-152	93	23	hillary	hillary	PROPN
commonwealth-152	93	24	clinton	clinton	PROPN
commonwealth-152	93	25	’s	’s	PART
commonwealth-152	93	26	candidacy	candidacy	NOUN
commonwealth-152	93	27	.	.	PUNCT
commonwealth-152	94	1	toomey	toomey	ADJ
commonwealth-152	94	2	,	,	PUNCT
commonwealth-152	94	3	on	on	ADP
commonwealth-152	94	4	the	the	DET
commonwealth-152	94	5	other	other	ADJ
commonwealth-152	94	6	hand	hand	NOUN
commonwealth-152	94	7	,	,	PUNCT
commonwealth-152	94	8	seemed	seem	VERB
commonwealth-152	94	9	deeply	deeply	ADV
commonwealth-152	94	10	concerned	concerned	ADJ
commonwealth-152	94	11	that	that	SCONJ
commonwealth-152	94	12	his	his	PRON
commonwealth-152	94	13	party	party	NOUN
commonwealth-152	94	14	’s	’s	PART
commonwealth-152	94	15	candidate	candidate	NOUN
commonwealth-152	94	16	might	might	AUX
commonwealth-152	94	17	harm	harm	VERB
commonwealth-152	94	18	his	his	PRON
commonwealth-152	94	19	chances	chance	NOUN
commonwealth-152	94	20	of	of	ADP
commonwealth-152	94	21	re	re	NOUN
commonwealth-152	94	22	-	-	NOUN
commonwealth-152	94	23	election	election	NOUN
commonwealth-152	94	24	.	.	PUNCT
commonwealth-152	95	1	toomey	toomey	PROPN
commonwealth-152	95	2	never	never	ADV
commonwealth-152	95	3	endorsed	endorse	VERB
commonwealth-152	95	4	trump	trump	NOUN
commonwealth-152	95	5	and	and	CCONJ
commonwealth-152	95	6	he	he	PRON
commonwealth-152	95	7	would	would	AUX
commonwealth-152	95	8	not	not	PART
commonwealth-152	95	9	say	say	VERB
commonwealth-152	95	10	whether	whether	SCONJ
commonwealth-152	95	11	he	he	PRON
commonwealth-152	95	12	intended	intend	VERB
commonwealth-152	95	13	to	to	PART
commonwealth-152	95	14	vote	vote	VERB
commonwealth-152	95	15	for	for	ADP
commonwealth-152	95	16	trump	trump	NOUN
commonwealth-152	95	17	until	until	SCONJ
commonwealth-152	95	18	he	he	PRON
commonwealth-152	95	19	admitted	admit	VERB
commonwealth-152	95	20	voting	vote	VERB
commonwealth-152	95	21	for	for	ADP
commonwealth-152	95	22	the	the	DET
commonwealth-152	95	23	candidate	candidate	NOUN
commonwealth-152	95	24	one	one	NUM
commonwealth-152	95	25	hour	hour	NOUN
commonwealth-152	95	26	prior	prior	ADV
commonwealth-152	95	27	to	to	ADP
commonwealth-152	95	28	the	the	DET
commonwealth-152	95	29	polls	poll	NOUN
commonwealth-152	95	30	closing	close	VERB
commonwealth-152	95	31	on	on	ADP
commonwealth-152	95	32	election	election	NOUN
commonwealth-152	95	33	night	night	NOUN
commonwealth-152	95	34	(	(	PUNCT
commonwealth-152	95	35	stolberg	stolberg	NOUN
commonwealth-152	95	36	2016	2016	NUM
commonwealth-152	95	37	)	)	PUNCT
commonwealth-152	95	38	.	.	PUNCT
commonwealth-152	96	1	because	because	SCONJ
commonwealth-152	96	2	of	of	ADP
commonwealth-152	96	3	toomey	toomey	PROPN
commonwealth-152	96	4	’s	’s	PART
commonwealth-152	96	5	perceived	perceive	VERB
commonwealth-152	96	6	vulnerabilities	vulnerability	NOUN
commonwealth-152	96	7	,	,	PUNCT
commonwealth-152	96	8	money	money	NOUN
commonwealth-152	96	9	from	from	ADP
commonwealth-152	96	10	both	both	DET
commonwealth-152	96	11	sides	side	NOUN
commonwealth-152	96	12	poured	pour	VERB
commonwealth-152	96	13	into	into	ADP
commonwealth-152	96	14	pennsylvania	pennsylvania	PROPN
commonwealth-152	96	15	and	and	CCONJ
commonwealth-152	96	16	the	the	DET
commonwealth-152	96	17	pennsylvania	pennsylvania	PROPN
commonwealth-152	96	18	senate	senate	PROPN
commonwealth-152	96	19	race	race	NOUN
commonwealth-152	96	20	became	become	VERB
commonwealth-152	96	21	the	the	DET
commonwealth-152	96	22	most	most	ADV
commonwealth-152	96	23	expensive	expensive	ADJ
commonwealth-152	96	24	in	in	ADP
commonwealth-152	96	25	the	the	DET
commonwealth-152	96	26	2016	2016	NUM
commonwealth-152	96	27	cycle	cycle	NOUN
commonwealth-152	96	28	;	;	PUNCT
commonwealth-152	96	29	spending	spend	VERB
commonwealth-152	96	30	in	in	ADP
commonwealth-152	96	31	the	the	DET
commonwealth-152	96	32	race	race	NOUN
commonwealth-152	96	33	was	be	AUX
commonwealth-152	96	34	nearly	nearly	ADV
commonwealth-152	96	35	$	$	SYM
commonwealth-152	96	36	125	125	NUM
commonwealth-152	96	37	million.11	million.11	ADJ
commonwealth-152	96	38	the	the	DET
commonwealth-152	96	39	following	follow	VERB
commonwealth-152	96	40	section	section	NOUN
commonwealth-152	96	41	documents	document	NOUN
commonwealth-152	96	42	the	the	DET
commonwealth-152	96	43	candidate	candidate	NOUN
commonwealth-152	96	44	ratings	rating	NOUN
commonwealth-152	96	45	,	,	PUNCT
commonwealth-152	96	46	pre	pre	ADJ
commonwealth-152	96	47	-	-	ADJ
commonwealth-152	96	48	election	election	ADJ
commonwealth-152	96	49	polling	polling	NOUN
commonwealth-152	96	50	,	,	PUNCT
commonwealth-152	96	51	and	and	CCONJ
commonwealth-152	96	52	election	election	NOUN
commonwealth-152	96	53	outcomes	outcome	NOUN
commonwealth-152	96	54	for	for	ADP
commonwealth-152	96	55	the	the	DET
commonwealth-152	96	56	2016	2016	NUM
commonwealth-152	96	57	u.s	u.s	PROPN
commonwealth-152	96	58	.	.	PROPN
commonwealth-152	96	59	senate	senate	PROPN
commonwealth-152	96	60	race	race	PROPN
commonwealth-152	96	61	in	in	ADP
commonwealth-152	96	62	pennsylvania	pennsylvania	PROPN
commonwealth-152	96	63	.	.	PUNCT
commonwealth-152	97	1	candidate	candidate	NOUN
commonwealth-152	97	2	ratings	rating	NOUN
commonwealth-152	97	3	favorability	favorability	NOUN
commonwealth-152	97	4	neither	neither	CCONJ
commonwealth-152	97	5	u.s	u.s	PROPN
commonwealth-152	97	6	.	.	PROPN
commonwealth-152	97	7	senate	senate	PROPN
commonwealth-152	97	8	candidate	candidate	NOUN
commonwealth-152	97	9	began	begin	VERB
commonwealth-152	97	10	the	the	DET
commonwealth-152	97	11	general	general	ADJ
commonwealth-152	97	12	election	election	NOUN
commonwealth-152	97	13	with	with	ADP
commonwealth-152	97	14	high	high	ADJ
commonwealth-152	97	15	name	name	NOUN
commonwealth-152	97	16	recognition	recognition	NOUN
commonwealth-152	97	17	and	and	CCONJ
commonwealth-152	97	18	incumbent	incumbent	ADJ
commonwealth-152	97	19	senator	senator	NOUN
commonwealth-152	97	20	pat	pat	PROPN
commonwealth-152	97	21	toomey	toomey	PROPN
commonwealth-152	97	22	had	have	VERB
commonwealth-152	97	23	clear	clear	ADJ
commonwealth-152	97	24	disadvantages	disadvantage	NOUN
commonwealth-152	97	25	in	in	ADP
commonwealth-152	97	26	his	his	PRON
commonwealth-152	97	27	personal	personal	ADJ
commonwealth-152	97	28	popularity	popularity	NOUN
commonwealth-152	97	29	and	and	CCONJ
commonwealth-152	97	30	job	job	NOUN
commonwealth-152	97	31	performance	performance	NOUN
commonwealth-152	97	32	ratings	rating	NOUN
commonwealth-152	97	33	as	as	SCONJ
commonwealth-152	97	34	the	the	DET
commonwealth-152	97	35	fall	fall	NOUN
commonwealth-152	97	36	campaign	campaign	NOUN
commonwealth-152	97	37	began	begin	VERB
commonwealth-152	97	38	.	.	PUNCT
commonwealth-152	98	1	in	in	ADP
commonwealth-152	98	2	july	july	PROPN
commonwealth-152	98	3	,	,	PUNCT
commonwealth-152	98	4	fewer	few	ADJ
commonwealth-152	98	5	than	than	ADP
commonwealth-152	98	6	two	two	NUM
commonwealth-152	98	7	in	in	ADP
commonwealth-152	98	8	three	three	NUM
commonwealth-152	98	9	voters	voter	NOUN
commonwealth-152	98	10	were	be	AUX
commonwealth-152	98	11	able	able	ADJ
commonwealth-152	98	12	to	to	PART
commonwealth-152	98	13	offer	offer	VERB
commonwealth-152	98	14	an	an	DET
commonwealth-152	98	15	opinion	opinion	NOUN
commonwealth-152	98	16	about	about	ADP
commonwealth-152	98	17	how	how	SCONJ
commonwealth-152	98	18	favorably	favorably	ADV
commonwealth-152	98	19	they	they	PRON
commonwealth-152	98	20	viewed	view	VERB
commonwealth-152	98	21	toomey	toomey	NOUN
commonwealth-152	98	22	(	(	PUNCT
commonwealth-152	98	23	63	63	NUM
commonwealth-152	98	24	%	%	NOUN
commonwealth-152	98	25	)	)	PUNCT
commonwealth-152	98	26	and	and	CCONJ
commonwealth-152	98	27	only	only	ADV
commonwealth-152	98	28	one	one	NUM
commonwealth-152	98	29	in	in	ADP
commonwealth-152	98	30	two	two	NUM
commonwealth-152	98	31	(	(	PUNCT
commonwealth-152	98	32	50	50	NUM
commonwealth-152	98	33	%	%	NOUN
commonwealth-152	98	34	)	)	PUNCT
commonwealth-152	98	35	were	be	AUX
commonwealth-152	98	36	able	able	ADJ
commonwealth-152	98	37	to	to	PART
commonwealth-152	98	38	offer	offer	VERB
commonwealth-152	98	39	an	an	DET
commonwealth-152	98	40	opinion	opinion	NOUN
commonwealth-152	98	41	about	about	ADP
commonwealth-152	98	42	mcginty	mcginty	PROPN
commonwealth-152	98	43	.	.	PUNCT
commonwealth-152	99	1	by	by	ADP
commonwealth-152	99	2	the	the	DET
commonwealth-152	99	3	end	end	NOUN
commonwealth-152	99	4	of	of	ADP
commonwealth-152	99	5	the	the	DET
commonwealth-152	99	6	campaign	campaign	NOUN
commonwealth-152	99	7	more	more	ADJ
commonwealth-152	99	8	than	than	ADP
commonwealth-152	99	9	three	three	NUM
commonwealth-152	99	10	in	in	ADP
commonwealth-152	99	11	four	four	NUM
commonwealth-152	99	12	(	(	PUNCT
commonwealth-152	99	13	77	77	NUM
commonwealth-152	99	14	%	%	NOUN
commonwealth-152	99	15	)	)	PUNCT
commonwealth-152	99	16	voters	voter	NOUN
commonwealth-152	99	17	were	be	AUX
commonwealth-152	99	18	able	able	ADJ
commonwealth-152	99	19	to	to	PART
commonwealth-152	99	20	offer	offer	VERB
commonwealth-152	99	21	an	an	DET
commonwealth-152	99	22	opinion	opinion	NOUN
commonwealth-152	99	23	about	about	ADP
commonwealth-152	99	24	both	both	DET
commonwealth-152	99	25	candidates	candidate	NOUN
commonwealth-152	99	26	.	.	PUNCT
commonwealth-152	100	1	senator	senator	PROPN
commonwealth-152	100	2	toomey	toomey	PROPN
commonwealth-152	100	3	was	be	AUX
commonwealth-152	100	4	perceived	perceive	VERB
commonwealth-152	100	5	far	far	ADV
commonwealth-152	100	6	more	more	ADV
commonwealth-152	100	7	negatively	negatively	ADV
commonwealth-152	100	8	than	than	ADP
commonwealth-152	100	9	his	his	PRON
commonwealth-152	100	10	challenger	challenger	NOUN
commonwealth-152	100	11	throughout	throughout	ADP
commonwealth-152	100	12	the	the	DET
commonwealth-152	100	13	campaign	campaign	NOUN
commonwealth-152	100	14	;	;	PUNCT
commonwealth-152	100	15	he	he	PRON
commonwealth-152	100	16	had	have	VERB
commonwealth-152	100	17	a	a	DET
commonwealth-152	100	18	net	net	ADJ
commonwealth-152	100	19	favorability	favorability	NOUN
commonwealth-152	100	20	rating	rating	NOUN
commonwealth-152	100	21	of	of	ADP
commonwealth-152	100	22	minus	minus	ADV
commonwealth-152	100	23	17	17	NUM
commonwealth-152	100	24	by	by	ADP
commonwealth-152	100	25	the	the	DET
commonwealth-152	100	26	end	end	NOUN
commonwealth-152	100	27	of	of	ADP
commonwealth-152	100	28	october	october	PROPN
commonwealth-152	100	29	compared	compare	VERB
commonwealth-152	100	30	to	to	ADP
commonwealth-152	100	31	mcginty	mcginty	PROPN
commonwealth-152	100	32	’s	’s	PART
commonwealth-152	100	33	net	net	ADJ
commonwealth-152	100	34	favorability	favorability	NOUN
commonwealth-152	100	35	of	of	ADP
commonwealth-152	100	36	plus	plus	CCONJ
commonwealth-152	100	37	one.12	one.12	NOUN
commonwealth-152	100	38	mirroring	mirroring	NOUN
commonwealth-152	100	39	the	the	DET
commonwealth-152	100	40	course	course	NOUN
commonwealth-152	100	41	of	of	ADP
commonwealth-152	100	42	the	the	DET
commonwealth-152	100	43	presidential	presidential	ADJ
commonwealth-152	100	44	campaign	campaign	NOUN
commonwealth-152	100	45	,	,	PUNCT
commonwealth-152	100	46	the	the	DET
commonwealth-152	100	47	ratings	rating	NOUN
commonwealth-152	100	48	of	of	ADP
commonwealth-152	100	49	both	both	DET
commonwealth-152	100	50	senate	senate	PROPN
commonwealth-152	100	51	candidates	candidate	NOUN
commonwealth-152	100	52	eventually	eventually	ADV
commonwealth-152	100	53	ended	end	VERB
commonwealth-152	100	54	at	at	ADP
commonwealth-152	100	55	about	about	ADV
commonwealth-152	100	56	the	the	DET
commonwealth-152	100	57	same	same	ADJ
commonwealth-152	100	58	place	place	NOUN
commonwealth-152	100	59	they	they	PRON
commonwealth-152	100	60	started	start	VERB
commonwealth-152	100	61	,	,	PUNCT
commonwealth-152	100	62	as	as	SCONJ
commonwealth-152	100	63	table	table	NOUN
commonwealth-152	100	64	4	4	NUM
commonwealth-152	100	65	illustrates	illustrate	VERB
commonwealth-152	100	66	.	.	PUNCT
commonwealth-152	101	1	more	more	ADJ
commonwealth-152	101	2	of	of	ADP
commonwealth-152	101	3	a	a	DET
commonwealth-152	101	4	concern	concern	NOUN
commonwealth-152	101	5	for	for	ADP
commonwealth-152	101	6	toomey	toomey	ADJ
commonwealth-152	101	7	than	than	ADP
commonwealth-152	101	8	his	his	PRON
commonwealth-152	101	9	lack	lack	NOUN
commonwealth-152	101	10	of	of	ADP
commonwealth-152	101	11	personal	personal	ADJ
commonwealth-152	101	12	popularity	popularity	NOUN
commonwealth-152	101	13	was	be	AUX
commonwealth-152	101	14	that	that	SCONJ
commonwealth-152	101	15	only	only	ADV
commonwealth-152	101	16	one	one	NUM
commonwealth-152	101	17	in	in	ADP
commonwealth-152	101	18	three	three	NUM
commonwealth-152	101	19	(	(	PUNCT
commonwealth-152	101	20	29	29	NUM
commonwealth-152	101	21	%	%	NOUN
commonwealth-152	101	22	)	)	PUNCT
commonwealth-152	101	23	voters	voter	NOUN
commonwealth-152	101	24	believed	believe	VERB
commonwealth-152	101	25	he	he	PRON
commonwealth-152	101	26	was	be	AUX
commonwealth-152	101	27	doing	do	VERB
commonwealth-152	101	28	an	an	DET
commonwealth-152	101	29	“	"	PUNCT
commonwealth-152	101	30	excellent	excellent	ADJ
commonwealth-152	101	31	”	"	PUNCT
commonwealth-152	101	32	or	or	CCONJ
commonwealth-152	101	33	“	"	PUNCT
commonwealth-152	101	34	good	good	ADJ
commonwealth-152	101	35	”	"	PUNCT
commonwealth-152	101	36	job	job	NOUN
commonwealth-152	101	37	as	as	ADP
commonwealth-152	101	38	u.s	u.s	PROPN
commonwealth-152	101	39	.	.	PROPN
commonwealth-152	101	40	senator	senator	NOUN
commonwealth-152	101	41	by	by	ADP
commonwealth-152	101	42	late	late	ADJ
commonwealth-152	101	43	october	october	PROPN
commonwealth-152	101	44	.	.	PUNCT
commonwealth-152	102	1	the	the	DET
commonwealth-152	102	2	2016	2016	NUM
commonwealth-152	102	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	102	4	presidential	presidential	PROPN
commonwealth-152	102	5	and	and	CCONJ
commonwealth-152	102	6	u.s	u.s	PROPN
commonwealth-152	102	7	.	.	PROPN
commonwealth-152	102	8	senate	senate	PROPN
commonwealth-152	102	9	elections	election	NOUN
commonwealth-152	102	10	13	13	NUM
commonwealth-152	102	11	pre	pre	ADJ
commonwealth-152	102	12	-	-	ADJ
commonwealth-152	102	13	election	election	ADJ
commonwealth-152	102	14	polling	polling	NOUN
commonwealth-152	102	15	poll	poll	NOUN
commonwealth-152	102	16	averages	average	VERB
commonwealth-152	102	17	the	the	DET
commonwealth-152	102	18	polling	polling	NOUN
commonwealth-152	102	19	averages	average	NOUN
commonwealth-152	102	20	in	in	ADP
commonwealth-152	102	21	the	the	DET
commonwealth-152	102	22	u.s	u.s	PROPN
commonwealth-152	102	23	.	.	PROPN
commonwealth-152	102	24	senate	senate	PROPN
commonwealth-152	102	25	race	race	PROPN
commonwealth-152	102	26	in	in	ADP
commonwealth-152	102	27	pennsylvania	pennsylvania	PROPN
commonwealth-152	102	28	showed	show	VERB
commonwealth-152	102	29	a	a	DET
commonwealth-152	102	30	relatively	relatively	ADV
commonwealth-152	102	31	tight	tight	ADJ
commonwealth-152	102	32	race	race	NOUN
commonwealth-152	102	33	throughout	throughout	ADP
commonwealth-152	102	34	the	the	DET
commonwealth-152	102	35	fall	fall	NOUN
commonwealth-152	102	36	until	until	SCONJ
commonwealth-152	102	37	there	there	PRON
commonwealth-152	102	38	was	be	VERB
commonwealth-152	102	39	some	some	DET
commonwealth-152	102	40	late	late	ADJ
commonwealth-152	102	41	movement	movement	NOUN
commonwealth-152	102	42	toward	toward	ADP
commonwealth-152	102	43	mcginty	mcginty	PROPN
commonwealth-152	102	44	as	as	SCONJ
commonwealth-152	102	45	election	election	NOUN
commonwealth-152	102	46	day	day	NOUN
commonwealth-152	102	47	approached	approach	VERB
commonwealth-152	102	48	.	.	PUNCT
commonwealth-152	103	1	the	the	DET
commonwealth-152	103	2	polling	polling	NOUN
commonwealth-152	103	3	averages	average	NOUN
commonwealth-152	103	4	suggested	suggest	VERB
commonwealth-152	103	5	the	the	DET
commonwealth-152	103	6	race	race	NOUN
commonwealth-152	103	7	was	be	AUX
commonwealth-152	103	8	tied	tie	VERB
commonwealth-152	103	9	in	in	ADP
commonwealth-152	103	10	july	july	PROPN
commonwealth-152	103	11	,	,	PUNCT
commonwealth-152	103	12	but	but	CCONJ
commonwealth-152	103	13	that	that	SCONJ
commonwealth-152	103	14	mcginty	mcginty	PROPN
commonwealth-152	103	15	’s	’s	PART
commonwealth-152	103	16	lead	lead	NOUN
commonwealth-152	103	17	increased	increase	VERB
commonwealth-152	103	18	to	to	ADP
commonwealth-152	103	19	about	about	ADV
commonwealth-152	103	20	three	three	NUM
commonwealth-152	103	21	points	point	NOUN
commonwealth-152	103	22	in	in	ADP
commonwealth-152	103	23	august	august	PROPN
commonwealth-152	103	24	,	,	PUNCT
commonwealth-152	103	25	slipped	slip	VERB
commonwealth-152	103	26	to	to	ADP
commonwealth-152	103	27	one	one	NUM
commonwealth-152	103	28	point	point	NOUN
commonwealth-152	103	29	in	in	ADP
commonwealth-152	103	30	september	september	PROPN
commonwealth-152	103	31	and	and	CCONJ
commonwealth-152	103	32	october	october	PROPN
commonwealth-152	103	33	,	,	PUNCT
commonwealth-152	103	34	and	and	CCONJ
commonwealth-152	103	35	then	then	ADV
commonwealth-152	103	36	rose	rise	VERB
commonwealth-152	103	37	to	to	ADP
commonwealth-152	103	38	three	three	NUM
commonwealth-152	103	39	points	point	NOUN
commonwealth-152	103	40	in	in	ADP
commonwealth-152	103	41	november.13	november.13	PROPN
commonwealth-152	103	42	only	only	ADV
commonwealth-152	103	43	rarely	rarely	ADV
commonwealth-152	103	44	did	do	AUX
commonwealth-152	103	45	individual	individual	ADJ
commonwealth-152	103	46	polls	poll	NOUN
commonwealth-152	103	47	show	show	VERB
commonwealth-152	103	48	either	either	DET
commonwealth-152	103	49	candidate	candidate	NOUN
commonwealth-152	103	50	with	with	ADP
commonwealth-152	103	51	support	support	NOUN
commonwealth-152	103	52	from	from	ADP
commonwealth-152	103	53	a	a	DET
commonwealth-152	103	54	majority	majority	NOUN
commonwealth-152	103	55	of	of	ADP
commonwealth-152	103	56	voters	voter	NOUN
commonwealth-152	103	57	;	;	PUNCT
commonwealth-152	103	58	the	the	DET
commonwealth-152	103	59	averages	average	NOUN
commonwealth-152	103	60	in	in	ADP
commonwealth-152	103	61	the	the	DET
commonwealth-152	103	62	final	final	ADJ
commonwealth-152	103	63	week	week	NOUN
commonwealth-152	103	64	showed	show	VERB
commonwealth-152	103	65	mcginty	mcginty	PROPN
commonwealth-152	103	66	’s	’s	PART
commonwealth-152	103	67	expected	expect	VERB
commonwealth-152	103	68	vote	vote	NOUN
commonwealth-152	103	69	share	share	NOUN
commonwealth-152	103	70	at	at	ADP
commonwealth-152	103	71	47	47	NUM
commonwealth-152	103	72	%	%	NOUN
commonwealth-152	103	73	and	and	CCONJ
commonwealth-152	103	74	toomey	toomey	PROPN
commonwealth-152	103	75	’s	’s	PART
commonwealth-152	103	76	expected	expect	VERB
commonwealth-152	103	77	vote	vote	NOUN
commonwealth-152	103	78	share	share	NOUN
commonwealth-152	103	79	at	at	ADP
commonwealth-152	103	80	44	44	NUM
commonwealth-152	103	81	%	%	NOUN
commonwealth-152	103	82	.	.	PUNCT
commonwealth-152	104	1	the	the	DET
commonwealth-152	104	2	estimated	estimate	VERB
commonwealth-152	104	3	vote	vote	NOUN
commonwealth-152	104	4	share	share	NOUN
commonwealth-152	104	5	in	in	ADP
commonwealth-152	104	6	the	the	DET
commonwealth-152	104	7	senate	senate	PROPN
commonwealth-152	104	8	race	race	NOUN
commonwealth-152	104	9	mirrored	mirror	VERB
commonwealth-152	104	10	the	the	DET
commonwealth-152	104	11	presidential	presidential	ADJ
commonwealth-152	104	12	vote	vote	NOUN
commonwealth-152	104	13	shares	share	NOUN
commonwealth-152	104	14	precisely	precisely	ADV
commonwealth-152	104	15	,	,	PUNCT
commonwealth-152	104	16	suggesting	suggest	VERB
commonwealth-152	104	17	there	there	PRON
commonwealth-152	104	18	would	would	AUX
commonwealth-152	104	19	be	be	AUX
commonwealth-152	104	20	a	a	DET
commonwealth-152	104	21	strong	strong	ADJ
commonwealth-152	104	22	relationship	relationship	NOUN
commonwealth-152	104	23	between	between	ADP
commonwealth-152	104	24	the	the	DET
commonwealth-152	104	25	presidential	presidential	ADJ
commonwealth-152	104	26	and	and	CCONJ
commonwealth-152	104	27	senate	senate	PROPN
commonwealth-152	104	28	votes	vote	NOUN
commonwealth-152	104	29	.	.	PUNCT
commonwealth-152	105	1	another	another	DET
commonwealth-152	105	2	key	key	ADJ
commonwealth-152	105	3	feature	feature	NOUN
commonwealth-152	105	4	of	of	ADP
commonwealth-152	105	5	this	this	DET
commonwealth-152	105	6	race	race	NOUN
commonwealth-152	105	7	was	be	AUX
commonwealth-152	105	8	the	the	DET
commonwealth-152	105	9	large	large	ADJ
commonwealth-152	105	10	proportion	proportion	NOUN
commonwealth-152	105	11	of	of	ADP
commonwealth-152	105	12	undecided	undecided	ADJ
commonwealth-152	105	13	and	and	CCONJ
commonwealth-152	105	14	third	third	ADJ
commonwealth-152	105	15	-	-	PUNCT
commonwealth-152	105	16	party	party	NOUN
commonwealth-152	105	17	voters	voter	NOUN
commonwealth-152	105	18	reported	report	VERB
commonwealth-152	105	19	throughout	throughout	ADP
commonwealth-152	105	20	the	the	DET
commonwealth-152	105	21	campaign	campaign	NOUN
commonwealth-152	105	22	.	.	PUNCT
commonwealth-152	106	1	undecided	undecided	ADJ
commonwealth-152	106	2	and	and	CCONJ
commonwealth-152	106	3	third	third	ADJ
commonwealth-152	106	4	-	-	PUNCT
commonwealth-152	106	5	party	party	NOUN
commonwealth-152	106	6	voters	voter	NOUN
commonwealth-152	106	7	totaled	total	VERB
commonwealth-152	106	8	21	21	NUM
commonwealth-152	106	9	points	point	NOUN
commonwealth-152	106	10	in	in	ADP
commonwealth-152	106	11	august	august	PROPN
commonwealth-152	106	12	,	,	PUNCT
commonwealth-152	106	13	24	24	NUM
commonwealth-152	106	14	points	point	NOUN
commonwealth-152	106	15	in	in	ADP
commonwealth-152	106	16	september	september	PROPN
commonwealth-152	106	17	,	,	PUNCT
commonwealth-152	106	18	15	15	NUM
commonwealth-152	106	19	points	point	NOUN
commonwealth-152	106	20	in	in	ADP
commonwealth-152	106	21	october	october	PROPN
commonwealth-152	106	22	,	,	PUNCT
commonwealth-152	106	23	and	and	CCONJ
commonwealth-152	106	24	13	13	NUM
commonwealth-152	106	25	points	point	NOUN
commonwealth-152	106	26	in	in	ADP
commonwealth-152	106	27	november	november	PROPN
commonwealth-152	106	28	.	.	PUNCT
commonwealth-152	107	1	figure	figure	NOUN
commonwealth-152	107	2	 	 	SPACE
commonwealth-152	107	3	5	5	NUM
commonwealth-152	107	4	shows	show	VERB
commonwealth-152	107	5	the	the	DET
commonwealth-152	107	6	results	result	NOUN
commonwealth-152	107	7	of	of	ADP
commonwealth-152	107	8	pre	pre	ADJ
commonwealth-152	107	9	-	-	ADJ
commonwealth-152	107	10	election	election	ADJ
commonwealth-152	107	11	polls	poll	NOUN
commonwealth-152	107	12	conducted	conduct	VERB
commonwealth-152	107	13	during	during	ADP
commonwealth-152	107	14	the	the	DET
commonwealth-152	107	15	fall	fall	NOUN
commonwealth-152	107	16	campaign	campaign	NOUN
commonwealth-152	107	17	.	.	PUNCT
commonwealth-152	108	1	as	as	ADP
commonwealth-152	108	2	with	with	ADP
commonwealth-152	108	3	clinton	clinton	PROPN
commonwealth-152	108	4	,	,	PUNCT
commonwealth-152	108	5	mcginty	mcginty	PROPN
commonwealth-152	108	6	’s	’s	PART
commonwealth-152	108	7	share	share	NOUN
commonwealth-152	108	8	of	of	ADP
commonwealth-152	108	9	the	the	DET
commonwealth-152	108	10	vote	vote	NOUN
commonwealth-152	108	11	appeared	appear	VERB
commonwealth-152	108	12	to	to	PART
commonwealth-152	108	13	be	be	AUX
commonwealth-152	108	14	increasing	increase	VERB
commonwealth-152	108	15	during	during	ADP
commonwealth-152	108	16	the	the	DET
commonwealth-152	108	17	course	course	NOUN
commonwealth-152	108	18	of	of	ADP
commonwealth-152	108	19	the	the	DET
commonwealth-152	108	20	fall	fall	NOUN
commonwealth-152	108	21	campaign	campaign	NOUN
commonwealth-152	108	22	although	although	SCONJ
commonwealth-152	108	23	,	,	PUNCT
commonwealth-152	108	24	unlike	unlike	ADP
commonwealth-152	108	25	the	the	DET
commonwealth-152	108	26	presidential	presidential	ADJ
commonwealth-152	108	27	race	race	NOUN
commonwealth-152	108	28	,	,	PUNCT
commonwealth-152	108	29	the	the	DET
commonwealth-152	108	30	margin	margin	NOUN
commonwealth-152	108	31	between	between	ADP
commonwealth-152	108	32	the	the	DET
commonwealth-152	108	33	two	two	NUM
commonwealth-152	108	34	candidates	candidate	NOUN
commonwealth-152	108	35	appeared	appear	VERB
commonwealth-152	108	36	to	to	PART
commonwealth-152	108	37	be	be	AUX
commonwealth-152	108	38	expanding	expand	VERB
commonwealth-152	108	39	in	in	ADP
commonwealth-152	108	40	november	november	PROPN
commonwealth-152	108	41	.	.	PUNCT
commonwealth-152	109	1	support	support	NOUN
commonwealth-152	109	2	within	within	ADP
commonwealth-152	109	3	demographic	demographic	ADJ
commonwealth-152	109	4	subgroups	subgroup	NOUN
commonwealth-152	109	5	pat	pat	PROPN
commonwealth-152	109	6	toomey	toomey	PROPN
commonwealth-152	109	7	’s	’s	PART
commonwealth-152	109	8	performance	performance	NOUN
commonwealth-152	109	9	in	in	ADP
commonwealth-152	109	10	pre	pre	ADJ
commonwealth-152	109	11	-	-	ADJ
commonwealth-152	109	12	election	election	ADJ
commonwealth-152	109	13	polling	polling	NOUN
commonwealth-152	109	14	among	among	ADP
commonwealth-152	109	15	demographic	demographic	ADJ
commonwealth-152	109	16	subgroups	subgroup	NOUN
commonwealth-152	109	17	was	be	AUX
commonwealth-152	109	18	similar	similar	ADJ
commonwealth-152	109	19	to	to	PART
commonwealth-152	109	20	trump	trump	VERB
commonwealth-152	109	21	’s	’s	X
commonwealth-152	109	22	.	.	PUNCT
commonwealth-152	110	1	he	he	PRON
commonwealth-152	110	2	did	do	VERB
commonwealth-152	110	3	well	well	ADV
commonwealth-152	110	4	as	as	SCONJ
commonwealth-152	110	5	expected	expect	VERB
commonwealth-152	110	6	among	among	ADP
commonwealth-152	110	7	conservatives	conservative	NOUN
commonwealth-152	110	8	table	table	VERB
commonwealth-152	110	9	4	4	NUM
commonwealth-152	110	10	.	.	PUNCT
commonwealth-152	111	1	favorability	favorability	NOUN
commonwealth-152	111	2	ratings	rating	NOUN
commonwealth-152	111	3	of	of	ADP
commonwealth-152	111	4	u.s	u.s	PROPN
commonwealth-152	111	5	.	.	PROPN
commonwealth-152	111	6	senate	senate	PROPN
commonwealth-152	111	7	candidates	candidate	NOUN
commonwealth-152	111	8	,	,	PUNCT
commonwealth-152	111	9	pennsylvania	pennsylvania	PROPN
commonwealth-152	111	10	2016	2016	NUM
commonwealth-152	111	11	candidate	candidate	NOUN
commonwealth-152	111	12	month	month	NOUN
commonwealth-152	111	13	favorable	favorable	ADJ
commonwealth-152	111	14	unfavorable	unfavorable	ADJ
commonwealth-152	111	15	net	net	ADJ
commonwealth-152	111	16	favorable	favorable	ADJ
commonwealth-152	111	17	rating	rating	NOUN
commonwealth-152	111	18	aware	aware	ADJ
commonwealth-152	111	19	of	of	ADP
commonwealth-152	111	20	candidate	candidate	NOUN
commonwealth-152	111	21	katie	katie	PROPN
commonwealth-152	111	22	mcginty	mcginty	PROPN
commonwealth-152	111	23	july	july	PROPN
commonwealth-152	111	24	0.25	0.25	NUM
commonwealth-152	111	25	0.25	0.25	NUM
commonwealth-152	111	26	0.00	0.00	NUM
commonwealth-152	111	27	0.50	0.50	NUM
commonwealth-152	111	28	aug	aug	NOUN
commonwealth-152	111	29	.	.	PROPN
commonwealth-152	111	30	0.28	0.28	NUM
commonwealth-152	111	31	0.29	0.29	NUM
commonwealth-152	111	32	–	–	PUNCT
commonwealth-152	111	33	0.01	0.01	NUM
commonwealth-152	111	34	0.57	0.57	NUM
commonwealth-152	111	35	sept	sept	NOUN
commonwealth-152	111	36	.	.	PROPN
commonwealth-152	112	1	0.33	0.33	NUM
commonwealth-152	112	2	0.33	0.33	NUM
commonwealth-152	112	3	0.00	0.00	NUM
commonwealth-152	112	4	0.66	0.66	NUM
commonwealth-152	112	5	oct	oct	NOUN
commonwealth-152	112	6	.	.	PROPN
commonwealth-152	113	1	0.39	0.39	NUM
commonwealth-152	113	2	0.38	0.38	NUM
commonwealth-152	113	3	0.01	0.01	NUM
commonwealth-152	113	4	0.77	0.77	NUM
commonwealth-152	113	5	pat	pat	PROPN
commonwealth-152	113	6	toomey	toomey	PROPN
commonwealth-152	113	7	july	july	PROPN
commonwealth-152	113	8	0.23	0.23	NUM
commonwealth-152	113	9	0.40	0.40	NUM
commonwealth-152	113	10	–	–	PUNCT
commonwealth-152	113	11	0.17	0.17	NUM
commonwealth-152	113	12	0.63	0.63	NUM
commonwealth-152	113	13	aug	aug	PROPN
commonwealth-152	113	14	.	.	PROPN
commonwealth-152	113	15	0.29	0.29	NUM
commonwealth-152	113	16	0.37	0.37	NUM
commonwealth-152	113	17	–	–	PUNCT
commonwealth-152	113	18	0.08	0.08	NUM
commonwealth-152	113	19	0.66	0.66	NUM
commonwealth-152	113	20	sept	sept	PROPN
commonwealth-152	113	21	.	.	PROPN
commonwealth-152	113	22	0.30	0.30	NUM
commonwealth-152	113	23	0.39	0.39	NUM
commonwealth-152	113	24	–	–	PUNCT
commonwealth-152	113	25	0.09	0.09	NUM
commonwealth-152	113	26	0.69	0.69	NUM
commonwealth-152	113	27	oct	oct	NOUN
commonwealth-152	113	28	.	.	PROPN
commonwealth-152	113	29	0.30	0.30	NUM
commonwealth-152	113	30	0.47	0.47	NUM
commonwealth-152	113	31	–	–	PUNCT
commonwealth-152	113	32	0.17	0.17	NUM
commonwealth-152	113	33	0.77	0.77	NUM
commonwealth-152	113	34	source	source	NOUN
commonwealth-152	113	35	:	:	PUNCT
commonwealth-152	113	36	july	july	PROPN
commonwealth-152	113	37	,	,	PUNCT
commonwealth-152	113	38	august	august	PROPN
commonwealth-152	113	39	,	,	PUNCT
commonwealth-152	113	40	september	september	PROPN
commonwealth-152	113	41	,	,	PUNCT
commonwealth-152	113	42	and	and	CCONJ
commonwealth-152	113	43	october	october	PROPN
commonwealth-152	113	44	2016	2016	NUM
commonwealth-152	113	45	franklin	franklin	PROPN
commonwealth-152	113	46	&	&	CCONJ
commonwealth-152	113	47	marshall	marshall	PROPN
commonwealth-152	113	48	college	college	PROPN
commonwealth-152	113	49	polls	poll	NOUN
commonwealth-152	113	50	.	.	PUNCT
commonwealth-152	114	1	14	14	NUM
commonwealth-152	114	2	berwood	berwood	NOUN
commonwealth-152	114	3	yost	yost	PROPN
commonwealth-152	114	4	,	,	PUNCT
commonwealth-152	114	5	jackie	jackie	PROPN
commonwealth-152	114	6	redman	redman	PROPN
commonwealth-152	114	7	,	,	PUNCT
commonwealth-152	114	8	and	and	CCONJ
commonwealth-152	114	9	scottie	scottie	PROPN
commonwealth-152	114	10	thompson	thompson	PROPN
commonwealth-152	114	11	and	and	CCONJ
commonwealth-152	114	12	republicans	republicans	PROPN
commonwealth-152	114	13	and	and	CCONJ
commonwealth-152	114	14	his	his	PRON
commonwealth-152	114	15	pattern	pattern	NOUN
commonwealth-152	114	16	of	of	ADP
commonwealth-152	114	17	support	support	NOUN
commonwealth-152	114	18	geographically	geographically	ADV
commonwealth-152	114	19	was	be	AUX
commonwealth-152	114	20	also	also	ADV
commonwealth-152	114	21	similar	similar	ADJ
commonwealth-152	114	22	.	.	PUNCT
commonwealth-152	115	1	figure	figure	VERB
commonwealth-152	115	2	6	6	NUM
commonwealth-152	115	3	presents	present	VERB
commonwealth-152	115	4	the	the	DET
commonwealth-152	115	5	demographic	demographic	ADJ
commonwealth-152	115	6	support	support	NOUN
commonwealth-152	115	7	for	for	ADP
commonwealth-152	115	8	the	the	DET
commonwealth-152	115	9	candidates	candidate	NOUN
commonwealth-152	115	10	during	during	ADP
commonwealth-152	115	11	the	the	DET
commonwealth-152	115	12	fall	fall	NOUN
commonwealth-152	115	13	campaign	campaign	NOUN
commonwealth-152	115	14	.	.	PUNCT
commonwealth-152	116	1	election	election	NOUN
commonwealth-152	116	2	results	result	NOUN
commonwealth-152	116	3	pat	pat	PROPN
commonwealth-152	116	4	toomey	toomey	PROPN
commonwealth-152	116	5	won	win	VERB
commonwealth-152	116	6	a	a	DET
commonwealth-152	116	7	narrow	narrow	ADJ
commonwealth-152	116	8	victory	victory	NOUN
commonwealth-152	116	9	over	over	ADP
commonwealth-152	116	10	katie	katie	PROPN
commonwealth-152	116	11	mcginty	mcginty	PROPN
commonwealth-152	116	12	in	in	ADP
commonwealth-152	116	13	pennsylvania	pennsylvania	PROPN
commonwealth-152	116	14	,	,	PUNCT
commonwealth-152	116	15	48.8	48.8	NUM
commonwealth-152	116	16	%	%	NOUN
commonwealth-152	116	17	to	to	ADP
commonwealth-152	116	18	47.3	47.3	NUM
commonwealth-152	116	19	%	%	NOUN
commonwealth-152	116	20	.	.	PUNCT
commonwealth-152	117	1	table	table	NOUN
commonwealth-152	117	2	5	5	NUM
commonwealth-152	117	3	shows	show	VERB
commonwealth-152	117	4	the	the	DET
commonwealth-152	117	5	composition	composition	NOUN
commonwealth-152	117	6	of	of	ADP
commonwealth-152	117	7	u.s	u.s	PROPN
commonwealth-152	117	8	.	.	PROPN
commonwealth-152	117	9	senate	senate	PROPN
commonwealth-152	117	10	voters	voter	NOUN
commonwealth-152	117	11	preand	preand	VERB
commonwealth-152	117	12	postelection	postelection	NOUN
commonwealth-152	117	13	in	in	ADP
commonwealth-152	117	14	pennsylvania	pennsylvania	PROPN
commonwealth-152	117	15	.	.	PUNCT
commonwealth-152	118	1	most	most	ADJ
commonwealth-152	118	2	voters	voter	NOUN
commonwealth-152	118	3	had	have	VERB
commonwealth-152	118	4	consistent	consistent	ADJ
commonwealth-152	118	5	preferences	preference	NOUN
commonwealth-152	118	6	preand	preand	VERB
commonwealth-152	118	7	post	post	ADJ
commonwealth-152	118	8	-	-	NOUN
commonwealth-152	118	9	election	election	NOUN
commonwealth-152	118	10	.	.	PUNCT
commonwealth-152	119	1	more	more	ADJ
commonwealth-152	119	2	voters	voter	NOUN
commonwealth-152	119	3	who	who	PRON
commonwealth-152	119	4	preferred	prefer	VERB
commonwealth-152	119	5	neither	neither	CCONJ
commonwealth-152	119	6	candidate	candidate	NOUN
commonwealth-152	119	7	prior	prior	ADV
commonwealth-152	119	8	to	to	ADP
commonwealth-152	119	9	the	the	DET
commonwealth-152	119	10	election	election	NOUN
commonwealth-152	119	11	voted	vote	VERB
commonwealth-152	119	12	for	for	ADP
commonwealth-152	119	13	toomey	toomey	NOUN
commonwealth-152	119	14	than	than	ADP
commonwealth-152	119	15	mcginty	mcginty	PROPN
commonwealth-152	119	16	.	.	PUNCT
commonwealth-152	120	1	post	post	ADJ
commonwealth-152	120	2	-	-	ADJ
commonwealth-152	120	3	election	election	ADJ
commonwealth-152	120	4	survey	survey	NOUN
commonwealth-152	120	5	results	result	VERB
commonwealth-152	120	6	:	:	PUNCT
commonwealth-152	120	7	regression	regression	VERB
commonwealth-152	120	8	analysis	analysis	NOUN
commonwealth-152	120	9	a	a	DET
commonwealth-152	120	10	logistic	logistic	ADJ
commonwealth-152	120	11	regression	regression	NOUN
commonwealth-152	120	12	was	be	AUX
commonwealth-152	120	13	performed	perform	VERB
commonwealth-152	120	14	to	to	PART
commonwealth-152	120	15	determine	determine	VERB
commonwealth-152	120	16	the	the	DET
commonwealth-152	120	17	effects	effect	NOUN
commonwealth-152	120	18	of	of	ADP
commonwealth-152	120	19	demographic	demographic	ADJ
commonwealth-152	120	20	characteristics	characteristic	NOUN
commonwealth-152	120	21	(	(	PUNCT
commonwealth-152	120	22	gender	gender	NOUN
commonwealth-152	120	23	,	,	PUNCT
commonwealth-152	120	24	age	age	NOUN
commonwealth-152	120	25	,	,	PUNCT
commonwealth-152	120	26	education	education	NOUN
commonwealth-152	120	27	,	,	PUNCT
commonwealth-152	120	28	race	race	NOUN
commonwealth-152	120	29	,	,	PUNCT
commonwealth-152	120	30	marital	marital	ADJ
commonwealth-152	120	31	status	status	NOUN
commonwealth-152	120	32	,	,	PUNCT
commonwealth-152	120	33	employment	employment	NOUN
commonwealth-152	120	34	,	,	PUNCT
commonwealth-152	120	35	union	union	NOUN
commonwealth-152	120	36	membership	membership	NOUN
commonwealth-152	120	37	,	,	PUNCT
commonwealth-152	120	38	and	and	CCONJ
commonwealth-152	120	39	veteran	veteran	ADJ
commonwealth-152	120	40	status	status	NOUN
commonwealth-152	120	41	)	)	PUNCT
commonwealth-152	120	42	,	,	PUNCT
commonwealth-152	120	43	political	political	ADJ
commonwealth-152	120	44	characteristics	characteristic	NOUN
commonwealth-152	120	45	(	(	PUNCT
commonwealth-152	120	46	partisan	partisan	ADJ
commonwealth-152	120	47	figure	figure	NOUN
commonwealth-152	120	48	5	5	NUM
commonwealth-152	120	49	.	.	PUNCT
commonwealth-152	121	1	pennsylvania	pennsylvania	PROPN
commonwealth-152	121	2	2016	2016	NUM
commonwealth-152	121	3	u.s	u.s	PROPN
commonwealth-152	121	4	.	.	PROPN
commonwealth-152	121	5	senate	senate	PROPN
commonwealth-152	121	6	polling	polling	NOUN
commonwealth-152	121	7	results	result	NOUN
commonwealth-152	121	8	,	,	PUNCT
commonwealth-152	121	9	july	july	PROPN
commonwealth-152	121	10	–	–	PUNCT
commonwealth-152	121	11	november	november	PROPN
commonwealth-152	121	12	2016	2016	NUM
commonwealth-152	121	13	.	.	PUNCT
commonwealth-152	122	1	(	(	PUNCT
commonwealth-152	122	2	compiled	compile	VERB
commonwealth-152	122	3	and	and	CCONJ
commonwealth-152	122	4	created	create	VERB
commonwealth-152	122	5	by	by	ADP
commonwealth-152	122	6	the	the	DET
commonwealth-152	122	7	authors	author	NOUN
commonwealth-152	122	8	using	use	VERB
commonwealth-152	122	9	data	datum	NOUN
commonwealth-152	122	10	downloaded	download	VERB
commonwealth-152	122	11	from	from	ADP
commonwealth-152	122	12	huffpost	huffpost	NOUN
commonwealth-152	122	13	pollster	pollster	NOUN
commonwealth-152	122	14	,	,	PUNCT
commonwealth-152	122	15	december	december	PROPN
commonwealth-152	122	16	6	6	NUM
commonwealth-152	122	17	,	,	PUNCT
commonwealth-152	122	18	2016	2016	NUM
commonwealth-152	122	19	.	.	PUNCT
commonwealth-152	122	20	)	)	PUNCT
commonwealth-152	123	1	the	the	DET
commonwealth-152	123	2	2016	2016	NUM
commonwealth-152	123	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	123	4	presidential	presidential	PROPN
commonwealth-152	123	5	and	and	CCONJ
commonwealth-152	123	6	u.s	u.s	PROPN
commonwealth-152	123	7	.	.	PROPN
commonwealth-152	123	8	senate	senate	PROPN
commonwealth-152	123	9	elections	election	NOUN
commonwealth-152	123	10	15	15	NUM
commonwealth-152	123	11	figure	figure	NOUN
commonwealth-152	123	12	6	6	NUM
commonwealth-152	123	13	.	.	PUNCT
commonwealth-152	124	1	mcginty	mcginty	PROPN
commonwealth-152	124	2	advantage	advantage	NOUN
commonwealth-152	124	3	or	or	CCONJ
commonwealth-152	124	4	disadvantage	disadvantage	NOUN
commonwealth-152	124	5	in	in	ADP
commonwealth-152	124	6	percentage	percentage	NOUN
commonwealth-152	124	7	points	point	NOUN
commonwealth-152	124	8	among	among	ADP
commonwealth-152	124	9	demographic	demographic	ADJ
commonwealth-152	124	10	subgroups	subgroup	NOUN
commonwealth-152	124	11	,	,	PUNCT
commonwealth-152	124	12	by	by	ADP
commonwealth-152	124	13	month	month	NOUN
commonwealth-152	124	14	of	of	ADP
commonwealth-152	124	15	survey	survey	NOUN
commonwealth-152	124	16	.	.	PUNCT
commonwealth-152	125	1	(	(	PUNCT
commonwealth-152	125	2	franklin	franklin	PROPN
commonwealth-152	125	3	&	&	CCONJ
commonwealth-152	125	4	marshall	marshall	PROPN
commonwealth-152	125	5	college	college	PROPN
commonwealth-152	125	6	polls	poll	NOUN
commonwealth-152	125	7	.	.	PUNCT
commonwealth-152	125	8	)	)	PUNCT
commonwealth-152	125	9	table	table	NOUN
commonwealth-152	125	10	5	5	NUM
commonwealth-152	125	11	.	.	PUNCT
commonwealth-152	126	1	change	change	NOUN
commonwealth-152	126	2	in	in	ADP
commonwealth-152	126	3	voter	voter	NOUN
commonwealth-152	126	4	preferences	preference	NOUN
commonwealth-152	126	5	preand	preand	VERB
commonwealth-152	126	6	post	post	ADJ
commonwealth-152	126	7	-	-	NOUN
commonwealth-152	126	8	election	election	NOUN
commonwealth-152	126	9	as	as	ADP
commonwealth-152	126	10	proportion	proportion	NOUN
commonwealth-152	126	11	of	of	ADP
commonwealth-152	126	12	all	all	DET
commonwealth-152	126	13	voters	voter	NOUN
commonwealth-152	126	14	,	,	PUNCT
commonwealth-152	126	15	pennsylvania	pennsylvania	PROPN
commonwealth-152	126	16	2016	2016	NUM
commonwealth-152	126	17	pre	pre	ADJ
commonwealth-152	126	18	-	-	ADJ
commonwealth-152	126	19	election	election	ADJ
commonwealth-152	126	20	preference	preference	NOUN
commonwealth-152	126	21	post	post	ADJ
commonwealth-152	126	22	-	-	ADJ
commonwealth-152	126	23	election	election	ADJ
commonwealth-152	126	24	preference	preference	NOUN
commonwealth-152	126	25	mcginty	mcginty	PROPN
commonwealth-152	126	26	toomey	toomey	PROPN
commonwealth-152	126	27	neither	neither	CCONJ
commonwealth-152	126	28	mcginty	mcginty	PROPN
commonwealth-152	126	29	38.4	38.4	NUM
commonwealth-152	126	30	%	%	NOUN
commonwealth-152	126	31	1.4	1.4	NUM
commonwealth-152	126	32	%	%	NOUN
commonwealth-152	126	33	0.2	0.2	NUM
commonwealth-152	126	34	%	%	NOUN
commonwealth-152	126	35	toomey	toomey	ADJ
commonwealth-152	126	36	1.1	1.1	NUM
commonwealth-152	126	37	%	%	NOUN
commonwealth-152	126	38	36.3	36.3	NUM
commonwealth-152	126	39	%	%	NOUN
commonwealth-152	126	40	0.8	0.8	NUM
commonwealth-152	126	41	%	%	NOUN
commonwealth-152	126	42	neither	neither	CCONJ
commonwealth-152	126	43	8.5	8.5	NUM
commonwealth-152	126	44	%	%	NOUN
commonwealth-152	126	45	10.3	10.3	NUM
commonwealth-152	126	46	%	%	NOUN
commonwealth-152	126	47	3.0	3.0	NUM
commonwealth-152	126	48	%	%	NOUN
commonwealth-152	126	49	source	source	NOUN
commonwealth-152	126	50	:	:	PUNCT
commonwealth-152	126	51	july	july	PROPN
commonwealth-152	126	52	,	,	PUNCT
commonwealth-152	126	53	august	august	PROPN
commonwealth-152	126	54	,	,	PUNCT
commonwealth-152	126	55	september	september	PROPN
commonwealth-152	126	56	,	,	PUNCT
commonwealth-152	126	57	and	and	CCONJ
commonwealth-152	126	58	october	october	PROPN
commonwealth-152	126	59	2016	2016	NUM
commonwealth-152	126	60	franklin	franklin	PROPN
commonwealth-152	126	61	&	&	CCONJ
commonwealth-152	126	62	marshall	marshall	PROPN
commonwealth-152	126	63	college	college	PROPN
commonwealth-152	126	64	polls	poll	NOUN
commonwealth-152	126	65	.	.	PUNCT
commonwealth-152	127	1	affiliation	affiliation	NOUN
commonwealth-152	127	2	and	and	CCONJ
commonwealth-152	127	3	political	political	ADJ
commonwealth-152	127	4	ideology	ideology	NOUN
commonwealth-152	127	5	)	)	PUNCT
commonwealth-152	127	6	,	,	PUNCT
commonwealth-152	127	7	and	and	CCONJ
commonwealth-152	127	8	attitudinal	attitudinal	ADJ
commonwealth-152	127	9	characteristics	characteristic	NOUN
commonwealth-152	127	10	(	(	PUNCT
commonwealth-152	127	11	obama	obama	PROPN
commonwealth-152	127	12	job	job	NOUN
commonwealth-152	127	13	performance	performance	NOUN
commonwealth-152	127	14	,	,	PUNCT
commonwealth-152	127	15	expected	expect	VERB
commonwealth-152	127	16	future	future	ADJ
commonwealth-152	127	17	financial	financial	ADJ
commonwealth-152	127	18	condition	condition	NOUN
commonwealth-152	127	19	,	,	PUNCT
commonwealth-152	127	20	and	and	CCONJ
commonwealth-152	127	21	direction	direction	NOUN
commonwealth-152	127	22	of	of	ADP
commonwealth-152	127	23	the	the	DET
commonwealth-152	127	24	country	country	NOUN
commonwealth-152	127	25	)	)	PUNCT
commonwealth-152	127	26	on	on	ADP
commonwealth-152	127	27	the	the	DET
commonwealth-152	127	28	likelihood	likelihood	NOUN
commonwealth-152	127	29	that	that	SCONJ
commonwealth-152	127	30	respondents	respondent	NOUN
commonwealth-152	127	31	voted	vote	VERB
commonwealth-152	127	32	for	for	ADP
commonwealth-152	127	33	pat	pat	PROPN
commonwealth-152	127	34	toomey	toomey	PROPN
commonwealth-152	127	35	for	for	ADP
commonwealth-152	127	36	u.s	u.s	PROPN
commonwealth-152	127	37	.	.	PROPN
commonwealth-152	127	38	senate	senate	PROPN
commonwealth-152	127	39	.	.	PUNCT
commonwealth-152	128	1	the	the	DET
commonwealth-152	128	2	logistic	logistic	ADJ
commonwealth-152	128	3	regression	regression	NOUN
commonwealth-152	128	4	model	model	NOUN
commonwealth-152	128	5	was	be	AUX
commonwealth-152	128	6	statistically	statistically	ADV
commonwealth-152	128	7	significant	significant	ADJ
commonwealth-152	128	8	,	,	PUNCT
commonwealth-152	128	9	χ2(23	χ2(23	NOUN
commonwealth-152	128	10	)	)	PUNCT
commonwealth-152	128	11	=	=	SYM
commonwealth-152	128	12	1458.47	1458.47	NUM
commonwealth-152	128	13	,	,	PUNCT
commonwealth-152	128	14	p	p	X
commonwealth-152	128	15	 	 	SPACE
commonwealth-152	128	16	<	<	X
commonwealth-152	128	17	.0001	.0001	PROPN
commonwealth-152	128	18	.	.	PUNCT
commonwealth-152	129	1	the	the	DET
commonwealth-152	129	2	model	model	NOUN
commonwealth-152	129	3	explained	explain	VERB
commonwealth-152	129	4	81.7	81.7	NUM
commonwealth-152	129	5	%	%	NOUN
commonwealth-152	129	6	(	(	PUNCT
commonwealth-152	129	7	nagelkerke	nagelkerke	NOUN
commonwealth-152	129	8	r2	r2	PROPN
commonwealth-152	129	9	)	)	PUNCT
commonwealth-152	129	10	of	of	ADP
commonwealth-152	129	11	the	the	DET
commonwealth-152	129	12	variance	variance	NOUN
commonwealth-152	129	13	in	in	ADP
commonwealth-152	129	14	u.s	u.s	PROPN
commonwealth-152	129	15	.	.	PROPN
commonwealth-152	129	16	16	16	NUM
commonwealth-152	129	17	berwood	berwood	PROPN
commonwealth-152	129	18	yost	yost	PROPN
commonwealth-152	129	19	,	,	PUNCT
commonwealth-152	129	20	jackie	jackie	PROPN
commonwealth-152	129	21	redman	redman	PROPN
commonwealth-152	129	22	,	,	PUNCT
commonwealth-152	129	23	and	and	CCONJ
commonwealth-152	129	24	scottie	scottie	PROPN
commonwealth-152	129	25	thompson	thompson	PROPN
commonwealth-152	129	26	senate	senate	PROPN
commonwealth-152	129	27	vote	vote	NOUN
commonwealth-152	129	28	choice	choice	NOUN
commonwealth-152	129	29	and	and	CCONJ
commonwealth-152	129	30	correctly	correctly	ADV
commonwealth-152	129	31	classified	classify	VERB
commonwealth-152	129	32	91	91	NUM
commonwealth-152	129	33	%	%	NOUN
commonwealth-152	129	34	of	of	ADP
commonwealth-152	129	35	cases	case	NOUN
commonwealth-152	129	36	.	.	PUNCT
commonwealth-152	130	1	model	model	NOUN
commonwealth-152	130	2	sensitivity	sensitivity	NOUN
commonwealth-152	130	3	was	be	AUX
commonwealth-152	130	4	89.3	89.3	NUM
commonwealth-152	130	5	%	%	NOUN
commonwealth-152	130	6	and	and	CCONJ
commonwealth-152	130	7	model	model	NOUN
commonwealth-152	130	8	specificity	specificity	NOUN
commonwealth-152	130	9	was	be	AUX
commonwealth-152	130	10	93	93	NUM
commonwealth-152	130	11	%	%	NOUN
commonwealth-152	130	12	.	.	PUNCT
commonwealth-152	131	1	table	table	NOUN
commonwealth-152	131	2	6	6	NUM
commonwealth-152	131	3	provides	provide	VERB
commonwealth-152	131	4	the	the	DET
commonwealth-152	131	5	logistic	logistic	ADJ
commonwealth-152	131	6	regression	regression	NOUN
commonwealth-152	131	7	coefficients	coefficient	NOUN
commonwealth-152	131	8	and	and	CCONJ
commonwealth-152	131	9	confidence	confidence	NOUN
commonwealth-152	131	10	intervals	interval	NOUN
commonwealth-152	131	11	for	for	ADP
commonwealth-152	131	12	the	the	DET
commonwealth-152	131	13	variables	variable	NOUN
commonwealth-152	131	14	in	in	ADP
commonwealth-152	131	15	the	the	DET
commonwealth-152	131	16	model	model	NOUN
commonwealth-152	131	17	.	.	PUNCT
commonwealth-152	132	1	republicans	republican	NOUN
commonwealth-152	132	2	and	and	CCONJ
commonwealth-152	132	3	independents	independent	NOUN
commonwealth-152	132	4	were	be	AUX
commonwealth-152	132	5	more	more	ADV
commonwealth-152	132	6	likely	likely	ADJ
commonwealth-152	132	7	to	to	PART
commonwealth-152	132	8	vote	vote	VERB
commonwealth-152	132	9	for	for	ADP
commonwealth-152	132	10	toomey	toomey	NOUN
commonwealth-152	132	11	than	than	ADP
commonwealth-152	132	12	democrats	democrats	PROPN
commonwealth-152	132	13	.	.	PUNCT
commonwealth-152	133	1	conservatives	conservative	NOUN
commonwealth-152	133	2	were	be	AUX
commonwealth-152	133	3	more	more	ADV
commonwealth-152	133	4	likely	likely	ADJ
commonwealth-152	133	5	to	to	PART
commonwealth-152	133	6	vote	vote	VERB
commonwealth-152	133	7	for	for	ADP
commonwealth-152	133	8	toomey	toomey	ADJ
commonwealth-152	133	9	than	than	SCONJ
commonwealth-152	133	10	were	be	AUX
commonwealth-152	133	11	liberals	liberal	NOUN
commonwealth-152	133	12	or	or	CCONJ
commonwealth-152	133	13	moderates	moderate	NOUN
commonwealth-152	133	14	.	.	PUNCT
commonwealth-152	134	1	those	those	PRON
commonwealth-152	134	2	who	who	PRON
commonwealth-152	134	3	believe	believe	VERB
commonwealth-152	134	4	the	the	DET
commonwealth-152	134	5	united	united	PROPN
commonwealth-152	134	6	states	states	PROPN
commonwealth-152	134	7	is	be	AUX
commonwealth-152	134	8	on	on	ADP
commonwealth-152	134	9	the	the	DET
commonwealth-152	134	10	wrong	wrong	ADJ
commonwealth-152	134	11	track	track	NOUN
commonwealth-152	134	12	were	be	AUX
commonwealth-152	134	13	more	more	ADV
commonwealth-152	134	14	likely	likely	ADJ
commonwealth-152	134	15	to	to	PART
commonwealth-152	134	16	vote	vote	VERB
commonwealth-152	134	17	for	for	ADP
commonwealth-152	134	18	toomey	toomey	NOUN
commonwealth-152	134	19	,	,	PUNCT
commonwealth-152	134	20	and	and	CCONJ
commonwealth-152	134	21	those	those	PRON
commonwealth-152	134	22	who	who	PRON
commonwealth-152	134	23	believed	believe	VERB
commonwealth-152	134	24	obama	obama	PROPN
commonwealth-152	134	25	was	be	AUX
commonwealth-152	134	26	table	table	NOUN
commonwealth-152	134	27	6	6	NUM
commonwealth-152	134	28	.	.	PUNCT
commonwealth-152	135	1	logistic	logistic	ADJ
commonwealth-152	135	2	regression	regression	NOUN
commonwealth-152	135	3	model	model	NOUN
commonwealth-152	135	4	for	for	ADP
commonwealth-152	135	5	toomey	toomey	ADJ
commonwealth-152	135	6	vote	vote	NOUN
commonwealth-152	135	7	share	share	NOUN
commonwealth-152	135	8	,	,	PUNCT
commonwealth-152	135	9	pennsylvania	pennsylvania	PROPN
commonwealth-152	135	10	2016	2016	NUM
commonwealth-152	135	11	dependent	dependent	ADJ
commonwealth-152	135	12	variable	variable	NOUN
commonwealth-152	135	13	:	:	PUNCT
commonwealth-152	135	14	probability	probability	NOUN
commonwealth-152	135	15	voting	voting	NOUN
commonwealth-152	135	16	for	for	ADP
commonwealth-152	135	17	toomey	toomey	ADJ
commonwealth-152	135	18	party	party	NOUN
commonwealth-152	135	19	independent	independent	ADJ
commonwealth-152	135	20	0.658	0.658	NUM
commonwealth-152	135	21	*	*	NOUN
commonwealth-152	135	22	*	*	PUNCT
commonwealth-152	135	23	(	(	PUNCT
commonwealth-152	135	24	0.046	0.046	NUM
commonwealth-152	135	25	,	,	PUNCT
commonwealth-152	135	26	1.269	1.269	NUM
commonwealth-152	135	27	)	)	PUNCT
commonwealth-152	135	28	party	party	NOUN
commonwealth-152	135	29	republican	republican	PROPN
commonwealth-152	135	30	1.799	1.799	NUM
commonwealth-152	135	31	*	*	PUNCT
commonwealth-152	135	32	*	*	PUNCT
commonwealth-152	135	33	*	*	PUNCT
commonwealth-152	135	34	(	(	PUNCT
commonwealth-152	135	35	1.343	1.343	NUM
commonwealth-152	135	36	,	,	PUNCT
commonwealth-152	135	37	2.255	2.255	NUM
commonwealth-152	135	38	)	)	PUNCT
commonwealth-152	135	39	male	male	NOUN
commonwealth-152	135	40	–	–	PUNCT
commonwealth-152	135	41	0.077	0.077	NUM
commonwealth-152	135	42	(	(	PUNCT
commonwealth-152	135	43	–	–	PUNCT
commonwealth-152	135	44	0.516	0.516	NUM
commonwealth-152	135	45	,	,	PUNCT
commonwealth-152	135	46	0.362	0.362	NUM
commonwealth-152	135	47	)	)	PUNCT
commonwealth-152	135	48	over	over	ADP
commonwealth-152	135	49	55	55	NUM
commonwealth-152	135	50	–	–	PUNCT
commonwealth-152	135	51	0.385	0.385	NUM
commonwealth-152	135	52	(	(	PUNCT
commonwealth-152	135	53	–	–	PUNCT
commonwealth-152	135	54	0.968	0.968	NUM
commonwealth-152	135	55	,	,	PUNCT
commonwealth-152	135	56	0.198	0.198	NUM
commonwealth-152	135	57	)	)	PUNCT
commonwealth-152	135	58	under	under	ADP
commonwealth-152	135	59	35	35	NUM
commonwealth-152	135	60	–	–	PUNCT
commonwealth-152	135	61	0.185	0.185	NUM
commonwealth-152	135	62	(	(	PUNCT
commonwealth-152	135	63	–	–	PUNCT
commonwealth-152	135	64	1.033	1.033	NUM
commonwealth-152	135	65	,	,	PUNCT
commonwealth-152	135	66	0.663	0.663	NUM
commonwealth-152	135	67	)	)	PUNCT
commonwealth-152	135	68	white	white	NOUN
commonwealth-152	135	69	0.492	0.492	NUM
commonwealth-152	135	70	(	(	PUNCT
commonwealth-152	135	71	–	–	PUNCT
commonwealth-152	135	72	0.410	0.410	NUM
commonwealth-152	135	73	,	,	PUNCT
commonwealth-152	135	74	1.394	1.394	NUM
commonwealth-152	135	75	)	)	PUNCT
commonwealth-152	135	76	high	high	ADJ
commonwealth-152	135	77	school	school	NOUN
commonwealth-152	135	78	or	or	CCONJ
commonwealth-152	135	79	less	less	ADJ
commonwealth-152	135	80	–	–	PUNCT
commonwealth-152	135	81	0.212	0.212	NUM
commonwealth-152	135	82	(	(	PUNCT
commonwealth-152	135	83	–	–	PUNCT
commonwealth-152	135	84	0.755	0.755	NUM
commonwealth-152	135	85	,	,	PUNCT
commonwealth-152	135	86	0.332	0.332	NUM
commonwealth-152	135	87	)	)	PUNCT
commonwealth-152	135	88	some	some	DET
commonwealth-152	135	89	college	college	NOUN
commonwealth-152	135	90	0.091	0.091	NUM
commonwealth-152	135	91	(	(	PUNCT
commonwealth-152	135	92	–	–	PUNCT
commonwealth-152	135	93	0.410	0.410	NUM
commonwealth-152	135	94	,	,	PUNCT
commonwealth-152	135	95	0.593	0.593	NUM
commonwealth-152	135	96	)	)	PUNCT
commonwealth-152	135	97	liberal	liberal	ADJ
commonwealth-152	135	98	–	–	PUNCT
commonwealth-152	135	99	3.069	3.069	NUM
commonwealth-152	135	100	*	*	PUNCT
commonwealth-152	135	101	*	*	PUNCT
commonwealth-152	135	102	*	*	PUNCT
commonwealth-152	135	103	(	(	PUNCT
commonwealth-152	135	104	–	–	PUNCT
commonwealth-152	135	105	3.751	3.751	NUM
commonwealth-152	135	106	,	,	PUNCT
commonwealth-152	135	107	–	–	PUNCT
commonwealth-152	135	108	2.387	2.387	NUM
commonwealth-152	135	109	)	)	PUNCT
commonwealth-152	135	110	moderate	moderate	ADJ
commonwealth-152	135	111	–	–	PUNCT
commonwealth-152	135	112	1.228	1.228	NUM
commonwealth-152	135	113	*	*	PUNCT
commonwealth-152	135	114	*	*	PUNCT
commonwealth-152	135	115	*	*	PUNCT
commonwealth-152	135	116	(	(	PUNCT
commonwealth-152	135	117	–	–	PUNCT
commonwealth-152	135	118	1.696	1.696	NUM
commonwealth-152	135	119	,	,	PUNCT
commonwealth-152	135	120	–	–	PUNCT
commonwealth-152	135	121	0.760	0.760	NUM
commonwealth-152	135	122	)	)	PUNCT
commonwealth-152	135	123	urban	urban	ADJ
commonwealth-152	135	124	county	county	NOUN
commonwealth-152	135	125	0.109	0.109	NUM
commonwealth-152	135	126	(	(	PUNCT
commonwealth-152	135	127	–	–	PUNCT
commonwealth-152	135	128	0.398	0.398	NUM
commonwealth-152	135	129	,	,	PUNCT
commonwealth-152	135	130	0.616	0.616	NUM
commonwealth-152	135	131	)	)	PUNCT
commonwealth-152	135	132	not	not	PART
commonwealth-152	135	133	married	marry	VERB
commonwealth-152	135	134	–	–	PUNCT
commonwealth-152	135	135	0.171	0.171	NUM
commonwealth-152	135	136	(	(	PUNCT
commonwealth-152	135	137	–	–	PUNCT
commonwealth-152	135	138	0.739	0.739	NUM
commonwealth-152	135	139	,	,	PUNCT
commonwealth-152	135	140	0.397	0.397	NUM
commonwealth-152	135	141	)	)	PUNCT
commonwealth-152	135	142	single	single	ADJ
commonwealth-152	135	143	,	,	PUNCT
commonwealth-152	135	144	never	never	ADV
commonwealth-152	135	145	married	marry	VERB
commonwealth-152	135	146	–	–	PUNCT
commonwealth-152	135	147	0.405	0.405	NUM
commonwealth-152	135	148	(	(	PUNCT
commonwealth-152	135	149	–	–	PUNCT
commonwealth-152	135	150	1.078	1.078	NUM
commonwealth-152	135	151	,	,	PUNCT
commonwealth-152	135	152	0.268	0.268	NUM
commonwealth-152	135	153	)	)	PUNCT
commonwealth-152	135	154	not	not	PART
commonwealth-152	135	155	retired	retire	VERB
commonwealth-152	135	156	or	or	CCONJ
commonwealth-152	135	157	employed	employ	VERB
commonwealth-152	135	158	–	–	PUNCT
commonwealth-152	135	159	0.930	0.930	NUM
commonwealth-152	135	160	*	*	PUNCT
commonwealth-152	135	161	*	*	PUNCT
commonwealth-152	135	162	*	*	PUNCT
commonwealth-152	135	163	(	(	PUNCT
commonwealth-152	135	164	–	–	PUNCT
commonwealth-152	135	165	1.507	1.507	NUM
commonwealth-152	135	166	,	,	PUNCT
commonwealth-152	135	167	–	–	PUNCT
commonwealth-152	135	168	0.354	0.354	NUM
commonwealth-152	135	169	)	)	PUNCT
commonwealth-152	135	170	retired	retire	VERB
commonwealth-152	135	171	–	–	PUNCT
commonwealth-152	135	172	0.207	0.207	NUM
commonwealth-152	135	173	(	(	PUNCT
commonwealth-152	135	174	–	–	PUNCT
commonwealth-152	135	175	0.762	0.762	NUM
commonwealth-152	135	176	,	,	PUNCT
commonwealth-152	135	177	0.347	0.347	NUM
commonwealth-152	135	178	)	)	PUNCT
commonwealth-152	135	179	united	united	PROPN
commonwealth-152	135	180	states	state	NOUN
commonwealth-152	135	181	on	on	ADP
commonwealth-152	135	182	wrong	wrong	ADJ
commonwealth-152	135	183	track	track	NOUN
commonwealth-152	135	184	1.076	1.076	NUM
commonwealth-152	135	185	*	*	PUNCT
commonwealth-152	135	186	*	*	PUNCT
commonwealth-152	135	187	*	*	PUNCT
commonwealth-152	135	188	(	(	PUNCT
commonwealth-152	135	189	0.546	0.546	NUM
commonwealth-152	135	190	,	,	PUNCT
commonwealth-152	135	191	1.606	1.606	NUM
commonwealth-152	135	192	)	)	PUNCT
commonwealth-152	135	193	obama	obama	PROPN
commonwealth-152	135	194	poor	poor	ADJ
commonwealth-152	135	195	job	job	NOUN
commonwealth-152	135	196	2.314	2.314	NUM
commonwealth-152	135	197	*	*	PUNCT
commonwealth-152	135	198	*	*	PUNCT
commonwealth-152	135	199	*	*	PUNCT
commonwealth-152	135	200	(	(	PUNCT
commonwealth-152	135	201	1.720	1.720	NUM
commonwealth-152	135	202	,	,	PUNCT
commonwealth-152	135	203	2.908	2.908	NUM
commonwealth-152	135	204	)	)	PUNCT
commonwealth-152	135	205	obama	obama	PROPN
commonwealth-152	135	206	excellent	excellent	ADJ
commonwealth-152	135	207	job	job	NOUN
commonwealth-152	135	208	–	–	PUNCT
commonwealth-152	135	209	1.655	1.655	NUM
commonwealth-152	135	210	*	*	PUNCT
commonwealth-152	135	211	*	*	PUNCT
commonwealth-152	135	212	*	*	PUNCT
commonwealth-152	135	213	(	(	PUNCT
commonwealth-152	135	214	–	–	PUNCT
commonwealth-152	135	215	2.743	2.743	NUM
commonwealth-152	135	216	,	,	PUNCT
commonwealth-152	135	217	–	–	PUNCT
commonwealth-152	135	218	0.568	0.568	NUM
commonwealth-152	135	219	)	)	PUNCT
commonwealth-152	135	220	obama	obama	PROPN
commonwealth-152	135	221	fair	fair	ADJ
commonwealth-152	135	222	job	job	NOUN
commonwealth-152	135	223	1.495	1.495	NUM
commonwealth-152	135	224	*	*	PUNCT
commonwealth-152	135	225	*	*	PUNCT
commonwealth-152	135	226	*	*	PUNCT
commonwealth-152	135	227	(	(	PUNCT
commonwealth-152	135	228	0.958	0.958	NUM
commonwealth-152	135	229	,	,	PUNCT
commonwealth-152	135	230	2.032	2.032	NUM
commonwealth-152	135	231	)	)	PUNCT
commonwealth-152	135	232	better	well	ADJ
commonwealth-152	135	233	finances	finance	NOUN
commonwealth-152	135	234	next	next	ADJ
commonwealth-152	135	235	year	year	NOUN
commonwealth-152	135	236	0.347	0.347	NUM
commonwealth-152	135	237	(	(	PUNCT
commonwealth-152	135	238	–	–	PUNCT
commonwealth-152	135	239	0.174	0.174	NUM
commonwealth-152	135	240	,	,	PUNCT
commonwealth-152	135	241	0.868	0.868	NUM
commonwealth-152	135	242	)	)	PUNCT
commonwealth-152	135	243	worse	bad	ADJ
commonwealth-152	135	244	finances	finance	NOUN
commonwealth-152	135	245	next	next	ADJ
commonwealth-152	135	246	year	year	NOUN
commonwealth-152	135	247	0.121	0.121	NUM
commonwealth-152	135	248	(	(	PUNCT
commonwealth-152	135	249	–	–	PUNCT
commonwealth-152	135	250	0.544	0.544	NUM
commonwealth-152	135	251	,	,	PUNCT
commonwealth-152	135	252	0.787	0.787	NUM
commonwealth-152	135	253	)	)	PUNCT
commonwealth-152	135	254	labor	labor	NOUN
commonwealth-152	135	255	union	union	NOUN
commonwealth-152	135	256	household	household	NOUN
commonwealth-152	135	257	–	–	PUNCT
commonwealth-152	135	258	0.531	0.531	NUM
commonwealth-152	135	259	*	*	NOUN
commonwealth-152	135	260	*	*	PUNCT
commonwealth-152	135	261	(	(	PUNCT
commonwealth-152	135	262	–	–	PUNCT
commonwealth-152	135	263	1.052	1.052	NUM
commonwealth-152	135	264	,	,	PUNCT
commonwealth-152	135	265	–	–	PUNCT
commonwealth-152	135	266	0.010	0.010	NUM
commonwealth-152	135	267	)	)	PUNCT
commonwealth-152	135	268	veteran	veteran	NOUN
commonwealth-152	135	269	–	–	PUNCT
commonwealth-152	135	270	0.414	0.414	NUM
commonwealth-152	135	271	(	(	PUNCT
commonwealth-152	135	272	–	–	PUNCT
commonwealth-152	135	273	1.001	1.001	NUM
commonwealth-152	135	274	,	,	PUNCT
commonwealth-152	135	275	0.173	0.173	NUM
commonwealth-152	135	276	)	)	PUNCT
commonwealth-152	135	277	constant	constant	ADJ
commonwealth-152	135	278	–	–	PUNCT
commonwealth-152	135	279	1.310	1.310	NUM
commonwealth-152	135	280	*	*	PUNCT
commonwealth-152	135	281	*	*	PUNCT
commonwealth-152	135	282	(	(	PUNCT
commonwealth-152	135	283	–	–	PUNCT
commonwealth-152	135	284	2.580	2.580	NUM
commonwealth-152	135	285	,	,	PUNCT
commonwealth-152	135	286	–	–	PUNCT
commonwealth-152	135	287	0.040	0.040	NUM
commonwealth-152	135	288	)	)	PUNCT
commonwealth-152	135	289	observations	observation	NOUN
commonwealth-152	135	290	1,556	1,556	NUM
commonwealth-152	135	291	log	log	NOUN
commonwealth-152	135	292	likelihood	likelihood	NOUN
commonwealth-152	135	293	–	–	PUNCT
commonwealth-152	136	1	333.978	333.978	NUM
commonwealth-152	136	2	akaike	akaike	ADJ
commonwealth-152	136	3	inf	inf	NOUN
commonwealth-152	136	4	.	.	PUNCT
commonwealth-152	136	5	crit	crit	PROPN
commonwealth-152	136	6	.	.	PUNCT
commonwealth-152	137	1	715.956	715.956	NUM
commonwealth-152	137	2	note	note	NOUN
commonwealth-152	137	3	:	:	PUNCT
commonwealth-152	137	4	*	*	PUNCT
commonwealth-152	137	5	p	p	X
commonwealth-152	137	6	<	<	X
commonwealth-152	137	7	0.1	0.1	NUM
commonwealth-152	137	8	;	;	PUNCT
commonwealth-152	137	9	*	*	PUNCT
commonwealth-152	137	10	*	*	PUNCT
commonwealth-152	137	11	p	p	X
commonwealth-152	137	12	<	<	X
commonwealth-152	137	13	0.05	0.05	NUM
commonwealth-152	137	14	;	;	PUNCT
commonwealth-152	137	15	*	*	PUNCT
commonwealth-152	137	16	*	*	PUNCT
commonwealth-152	137	17	*	*	PUNCT
commonwealth-152	137	18	p	p	X
commonwealth-152	137	19	<	<	X
commonwealth-152	137	20	0.01	0.01	NUM
commonwealth-152	137	21	source	source	NOUN
commonwealth-152	137	22	:	:	PUNCT
commonwealth-152	137	23	july	july	PROPN
commonwealth-152	137	24	,	,	PUNCT
commonwealth-152	137	25	august	august	PROPN
commonwealth-152	137	26	,	,	PUNCT
commonwealth-152	137	27	september	september	PROPN
commonwealth-152	137	28	,	,	PUNCT
commonwealth-152	137	29	and	and	CCONJ
commonwealth-152	137	30	october	october	PROPN
commonwealth-152	137	31	2016	2016	NUM
commonwealth-152	137	32	franklin	franklin	PROPN
commonwealth-152	137	33	&	&	CCONJ
commonwealth-152	137	34	marshall	marshall	PROPN
commonwealth-152	137	35	college	college	NOUN
commonwealth-152	137	36	polls	poll	NOUN
commonwealth-152	137	37	.	.	PUNCT
commonwealth-152	138	1	the	the	DET
commonwealth-152	138	2	2016	2016	NUM
commonwealth-152	138	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	138	4	presidential	presidential	PROPN
commonwealth-152	138	5	and	and	CCONJ
commonwealth-152	138	6	u.s	u.s	PROPN
commonwealth-152	138	7	.	.	PROPN
commonwealth-152	138	8	senate	senate	PROPN
commonwealth-152	138	9	elections	election	NOUN
commonwealth-152	138	10	17	17	NUM
commonwealth-152	138	11	doing	do	VERB
commonwealth-152	138	12	a	a	DET
commonwealth-152	138	13	poor	poor	ADJ
commonwealth-152	138	14	job	job	NOUN
commonwealth-152	138	15	as	as	ADP
commonwealth-152	138	16	president	president	NOUN
commonwealth-152	138	17	were	be	AUX
commonwealth-152	138	18	more	more	ADV
commonwealth-152	138	19	likely	likely	ADJ
commonwealth-152	138	20	to	to	PART
commonwealth-152	138	21	vote	vote	VERB
commonwealth-152	138	22	for	for	ADP
commonwealth-152	138	23	toomey	toomey	NOUN
commonwealth-152	138	24	.	.	PUNCT
commonwealth-152	139	1	labor	labor	PROPN
commonwealth-152	139	2	union	union	PROPN
commonwealth-152	139	3	households	household	NOUN
commonwealth-152	139	4	were	be	AUX
commonwealth-152	139	5	less	less	ADV
commonwealth-152	139	6	likely	likely	ADJ
commonwealth-152	139	7	than	than	ADP
commonwealth-152	139	8	nonunion	nonunion	ADJ
commonwealth-152	139	9	households	household	NOUN
commonwealth-152	139	10	to	to	PART
commonwealth-152	139	11	vote	vote	VERB
commonwealth-152	139	12	for	for	ADP
commonwealth-152	139	13	toomey	toomey	NOUN
commonwealth-152	139	14	.	.	PUNCT
commonwealth-152	140	1	comparison	comparison	NOUN
commonwealth-152	140	2	with	with	ADP
commonwealth-152	140	3	2012	2012	NUM
commonwealth-152	140	4	by	by	ADP
commonwealth-152	140	5	county	county	NOUN
commonwealth-152	140	6	as	as	ADP
commonwealth-152	140	7	in	in	ADP
commonwealth-152	140	8	the	the	DET
commonwealth-152	140	9	presidential	presidential	ADJ
commonwealth-152	140	10	race	race	NOUN
commonwealth-152	140	11	,	,	PUNCT
commonwealth-152	140	12	the	the	DET
commonwealth-152	140	13	change	change	NOUN
commonwealth-152	140	14	in	in	ADP
commonwealth-152	140	15	support	support	NOUN
commonwealth-152	140	16	for	for	ADP
commonwealth-152	140	17	the	the	DET
commonwealth-152	140	18	democratic	democratic	ADJ
commonwealth-152	140	19	candidate	candidate	NOUN
commonwealth-152	140	20	at	at	ADP
commonwealth-152	140	21	the	the	DET
commonwealth-152	140	22	county	county	NOUN
commonwealth-152	140	23	level	level	NOUN
commonwealth-152	140	24	was	be	AUX
commonwealth-152	140	25	substantial	substantial	ADJ
commonwealth-152	140	26	.	.	PUNCT
commonwealth-152	141	1	mcginty	mcginty	PROPN
commonwealth-152	141	2	received	receive	VERB
commonwealth-152	141	3	fewer	few	ADJ
commonwealth-152	141	4	votes	vote	NOUN
commonwealth-152	141	5	than	than	SCONJ
commonwealth-152	141	6	senator	senator	PROPN
commonwealth-152	141	7	bob	bob	PROPN
commonwealth-152	141	8	casey	casey	PROPN
commonwealth-152	141	9	received	receive	VERB
commonwealth-152	141	10	in	in	ADP
commonwealth-152	141	11	2012	2012	NUM
commonwealth-152	141	12	in	in	ADP
commonwealth-152	141	13	all	all	PRON
commonwealth-152	141	14	but	but	SCONJ
commonwealth-152	141	15	five	five	NUM
commonwealth-152	141	16	pennsylvania	pennsylvania	PROPN
commonwealth-152	141	17	counties	county	NOUN
commonwealth-152	141	18	.	.	PUNCT
commonwealth-152	142	1	mcginty	mcginty	PROPN
commonwealth-152	142	2	received	receive	VERB
commonwealth-152	142	3	significantly	significantly	ADV
commonwealth-152	142	4	fewer	few	ADJ
commonwealth-152	142	5	votes	vote	NOUN
commonwealth-152	142	6	than	than	ADP
commonwealth-152	142	7	casey	casey	NOUN
commonwealth-152	142	8	in	in	ADP
commonwealth-152	142	9	lackawanna	lackawanna	PROPN
commonwealth-152	142	10	and	and	CCONJ
commonwealth-152	142	11	luzerne	luzerne	ADJ
commonwealth-152	142	12	counties	county	NOUN
commonwealth-152	142	13	in	in	ADP
commonwealth-152	142	14	the	the	DET
commonwealth-152	142	15	northeastern	northeastern	ADJ
commonwealth-152	142	16	part	part	NOUN
commonwealth-152	142	17	of	of	ADP
commonwealth-152	142	18	the	the	DET
commonwealth-152	142	19	state	state	NOUN
commonwealth-152	142	20	and	and	CCONJ
commonwealth-152	142	21	from	from	ADP
commonwealth-152	142	22	western	western	ADJ
commonwealth-152	142	23	counties	county	NOUN
commonwealth-152	142	24	,	,	PUNCT
commonwealth-152	142	25	including	include	VERB
commonwealth-152	142	26	beaver	beaver	PROPN
commonwealth-152	142	27	,	,	PUNCT
commonwealth-152	142	28	cambria	cambria	PROPN
commonwealth-152	142	29	,	,	PUNCT
commonwealth-152	142	30	erie	erie	PROPN
commonwealth-152	142	31	,	,	PUNCT
commonwealth-152	142	32	washington	washington	PROPN
commonwealth-152	142	33	,	,	PUNCT
commonwealth-152	142	34	and	and	CCONJ
commonwealth-152	142	35	westmoreland	westmoreland	PROPN
commonwealth-152	142	36	.	.	PUNCT
commonwealth-152	143	1	regionally	regionally	ADV
commonwealth-152	143	2	,	,	PUNCT
commonwealth-152	143	3	mcginty	mcginty	PROPN
commonwealth-152	143	4	underperformed	underperform	VERB
commonwealth-152	143	5	bob	bob	PROPN
commonwealth-152	143	6	casey	casey	NOUN
commonwealth-152	143	7	by	by	ADP
commonwealth-152	143	8	5,009	5,009	NUM
commonwealth-152	143	9	votes	vote	NOUN
commonwealth-152	143	10	in	in	ADP
commonwealth-152	143	11	allegheny	allegheny	PROPN
commonwealth-152	143	12	county	county	PROPN
commonwealth-152	143	13	,	,	PUNCT
commonwealth-152	143	14	by	by	ADP
commonwealth-152	143	15	43,107	43,107	NUM
commonwealth-152	143	16	votes	vote	NOUN
commonwealth-152	143	17	in	in	ADP
commonwealth-152	143	18	central	central	ADJ
commonwealth-152	143	19	pennsylvania	pennsylvania	NOUN
commonwealth-152	143	20	,	,	PUNCT
commonwealth-152	143	21	by	by	ADP
commonwealth-152	143	22	62,708	62,708	NUM
commonwealth-152	143	23	votes	vote	NOUN
commonwealth-152	143	24	in	in	ADP
commonwealth-152	143	25	western	western	ADJ
commonwealth-152	143	26	pennsylvania	pennsylvania	PROPN
commonwealth-152	143	27	,	,	PUNCT
commonwealth-152	143	28	and	and	CCONJ
commonwealth-152	143	29	by	by	ADP
commonwealth-152	143	30	12,077	12,077	NUM
commonwealth-152	143	31	votes	vote	NOUN
commonwealth-152	143	32	in	in	ADP
commonwealth-152	143	33	philadelphia	philadelphia	PROPN
commonwealth-152	143	34	and	and	CCONJ
commonwealth-152	143	35	the	the	DET
commonwealth-152	143	36	southeast	southeast	NOUN
commonwealth-152	143	37	.	.	PUNCT
commonwealth-152	144	1	figure	figure	NOUN
commonwealth-152	144	2	7	7	NUM
commonwealth-152	144	3	displays	display	VERB
commonwealth-152	144	4	the	the	DET
commonwealth-152	144	5	differences	difference	NOUN
commonwealth-152	144	6	in	in	ADP
commonwealth-152	144	7	the	the	DET
commonwealth-152	144	8	democratic	democratic	ADJ
commonwealth-152	144	9	u.s	u.s	PROPN
commonwealth-152	144	10	.	.	PROPN
commonwealth-152	144	11	senate	senate	PROPN
commonwealth-152	144	12	voting	voting	NOUN
commonwealth-152	144	13	by	by	ADP
commonwealth-152	144	14	county	county	NOUN
commonwealth-152	144	15	between	between	ADP
commonwealth-152	144	16	2012	2012	NUM
commonwealth-152	144	17	and	and	CCONJ
commonwealth-152	144	18	2016	2016	NUM
commonwealth-152	144	19	.	.	PUNCT
commonwealth-152	145	1	figure	figure	VERB
commonwealth-152	145	2	7	7	NUM
commonwealth-152	145	3	.	.	PUNCT
commonwealth-152	145	4	change	change	NOUN
commonwealth-152	145	5	in	in	ADP
commonwealth-152	145	6	county	county	PROPN
commonwealth-152	145	7	u.s	u.s	PROPN
commonwealth-152	145	8	.	.	PROPN
commonwealth-152	145	9	senate	senate	PROPN
commonwealth-152	145	10	votes	vote	NOUN
commonwealth-152	145	11	,	,	PUNCT
commonwealth-152	145	12	pennsylvania	pennsylvania	PROPN
commonwealth-152	145	13	,	,	PUNCT
commonwealth-152	145	14	2012	2012	NUM
commonwealth-152	145	15	and	and	CCONJ
commonwealth-152	145	16	2016	2016	NUM
commonwealth-152	145	17	.	.	PUNCT
commonwealth-152	146	1	counties	county	NOUN
commonwealth-152	146	2	are	be	AUX
commonwealth-152	146	3	color	color	NOUN
commonwealth-152	146	4	-	-	PUNCT
commonwealth-152	146	5	coded	code	VERB
commonwealth-152	146	6	by	by	ADP
commonwealth-152	146	7	geographic	geographic	ADJ
commonwealth-152	146	8	region	region	NOUN
commonwealth-152	146	9	.	.	PUNCT
commonwealth-152	147	1	(	(	PUNCT
commonwealth-152	147	2	compiled	compile	VERB
commonwealth-152	147	3	and	and	CCONJ
commonwealth-152	147	4	created	create	VERB
commonwealth-152	147	5	by	by	ADP
commonwealth-152	147	6	the	the	DET
commonwealth-152	147	7	authors	author	NOUN
commonwealth-152	147	8	using	use	VERB
commonwealth-152	147	9	data	datum	NOUN
commonwealth-152	147	10	downloaded	download	VERB
commonwealth-152	147	11	from	from	ADP
commonwealth-152	147	12	the	the	DET
commonwealth-152	147	13	pennsylvania	pennsylvania	PROPN
commonwealth-152	147	14	department	department	PROPN
commonwealth-152	147	15	of	of	ADP
commonwealth-152	147	16	state	state	PROPN
commonwealth-152	147	17	website	website	NOUN
commonwealth-152	147	18	,	,	PUNCT
commonwealth-152	147	19	january	january	PROPN
commonwealth-152	147	20	24	24	NUM
commonwealth-152	147	21	,	,	PUNCT
commonwealth-152	147	22	2017	2017	NUM
commonwealth-152	147	23	.	.	PUNCT
commonwealth-152	147	24	)	)	PUNCT
commonwealth-152	148	1	18	18	NUM
commonwealth-152	148	2	berwood	berwood	NOUN
commonwealth-152	148	3	yost	yost	PROPN
commonwealth-152	148	4	,	,	PUNCT
commonwealth-152	148	5	jackie	jackie	PROPN
commonwealth-152	148	6	redman	redman	PROPN
commonwealth-152	148	7	,	,	PUNCT
commonwealth-152	148	8	and	and	CCONJ
commonwealth-152	148	9	scottie	scottie	PROPN
commonwealth-152	148	10	thompson	thompson	PROPN
commonwealth-152	148	11	split	split	NOUN
commonwealth-152	148	12	-	-	PUNCT
commonwealth-152	148	13	ticket	ticket	NOUN
commonwealth-152	148	14	voting	voting	NOUN
commonwealth-152	148	15	increased	increase	VERB
commonwealth-152	148	16	partisanship	partisanship	NOUN
commonwealth-152	148	17	has	have	AUX
commonwealth-152	148	18	produced	produce	VERB
commonwealth-152	148	19	less	less	ADJ
commonwealth-152	148	20	split	split	ADJ
commonwealth-152	148	21	-	-	PUNCT
commonwealth-152	148	22	ticket	ticket	NOUN
commonwealth-152	148	23	voting	voting	NOUN
commonwealth-152	148	24	in	in	ADP
commonwealth-152	148	25	recent	recent	ADJ
commonwealth-152	148	26	elections	election	NOUN
commonwealth-152	148	27	(	(	PUNCT
commonwealth-152	148	28	beck	beck	NOUN
commonwealth-152	148	29	et	et	PROPN
commonwealth-152	148	30	al.1992	al.1992	PROPN
commonwealth-152	148	31	)	)	PUNCT
commonwealth-152	148	32	,	,	PUNCT
commonwealth-152	148	33	but	but	CCONJ
commonwealth-152	148	34	donald	donald	PROPN
commonwealth-152	148	35	trump	trump	PROPN
commonwealth-152	148	36	’s	’s	PART
commonwealth-152	148	37	nontraditional	nontraditional	ADJ
commonwealth-152	148	38	positions	position	NOUN
commonwealth-152	148	39	on	on	ADP
commonwealth-152	148	40	key	key	ADJ
commonwealth-152	148	41	issues	issue	NOUN
commonwealth-152	148	42	raised	raise	VERB
commonwealth-152	148	43	the	the	DET
commonwealth-152	148	44	possibility	possibility	NOUN
commonwealth-152	148	45	that	that	SCONJ
commonwealth-152	148	46	split	split	NOUN
commonwealth-152	148	47	-	-	PUNCT
commonwealth-152	148	48	ticket	ticket	NOUN
commonwealth-152	148	49	voting	voting	NOUN
commonwealth-152	148	50	might	might	AUX
commonwealth-152	148	51	be	be	AUX
commonwealth-152	148	52	more	more	ADV
commonwealth-152	148	53	common	common	ADJ
commonwealth-152	148	54	in	in	ADP
commonwealth-152	148	55	2016	2016	NUM
commonwealth-152	148	56	.	.	PUNCT
commonwealth-152	149	1	post	post	ADJ
commonwealth-152	149	2	-	-	ADJ
commonwealth-152	149	3	election	election	ADJ
commonwealth-152	149	4	survey	survey	NOUN
commonwealth-152	149	5	data	datum	NOUN
commonwealth-152	149	6	show	show	VERB
commonwealth-152	149	7	that	that	SCONJ
commonwealth-152	149	8	among	among	ADP
commonwealth-152	149	9	those	those	PRON
commonwealth-152	149	10	who	who	PRON
commonwealth-152	149	11	cast	cast	VERB
commonwealth-152	149	12	a	a	DET
commonwealth-152	149	13	vote	vote	NOUN
commonwealth-152	149	14	for	for	ADP
commonwealth-152	149	15	both	both	CCONJ
commonwealth-152	149	16	president	president	NOUN
commonwealth-152	149	17	and	and	CCONJ
commonwealth-152	149	18	senate	senate	PROPN
commonwealth-152	149	19	,	,	PUNCT
commonwealth-152	149	20	one	one	NUM
commonwealth-152	149	21	in	in	ADP
commonwealth-152	149	22	10	10	NUM
commonwealth-152	149	23	(	(	PUNCT
commonwealth-152	149	24	9	9	NUM
commonwealth-152	149	25	%	%	NOUN
commonwealth-152	149	26	)	)	PUNCT
commonwealth-152	149	27	split	split	VERB
commonwealth-152	149	28	their	their	PRON
commonwealth-152	149	29	tickets.14	tickets.14	NOUN
commonwealth-152	149	30	a	a	DET
commonwealth-152	149	31	splitticket	splitticket	NOUN
commonwealth-152	149	32	voter	voter	NOUN
commonwealth-152	149	33	is	be	AUX
commonwealth-152	149	34	defined	define	VERB
commonwealth-152	149	35	as	as	ADP
commonwealth-152	149	36	a	a	DET
commonwealth-152	149	37	voter	voter	NOUN
commonwealth-152	149	38	who	who	PRON
commonwealth-152	149	39	voted	vote	VERB
commonwealth-152	149	40	for	for	ADP
commonwealth-152	149	41	trump	trump	NOUN
commonwealth-152	149	42	for	for	ADP
commonwealth-152	149	43	president	president	NOUN
commonwealth-152	149	44	but	but	CCONJ
commonwealth-152	149	45	not	not	PART
commonwealth-152	149	46	toomey	toomey	VERB
commonwealth-152	149	47	for	for	ADP
commonwealth-152	149	48	senator	senator	NOUN
commonwealth-152	149	49	,	,	PUNCT
commonwealth-152	149	50	or	or	CCONJ
commonwealth-152	149	51	as	as	ADP
commonwealth-152	149	52	a	a	DET
commonwealth-152	149	53	voter	voter	NOUN
commonwealth-152	149	54	who	who	PRON
commonwealth-152	149	55	voted	vote	VERB
commonwealth-152	149	56	for	for	ADP
commonwealth-152	149	57	toomey	toomey	NOUN
commonwealth-152	149	58	for	for	ADP
commonwealth-152	149	59	senate	senate	PROPN
commonwealth-152	149	60	but	but	CCONJ
commonwealth-152	149	61	not	not	PART
commonwealth-152	149	62	trump	trump	VERB
commonwealth-152	149	63	for	for	ADP
commonwealth-152	149	64	president	president	NOUN
commonwealth-152	149	65	.	.	PUNCT
commonwealth-152	150	1	figure	figure	VERB
commonwealth-152	150	2	8	8	NUM
commonwealth-152	150	3	displays	display	VERB
commonwealth-152	150	4	the	the	DET
commonwealth-152	150	5	geography	geography	NOUN
commonwealth-152	150	6	of	of	ADP
commonwealth-152	150	7	split	split	ADJ
commonwealth-152	150	8	-	-	PUNCT
commonwealth-152	150	9	ticket	ticket	NOUN
commonwealth-152	150	10	voting	voting	NOUN
commonwealth-152	150	11	in	in	ADP
commonwealth-152	150	12	pennsylvania	pennsylvania	PROPN
commonwealth-152	150	13	for	for	ADP
commonwealth-152	150	14	the	the	DET
commonwealth-152	150	15	2016	2016	NUM
commonwealth-152	150	16	election	election	NOUN
commonwealth-152	150	17	.	.	PUNCT
commonwealth-152	151	1	voters	voter	NOUN
commonwealth-152	151	2	in	in	ADP
commonwealth-152	151	3	southeastern	southeastern	ADJ
commonwealth-152	151	4	pennsylvania	pennsylvania	PROPN
commonwealth-152	151	5	cast	cast	VERB
commonwealth-152	151	6	more	more	ADJ
commonwealth-152	151	7	votes	vote	NOUN
commonwealth-152	151	8	for	for	ADP
commonwealth-152	151	9	senator	senator	PROPN
commonwealth-152	151	10	toomey	toomey	PROPN
commonwealth-152	151	11	than	than	ADP
commonwealth-152	151	12	president	president	PROPN
commonwealth-152	151	13	trump	trump	NOUN
commonwealth-152	151	14	,	,	PUNCT
commonwealth-152	151	15	while	while	SCONJ
commonwealth-152	151	16	many	many	ADJ
commonwealth-152	151	17	more	more	ADJ
commonwealth-152	151	18	voters	voter	NOUN
commonwealth-152	151	19	in	in	ADP
commonwealth-152	151	20	western	western	ADJ
commonwealth-152	151	21	and	and	CCONJ
commonwealth-152	151	22	northeastern	northeastern	ADJ
commonwealth-152	151	23	pennsylvania	pennsylvania	PROPN
commonwealth-152	151	24	voted	vote	VERB
commonwealth-152	151	25	for	for	ADP
commonwealth-152	151	26	president	president	NOUN
commonwealth-152	151	27	trump.15	trump.15	PROPN
commonwealth-152	151	28	figure	figure	VERB
commonwealth-152	151	29	8	8	NUM
commonwealth-152	151	30	.	.	PUNCT
commonwealth-152	151	31	difference	difference	NOUN
commonwealth-152	151	32	in	in	ADP
commonwealth-152	151	33	county	county	NOUN
commonwealth-152	151	34	presidential	presidential	ADJ
commonwealth-152	151	35	and	and	CCONJ
commonwealth-152	151	36	u.s	u.s	PROPN
commonwealth-152	151	37	.	.	PROPN
commonwealth-152	151	38	senate	senate	PROPN
commonwealth-152	151	39	votes	vote	NOUN
commonwealth-152	151	40	,	,	PUNCT
commonwealth-152	151	41	pennsylvania	pennsylvania	PROPN
commonwealth-152	151	42	,	,	PUNCT
commonwealth-152	151	43	2016	2016	NUM
commonwealth-152	151	44	.	.	PUNCT
commonwealth-152	152	1	counties	county	NOUN
commonwealth-152	152	2	are	be	AUX
commonwealth-152	152	3	color	color	NOUN
commonwealth-152	152	4	-	-	PUNCT
commonwealth-152	152	5	coded	code	VERB
commonwealth-152	152	6	by	by	ADP
commonwealth-152	152	7	geographic	geographic	ADJ
commonwealth-152	152	8	region	region	NOUN
commonwealth-152	152	9	.	.	PUNCT
commonwealth-152	153	1	(	(	PUNCT
commonwealth-152	153	2	compiled	compile	VERB
commonwealth-152	153	3	and	and	CCONJ
commonwealth-152	153	4	created	create	VERB
commonwealth-152	153	5	by	by	ADP
commonwealth-152	153	6	the	the	DET
commonwealth-152	153	7	authors	author	NOUN
commonwealth-152	153	8	using	use	VERB
commonwealth-152	153	9	data	datum	NOUN
commonwealth-152	153	10	downloaded	download	VERB
commonwealth-152	153	11	from	from	ADP
commonwealth-152	153	12	the	the	DET
commonwealth-152	153	13	pennsylvania	pennsylvania	PROPN
commonwealth-152	153	14	department	department	PROPN
commonwealth-152	153	15	of	of	ADP
commonwealth-152	153	16	state	state	PROPN
commonwealth-152	153	17	website	website	NOUN
commonwealth-152	153	18	,	,	PUNCT
commonwealth-152	153	19	january	january	PROPN
commonwealth-152	153	20	24	24	NUM
commonwealth-152	153	21	,	,	PUNCT
commonwealth-152	153	22	2017	2017	NUM
commonwealth-152	153	23	.	.	PUNCT
commonwealth-152	153	24	)	)	PUNCT
commonwealth-152	154	1	the	the	DET
commonwealth-152	154	2	2016	2016	NUM
commonwealth-152	154	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	154	4	presidential	presidential	PROPN
commonwealth-152	154	5	and	and	CCONJ
commonwealth-152	154	6	u.s	u.s	PROPN
commonwealth-152	154	7	.	.	PROPN
commonwealth-152	154	8	senate	senate	PROPN
commonwealth-152	154	9	elections	election	NOUN
commonwealth-152	154	10	19	19	NUM
commonwealth-152	154	11	table	table	NOUN
commonwealth-152	154	12	7	7	NUM
commonwealth-152	154	13	presents	present	VERB
commonwealth-152	154	14	the	the	DET
commonwealth-152	154	15	regional	regional	ADJ
commonwealth-152	154	16	variation	variation	NOUN
commonwealth-152	154	17	evident	evident	ADJ
commonwealth-152	154	18	in	in	ADP
commonwealth-152	154	19	the	the	DET
commonwealth-152	154	20	vote	vote	NOUN
commonwealth-152	154	21	differences	difference	NOUN
commonwealth-152	154	22	between	between	ADP
commonwealth-152	154	23	the	the	DET
commonwealth-152	154	24	republican	republican	ADJ
commonwealth-152	154	25	presidential	presidential	ADJ
commonwealth-152	154	26	and	and	CCONJ
commonwealth-152	154	27	senate	senate	PROPN
commonwealth-152	154	28	candidates	candidate	NOUN
commonwealth-152	154	29	in	in	ADP
commonwealth-152	154	30	2012	2012	NUM
commonwealth-152	154	31	and	and	CCONJ
commonwealth-152	154	32	2016	2016	NUM
commonwealth-152	154	33	and	and	CCONJ
commonwealth-152	154	34	demonstrates	demonstrate	VERB
commonwealth-152	154	35	a	a	DET
commonwealth-152	154	36	likely	likely	ADJ
commonwealth-152	154	37	increase	increase	NOUN
commonwealth-152	154	38	in	in	ADP
commonwealth-152	154	39	republican	republican	ADJ
commonwealth-152	154	40	ticket	ticket	NOUN
commonwealth-152	154	41	splitting	splitting	NOUN
commonwealth-152	154	42	.	.	PUNCT
commonwealth-152	155	1	in	in	ADP
commonwealth-152	155	2	2012	2012	NUM
commonwealth-152	155	3	,	,	PUNCT
commonwealth-152	155	4	mitt	mitt	PROPN
commonwealth-152	155	5	romney	romney	PROPN
commonwealth-152	155	6	’s	’s	PART
commonwealth-152	155	7	vote	vote	NOUN
commonwealth-152	155	8	totals	total	NOUN
commonwealth-152	155	9	exceeded	exceed	VERB
commonwealth-152	155	10	senate	senate	PROPN
commonwealth-152	155	11	candidate	candidate	NOUN
commonwealth-152	155	12	tom	tom	PROPN
commonwealth-152	155	13	smith	smith	PROPN
commonwealth-152	155	14	’s	’s	PART
commonwealth-152	155	15	in	in	ADP
commonwealth-152	155	16	every	every	DET
commonwealth-152	155	17	region	region	NOUN
commonwealth-152	155	18	of	of	ADP
commonwealth-152	155	19	the	the	DET
commonwealth-152	155	20	state	state	NOUN
commonwealth-152	155	21	,	,	PUNCT
commonwealth-152	155	22	with	with	ADP
commonwealth-152	155	23	a	a	DET
commonwealth-152	155	24	difference	difference	NOUN
commonwealth-152	155	25	between	between	ADP
commonwealth-152	155	26	the	the	DET
commonwealth-152	155	27	two	two	NUM
commonwealth-152	155	28	candidates	candidate	NOUN
commonwealth-152	155	29	of	of	ADP
commonwealth-152	155	30	about	about	ADV
commonwealth-152	155	31	146,000	146,000	NUM
commonwealth-152	155	32	votes	vote	NOUN
commonwealth-152	155	33	,	,	PUNCT
commonwealth-152	155	34	which	which	PRON
commonwealth-152	155	35	was	be	AUX
commonwealth-152	155	36	about	about	ADV
commonwealth-152	155	37	5	5	NUM
commonwealth-152	155	38	%	%	NOUN
commonwealth-152	155	39	of	of	ADP
commonwealth-152	155	40	the	the	DET
commonwealth-152	155	41	votes	vote	NOUN
commonwealth-152	155	42	cast	cast	VERB
commonwealth-152	155	43	for	for	ADP
commonwealth-152	155	44	romney	romney	NOUN
commonwealth-152	155	45	.	.	PUNCT
commonwealth-152	156	1	in	in	ADP
commonwealth-152	156	2	2016	2016	NUM
commonwealth-152	156	3	,	,	PUNCT
commonwealth-152	156	4	toomey	toomey	PROPN
commonwealth-152	156	5	actually	actually	ADV
commonwealth-152	156	6	outperformed	outperform	VERB
commonwealth-152	156	7	trump	trump	NOUN
commonwealth-152	156	8	in	in	ADP
commonwealth-152	156	9	allegheny	allegheny	PROPN
commonwealth-152	156	10	county	county	PROPN
commonwealth-152	156	11	,	,	PUNCT
commonwealth-152	156	12	philadelphia	philadelphia	PROPN
commonwealth-152	156	13	,	,	PUNCT
commonwealth-152	156	14	and	and	CCONJ
commonwealth-152	156	15	in	in	ADP
commonwealth-152	156	16	the	the	DET
commonwealth-152	156	17	southeast	southeast	NOUN
commonwealth-152	156	18	.	.	PUNCT
commonwealth-152	157	1	the	the	DET
commonwealth-152	157	2	absolute	absolute	ADJ
commonwealth-152	157	3	difference	difference	NOUN
commonwealth-152	157	4	in	in	ADP
commonwealth-152	157	5	votes	vote	NOUN
commonwealth-152	157	6	cast	cast	VERB
commonwealth-152	157	7	for	for	ADP
commonwealth-152	157	8	the	the	DET
commonwealth-152	157	9	two	two	NUM
commonwealth-152	157	10	candidates	candidate	NOUN
commonwealth-152	157	11	was	be	AUX
commonwealth-152	157	12	about	about	ADV
commonwealth-152	157	13	182,000	182,000	NUM
commonwealth-152	157	14	votes	vote	NOUN
commonwealth-152	157	15	or	or	CCONJ
commonwealth-152	157	16	about	about	ADV
commonwealth-152	157	17	6	6	NUM
commonwealth-152	157	18	%	%	NOUN
commonwealth-152	157	19	of	of	ADP
commonwealth-152	157	20	the	the	DET
commonwealth-152	157	21	presidential	presidential	ADJ
commonwealth-152	157	22	vote	vote	NOUN
commonwealth-152	157	23	total	total	NOUN
commonwealth-152	157	24	.	.	PUNCT
commonwealth-152	158	1	in	in	ADP
commonwealth-152	158	2	raw	raw	ADJ
commonwealth-152	158	3	votes	vote	NOUN
commonwealth-152	158	4	,	,	PUNCT
commonwealth-152	158	5	romney	romney	PROPN
commonwealth-152	158	6	outperformed	outperform	VERB
commonwealth-152	158	7	trump	trump	NOUN
commonwealth-152	158	8	in	in	ADP
commonwealth-152	158	9	allegheny	allegheny	PROPN
commonwealth-152	158	10	county	county	PROPN
commonwealth-152	158	11	and	and	CCONJ
commonwealth-152	158	12	the	the	DET
commonwealth-152	158	13	southeast	southeast	NOUN
commonwealth-152	158	14	,	,	PUNCT
commonwealth-152	158	15	while	while	SCONJ
commonwealth-152	158	16	toomey	toomey	PROPN
commonwealth-152	158	17	outperformed	outperform	VERB
commonwealth-152	158	18	smith	smith	PROPN
commonwealth-152	158	19	in	in	ADP
commonwealth-152	158	20	all	all	DET
commonwealth-152	158	21	parts	part	NOUN
commonwealth-152	158	22	of	of	ADP
commonwealth-152	158	23	the	the	DET
commonwealth-152	158	24	state	state	NOUN
commonwealth-152	158	25	.	.	PUNCT
commonwealth-152	159	1	these	these	DET
commonwealth-152	159	2	differences	difference	NOUN
commonwealth-152	159	3	hint	hint	NOUN
commonwealth-152	159	4	at	at	ADP
commonwealth-152	159	5	the	the	DET
commonwealth-152	159	6	slightly	slightly	ADV
commonwealth-152	159	7	different	different	ADJ
commonwealth-152	159	8	coalitions	coalition	NOUN
commonwealth-152	159	9	assembled	assemble	VERB
commonwealth-152	159	10	by	by	ADP
commonwealth-152	159	11	the	the	DET
commonwealth-152	159	12	two	two	NUM
commonwealth-152	159	13	candidates	candidate	NOUN
commonwealth-152	159	14	;	;	PUNCT
commonwealth-152	159	15	these	these	DET
commonwealth-152	159	16	differences	difference	NOUN
commonwealth-152	159	17	are	be	AUX
commonwealth-152	159	18	discussed	discuss	VERB
commonwealth-152	159	19	in	in	ADP
commonwealth-152	159	20	the	the	DET
commonwealth-152	159	21	next	next	ADJ
commonwealth-152	159	22	section	section	NOUN
commonwealth-152	159	23	.	.	PUNCT
commonwealth-152	160	1	table	table	NOUN
commonwealth-152	160	2	7	7	NUM
commonwealth-152	160	3	.	.	PUNCT
commonwealth-152	160	4	regional	regional	ADJ
commonwealth-152	160	5	vote	vote	NOUN
commonwealth-152	160	6	totals	total	NOUN
commonwealth-152	160	7	for	for	ADP
commonwealth-152	160	8	republican	republican	ADJ
commonwealth-152	160	9	presidential	presidential	ADJ
commonwealth-152	160	10	candidates	candidate	NOUN
commonwealth-152	160	11	in	in	ADP
commonwealth-152	160	12	pennsylvania	pennsylvania	PROPN
commonwealth-152	160	13	,	,	PUNCT
commonwealth-152	160	14	2012	2012	NUM
commonwealth-152	160	15	and	and	CCONJ
commonwealth-152	160	16	2016	2016	NUM
commonwealth-152	160	17	region	region	NOUN
commonwealth-152	160	18	total	total	ADJ
commonwealth-152	160	19	vote	vote	NOUN
commonwealth-152	160	20	for	for	ADP
commonwealth-152	160	21	president	president	PROPN
commonwealth-152	160	22	2016	2016	NUM
commonwealth-152	160	23	registered	register	VERB
commonwealth-152	160	24	voters	voter	NOUN
commonwealth-152	160	25	2016	2016	NUM
commonwealth-152	160	26	trump	trump	VERB
commonwealth-152	160	27	votes	vote	NOUN
commonwealth-152	160	28	toomey	toomey	ADJ
commonwealth-152	160	29	votes	vote	VERB
commonwealth-152	160	30	turnout	turnout	NOUN
commonwealth-152	160	31	trump	trump	VERB
commonwealth-152	160	32	minus	minus	CCONJ
commonwealth-152	160	33	toomey	toomey	ADJ
commonwealth-152	160	34	votes	vote	NOUN
commonwealth-152	160	35	allegheny	allegheny	PROPN
commonwealth-152	160	36	650,114	650,114	NUM
commonwealth-152	160	37	920,346	920,346	NUM
commonwealth-152	160	38	259,480	259,480	NUM
commonwealth-152	160	39	261,316	261,316	NUM
commonwealth-152	160	40	70.6	70.6	NUM
commonwealth-152	160	41	%	%	NOUN
commonwealth-152	160	42	(	(	PUNCT
commonwealth-152	160	43	1,836	1,836	NUM
commonwealth-152	160	44	)	)	PUNCT
commonwealth-152	160	45	central	central	ADJ
commonwealth-152	160	46	1,600,415	1,600,415	NUM
commonwealth-152	160	47	2,267,666	2,267,666	NUM
commonwealth-152	160	48	979,503	979,503	NUM
commonwealth-152	160	49	957,106	957,106	NUM
commonwealth-152	160	50	70.6	70.6	NUM
commonwealth-152	160	51	%	%	NOUN
commonwealth-152	160	52	22,397	22,397	NUM
commonwealth-152	160	53	northeast	northeast	ADV
commonwealth-152	160	54	723,607	723,607	NUM
commonwealth-152	160	55	1,066,205	1,066,205	NUM
commonwealth-152	160	56	378,653	378,653	NUM
commonwealth-152	160	57	352,135	352,135	NUM
commonwealth-152	160	58	67.9	67.9	NUM
commonwealth-152	160	59	%	%	NOUN
commonwealth-152	160	60	26,518	26,518	NUM
commonwealth-152	160	61	northwest	northwest	NOUN
commonwealth-152	160	62	515,001	515,001	NUM
commonwealth-152	160	63	743,183	743,183	NUM
commonwealth-152	160	64	324,435	324,435	NUM
commonwealth-152	160	65	307,329	307,329	NUM
commonwealth-152	160	66	69.3	69.3	NUM
commonwealth-152	160	67	%	%	NOUN
commonwealth-152	160	68	17,106	17,106	NUM
commonwealth-152	160	69	philadelphia	philadelphia	PROPN
commonwealth-152	160	70	707,631	707,631	NUM
commonwealth-152	160	71	1,082,240	1,082,240	NUM
commonwealth-152	160	72	108,748	108,748	NUM
commonwealth-152	160	73	116,714	116,714	NUM
commonwealth-152	160	74	65.4	65.4	NUM
commonwealth-152	160	75	%	%	NOUN
commonwealth-152	160	76	(	(	PUNCT
commonwealth-152	160	77	7,966	7,966	NUM
commonwealth-152	160	78	)	)	PUNCT
commonwealth-152	160	79	southeast	southeast	NOUN
commonwealth-152	160	80	1,345,460	1,345,460	NUM
commonwealth-152	160	81	1,788,298	1,788,298	NUM
commonwealth-152	160	82	553,906	553,906	NUM
commonwealth-152	160	83	625,499	625,499	NUM
commonwealth-152	160	84	75.2	75.2	NUM
commonwealth-152	160	85	%	%	NOUN
commonwealth-152	160	86	(	(	PUNCT
commonwealth-152	160	87	71,593	71,593	NUM
commonwealth-152	160	88	)	)	PUNCT
commonwealth-152	160	89	southwest	southwest	NOUN
commonwealth-152	160	90	573,218	573,218	NUM
commonwealth-152	160	91	791,562	791,562	NUM
commonwealth-152	160	92	366,039	366,039	NUM
commonwealth-152	160	93	331,672	331,672	NUM
commonwealth-152	160	94	72.4	72.4	NUM
commonwealth-152	160	95	%	%	NOUN
commonwealth-152	160	96	34,367	34,367	NUM
commonwealth-152	160	97	region	region	NOUN
commonwealth-152	160	98	total	total	ADJ
commonwealth-152	160	99	vote	vote	NOUN
commonwealth-152	160	100	for	for	ADP
commonwealth-152	160	101	president	president	NOUN
commonwealth-152	160	102	2012	2012	NUM
commonwealth-152	160	103	registered	register	VERB
commonwealth-152	160	104	voters	voter	NOUN
commonwealth-152	160	105	2012	2012	NUM
commonwealth-152	160	106	romney	romney	NOUN
commonwealth-152	160	107	votes	vote	VERB
commonwealth-152	160	108	smith	smith	PROPN
commonwealth-152	160	109	votes	vote	NOUN
commonwealth-152	160	110	turnout	turnout	PROPN
commonwealth-152	160	111	romney	romney	PROPN
commonwealth-152	160	112	minus	minus	CCONJ
commonwealth-152	160	113	smith	smith	PROPN
commonwealth-152	160	114	votes	vote	NOUN
commonwealth-152	160	115	allegheny	allegheny	PROPN
commonwealth-152	160	116	634,608	634,608	NUM
commonwealth-152	160	117	916,470	916,470	NUM
commonwealth-152	160	118	262,039	262,039	NUM
commonwealth-152	160	119	236,546	236,546	NUM
commonwealth-152	160	120	69.2	69.2	NUM
commonwealth-152	160	121	%	%	NOUN
commonwealth-152	160	122	25,493	25,493	NUM
commonwealth-152	160	123	central	central	ADJ
commonwealth-152	160	124	1,491,431	1,491,431	NUM
commonwealth-152	160	125	2,167,498	2,167,498	NUM
commonwealth-152	160	126	860,579	860,579	NUM
commonwealth-152	160	127	820,589	820,589	NUM
commonwealth-152	160	128	68.8	68.8	NUM
commonwealth-152	160	129	%	%	NOUN
commonwealth-152	160	130	39,990	39,990	NUM
commonwealth-152	160	131	northeast	northeast	ADJ
commonwealth-152	160	132	665,181	665,181	NUM
commonwealth-152	160	133	1,038,882	1,038,882	NUM
commonwealth-152	160	134	305,170	305,170	NUM
commonwealth-152	160	135	282,261	282,261	NUM
commonwealth-152	160	136	64.0	64.0	NUM
commonwealth-152	160	137	%	%	NOUN
commonwealth-152	160	138	22,909	22,909	NUM
commonwealth-152	160	139	northwest	northwest	NOUN
commonwealth-152	160	140	496,141	496,141	NUM
commonwealth-152	160	141	722,563	722,563	NUM
commonwealth-152	160	142	275,170	275,170	NUM
commonwealth-152	160	143	266,370	266,370	NUM
commonwealth-152	160	144	68.7	68.7	NUM
commonwealth-152	160	145	%	%	NOUN
commonwealth-152	160	146	8,800	8,800	NUM
commonwealth-152	160	147	philadelphia	philadelphia	PROPN
commonwealth-152	160	148	690,724	690,724	NUM
commonwealth-152	160	149	1,055,319	1,055,319	NUM
commonwealth-152	160	150	96,467	96,467	NUM
commonwealth-152	160	151	84,461	84,461	NUM
commonwealth-152	160	152	65.5	65.5	NUM
commonwealth-152	160	153	%	%	NOUN
commonwealth-152	160	154	12,006	12,006	NUM
commonwealth-152	160	155	southeast	southeast	NOUN
commonwealth-152	160	156	1,274,517	1,274,517	NUM
commonwealth-152	160	157	1,712,173	1,712,173	NUM
commonwealth-152	160	158	566,653	566,653	NUM
commonwealth-152	160	159	534,492	534,492	NUM
commonwealth-152	160	160	74.4	74.4	NUM
commonwealth-152	160	161	%	%	NOUN
commonwealth-152	160	162	32,161	32,161	NUM
commonwealth-152	160	163	southwest	southwest	NOUN
commonwealth-152	160	164	543,385	543,385	NUM
commonwealth-152	160	165	801,859	801,859	NUM
commonwealth-152	160	166	314,356	314,356	NUM
commonwealth-152	160	167	284,413	284,413	NUM
commonwealth-152	160	168	67.8	67.8	NUM
commonwealth-152	160	169	%	%	NOUN
commonwealth-152	160	170	29,943	29,943	NUM
commonwealth-152	160	171	source	source	NOUN
commonwealth-152	160	172	:	:	PUNCT
commonwealth-152	160	173	pennsylvania	pennsylvania	PROPN
commonwealth-152	160	174	department	department	PROPN
commonwealth-152	160	175	of	of	ADP
commonwealth-152	160	176	state	state	PROPN
commonwealth-152	160	177	,	,	PUNCT
commonwealth-152	160	178	available	available	ADJ
commonwealth-152	160	179	at	at	ADP
commonwealth-152	160	180	http://www.dos.pa.gov/pages/default.aspx	http://www.dos.pa.gov/pages/default.aspx	PROPN
commonwealth-152	160	181	.	.	PUNCT
commonwealth-152	160	182	calculations	calculation	NOUN
commonwealth-152	160	183	by	by	ADP
commonwealth-152	160	184	the	the	DET
commonwealth-152	160	185	authors	author	NOUN
commonwealth-152	160	186	.	.	PUNCT
commonwealth-152	161	1	20	20	NUM
commonwealth-152	161	2	berwood	berwood	NOUN
commonwealth-152	161	3	yost	yost	PROPN
commonwealth-152	161	4	,	,	PUNCT
commonwealth-152	161	5	jackie	jackie	PROPN
commonwealth-152	161	6	redman	redman	PROPN
commonwealth-152	161	7	,	,	PUNCT
commonwealth-152	161	8	and	and	CCONJ
commonwealth-152	161	9	scottie	scottie	PROPN
commonwealth-152	161	10	thompson	thompson	PROPN
commonwealth-152	161	11	regression	regression	NOUN
commonwealth-152	161	12	analysis	analysis	NOUN
commonwealth-152	161	13	:	:	PUNCT
commonwealth-152	161	14	split	split	NOUN
commonwealth-152	161	15	-	-	PUNCT
commonwealth-152	161	16	ticket	ticket	NOUN
commonwealth-152	161	17	voting	voting	NOUN
commonwealth-152	161	18	a	a	DET
commonwealth-152	161	19	logistic	logistic	ADJ
commonwealth-152	161	20	regression	regression	NOUN
commonwealth-152	161	21	was	be	AUX
commonwealth-152	161	22	performed	perform	VERB
commonwealth-152	161	23	to	to	PART
commonwealth-152	161	24	determine	determine	VERB
commonwealth-152	161	25	the	the	DET
commonwealth-152	161	26	effects	effect	NOUN
commonwealth-152	161	27	of	of	ADP
commonwealth-152	161	28	demographic	demographic	ADJ
commonwealth-152	161	29	characteristics	characteristic	NOUN
commonwealth-152	161	30	(	(	PUNCT
commonwealth-152	161	31	gender	gender	NOUN
commonwealth-152	161	32	,	,	PUNCT
commonwealth-152	161	33	age	age	NOUN
commonwealth-152	161	34	,	,	PUNCT
commonwealth-152	161	35	education	education	NOUN
commonwealth-152	161	36	,	,	PUNCT
commonwealth-152	161	37	race	race	NOUN
commonwealth-152	161	38	,	,	PUNCT
commonwealth-152	161	39	marital	marital	ADJ
commonwealth-152	161	40	status	status	NOUN
commonwealth-152	161	41	,	,	PUNCT
commonwealth-152	161	42	employment	employment	NOUN
commonwealth-152	161	43	,	,	PUNCT
commonwealth-152	161	44	union	union	NOUN
commonwealth-152	161	45	membership	membership	NOUN
commonwealth-152	161	46	,	,	PUNCT
commonwealth-152	161	47	and	and	CCONJ
commonwealth-152	161	48	veteran	veteran	ADJ
commonwealth-152	161	49	status	status	NOUN
commonwealth-152	161	50	)	)	PUNCT
commonwealth-152	161	51	,	,	PUNCT
commonwealth-152	161	52	political	political	ADJ
commonwealth-152	161	53	characteristics	characteristic	NOUN
commonwealth-152	161	54	(	(	PUNCT
commonwealth-152	161	55	partisan	partisan	ADJ
commonwealth-152	161	56	affiliation	affiliation	NOUN
commonwealth-152	161	57	and	and	CCONJ
commonwealth-152	161	58	political	political	ADJ
commonwealth-152	161	59	ideology	ideology	NOUN
commonwealth-152	161	60	)	)	PUNCT
commonwealth-152	161	61	,	,	PUNCT
commonwealth-152	161	62	and	and	CCONJ
commonwealth-152	161	63	attitudinal	attitudinal	ADJ
commonwealth-152	161	64	characteristics	characteristic	NOUN
commonwealth-152	161	65	(	(	PUNCT
commonwealth-152	161	66	obama	obama	PROPN
commonwealth-152	161	67	job	job	NOUN
commonwealth-152	161	68	performance	performance	NOUN
commonwealth-152	161	69	,	,	PUNCT
commonwealth-152	161	70	expected	expect	VERB
commonwealth-152	161	71	future	future	ADJ
commonwealth-152	161	72	financial	financial	ADJ
commonwealth-152	161	73	condition	condition	NOUN
commonwealth-152	161	74	,	,	PUNCT
commonwealth-152	161	75	and	and	CCONJ
commonwealth-152	161	76	direction	direction	NOUN
commonwealth-152	161	77	of	of	ADP
commonwealth-152	161	78	the	the	DET
commonwealth-152	161	79	country	country	NOUN
commonwealth-152	161	80	)	)	PUNCT
commonwealth-152	161	81	on	on	ADP
commonwealth-152	161	82	the	the	DET
commonwealth-152	161	83	likelihood	likelihood	NOUN
commonwealth-152	161	84	that	that	SCONJ
commonwealth-152	161	85	respondents	respondent	NOUN
commonwealth-152	161	86	split	split	VERB
commonwealth-152	161	87	their	their	PRON
commonwealth-152	161	88	tickets	ticket	NOUN
commonwealth-152	161	89	between	between	ADP
commonwealth-152	161	90	the	the	DET
commonwealth-152	161	91	republican	republican	ADJ
commonwealth-152	161	92	presidential	presidential	ADJ
commonwealth-152	161	93	and	and	CCONJ
commonwealth-152	161	94	senate	senate	PROPN
commonwealth-152	161	95	candidates	candidate	NOUN
commonwealth-152	161	96	.	.	PUNCT
commonwealth-152	162	1	the	the	DET
commonwealth-152	162	2	logistic	logistic	ADJ
commonwealth-152	162	3	regression	regression	NOUN
commonwealth-152	162	4	model	model	NOUN
commonwealth-152	162	5	was	be	AUX
commonwealth-152	162	6	statistically	statistically	ADV
commonwealth-152	162	7	significant	significant	ADJ
commonwealth-152	162	8	,	,	PUNCT
commonwealth-152	162	9	χ2(23	χ2(23	NOUN
commonwealth-152	162	10	)	)	PUNCT
commonwealth-152	162	11	=	=	SYM
commonwealth-152	162	12	139.2	139.2	NUM
commonwealth-152	162	13	,	,	PUNCT
commonwealth-152	162	14	p	p	X
commonwealth-152	162	15	<	<	X
commonwealth-152	162	16	.0001	.0001	X
commonwealth-152	162	17	.	.	PUNCT
commonwealth-152	163	1	the	the	DET
commonwealth-152	163	2	model	model	NOUN
commonwealth-152	163	3	explained	explain	VERB
commonwealth-152	163	4	18.5	18.5	NUM
commonwealth-152	163	5	%	%	NOUN
commonwealth-152	163	6	(	(	PUNCT
commonwealth-152	163	7	nagelkerke	nagelkerke	NOUN
commonwealth-152	163	8	r2	r2	PROPN
commonwealth-152	163	9	)	)	PUNCT
commonwealth-152	163	10	of	of	ADP
commonwealth-152	163	11	the	the	DET
commonwealth-152	163	12	variance	variance	NOUN
commonwealth-152	163	13	in	in	ADP
commonwealth-152	163	14	split	split	ADJ
commonwealth-152	163	15	-	-	PUNCT
commonwealth-152	163	16	ticket	ticket	NOUN
commonwealth-152	163	17	voting	voting	NOUN
commonwealth-152	163	18	and	and	CCONJ
commonwealth-152	163	19	correctly	correctly	ADV
commonwealth-152	163	20	classified	classify	VERB
commonwealth-152	163	21	90.6	90.6	NUM
commonwealth-152	163	22	%	%	NOUN
commonwealth-152	163	23	of	of	ADP
commonwealth-152	163	24	cases	case	NOUN
commonwealth-152	163	25	.	.	PUNCT
commonwealth-152	164	1	model	model	NOUN
commonwealth-152	164	2	specificity	specificity	NOUN
commonwealth-152	164	3	was	be	AUX
commonwealth-152	164	4	90.6	90.6	NUM
commonwealth-152	164	5	%	%	NOUN
commonwealth-152	164	6	.	.	PUNCT
commonwealth-152	165	1	table	table	NOUN
commonwealth-152	165	2	8	8	NUM
commonwealth-152	165	3	provides	provide	VERB
commonwealth-152	165	4	the	the	DET
commonwealth-152	165	5	logistic	logistic	ADJ
commonwealth-152	165	6	regression	regression	NOUN
commonwealth-152	165	7	coefficients	coefficient	NOUN
commonwealth-152	165	8	for	for	ADP
commonwealth-152	165	9	the	the	DET
commonwealth-152	165	10	model	model	NOUN
commonwealth-152	165	11	.	.	PUNCT
commonwealth-152	166	1	independent	independent	ADJ
commonwealth-152	166	2	voters	voter	NOUN
commonwealth-152	166	3	were	be	AUX
commonwealth-152	166	4	more	more	ADV
commonwealth-152	166	5	likely	likely	ADJ
commonwealth-152	166	6	than	than	SCONJ
commonwealth-152	166	7	republicans	republicans	PROPN
commonwealth-152	166	8	or	or	CCONJ
commonwealth-152	166	9	democrats	democrats	PROPN
commonwealth-152	166	10	to	to	PART
commonwealth-152	166	11	split	split	VERB
commonwealth-152	166	12	their	their	PRON
commonwealth-152	166	13	tickets	ticket	NOUN
commonwealth-152	166	14	.	.	PUNCT
commonwealth-152	167	1	moderates	moderate	NOUN
commonwealth-152	167	2	were	be	AUX
commonwealth-152	167	3	more	more	ADV
commonwealth-152	167	4	likely	likely	ADJ
commonwealth-152	167	5	and	and	CCONJ
commonwealth-152	167	6	liberals	liberal	NOUN
commonwealth-152	167	7	less	less	ADV
commonwealth-152	167	8	likely	likely	ADJ
commonwealth-152	167	9	than	than	SCONJ
commonwealth-152	167	10	conservatives	conservative	NOUN
commonwealth-152	167	11	to	to	PART
commonwealth-152	167	12	split	split	VERB
commonwealth-152	167	13	their	their	PRON
commonwealth-152	167	14	tickets	ticket	NOUN
commonwealth-152	167	15	.	.	PUNCT
commonwealth-152	168	1	those	those	PRON
commonwealth-152	168	2	who	who	PRON
commonwealth-152	168	3	rated	rate	VERB
commonwealth-152	168	4	obama	obama	PROPN
commonwealth-152	168	5	’s	’s	PART
commonwealth-152	168	6	job	job	NOUN
commonwealth-152	168	7	performance	performance	NOUN
commonwealth-152	168	8	as	as	ADP
commonwealth-152	168	9	excellent	excellent	ADJ
commonwealth-152	168	10	were	be	AUX
commonwealth-152	168	11	less	less	ADV
commonwealth-152	168	12	likely	likely	ADJ
commonwealth-152	168	13	to	to	PART
commonwealth-152	168	14	split	split	VERB
commonwealth-152	168	15	their	their	PRON
commonwealth-152	168	16	tickets	ticket	NOUN
commonwealth-152	168	17	,	,	PUNCT
commonwealth-152	168	18	and	and	CCONJ
commonwealth-152	168	19	those	those	PRON
commonwealth-152	168	20	who	who	PRON
commonwealth-152	168	21	rated	rate	VERB
commonwealth-152	168	22	obama	obama	PROPN
commonwealth-152	168	23	’s	’s	PART
commonwealth-152	168	24	job	job	NOUN
commonwealth-152	168	25	performance	performance	NOUN
commonwealth-152	168	26	as	as	ADP
commonwealth-152	168	27	fair	fair	ADJ
commonwealth-152	168	28	were	be	AUX
commonwealth-152	168	29	more	more	ADV
commonwealth-152	168	30	likely	likely	ADJ
commonwealth-152	168	31	to	to	PART
commonwealth-152	168	32	do	do	VERB
commonwealth-152	168	33	so	so	ADV
commonwealth-152	168	34	.	.	PUNCT
commonwealth-152	169	1	voter	voter	NOUN
commonwealth-152	169	2	turnout	turnout	PROPN
commonwealth-152	169	3	high	high	ADJ
commonwealth-152	169	4	voter	voter	NOUN
commonwealth-152	169	5	turnout	turnout	NOUN
commonwealth-152	169	6	was	be	AUX
commonwealth-152	169	7	a	a	DET
commonwealth-152	169	8	determinative	determinative	ADJ
commonwealth-152	169	9	factor	factor	NOUN
commonwealth-152	169	10	in	in	ADP
commonwealth-152	169	11	the	the	DET
commonwealth-152	169	12	presidential	presidential	ADJ
commonwealth-152	169	13	and	and	CCONJ
commonwealth-152	169	14	senate	senate	PROPN
commonwealth-152	169	15	races	race	NOUN
commonwealth-152	169	16	.	.	PUNCT
commonwealth-152	170	1	more	more	ADJ
commonwealth-152	170	2	than	than	ADP
commonwealth-152	170	3	seven	seven	NUM
commonwealth-152	170	4	in	in	ADP
commonwealth-152	170	5	10	10	NUM
commonwealth-152	170	6	(	(	PUNCT
commonwealth-152	170	7	70.6	70.6	NUM
commonwealth-152	170	8	%	%	NOUN
commonwealth-152	170	9	)	)	PUNCT
commonwealth-152	170	10	registered	register	VERB
commonwealth-152	170	11	voters	voter	NOUN
commonwealth-152	170	12	cast	cast	VERB
commonwealth-152	170	13	a	a	DET
commonwealth-152	170	14	ballot	ballot	NOUN
commonwealth-152	170	15	in	in	ADP
commonwealth-152	170	16	the	the	DET
commonwealth-152	170	17	presidential	presidential	ADJ
commonwealth-152	170	18	election	election	NOUN
commonwealth-152	170	19	in	in	ADP
commonwealth-152	170	20	2016	2016	NUM
commonwealth-152	170	21	,	,	PUNCT
commonwealth-152	170	22	which	which	PRON
commonwealth-152	170	23	was	be	AUX
commonwealth-152	170	24	higher	high	ADJ
commonwealth-152	170	25	as	as	ADP
commonwealth-152	170	26	a	a	DET
commonwealth-152	170	27	proportion	proportion	NOUN
commonwealth-152	170	28	of	of	ADP
commonwealth-152	170	29	registered	register	VERB
commonwealth-152	170	30	voters	voter	NOUN
commonwealth-152	170	31	than	than	ADP
commonwealth-152	170	32	either	either	DET
commonwealth-152	170	33	2008	2008	NUM
commonwealth-152	170	34	or	or	CCONJ
commonwealth-152	170	35	2012	2012	NUM
commonwealth-152	170	36	.	.	PUNCT
commonwealth-152	171	1	table	table	NOUN
commonwealth-152	171	2	7	7	NUM
commonwealth-152	171	3	earlier	early	ADV
commonwealth-152	171	4	showed	show	VERB
commonwealth-152	171	5	the	the	DET
commonwealth-152	171	6	changes	change	NOUN
commonwealth-152	171	7	in	in	ADP
commonwealth-152	171	8	regional	regional	ADJ
commonwealth-152	171	9	voter	voter	NOUN
commonwealth-152	171	10	turnout	turnout	NOUN
commonwealth-152	171	11	between	between	ADP
commonwealth-152	171	12	2012	2012	NUM
commonwealth-152	171	13	and	and	CCONJ
commonwealth-152	171	14	2016	2016	NUM
commonwealth-152	171	15	.	.	PUNCT
commonwealth-152	172	1	that	that	DET
commonwealth-152	172	2	table	table	NOUN
commonwealth-152	172	3	showed	show	VERB
commonwealth-152	172	4	increased	increase	VERB
commonwealth-152	172	5	turnout	turnout	NOUN
commonwealth-152	172	6	in	in	ADP
commonwealth-152	172	7	every	every	DET
commonwealth-152	172	8	region	region	NOUN
commonwealth-152	172	9	of	of	ADP
commonwealth-152	172	10	the	the	DET
commonwealth-152	172	11	state	state	NOUN
commonwealth-152	172	12	except	except	SCONJ
commonwealth-152	172	13	philadelphia	philadelphia	PROPN
commonwealth-152	172	14	and	and	CCONJ
commonwealth-152	172	15	that	that	DET
commonwealth-152	172	16	turnout	turnout	NOUN
commonwealth-152	172	17	in	in	ADP
commonwealth-152	172	18	the	the	DET
commonwealth-152	172	19	northeast	northeast	NOUN
commonwealth-152	172	20	(	(	PUNCT
commonwealth-152	172	21	3.8	3.8	NUM
commonwealth-152	172	22	%	%	NOUN
commonwealth-152	172	23	)	)	PUNCT
commonwealth-152	172	24	and	and	CCONJ
commonwealth-152	172	25	southwest	southwest	NOUN
commonwealth-152	172	26	(	(	PUNCT
commonwealth-152	172	27	4.7	4.7	NUM
commonwealth-152	172	28	%	%	NOUN
commonwealth-152	172	29	)	)	PUNCT
commonwealth-152	172	30	showed	show	VERB
commonwealth-152	172	31	the	the	DET
commonwealth-152	172	32	largest	large	ADJ
commonwealth-152	172	33	comparative	comparative	ADJ
commonwealth-152	172	34	change	change	NOUN
commonwealth-152	172	35	.	.	PUNCT
commonwealth-152	173	1	table	table	NOUN
commonwealth-152	173	2	9	9	NUM
commonwealth-152	173	3	shows	show	VERB
commonwealth-152	173	4	the	the	DET
commonwealth-152	173	5	regional	regional	ADJ
commonwealth-152	173	6	changes	change	NOUN
commonwealth-152	173	7	in	in	ADP
commonwealth-152	173	8	voter	voter	NOUN
commonwealth-152	173	9	registration	registration	NOUN
commonwealth-152	173	10	from	from	ADP
commonwealth-152	173	11	2012	2012	NUM
commonwealth-152	173	12	to	to	ADP
commonwealth-152	173	13	2016	2016	NUM
commonwealth-152	173	14	.	.	PUNCT
commonwealth-152	174	1	since	since	SCONJ
commonwealth-152	174	2	2012	2012	NUM
commonwealth-152	174	3	,	,	PUNCT
commonwealth-152	174	4	republican	republican	ADJ
commonwealth-152	174	5	registration	registration	NOUN
commonwealth-152	174	6	increased	increase	VERB
commonwealth-152	174	7	markedly	markedly	ADV
commonwealth-152	174	8	in	in	ADP
commonwealth-152	174	9	western	western	ADJ
commonwealth-152	174	10	and	and	CCONJ
commonwealth-152	174	11	central	central	ADJ
commonwealth-152	174	12	pennsylvania	pennsylvania	PROPN
commonwealth-152	174	13	.	.	PUNCT
commonwealth-152	175	1	the	the	DET
commonwealth-152	175	2	patterns	pattern	NOUN
commonwealth-152	175	3	of	of	ADP
commonwealth-152	175	4	voter	voter	NOUN
commonwealth-152	175	5	turnout	turnout	NOUN
commonwealth-152	175	6	were	be	AUX
commonwealth-152	175	7	remarkable	remarkable	ADJ
commonwealth-152	175	8	and	and	CCONJ
commonwealth-152	175	9	are	be	AUX
commonwealth-152	175	10	apparent	apparent	ADJ
commonwealth-152	175	11	in	in	ADP
commonwealth-152	175	12	figure	figure	NOUN
commonwealth-152	175	13	9	9	NUM
commonwealth-152	175	14	.	.	PUNCT
commonwealth-152	175	15	figure	figure	NOUN
commonwealth-152	175	16	9	9	NUM
commonwealth-152	175	17	plots	plot	NOUN
commonwealth-152	175	18	the	the	DET
commonwealth-152	175	19	turnout	turnout	NOUN
commonwealth-152	175	20	among	among	ADP
commonwealth-152	175	21	registered	register	VERB
commonwealth-152	175	22	voters	voter	NOUN
commonwealth-152	175	23	in	in	ADP
commonwealth-152	175	24	relation	relation	NOUN
commonwealth-152	175	25	to	to	ADP
commonwealth-152	175	26	republican	republican	ADJ
commonwealth-152	175	27	performance	performance	NOUN
commonwealth-152	175	28	relative	relative	ADJ
commonwealth-152	175	29	to	to	ADP
commonwealth-152	175	30	republican	republican	ADJ
commonwealth-152	175	31	registration	registration	NOUN
commonwealth-152	175	32	in	in	ADP
commonwealth-152	175	33	each	each	DET
commonwealth-152	175	34	county	county	NOUN
commonwealth-152	175	35	.	.	PUNCT
commonwealth-152	176	1	the	the	DET
commonwealth-152	176	2	upperright	upperright	ADJ
commonwealth-152	176	3	-	-	PUNCT
commonwealth-152	176	4	hand	hand	NOUN
commonwealth-152	176	5	quadrant	quadrant	NOUN
commonwealth-152	176	6	of	of	ADP
commonwealth-152	176	7	figure	figure	NOUN
commonwealth-152	176	8	9	9	NUM
commonwealth-152	176	9	(	(	PUNCT
commonwealth-152	176	10	turnout	turnout	NOUN
commonwealth-152	176	11	above	above	ADP
commonwealth-152	176	12	the	the	DET
commonwealth-152	176	13	state	state	NOUN
commonwealth-152	176	14	average	average	NOUN
commonwealth-152	176	15	of	of	ADP
commonwealth-152	176	16	71	71	NUM
commonwealth-152	176	17	%	%	NOUN
commonwealth-152	176	18	on	on	ADP
commonwealth-152	176	19	the	the	DET
commonwealth-152	176	20	x	x	NOUN
commonwealth-152	176	21	-	-	NOUN
commonwealth-152	176	22	axis	axis	ADJ
commonwealth-152	176	23	and	and	CCONJ
commonwealth-152	176	24	republican	republican	ADJ
commonwealth-152	176	25	performance	performance	NOUN
commonwealth-152	176	26	that	that	PRON
commonwealth-152	176	27	exceeded	exceed	VERB
commonwealth-152	176	28	republican	republican	ADJ
commonwealth-152	176	29	registration	registration	NOUN
commonwealth-152	176	30	,	,	PUNCT
commonwealth-152	176	31	a	a	DET
commonwealth-152	176	32	ratio	ratio	NOUN
commonwealth-152	176	33	of	of	ADP
commonwealth-152	176	34	1.0	1.0	NUM
commonwealth-152	176	35	on	on	ADP
commonwealth-152	176	36	the	the	DET
commonwealth-152	176	37	y	y	NOUN
commonwealth-152	176	38	-	-	PUNCT
commonwealth-152	176	39	axis	axis	NOUN
commonwealth-152	176	40	)	)	PUNCT
commonwealth-152	176	41	shows	show	VERB
commonwealth-152	176	42	that	that	SCONJ
commonwealth-152	176	43	the	the	DET
commonwealth-152	176	44	republican	republican	PROPN
commonwealth-152	176	45	victory	victory	NOUN
commonwealth-152	176	46	was	be	AUX
commonwealth-152	176	47	made	make	VERB
commonwealth-152	176	48	possible	possible	ADJ
commonwealth-152	176	49	primarily	primarily	ADV
commonwealth-152	176	50	by	by	ADP
commonwealth-152	176	51	a	a	DET
commonwealth-152	176	52	surge	surge	NOUN
commonwealth-152	176	53	in	in	ADP
commonwealth-152	176	54	republican	republican	ADJ
commonwealth-152	176	55	performance	performance	NOUN
commonwealth-152	176	56	in	in	ADP
commonwealth-152	176	57	western	western	ADJ
commonwealth-152	176	58	pennsylvania	pennsylvania	PROPN
commonwealth-152	176	59	.	.	PUNCT
commonwealth-152	177	1	the	the	DET
commonwealth-152	177	2	central	central	PROPN
commonwealth-152	177	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	177	4	counties	county	NOUN
commonwealth-152	177	5	,	,	PUNCT
commonwealth-152	177	6	the	the	DET
commonwealth-152	177	7	traditional	traditional	ADJ
commonwealth-152	177	8	republican	republican	ADJ
commonwealth-152	177	9	“	"	PUNCT
commonwealth-152	177	10	t	t	PROPN
commonwealth-152	177	11	,	,	PUNCT
commonwealth-152	177	12	”	"	PUNCT
commonwealth-152	177	13	underperformed	underperform	VERB
commonwealth-152	177	14	relative	relative	ADJ
commonwealth-152	177	15	to	to	ADP
commonwealth-152	177	16	registration	registration	NOUN
commonwealth-152	177	17	.	.	PUNCT
commonwealth-152	178	1	given	give	VERB
commonwealth-152	178	2	the	the	DET
commonwealth-152	178	3	relatively	relatively	ADV
commonwealth-152	178	4	high	high	ADJ
commonwealth-152	178	5	turnout	turnout	NOUN
commonwealth-152	178	6	in	in	ADP
commonwealth-152	178	7	the	the	DET
commonwealth-152	178	8	2016	2016	NUM
commonwealth-152	178	9	pennsylvania	pennsylvania	PROPN
commonwealth-152	178	10	presidential	presidential	PROPN
commonwealth-152	178	11	and	and	CCONJ
commonwealth-152	178	12	u.s	u.s	PROPN
commonwealth-152	178	13	.	.	PROPN
commonwealth-152	178	14	senate	senate	PROPN
commonwealth-152	178	15	elections	election	NOUN
commonwealth-152	178	16	21	21	NUM
commonwealth-152	178	17	southeastern	southeastern	ADJ
commonwealth-152	178	18	pennsylvania	pennsylvania	PROPN
commonwealth-152	178	19	,	,	PUNCT
commonwealth-152	178	20	these	these	DET
commonwealth-152	178	21	overperforming	overperforming	ADJ
commonwealth-152	178	22	counties	county	NOUN
commonwealth-152	178	23	coupled	couple	VERB
commonwealth-152	178	24	with	with	ADP
commonwealth-152	178	25	low	low	ADJ
commonwealth-152	178	26	turnout	turnout	NOUN
commonwealth-152	178	27	in	in	ADP
commonwealth-152	178	28	philadelphia	philadelphia	PROPN
commonwealth-152	178	29	and	and	CCONJ
commonwealth-152	178	30	centre	centre	NOUN
commonwealth-152	178	31	counties	county	NOUN
commonwealth-152	178	32	,	,	PUNCT
commonwealth-152	178	33	made	make	VERB
commonwealth-152	178	34	the	the	DET
commonwealth-152	178	35	difference	difference	NOUN
commonwealth-152	178	36	for	for	ADP
commonwealth-152	178	37	both	both	PRON
commonwealth-152	178	38	trump	trump	NOUN
commonwealth-152	178	39	and	and	CCONJ
commonwealth-152	178	40	toomey	toomey	ADJ
commonwealth-152	178	41	.	.	PUNCT
commonwealth-152	179	1	the	the	DET
commonwealth-152	179	2	changes	change	NOUN
commonwealth-152	179	3	in	in	ADP
commonwealth-152	179	4	turnout	turnout	NOUN
commonwealth-152	179	5	and	and	CCONJ
commonwealth-152	179	6	in	in	ADP
commonwealth-152	179	7	the	the	DET
commonwealth-152	179	8	democratic	democratic	ADJ
commonwealth-152	179	9	share	share	NOUN
commonwealth-152	179	10	of	of	ADP
commonwealth-152	179	11	the	the	DET
commonwealth-152	179	12	presidential	presidential	ADJ
commonwealth-152	179	13	vote	vote	NOUN
commonwealth-152	179	14	between	between	ADP
commonwealth-152	179	15	2012	2012	NUM
commonwealth-152	179	16	and	and	CCONJ
commonwealth-152	179	17	2016	2016	NUM
commonwealth-152	179	18	display	display	VERB
commonwealth-152	179	19	the	the	DET
commonwealth-152	179	20	county	county	NOUN
commonwealth-152	179	21	-	-	PUNCT
commonwealth-152	179	22	level	level	NOUN
commonwealth-152	179	23	dynamics	dynamic	NOUN
commonwealth-152	179	24	underlying	underlie	VERB
commonwealth-152	179	25	the	the	DET
commonwealth-152	179	26	election	election	NOUN
commonwealth-152	179	27	.	.	PUNCT
commonwealth-152	180	1	table	table	NOUN
commonwealth-152	180	2	10	10	NUM
commonwealth-152	180	3	shows	show	VERB
commonwealth-152	180	4	the	the	DET
commonwealth-152	180	5	changes	change	NOUN
commonwealth-152	180	6	in	in	ADP
commonwealth-152	180	7	turnout	turnout	NOUN
commonwealth-152	180	8	and	and	CCONJ
commonwealth-152	180	9	democratic	democratic	ADJ
commonwealth-152	180	10	vote	vote	NOUN
commonwealth-152	180	11	share	share	NOUN
commonwealth-152	180	12	for	for	ADP
commonwealth-152	180	13	table	table	NOUN
commonwealth-152	180	14	8	8	NUM
commonwealth-152	180	15	.	.	PUNCT
commonwealth-152	181	1	logistic	logistic	ADJ
commonwealth-152	181	2	regression	regression	NOUN
commonwealth-152	181	3	model	model	NOUN
commonwealth-152	181	4	for	for	ADP
commonwealth-152	181	5	ticket	ticket	NOUN
commonwealth-152	181	6	splitting	splitting	NOUN
commonwealth-152	181	7	,	,	PUNCT
commonwealth-152	181	8	pennsylvania	pennsylvania	PROPN
commonwealth-152	181	9	2016	2016	NUM
commonwealth-152	181	10	dependent	dependent	ADJ
commonwealth-152	181	11	variable	variable	NOUN
commonwealth-152	181	12	:	:	PUNCT
commonwealth-152	181	13	probability	probability	NOUN
commonwealth-152	181	14	of	of	ADP
commonwealth-152	181	15	splitting	splitting	NOUN
commonwealth-152	181	16	ticket	ticket	NOUN
commonwealth-152	181	17	for	for	ADP
commonwealth-152	181	18	republican	republican	ADJ
commonwealth-152	181	19	candidates	candidate	NOUN
commonwealth-152	181	20	party	party	VERB
commonwealth-152	181	21	independent	independent	ADJ
commonwealth-152	181	22	0.839	0.839	NUM
commonwealth-152	181	23	*	*	PUNCT
commonwealth-152	181	24	*	*	PUNCT
commonwealth-152	181	25	*	*	PUNCT
commonwealth-152	181	26	(	(	PUNCT
commonwealth-152	181	27	0.258	0.258	NUM
commonwealth-152	181	28	,	,	PUNCT
commonwealth-152	181	29	1.419	1.419	NUM
commonwealth-152	181	30	)	)	PUNCT
commonwealth-152	181	31	party	party	NOUN
commonwealth-152	181	32	republican	republican	NOUN
commonwealth-152	181	33	0.290	0.290	NUM
commonwealth-152	181	34	(	(	PUNCT
commonwealth-152	181	35	–	–	PUNCT
commonwealth-152	181	36	0.215	0.215	NUM
commonwealth-152	181	37	,	,	PUNCT
commonwealth-152	181	38	0.795	0.795	NUM
commonwealth-152	181	39	)	)	PUNCT
commonwealth-152	181	40	male	male	NOUN
commonwealth-152	181	41	–	–	PUNCT
commonwealth-152	181	42	0.253	0.253	NUM
commonwealth-152	181	43	(	(	PUNCT
commonwealth-152	181	44	–	–	PUNCT
commonwealth-152	181	45	0.653	0.653	NUM
commonwealth-152	181	46	,	,	PUNCT
commonwealth-152	181	47	0.146	0.146	NUM
commonwealth-152	181	48	)	)	PUNCT
commonwealth-152	181	49	over	over	ADP
commonwealth-152	181	50	55	55	NUM
commonwealth-152	181	51	–	–	PUNCT
commonwealth-152	181	52	0.207	0.207	NUM
commonwealth-152	181	53	(	(	PUNCT
commonwealth-152	181	54	–	–	PUNCT
commonwealth-152	181	55	0.717	0.717	NUM
commonwealth-152	181	56	,	,	PUNCT
commonwealth-152	181	57	0.303	0.303	NUM
commonwealth-152	181	58	)	)	PUNCT
commonwealth-152	181	59	under	under	ADP
commonwealth-152	181	60	35	35	NUM
commonwealth-152	181	61	0.265	0.265	NUM
commonwealth-152	181	62	(	(	PUNCT
commonwealth-152	181	63	–	–	PUNCT
commonwealth-152	181	64	0.443	0.443	NUM
commonwealth-152	181	65	,	,	PUNCT
commonwealth-152	181	66	0.973	0.973	NUM
commonwealth-152	181	67	)	)	PUNCT
commonwealth-152	181	68	white	white	ADJ
commonwealth-152	181	69	0.644	0.644	NUM
commonwealth-152	181	70	(	(	PUNCT
commonwealth-152	181	71	–	–	PUNCT
commonwealth-152	181	72	0.438	0.438	NUM
commonwealth-152	181	73	,	,	PUNCT
commonwealth-152	181	74	1.725	1.725	NUM
commonwealth-152	181	75	)	)	PUNCT
commonwealth-152	181	76	high	high	ADJ
commonwealth-152	181	77	school	school	NOUN
commonwealth-152	181	78	or	or	CCONJ
commonwealth-152	181	79	less	less	ADJ
commonwealth-152	181	80	–	–	PUNCT
commonwealth-152	181	81	0.417	0.417	NUM
commonwealth-152	181	82	(	(	PUNCT
commonwealth-152	181	83	–	–	PUNCT
commonwealth-152	181	84	0.942	0.942	NUM
commonwealth-152	181	85	,	,	PUNCT
commonwealth-152	181	86	0.107	0.107	NUM
commonwealth-152	181	87	)	)	PUNCT
commonwealth-152	181	88	some	some	DET
commonwealth-152	181	89	college	college	NOUN
commonwealth-152	181	90	–	–	PUNCT
commonwealth-152	181	91	0.306	0.306	NUM
commonwealth-152	181	92	(	(	PUNCT
commonwealth-152	181	93	–	–	PUNCT
commonwealth-152	181	94	0.761	0.761	NUM
commonwealth-152	181	95	,	,	PUNCT
commonwealth-152	181	96	0.150	0.150	NUM
commonwealth-152	181	97	)	)	PUNCT
commonwealth-152	181	98	liberal	liberal	ADJ
commonwealth-152	181	99	–	–	PUNCT
commonwealth-152	181	100	1.097	1.097	NUM
commonwealth-152	181	101	*	*	PUNCT
commonwealth-152	181	102	*	*	PUNCT
commonwealth-152	181	103	*	*	PUNCT
commonwealth-152	181	104	(	(	PUNCT
commonwealth-152	181	105	–	–	PUNCT
commonwealth-152	181	106	1.838	1.838	NUM
commonwealth-152	181	107	,	,	PUNCT
commonwealth-152	181	108	–	–	PUNCT
commonwealth-152	181	109	0.355	0.355	NUM
commonwealth-152	181	110	)	)	PUNCT
commonwealth-152	181	111	moderate	moderate	ADJ
commonwealth-152	181	112	0.394	0.394	NUM
commonwealth-152	181	113	*	*	SYM
commonwealth-152	181	114	(	(	PUNCT
commonwealth-152	181	115	–	–	PUNCT
commonwealth-152	181	116	0.058	0.058	NUM
commonwealth-152	181	117	,	,	PUNCT
commonwealth-152	181	118	0.846	0.846	NUM
commonwealth-152	181	119	)	)	PUNCT
commonwealth-152	181	120	urban	urban	ADJ
commonwealth-152	181	121	county	county	NOUN
commonwealth-152	181	122	0.101	0.101	NUM
commonwealth-152	181	123	(	(	PUNCT
commonwealth-152	181	124	–	–	PUNCT
commonwealth-152	181	125	0.359	0.359	NUM
commonwealth-152	181	126	,	,	PUNCT
commonwealth-152	181	127	0.561	0.561	NUM
commonwealth-152	181	128	)	)	PUNCT
commonwealth-152	181	129	not	not	PART
commonwealth-152	181	130	married	married	ADJ
commonwealth-152	181	131	0.017	0.017	NUM
commonwealth-152	181	132	(	(	PUNCT
commonwealth-152	181	133	–	–	PUNCT
commonwealth-152	181	134	0.518	0.518	NUM
commonwealth-152	181	135	,	,	PUNCT
commonwealth-152	181	136	0.551	0.551	NUM
commonwealth-152	181	137	)	)	PUNCT
commonwealth-152	181	138	single	single	ADJ
commonwealth-152	181	139	,	,	PUNCT
commonwealth-152	181	140	never	never	ADV
commonwealth-152	181	141	married	marry	VERB
commonwealth-152	181	142	0.046	0.046	NUM
commonwealth-152	181	143	(	(	PUNCT
commonwealth-152	181	144	–	–	PUNCT
commonwealth-152	181	145	0.535	0.535	NUM
commonwealth-152	181	146	,	,	PUNCT
commonwealth-152	181	147	0.628	0.628	NUM
commonwealth-152	181	148	)	)	PUNCT
commonwealth-152	181	149	not	not	PART
commonwealth-152	181	150	retired	retire	VERB
commonwealth-152	181	151	or	or	CCONJ
commonwealth-152	181	152	employed	employ	VERB
commonwealth-152	181	153	–	–	PUNCT
commonwealth-152	181	154	0.061	0.061	NUM
commonwealth-152	181	155	(	(	PUNCT
commonwealth-152	181	156	–	–	PUNCT
commonwealth-152	181	157	0.574	0.574	NUM
commonwealth-152	181	158	,	,	PUNCT
commonwealth-152	181	159	0.453	0.453	NUM
commonwealth-152	181	160	)	)	PUNCT
commonwealth-152	181	161	retired	retire	VERB
commonwealth-152	181	162	0.101	0.101	NUM
commonwealth-152	181	163	(	(	PUNCT
commonwealth-152	181	164	–	–	PUNCT
commonwealth-152	181	165	0.394	0.394	NUM
commonwealth-152	181	166	,	,	PUNCT
commonwealth-152	181	167	0.597	0.597	NUM
commonwealth-152	181	168	)	)	PUNCT
commonwealth-152	181	169	united	united	PROPN
commonwealth-152	181	170	states	state	NOUN
commonwealth-152	181	171	on	on	ADP
commonwealth-152	181	172	wrong	wrong	ADJ
commonwealth-152	181	173	track	track	NOUN
commonwealth-152	181	174	0.064	0.064	NUM
commonwealth-152	181	175	(	(	PUNCT
commonwealth-152	181	176	–	–	PUNCT
commonwealth-152	181	177	0.470	0.470	NUM
commonwealth-152	181	178	,	,	PUNCT
commonwealth-152	181	179	0.598	0.598	NUM
commonwealth-152	181	180	)	)	PUNCT
commonwealth-152	181	181	obama	obama	PROPN
commonwealth-152	181	182	poor	poor	ADJ
commonwealth-152	181	183	job	job	NOUN
commonwealth-152	181	184	–	–	PUNCT
commonwealth-152	181	185	0.450	0.450	NUM
commonwealth-152	181	186	(	(	PUNCT
commonwealth-152	181	187	–	–	PUNCT
commonwealth-152	181	188	1.090	1.090	NUM
commonwealth-152	181	189	,	,	PUNCT
commonwealth-152	181	190	0.190	0.190	NUM
commonwealth-152	181	191	)	)	PUNCT
commonwealth-152	181	192	obama	obama	PROPN
commonwealth-152	181	193	excellent	excellent	ADJ
commonwealth-152	181	194	job	job	NOUN
commonwealth-152	181	195	–	–	PUNCT
commonwealth-152	181	196	1.946	1.946	NUM
commonwealth-152	181	197	*	*	PUNCT
commonwealth-152	181	198	*	*	PUNCT
commonwealth-152	181	199	*	*	PUNCT
commonwealth-152	181	200	(	(	PUNCT
commonwealth-152	181	201	–	–	PUNCT
commonwealth-152	181	202	3.006	3.006	NUM
commonwealth-152	181	203	,	,	PUNCT
commonwealth-152	181	204	–	–	PUNCT
commonwealth-152	181	205	0.887	0.887	NUM
commonwealth-152	181	206	)	)	PUNCT
commonwealth-152	181	207	obama	obama	PROPN
commonwealth-152	181	208	fair	fair	ADJ
commonwealth-152	181	209	job	job	NOUN
commonwealth-152	181	210	0.683	0.683	NUM
commonwealth-152	181	211	*	*	PUNCT
commonwealth-152	181	212	*	*	PUNCT
commonwealth-152	181	213	(	(	PUNCT
commonwealth-152	181	214	0.118	0.118	NUM
commonwealth-152	181	215	,	,	PUNCT
commonwealth-152	181	216	1.249	1.249	NUM
commonwealth-152	181	217	)	)	PUNCT
commonwealth-152	181	218	better	well	ADJ
commonwealth-152	181	219	finances	finance	NOUN
commonwealth-152	181	220	next	next	ADJ
commonwealth-152	181	221	year	year	NOUN
commonwealth-152	181	222	–	–	PUNCT
commonwealth-152	181	223	0.018	0.018	NUM
commonwealth-152	181	224	(	(	PUNCT
commonwealth-152	181	225	–	–	PUNCT
commonwealth-152	181	226	0.486	0.486	NUM
commonwealth-152	181	227	,	,	PUNCT
commonwealth-152	181	228	0.449	0.449	NUM
commonwealth-152	181	229	)	)	PUNCT
commonwealth-152	181	230	worse	bad	ADJ
commonwealth-152	181	231	finances	finance	NOUN
commonwealth-152	181	232	next	next	ADJ
commonwealth-152	181	233	year	year	NOUN
commonwealth-152	181	234	0.131	0.131	NUM
commonwealth-152	181	235	(	(	PUNCT
commonwealth-152	181	236	–	–	PUNCT
commonwealth-152	181	237	0.447	0.447	NUM
commonwealth-152	181	238	,	,	PUNCT
commonwealth-152	181	239	0.708	0.708	NUM
commonwealth-152	181	240	)	)	PUNCT
commonwealth-152	181	241	labor	labor	NOUN
commonwealth-152	181	242	union	union	NOUN
commonwealth-152	181	243	household	household	NOUN
commonwealth-152	181	244	–	–	PUNCT
commonwealth-152	181	245	0.371	0.371	NUM
commonwealth-152	181	246	(	(	PUNCT
commonwealth-152	181	247	–	–	PUNCT
commonwealth-152	181	248	0.892	0.892	NUM
commonwealth-152	181	249	,	,	PUNCT
commonwealth-152	181	250	0.149	0.149	NUM
commonwealth-152	181	251	)	)	PUNCT
commonwealth-152	181	252	veteran	veteran	NOUN
commonwealth-152	181	253	0.425	0.425	NUM
commonwealth-152	181	254	(	(	PUNCT
commonwealth-152	181	255	–	–	PUNCT
commonwealth-152	181	256	0.095	0.095	NUM
commonwealth-152	181	257	,	,	PUNCT
commonwealth-152	181	258	0.946	0.946	NUM
commonwealth-152	181	259	)	)	PUNCT
commonwealth-152	181	260	constant	constant	ADJ
commonwealth-152	181	261	–	–	PUNCT
commonwealth-152	181	262	2.642	2.642	NUM
commonwealth-152	181	263	*	*	PUNCT
commonwealth-152	181	264	*	*	PUNCT
commonwealth-152	181	265	*	*	PUNCT
commonwealth-152	181	266	(	(	PUNCT
commonwealth-152	181	267	–	–	PUNCT
commonwealth-152	181	268	4.011	4.011	NUM
commonwealth-152	181	269	,	,	PUNCT
commonwealth-152	181	270	–	–	PUNCT
commonwealth-152	181	271	1.273	1.273	NUM
commonwealth-152	181	272	)	)	PUNCT
commonwealth-152	181	273	observations	observation	NOUN
commonwealth-152	181	274	1,556	1,556	NUM
commonwealth-152	181	275	log	log	NOUN
commonwealth-152	181	276	likelihood	likelihood	NOUN
commonwealth-152	181	277	–	–	PUNCT
commonwealth-152	181	278	414.800	414.800	NUM
commonwealth-152	181	279	akaike	akaike	ADJ
commonwealth-152	181	280	inf	inf	PROPN
commonwealth-152	181	281	.	.	PUNCT
commonwealth-152	181	282	crit	crit	PROPN
commonwealth-152	181	283	.	.	PUNCT
commonwealth-152	181	284	877.600	877.600	NUM
commonwealth-152	181	285	note	note	NOUN
commonwealth-152	181	286	:	:	PUNCT
commonwealth-152	181	287	*	*	PUNCT
commonwealth-152	181	288	p	p	X
commonwealth-152	181	289	<	<	X
commonwealth-152	181	290	0.1	0.1	NUM
commonwealth-152	181	291	;	;	PUNCT
commonwealth-152	181	292	*	*	PUNCT
commonwealth-152	181	293	*	*	PUNCT
commonwealth-152	181	294	p	p	X
commonwealth-152	181	295	<	<	X
commonwealth-152	181	296	0.05	0.05	NUM
commonwealth-152	181	297	;	;	PUNCT
commonwealth-152	181	298	*	*	PUNCT
commonwealth-152	181	299	*	*	PUNCT
commonwealth-152	181	300	*	*	PUNCT
commonwealth-152	181	301	p	p	X
commonwealth-152	181	302	<	<	X
commonwealth-152	181	303	0.01	0.01	NUM
commonwealth-152	181	304	source	source	NOUN
commonwealth-152	181	305	:	:	PUNCT
commonwealth-152	181	306	july	july	PROPN
commonwealth-152	181	307	,	,	PUNCT
commonwealth-152	181	308	august	august	PROPN
commonwealth-152	181	309	,	,	PUNCT
commonwealth-152	181	310	september	september	PROPN
commonwealth-152	181	311	,	,	PUNCT
commonwealth-152	181	312	and	and	CCONJ
commonwealth-152	181	313	october	october	PROPN
commonwealth-152	181	314	2016	2016	NUM
commonwealth-152	181	315	franklin	franklin	PROPN
commonwealth-152	181	316	&	&	CCONJ
commonwealth-152	181	317	marshall	marshall	PROPN
commonwealth-152	181	318	college	college	PROPN
commonwealth-152	181	319	polls	poll	NOUN
commonwealth-152	181	320	.	.	PUNCT
commonwealth-152	182	1	table	table	NOUN
commonwealth-152	182	2	9	9	NUM
commonwealth-152	182	3	.	.	PUNCT
commonwealth-152	183	1	changes	change	NOUN
commonwealth-152	183	2	in	in	ADP
commonwealth-152	183	3	voter	voter	NOUN
commonwealth-152	183	4	registration	registration	NOUN
commonwealth-152	183	5	between	between	ADP
commonwealth-152	183	6	2012	2012	NUM
commonwealth-152	183	7	and	and	CCONJ
commonwealth-152	183	8	2016	2016	NUM
commonwealth-152	183	9	by	by	ADP
commonwealth-152	183	10	region	region	NOUN
commonwealth-152	183	11	,	,	PUNCT
commonwealth-152	183	12	pennsylvania	pennsylvania	PROPN
commonwealth-152	183	13	region	region	PROPN
commonwealth-152	183	14	dem	dem	PROPN
commonwealth-152	183	15	2016	2016	NUM
commonwealth-152	183	16	rep	rep	PROPN
commonwealth-152	183	17	2016	2016	NUM
commonwealth-152	183	18	dem	dem	PROPN
commonwealth-152	183	19	2012	2012	NUM
commonwealth-152	183	20	rep	rep	NOUN
commonwealth-152	183	21	2012	2012	NUM
commonwealth-152	183	22	dem	dem	PROPN
commonwealth-152	183	23	change	change	NOUN
commonwealth-152	183	24	rep	rep	NOUN
commonwealth-152	183	25	change	change	NOUN
commonwealth-152	183	26	%	%	NOUN
commonwealth-152	183	27	dem	dem	ADJ
commonwealth-152	183	28	change	change	NOUN
commonwealth-152	183	29	%	%	NOUN
commonwealth-152	183	30	rep	rep	PROPN
commonwealth-152	183	31	change	change	NOUN
commonwealth-152	183	32	allegheny	allegheny	PROPN
commonwealth-152	183	33	538,103	538,103	NUM
commonwealth-152	183	34	258,946	258,946	NUM
commonwealth-152	183	35	553,099	553,099	NUM
commonwealth-152	183	36	249,086	249,086	NUM
commonwealth-152	183	37	(	(	PUNCT
commonwealth-152	183	38	14,996	14,996	NUM
commonwealth-152	183	39	)	)	PUNCT
commonwealth-152	183	40	9,860	9,860	NUM
commonwealth-152	183	41	–	–	PUNCT
commonwealth-152	183	42	2.7	2.7	NUM
commonwealth-152	183	43	%	%	NOUN
commonwealth-152	183	44	4.0	4.0	NUM
commonwealth-152	183	45	%	%	NOUN
commonwealth-152	183	46	central	central	ADJ
commonwealth-152	183	47	808,739	808,739	NUM
commonwealth-152	183	48	1,128,228	1,128,228	NUM
commonwealth-152	183	49	803,384	803,384	NUM
commonwealth-152	183	50	1,063,054	1,063,054	NUM
commonwealth-152	183	51	5,355	5,355	NUM
commonwealth-152	183	52	65,174	65,174	NUM
commonwealth-152	183	53	0.7	0.7	NUM
commonwealth-152	183	54	%	%	NOUN
commonwealth-152	183	55	6.1	6.1	NUM
commonwealth-152	183	56	%	%	NOUN
commonwealth-152	183	57	northeast	northeast	ADV
commonwealth-152	183	58	520,439	520,439	NUM
commonwealth-152	183	59	384,266	384,266	NUM
commonwealth-152	183	60	531,068	531,068	NUM
commonwealth-152	183	61	357,499	357,499	NUM
commonwealth-152	183	62	(	(	PUNCT
commonwealth-152	183	63	10,629	10,629	NUM
commonwealth-152	183	64	)	)	PUNCT
commonwealth-152	183	65	26,767	26,767	NUM
commonwealth-152	183	66	–	–	PUNCT
commonwealth-152	183	67	2.0	2.0	NUM
commonwealth-152	183	68	%	%	NOUN
commonwealth-152	183	69	7.5	7.5	NUM
commonwealth-152	183	70	%	%	NOUN
commonwealth-152	183	71	northwest	northwest	NOUN
commonwealth-152	183	72	308,086	308,086	NUM
commonwealth-152	183	73	341,818	341,818	NUM
commonwealth-152	183	74	325,078	325,078	NUM
commonwealth-152	183	75	314,900	314,900	NUM
commonwealth-152	183	76	(	(	PUNCT
commonwealth-152	183	77	16,992	16,992	NUM
commonwealth-152	183	78	)	)	PUNCT
commonwealth-152	183	79	26,918	26,918	NUM
commonwealth-152	183	80	–	–	PUNCT
commonwealth-152	183	81	5.2	5.2	NUM
commonwealth-152	183	82	%	%	NOUN
commonwealth-152	183	83	8.5	8.5	NUM
commonwealth-152	183	84	%	%	NOUN
commonwealth-152	183	85	philadelphia	philadelphia	PROPN
commonwealth-152	183	86	839,165	839,165	NUM
commonwealth-152	183	87	123,307	123,307	NUM
commonwealth-152	183	88	824,130	824,130	NUM
commonwealth-152	183	89	129,720	129,720	NUM
commonwealth-152	183	90	15,035	15,035	NUM
commonwealth-152	183	91	(	(	PUNCT
commonwealth-152	183	92	6,413	6,413	NUM
commonwealth-152	183	93	)	)	PUNCT
commonwealth-152	183	94	1.8	1.8	NUM
commonwealth-152	183	95	%	%	NOUN
commonwealth-152	183	96	–	–	PUNCT
commonwealth-152	183	97	4.9	4.9	NUM
commonwealth-152	183	98	%	%	NOUN
commonwealth-152	183	99	southeast	southeast	NOUN
commonwealth-152	183	100	788,803	788,803	NUM
commonwealth-152	183	101	726,612	726,612	NUM
commonwealth-152	183	102	740,803	740,803	NUM
commonwealth-152	183	103	717,744	717,744	NUM
commonwealth-152	183	104	48,000	48,000	NUM
commonwealth-152	183	105	8,868	8,868	NUM
commonwealth-152	183	106	6.5	6.5	NUM
commonwealth-152	183	107	%	%	NOUN
commonwealth-152	183	108	1.2	1.2	NUM
commonwealth-152	183	109	%	%	NOUN
commonwealth-152	183	110	southwest	southwest	NOUN
commonwealth-152	183	111	385,344	385,344	NUM
commonwealth-152	183	112	319,258	319,258	NUM
commonwealth-152	183	113	436,961	436,961	NUM
commonwealth-152	183	114	282,865	282,865	NUM
commonwealth-152	183	115	(	(	PUNCT
commonwealth-152	183	116	51,617	51,617	NUM
commonwealth-152	183	117	)	)	PUNCT
commonwealth-152	183	118	36,393	36,393	NUM
commonwealth-152	183	119	–	–	PUNCT
commonwealth-152	183	120	11.8	11.8	NUM
commonwealth-152	183	121	%	%	NOUN
commonwealth-152	183	122	12.9	12.9	NUM
commonwealth-152	183	123	%	%	NOUN
commonwealth-152	183	124	totals	total	NOUN
commonwealth-152	183	125	4,188,679	4,188,679	NUM
commonwealth-152	183	126	3,282,435	3,282,435	NUM
commonwealth-152	183	127	4,214,523	4,214,523	NUM
commonwealth-152	183	128	3,114,868	3,114,868	NUM
commonwealth-152	183	129	(	(	PUNCT
commonwealth-152	183	130	25,844	25,844	NUM
commonwealth-152	183	131	)	)	PUNCT
commonwealth-152	183	132	167,567	167,567	NUM
commonwealth-152	183	133	–	–	PUNCT
commonwealth-152	183	134	0.6	0.6	NUM
commonwealth-152	183	135	%	%	NOUN
commonwealth-152	183	136	5.4	5.4	NUM
commonwealth-152	183	137	%	%	NOUN
commonwealth-152	183	138	source	source	NOUN
commonwealth-152	183	139	:	:	PUNCT
commonwealth-152	183	140	pennsylvania	pennsylvania	PROPN
commonwealth-152	183	141	department	department	PROPN
commonwealth-152	183	142	of	of	ADP
commonwealth-152	183	143	state	state	PROPN
commonwealth-152	183	144	,	,	PUNCT
commonwealth-152	183	145	available	available	ADJ
commonwealth-152	183	146	at	at	ADP
commonwealth-152	183	147	http://www.dos.pa.gov/pages/default.aspx	http://www.dos.pa.gov/pages/default.aspx	PROPN
commonwealth-152	183	148	.	.	PUNCT
commonwealth-152	184	1	calculations	calculation	NOUN
commonwealth-152	184	2	by	by	ADP
commonwealth-152	184	3	the	the	DET
commonwealth-152	184	4	authors	author	NOUN
commonwealth-152	184	5	.	.	PUNCT
commonwealth-152	185	1	figure	figure	NOUN
commonwealth-152	185	2	9	9	NUM
commonwealth-152	185	3	.	.	PUNCT
commonwealth-152	186	1	registered	register	VERB
commonwealth-152	186	2	voter	voter	NOUN
commonwealth-152	186	3	turnout	turnout	NOUN
commonwealth-152	186	4	and	and	CCONJ
commonwealth-152	186	5	republican	republican	ADJ
commonwealth-152	186	6	presidential	presidential	ADJ
commonwealth-152	186	7	performance	performance	NOUN
commonwealth-152	186	8	by	by	ADP
commonwealth-152	186	9	county	county	PROPN
commonwealth-152	186	10	,	,	PUNCT
commonwealth-152	186	11	pennsylvania	pennsylvania	PROPN
commonwealth-152	186	12	,	,	PUNCT
commonwealth-152	186	13	2016	2016	NUM
commonwealth-152	186	14	.	.	PUNCT
commonwealth-152	187	1	counties	county	NOUN
commonwealth-152	187	2	are	be	AUX
commonwealth-152	187	3	color	color	NOUN
commonwealth-152	187	4	-	-	PUNCT
commonwealth-152	187	5	coded	code	VERB
commonwealth-152	187	6	by	by	ADP
commonwealth-152	187	7	geographic	geographic	ADJ
commonwealth-152	187	8	region	region	NOUN
commonwealth-152	187	9	.	.	PUNCT
commonwealth-152	188	1	(	(	PUNCT
commonwealth-152	188	2	compiled	compile	VERB
commonwealth-152	188	3	and	and	CCONJ
commonwealth-152	188	4	created	create	VERB
commonwealth-152	188	5	by	by	ADP
commonwealth-152	188	6	the	the	DET
commonwealth-152	188	7	authors	author	NOUN
commonwealth-152	188	8	using	use	VERB
commonwealth-152	188	9	data	datum	NOUN
commonwealth-152	188	10	downloaded	download	VERB
commonwealth-152	188	11	from	from	ADP
commonwealth-152	188	12	the	the	DET
commonwealth-152	188	13	pennsylvania	pennsylvania	PROPN
commonwealth-152	188	14	department	department	PROPN
commonwealth-152	188	15	of	of	ADP
commonwealth-152	188	16	state	state	PROPN
commonwealth-152	188	17	website	website	NOUN
commonwealth-152	188	18	,	,	PUNCT
commonwealth-152	188	19	january	january	PROPN
commonwealth-152	188	20	24	24	NUM
commonwealth-152	188	21	,	,	PUNCT
commonwealth-152	188	22	2017	2017	NUM
commonwealth-152	188	23	.	.	PUNCT
commonwealth-152	188	24	)	)	PUNCT
commonwealth-152	189	1	the	the	DET
commonwealth-152	189	2	2016	2016	NUM
commonwealth-152	189	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	189	4	presidential	presidential	PROPN
commonwealth-152	189	5	and	and	CCONJ
commonwealth-152	189	6	u.s	u.s	PROPN
commonwealth-152	189	7	.	.	PROPN
commonwealth-152	189	8	senate	senate	PROPN
commonwealth-152	189	9	elections	election	NOUN
commonwealth-152	189	10	23	23	NUM
commonwealth-152	189	11	five	five	NUM
commonwealth-152	189	12	counties	county	NOUN
commonwealth-152	189	13	,	,	PUNCT
commonwealth-152	189	14	three	three	NUM
commonwealth-152	189	15	with	with	ADP
commonwealth-152	189	16	above	above	ADP
commonwealth-152	189	17	-	-	PUNCT
commonwealth-152	189	18	average	average	NOUN
commonwealth-152	189	19	turnout	turnout	NOUN
commonwealth-152	189	20	and	and	CCONJ
commonwealth-152	189	21	above	above	ADP
commonwealth-152	189	22	-	-	PUNCT
commonwealth-152	189	23	average	average	ADJ
commonwealth-152	189	24	republican	republican	ADJ
commonwealth-152	189	25	performance	performance	NOUN
commonwealth-152	189	26	and	and	CCONJ
commonwealth-152	189	27	two	two	NUM
commonwealth-152	189	28	with	with	ADP
commonwealth-152	189	29	below	below	ADP
commonwealth-152	189	30	-	-	PUNCT
commonwealth-152	189	31	average	average	NOUN
commonwealth-152	189	32	turnout	turnout	NOUN
commonwealth-152	189	33	and	and	CCONJ
commonwealth-152	189	34	below	below	ADP
commonwealth-152	189	35	-	-	PUNCT
commonwealth-152	189	36	average	average	ADJ
commonwealth-152	189	37	republican	republican	ADJ
commonwealth-152	189	38	performance	performance	NOUN
commonwealth-152	189	39	.	.	PUNCT
commonwealth-152	190	1	turnout	turnout	NOUN
commonwealth-152	190	2	was	be	AUX
commonwealth-152	190	3	markedly	markedly	ADV
commonwealth-152	190	4	higher	high	ADJ
commonwealth-152	190	5	in	in	ADP
commonwealth-152	190	6	the	the	DET
commonwealth-152	190	7	three	three	NUM
commonwealth-152	190	8	western	western	ADJ
commonwealth-152	190	9	pennsylvania	pennsylvania	PROPN
commonwealth-152	190	10	counties	county	NOUN
commonwealth-152	190	11	included	include	VERB
commonwealth-152	190	12	in	in	ADP
commonwealth-152	190	13	the	the	DET
commonwealth-152	190	14	table	table	NOUN
commonwealth-152	190	15	,	,	PUNCT
commonwealth-152	190	16	while	while	SCONJ
commonwealth-152	190	17	the	the	DET
commonwealth-152	190	18	share	share	NOUN
commonwealth-152	190	19	of	of	ADP
commonwealth-152	190	20	votes	vote	NOUN
commonwealth-152	190	21	won	win	VERB
commonwealth-152	190	22	by	by	ADP
commonwealth-152	190	23	hillary	hillary	PROPN
commonwealth-152	190	24	clinton	clinton	PROPN
commonwealth-152	190	25	declined	decline	VERB
commonwealth-152	190	26	substantially	substantially	ADV
commonwealth-152	190	27	in	in	ADP
commonwealth-152	190	28	these	these	DET
commonwealth-152	190	29	counties	county	NOUN
commonwealth-152	190	30	compared	compare	VERB
commonwealth-152	190	31	to	to	ADP
commonwealth-152	190	32	barack	barack	VERB
commonwealth-152	190	33	obama	obama	PROPN
commonwealth-152	190	34	.	.	PUNCT
commonwealth-152	191	1	in	in	ADP
commonwealth-152	191	2	the	the	DET
commonwealth-152	191	3	two	two	NUM
commonwealth-152	191	4	counties	county	NOUN
commonwealth-152	191	5	expected	expect	VERB
commonwealth-152	191	6	to	to	PART
commonwealth-152	191	7	favor	favor	VERB
commonwealth-152	191	8	clinton	clinton	PROPN
commonwealth-152	191	9	,	,	PUNCT
commonwealth-152	191	10	turnout	turnout	PROPN
commonwealth-152	191	11	actually	actually	ADV
commonwealth-152	191	12	declined	decline	VERB
commonwealth-152	191	13	in	in	ADP
commonwealth-152	191	14	both	both	PRON
commonwealth-152	191	15	and	and	CCONJ
commonwealth-152	191	16	clinton	clinton	PROPN
commonwealth-152	191	17	’s	’s	PART
commonwealth-152	191	18	share	share	NOUN
commonwealth-152	191	19	of	of	ADP
commonwealth-152	191	20	the	the	DET
commonwealth-152	191	21	vote	vote	NOUN
commonwealth-152	191	22	compared	compare	VERB
commonwealth-152	191	23	to	to	ADP
commonwealth-152	191	24	obama	obama	PROPN
commonwealth-152	191	25	’s	’s	PART
commonwealth-152	191	26	decreased	decrease	VERB
commonwealth-152	191	27	in	in	ADP
commonwealth-152	191	28	one	one	NUM
commonwealth-152	191	29	of	of	ADP
commonwealth-152	191	30	them	they	PRON
commonwealth-152	191	31	.	.	PUNCT
commonwealth-152	192	1	this	this	DET
commonwealth-152	192	2	dynamic	dynamic	ADJ
commonwealth-152	192	3	perfectly	perfectly	ADV
commonwealth-152	192	4	captures	capture	VERB
commonwealth-152	192	5	what	what	PRON
commonwealth-152	192	6	happened	happen	VERB
commonwealth-152	192	7	in	in	ADP
commonwealth-152	192	8	pennsylvania	pennsylvania	PROPN
commonwealth-152	192	9	in	in	ADP
commonwealth-152	192	10	2016	2016	NUM
commonwealth-152	192	11	:	:	PUNCT
commonwealth-152	192	12	counties	county	NOUN
commonwealth-152	192	13	with	with	ADP
commonwealth-152	192	14	more	more	ADJ
commonwealth-152	192	15	working	work	VERB
commonwealth-152	192	16	-	-	PUNCT
commonwealth-152	192	17	class	class	NOUN
commonwealth-152	192	18	voters	voter	NOUN
commonwealth-152	192	19	turned	turn	VERB
commonwealth-152	192	20	out	out	ADP
commonwealth-152	192	21	in	in	ADP
commonwealth-152	192	22	greater	great	ADJ
commonwealth-152	192	23	numbers	number	NOUN
commonwealth-152	192	24	and	and	CCONJ
commonwealth-152	192	25	gave	give	VERB
commonwealth-152	192	26	less	less	ADJ
commonwealth-152	192	27	support	support	NOUN
commonwealth-152	192	28	to	to	ADP
commonwealth-152	192	29	democratic	democratic	ADJ
commonwealth-152	192	30	candidates	candidate	NOUN
commonwealth-152	192	31	than	than	ADP
commonwealth-152	192	32	in	in	ADP
commonwealth-152	192	33	previous	previous	ADJ
commonwealth-152	192	34	elections	election	NOUN
commonwealth-152	192	35	,	,	PUNCT
commonwealth-152	192	36	while	while	SCONJ
commonwealth-152	192	37	areas	area	NOUN
commonwealth-152	192	38	that	that	PRON
commonwealth-152	192	39	should	should	AUX
commonwealth-152	192	40	have	have	AUX
commonwealth-152	192	41	been	be	AUX
commonwealth-152	192	42	supportive	supportive	ADJ
commonwealth-152	192	43	of	of	ADP
commonwealth-152	192	44	democrats	democrats	PROPN
commonwealth-152	192	45	had	have	VERB
commonwealth-152	192	46	lower	low	ADJ
commonwealth-152	192	47	turnout	turnout	NOUN
commonwealth-152	192	48	and	and	CCONJ
commonwealth-152	192	49	offered	offer	VERB
commonwealth-152	192	50	little	little	ADJ
commonwealth-152	192	51	change	change	NOUN
commonwealth-152	192	52	in	in	ADP
commonwealth-152	192	53	support	support	NOUN
commonwealth-152	192	54	.	.	PUNCT
commonwealth-152	193	1	discussion	discussion	NOUN
commonwealth-152	193	2	this	this	DET
commonwealth-152	193	3	analysis	analysis	NOUN
commonwealth-152	193	4	shows	show	VERB
commonwealth-152	193	5	that	that	SCONJ
commonwealth-152	193	6	significant	significant	ADJ
commonwealth-152	193	7	changes	change	NOUN
commonwealth-152	193	8	in	in	ADP
commonwealth-152	193	9	voter	voter	NOUN
commonwealth-152	193	10	registration	registration	NOUN
commonwealth-152	193	11	and	and	CCONJ
commonwealth-152	193	12	voter	voter	NOUN
commonwealth-152	193	13	turnout	turnout	NOUN
commonwealth-152	193	14	in	in	ADP
commonwealth-152	193	15	specific	specific	ADJ
commonwealth-152	193	16	areas	area	NOUN
commonwealth-152	193	17	of	of	ADP
commonwealth-152	193	18	the	the	DET
commonwealth-152	193	19	commonwealth	commonwealth	NOUN
commonwealth-152	193	20	,	,	PUNCT
commonwealth-152	193	21	driven	drive	VERB
commonwealth-152	193	22	in	in	ADP
commonwealth-152	193	23	large	large	ADJ
commonwealth-152	193	24	part	part	NOUN
commonwealth-152	193	25	by	by	ADP
commonwealth-152	193	26	lesseducated	lesseducated	ADJ
commonwealth-152	193	27	voters	voter	NOUN
commonwealth-152	193	28	,	,	PUNCT
commonwealth-152	193	29	those	those	PRON
commonwealth-152	193	30	dissatisfied	dissatisfied	ADJ
commonwealth-152	193	31	with	with	ADP
commonwealth-152	193	32	the	the	DET
commonwealth-152	193	33	current	current	ADJ
commonwealth-152	193	34	direction	direction	NOUN
commonwealth-152	193	35	of	of	ADP
commonwealth-152	193	36	the	the	DET
commonwealth-152	193	37	country	country	NOUN
commonwealth-152	193	38	,	,	PUNCT
commonwealth-152	193	39	and	and	CCONJ
commonwealth-152	193	40	the	the	DET
commonwealth-152	193	41	performance	performance	NOUN
commonwealth-152	193	42	of	of	ADP
commonwealth-152	193	43	the	the	DET
commonwealth-152	193	44	incumbent	incumbent	ADJ
commonwealth-152	193	45	president	president	NOUN
commonwealth-152	193	46	,	,	PUNCT
commonwealth-152	193	47	best	good	ADJ
commonwealth-152	193	48	explain	explain	VERB
commonwealth-152	193	49	the	the	DET
commonwealth-152	193	50	2016	2016	NUM
commonwealth-152	193	51	election	election	NOUN
commonwealth-152	193	52	results	result	NOUN
commonwealth-152	193	53	in	in	ADP
commonwealth-152	193	54	pennsylvania	pennsylvania	PROPN
commonwealth-152	193	55	.	.	PUNCT
commonwealth-152	194	1	trump	trump	AUX
commonwealth-152	194	2	overcame	overcome	VERB
commonwealth-152	194	3	his	his	PRON
commonwealth-152	194	4	pre	pre	ADJ
commonwealth-152	194	5	-	-	ADJ
commonwealth-152	194	6	election	election	ADJ
commonwealth-152	194	7	polling	polling	NOUN
commonwealth-152	194	8	deficit	deficit	NOUN
commonwealth-152	194	9	for	for	ADP
commonwealth-152	194	10	two	two	NUM
commonwealth-152	194	11	major	major	ADJ
commonwealth-152	194	12	reasons	reason	NOUN
commonwealth-152	194	13	:	:	PUNCT
commonwealth-152	194	14	more	more	ADJ
commonwealth-152	194	15	voters	voter	NOUN
commonwealth-152	194	16	who	who	PRON
commonwealth-152	194	17	supported	support	VERB
commonwealth-152	194	18	clinton	clinton	PROPN
commonwealth-152	194	19	pre	pre	PROPN
commonwealth-152	194	20	-	-	NOUN
commonwealth-152	194	21	election	election	NOUN
commonwealth-152	194	22	moved	move	VERB
commonwealth-152	194	23	away	away	ADV
commonwealth-152	194	24	from	from	ADP
commonwealth-152	194	25	her	she	PRON
commonwealth-152	194	26	than	than	SCONJ
commonwealth-152	194	27	moved	move	VERB
commonwealth-152	194	28	away	away	ADV
commonwealth-152	194	29	from	from	ADP
commonwealth-152	194	30	him	he	PRON
commonwealth-152	194	31	,	,	PUNCT
commonwealth-152	194	32	and	and	CCONJ
commonwealth-152	194	33	more	more	ADJ
commonwealth-152	194	34	voters	voter	NOUN
commonwealth-152	194	35	who	who	PRON
commonwealth-152	194	36	preferred	prefer	VERB
commonwealth-152	194	37	neither	neither	CCONJ
commonwealth-152	194	38	candidate	candidate	NOUN
commonwealth-152	194	39	prior	prior	ADV
commonwealth-152	194	40	to	to	ADP
commonwealth-152	194	41	the	the	DET
commonwealth-152	194	42	election	election	NOUN
commonwealth-152	194	43	voted	vote	VERB
commonwealth-152	194	44	for	for	ADP
commonwealth-152	194	45	trump	trump	NOUN
commonwealth-152	194	46	rather	rather	ADV
commonwealth-152	194	47	than	than	ADP
commonwealth-152	194	48	for	for	ADP
commonwealth-152	194	49	clinton	clinton	PROPN
commonwealth-152	194	50	.	.	PUNCT
commonwealth-152	195	1	the	the	DET
commonwealth-152	195	2	high	high	ADJ
commonwealth-152	195	3	number	number	NOUN
commonwealth-152	195	4	of	of	ADP
commonwealth-152	195	5	undecided	undecided	ADJ
commonwealth-152	195	6	and	and	CCONJ
commonwealth-152	195	7	third	third	ADJ
commonwealth-152	195	8	-	-	PUNCT
commonwealth-152	195	9	party	party	NOUN
commonwealth-152	195	10	voters	voter	NOUN
commonwealth-152	195	11	throughout	throughout	ADP
commonwealth-152	195	12	the	the	DET
commonwealth-152	195	13	campaign	campaign	NOUN
commonwealth-152	195	14	should	should	AUX
commonwealth-152	195	15	have	have	AUX
commonwealth-152	195	16	been	be	AUX
commonwealth-152	195	17	a	a	DET
commonwealth-152	195	18	warning	warning	NOUN
commonwealth-152	195	19	that	that	SCONJ
commonwealth-152	195	20	such	such	ADJ
commonwealth-152	195	21	movement	movement	NOUN
commonwealth-152	195	22	was	be	AUX
commonwealth-152	195	23	possible	possible	ADJ
commonwealth-152	195	24	,	,	PUNCT
commonwealth-152	195	25	particularly	particularly	ADV
commonwealth-152	195	26	in	in	ADP
commonwealth-152	195	27	light	light	NOUN
commonwealth-152	195	28	of	of	ADP
commonwealth-152	195	29	common	common	ADJ
commonwealth-152	195	30	electoral	electoral	ADJ
commonwealth-152	195	31	models	model	NOUN
commonwealth-152	195	32	that	that	PRON
commonwealth-152	195	33	highlighted	highlight	VERB
commonwealth-152	195	34	clinton	clinton	PROPN
commonwealth-152	195	35	’s	’s	PART
commonwealth-152	195	36	many	many	ADJ
commonwealth-152	195	37	potential	potential	ADJ
commonwealth-152	195	38	vulnerabilities	vulnerability	NOUN
commonwealth-152	195	39	.	.	PUNCT
commonwealth-152	196	1	table	table	NOUN
commonwealth-152	196	2	10	10	NUM
commonwealth-152	196	3	.	.	PUNCT
commonwealth-152	197	1	turnout	turnout	NOUN
commonwealth-152	197	2	and	and	CCONJ
commonwealth-152	197	3	democratic	democratic	ADJ
commonwealth-152	197	4	vote	vote	NOUN
commonwealth-152	197	5	share	share	NOUN
commonwealth-152	197	6	for	for	ADP
commonwealth-152	197	7	selected	select	VERB
commonwealth-152	197	8	pennsylvania	pennsylvania	PROPN
commonwealth-152	197	9	counties	county	NOUN
commonwealth-152	197	10	,	,	PUNCT
commonwealth-152	197	11	2012	2012	NUM
commonwealth-152	197	12	and	and	CCONJ
commonwealth-152	197	13	2016	2016	NUM
commonwealth-152	197	14	county	county	NOUN
commonwealth-152	197	15	region	region	NOUN
commonwealth-152	197	16	clinton	clinton	PROPN
commonwealth-152	197	17	%	%	NOUN
commonwealth-152	197	18	turnout	turnout	PROPN
commonwealth-152	197	19	2016	2016	NUM
commonwealth-152	197	20	obama	obama	PROPN
commonwealth-152	197	21	%	%	NOUN
commonwealth-152	197	22	turnout	turnout	NOUN
commonwealth-152	197	23	2012	2012	NUM
commonwealth-152	197	24	beaver	beaver	NOUN
commonwealth-152	197	25	southwest	southwest	NOUN
commonwealth-152	197	26	38.9	38.9	NUM
commonwealth-152	197	27	%	%	NOUN
commonwealth-152	197	28	73.8	73.8	NUM
commonwealth-152	197	29	%	%	NOUN
commonwealth-152	197	30	45.3	45.3	NUM
commonwealth-152	197	31	%	%	NOUN
commonwealth-152	197	32	71.3	71.3	NUM
commonwealth-152	197	33	%	%	NOUN
commonwealth-152	197	34	cambria	cambria	PROPN
commonwealth-152	197	35	southwest	southwest	NOUN
commonwealth-152	197	36	29.9	29.9	NUM
commonwealth-152	197	37	%	%	NOUN
commonwealth-152	197	38	73.0	73.0	NUM
commonwealth-152	197	39	%	%	NOUN
commonwealth-152	197	40	40.1	40.1	NUM
commonwealth-152	197	41	%	%	NOUN
commonwealth-152	197	42	69.9	69.9	NUM
commonwealth-152	197	43	%	%	NOUN
commonwealth-152	197	44	centre	centre	NOUN
commonwealth-152	197	45	central	central	ADJ
commonwealth-152	197	46	48.7	48.7	NUM
commonwealth-152	197	47	%	%	NOUN
commonwealth-152	197	48	62.8	62.8	NUM
commonwealth-152	197	49	%	%	NOUN
commonwealth-152	197	50	48.5	48.5	NUM
commonwealth-152	197	51	%	%	NOUN
commonwealth-152	197	52	65.3	65.3	NUM
commonwealth-152	197	53	%	%	NOUN
commonwealth-152	197	54	philadelphia	philadelphia	PROPN
commonwealth-152	197	55	philadelphia	philadelphia	PROPN
commonwealth-152	197	56	82.5	82.5	NUM
commonwealth-152	197	57	%	%	NOUN
commonwealth-152	197	58	65.4	65.4	NUM
commonwealth-152	197	59	%	%	NOUN
commonwealth-152	197	60	85.2	85.2	NUM
commonwealth-152	197	61	%	%	NOUN
commonwealth-152	197	62	65.5	65.5	NUM
commonwealth-152	197	63	%	%	NOUN
commonwealth-152	197	64	westmoreland	westmoreland	PROPN
commonwealth-152	197	65	southwest	southwest	PROPN
commonwealth-152	197	66	32.8	32.8	NUM
commonwealth-152	197	67	%	%	NOUN
commonwealth-152	197	68	74.1	74.1	NUM
commonwealth-152	197	69	%	%	NOUN
commonwealth-152	197	70	37.4	37.4	NUM
commonwealth-152	197	71	%	%	NOUN
commonwealth-152	197	72	71.9	71.9	NUM
commonwealth-152	197	73	%	%	NOUN
commonwealth-152	197	74	source	source	NOUN
commonwealth-152	197	75	:	:	PUNCT
commonwealth-152	197	76	pennsylvania	pennsylvania	PROPN
commonwealth-152	197	77	department	department	PROPN
commonwealth-152	197	78	of	of	ADP
commonwealth-152	197	79	state	state	PROPN
commonwealth-152	197	80	,	,	PUNCT
commonwealth-152	197	81	available	available	ADJ
commonwealth-152	197	82	at	at	ADP
commonwealth-152	197	83	http://www.dos.pa.gov/pages/default.aspx	http://www.dos.pa.gov/pages/default.aspx	PROPN
commonwealth-152	197	84	.	.	PUNCT
commonwealth-152	198	1	calculations	calculation	NOUN
commonwealth-152	198	2	by	by	ADP
commonwealth-152	198	3	the	the	DET
commonwealth-152	198	4	authors	author	NOUN
commonwealth-152	198	5	.	.	PUNCT
commonwealth-152	199	1	24	24	NUM
commonwealth-152	199	2	berwood	berwood	PROPN
commonwealth-152	199	3	yost	yost	PROPN
commonwealth-152	199	4	,	,	PUNCT
commonwealth-152	199	5	jackie	jackie	PROPN
commonwealth-152	199	6	redman	redman	PROPN
commonwealth-152	199	7	,	,	PUNCT
commonwealth-152	199	8	and	and	CCONJ
commonwealth-152	199	9	scottie	scottie	PROPN
commonwealth-152	199	10	thompson	thompson	PROPN
commonwealth-152	199	11	the	the	DET
commonwealth-152	199	12	foundational	foundational	ADJ
commonwealth-152	199	13	importance	importance	NOUN
commonwealth-152	199	14	of	of	ADP
commonwealth-152	199	15	trump	trump	NOUN
commonwealth-152	199	16	’s	’s	PART
commonwealth-152	199	17	working	work	VERB
commonwealth-152	199	18	-	-	PUNCT
commonwealth-152	199	19	class	class	NOUN
commonwealth-152	199	20	supporters	supporter	NOUN
commonwealth-152	199	21	manifested	manifest	VERB
commonwealth-152	199	22	itself	itself	PRON
commonwealth-152	199	23	by	by	ADP
commonwealth-152	199	24	shifting	shift	VERB
commonwealth-152	199	25	traditional	traditional	ADJ
commonwealth-152	199	26	voting	voting	NOUN
commonwealth-152	199	27	patterns	pattern	NOUN
commonwealth-152	199	28	in	in	ADP
commonwealth-152	199	29	the	the	DET
commonwealth-152	199	30	state	state	NOUN
commonwealth-152	199	31	.	.	PUNCT
commonwealth-152	200	1	educational	educational	ADJ
commonwealth-152	200	2	attainment	attainment	NOUN
commonwealth-152	200	3	predicted	predict	VERB
commonwealth-152	200	4	vote	vote	NOUN
commonwealth-152	200	5	choice	choice	NOUN
commonwealth-152	200	6	:	:	PUNCT
commonwealth-152	200	7	those	those	PRON
commonwealth-152	200	8	with	with	ADP
commonwealth-152	200	9	a	a	DET
commonwealth-152	200	10	high	high	ADJ
commonwealth-152	200	11	school	school	NOUN
commonwealth-152	200	12	degree	degree	NOUN
commonwealth-152	200	13	or	or	CCONJ
commonwealth-152	200	14	less	less	ADJ
commonwealth-152	200	15	and	and	CCONJ
commonwealth-152	200	16	those	those	PRON
commonwealth-152	200	17	who	who	PRON
commonwealth-152	200	18	attended	attend	VERB
commonwealth-152	200	19	some	some	DET
commonwealth-152	200	20	college	college	NOUN
commonwealth-152	200	21	were	be	AUX
commonwealth-152	200	22	more	more	ADV
commonwealth-152	200	23	likely	likely	ADJ
commonwealth-152	200	24	to	to	PART
commonwealth-152	200	25	vote	vote	VERB
commonwealth-152	200	26	for	for	ADP
commonwealth-152	200	27	trump	trump	NOUN
commonwealth-152	200	28	than	than	SCONJ
commonwealth-152	200	29	were	be	AUX
commonwealth-152	200	30	college	college	NOUN
commonwealth-152	200	31	graduates	graduate	NOUN
commonwealth-152	200	32	.	.	PUNCT
commonwealth-152	201	1	the	the	DET
commonwealth-152	201	2	desire	desire	NOUN
commonwealth-152	201	3	for	for	ADP
commonwealth-152	201	4	change	change	NOUN
commonwealth-152	201	5	was	be	AUX
commonwealth-152	201	6	also	also	ADV
commonwealth-152	201	7	clear	clear	ADJ
commonwealth-152	201	8	in	in	ADP
commonwealth-152	201	9	the	the	DET
commonwealth-152	201	10	election	election	NOUN
commonwealth-152	201	11	results	result	NOUN
commonwealth-152	201	12	:	:	PUNCT
commonwealth-152	201	13	those	those	PRON
commonwealth-152	201	14	who	who	PRON
commonwealth-152	201	15	believed	believe	VERB
commonwealth-152	201	16	the	the	DET
commonwealth-152	201	17	united	united	PROPN
commonwealth-152	201	18	states	states	PROPN
commonwealth-152	201	19	is	be	AUX
commonwealth-152	201	20	on	on	ADP
commonwealth-152	201	21	the	the	DET
commonwealth-152	201	22	wrong	wrong	ADJ
commonwealth-152	201	23	track	track	NOUN
commonwealth-152	201	24	were	be	AUX
commonwealth-152	201	25	more	more	ADV
commonwealth-152	201	26	likely	likely	ADJ
commonwealth-152	201	27	to	to	PART
commonwealth-152	201	28	vote	vote	VERB
commonwealth-152	201	29	for	for	ADP
commonwealth-152	201	30	trump	trump	NOUN
commonwealth-152	201	31	,	,	PUNCT
commonwealth-152	201	32	and	and	CCONJ
commonwealth-152	201	33	those	those	PRON
commonwealth-152	201	34	who	who	PRON
commonwealth-152	201	35	believed	believe	VERB
commonwealth-152	201	36	obama	obama	PROPN
commonwealth-152	201	37	was	be	AUX
commonwealth-152	201	38	doing	do	VERB
commonwealth-152	201	39	a	a	DET
commonwealth-152	201	40	poor	poor	ADJ
commonwealth-152	201	41	job	job	NOUN
commonwealth-152	201	42	as	as	SCONJ
commonwealth-152	201	43	president	president	NOUN
commonwealth-152	201	44	were	be	AUX
commonwealth-152	201	45	more	more	ADV
commonwealth-152	201	46	likely	likely	ADJ
commonwealth-152	201	47	to	to	PART
commonwealth-152	201	48	vote	vote	VERB
commonwealth-152	201	49	for	for	ADP
commonwealth-152	201	50	trump	trump	NOUN
commonwealth-152	201	51	.	.	PUNCT
commonwealth-152	202	1	taken	take	VERB
commonwealth-152	202	2	together	together	ADV
commonwealth-152	202	3	,	,	PUNCT
commonwealth-152	202	4	these	these	DET
commonwealth-152	202	5	factors	factor	NOUN
commonwealth-152	202	6	led	lead	VERB
commonwealth-152	202	7	to	to	ADP
commonwealth-152	202	8	strong	strong	ADJ
commonwealth-152	202	9	and	and	CCONJ
commonwealth-152	202	10	consequential	consequential	ADJ
commonwealth-152	202	11	regional	regional	ADJ
commonwealth-152	202	12	differences	difference	NOUN
commonwealth-152	202	13	in	in	ADP
commonwealth-152	202	14	the	the	DET
commonwealth-152	202	15	presidential	presidential	ADJ
commonwealth-152	202	16	election	election	NOUN
commonwealth-152	202	17	results	result	NOUN
commonwealth-152	202	18	in	in	ADP
commonwealth-152	202	19	pennsylvania	pennsylvania	PROPN
commonwealth-152	202	20	compared	compare	VERB
commonwealth-152	202	21	to	to	ADP
commonwealth-152	202	22	prior	prior	ADJ
commonwealth-152	202	23	elections	election	NOUN
commonwealth-152	202	24	.	.	PUNCT
commonwealth-152	203	1	only	only	ADV
commonwealth-152	203	2	11	11	NUM
commonwealth-152	203	3	of	of	ADP
commonwealth-152	203	4	the	the	DET
commonwealth-152	203	5	state	state	NOUN
commonwealth-152	203	6	’s	’s	PART
commonwealth-152	203	7	67	67	NUM
commonwealth-152	203	8	counties	county	NOUN
commonwealth-152	203	9	yielded	yield	VERB
commonwealth-152	203	10	more	more	ADJ
commonwealth-152	203	11	votes	vote	NOUN
commonwealth-152	203	12	for	for	ADP
commonwealth-152	203	13	the	the	DET
commonwealth-152	203	14	democratic	democratic	ADJ
commonwealth-152	203	15	presidential	presidential	ADJ
commonwealth-152	203	16	candidate	candidate	NOUN
commonwealth-152	203	17	in	in	ADP
commonwealth-152	203	18	2016	2016	NUM
commonwealth-152	203	19	than	than	ADP
commonwealth-152	203	20	2012	2012	NUM
commonwealth-152	203	21	.	.	PUNCT
commonwealth-152	204	1	as	as	ADP
commonwealth-152	204	2	in	in	ADP
commonwealth-152	204	3	the	the	DET
commonwealth-152	204	4	presidential	presidential	ADJ
commonwealth-152	204	5	race	race	NOUN
commonwealth-152	204	6	,	,	PUNCT
commonwealth-152	204	7	the	the	DET
commonwealth-152	204	8	change	change	NOUN
commonwealth-152	204	9	in	in	ADP
commonwealth-152	204	10	support	support	NOUN
commonwealth-152	204	11	for	for	ADP
commonwealth-152	204	12	the	the	DET
commonwealth-152	204	13	democratic	democratic	ADJ
commonwealth-152	204	14	senate	senate	PROPN
commonwealth-152	204	15	candidate	candidate	NOUN
commonwealth-152	204	16	between	between	ADP
commonwealth-152	204	17	2012	2012	NUM
commonwealth-152	204	18	and	and	CCONJ
commonwealth-152	204	19	2016	2016	NUM
commonwealth-152	204	20	at	at	ADP
commonwealth-152	204	21	the	the	DET
commonwealth-152	204	22	county	county	NOUN
commonwealth-152	204	23	level	level	NOUN
commonwealth-152	204	24	was	be	AUX
commonwealth-152	204	25	substantial	substantial	ADJ
commonwealth-152	204	26	.	.	PUNCT
commonwealth-152	205	1	mcginty	mcginty	PROPN
commonwealth-152	205	2	received	receive	VERB
commonwealth-152	205	3	fewer	few	ADJ
commonwealth-152	205	4	votes	vote	NOUN
commonwealth-152	205	5	than	than	SCONJ
commonwealth-152	205	6	senator	senator	PROPN
commonwealth-152	205	7	bob	bob	PROPN
commonwealth-152	205	8	casey	casey	PROPN
commonwealth-152	205	9	received	receive	VERB
commonwealth-152	205	10	in	in	ADP
commonwealth-152	205	11	2012	2012	NUM
commonwealth-152	205	12	in	in	ADP
commonwealth-152	205	13	all	all	PRON
commonwealth-152	205	14	but	but	SCONJ
commonwealth-152	205	15	five	five	NUM
commonwealth-152	205	16	pennsylvania	pennsylvania	PROPN
commonwealth-152	205	17	counties	county	NOUN
commonwealth-152	205	18	.	.	PUNCT
commonwealth-152	206	1	toomey	toomey	PROPN
commonwealth-152	206	2	voters	voter	NOUN
commonwealth-152	206	3	were	be	AUX
commonwealth-152	206	4	similar	similar	ADJ
commonwealth-152	206	5	to	to	PART
commonwealth-152	206	6	trump	trump	VERB
commonwealth-152	206	7	voters	voter	NOUN
commonwealth-152	206	8	in	in	ADP
commonwealth-152	206	9	their	their	PRON
commonwealth-152	206	10	desire	desire	NOUN
commonwealth-152	206	11	for	for	ADP
commonwealth-152	206	12	change	change	NOUN
commonwealth-152	206	13	:	:	PUNCT
commonwealth-152	206	14	those	those	PRON
commonwealth-152	206	15	who	who	PRON
commonwealth-152	206	16	believed	believe	VERB
commonwealth-152	206	17	the	the	DET
commonwealth-152	206	18	united	united	PROPN
commonwealth-152	206	19	states	states	PROPN
commonwealth-152	206	20	is	be	AUX
commonwealth-152	206	21	on	on	ADP
commonwealth-152	206	22	the	the	DET
commonwealth-152	206	23	wrong	wrong	ADJ
commonwealth-152	206	24	track	track	NOUN
commonwealth-152	206	25	were	be	AUX
commonwealth-152	206	26	more	more	ADV
commonwealth-152	206	27	likely	likely	ADJ
commonwealth-152	206	28	to	to	PART
commonwealth-152	206	29	vote	vote	VERB
commonwealth-152	206	30	for	for	ADP
commonwealth-152	206	31	toomey	toomey	NOUN
commonwealth-152	206	32	as	as	SCONJ
commonwealth-152	206	33	were	be	AUX
commonwealth-152	206	34	those	those	PRON
commonwealth-152	206	35	who	who	PRON
commonwealth-152	206	36	believed	believe	VERB
commonwealth-152	206	37	obama	obama	PROPN
commonwealth-152	206	38	was	be	AUX
commonwealth-152	206	39	doing	do	VERB
commonwealth-152	206	40	a	a	DET
commonwealth-152	206	41	poor	poor	ADJ
commonwealth-152	206	42	job	job	NOUN
commonwealth-152	206	43	as	as	ADP
commonwealth-152	206	44	president	president	NOUN
commonwealth-152	206	45	.	.	PUNCT
commonwealth-152	207	1	but	but	CCONJ
commonwealth-152	207	2	toomey	toomey	PROPN
commonwealth-152	207	3	had	have	VERB
commonwealth-152	207	4	a	a	DET
commonwealth-152	207	5	slightly	slightly	ADV
commonwealth-152	207	6	different	different	ADJ
commonwealth-152	207	7	coalition	coalition	NOUN
commonwealth-152	207	8	than	than	ADP
commonwealth-152	207	9	trump	trump	NOUN
commonwealth-152	207	10	.	.	PUNCT
commonwealth-152	208	1	there	there	PRON
commonwealth-152	208	2	were	be	VERB
commonwealth-152	208	3	no	no	DET
commonwealth-152	208	4	educational	educational	ADJ
commonwealth-152	208	5	differences	difference	NOUN
commonwealth-152	208	6	among	among	ADP
commonwealth-152	208	7	toomey	toomey	ADJ
commonwealth-152	208	8	supporters	supporter	NOUN
commonwealth-152	208	9	,	,	PUNCT
commonwealth-152	208	10	he	he	PRON
commonwealth-152	208	11	attracted	attract	VERB
commonwealth-152	208	12	fewer	few	ADJ
commonwealth-152	208	13	independents	independent	NOUN
commonwealth-152	208	14	than	than	ADP
commonwealth-152	208	15	trump	trump	NOUN
commonwealth-152	208	16	,	,	PUNCT
commonwealth-152	208	17	and	and	CCONJ
commonwealth-152	208	18	union	union	NOUN
commonwealth-152	208	19	members	member	NOUN
commonwealth-152	208	20	were	be	AUX
commonwealth-152	208	21	also	also	ADV
commonwealth-152	208	22	less	less	ADV
commonwealth-152	208	23	likely	likely	ADJ
commonwealth-152	208	24	to	to	PART
commonwealth-152	208	25	support	support	VERB
commonwealth-152	208	26	him	he	PRON
commonwealth-152	208	27	.	.	PUNCT
commonwealth-152	209	1	his	his	PRON
commonwealth-152	209	2	support	support	NOUN
commonwealth-152	209	3	was	be	AUX
commonwealth-152	209	4	more	more	ADV
commonwealth-152	209	5	conservative	conservative	ADJ
commonwealth-152	209	6	and	and	CCONJ
commonwealth-152	209	7	traditionally	traditionally	ADV
commonwealth-152	209	8	republican	republican	ADJ
commonwealth-152	209	9	than	than	SCONJ
commonwealth-152	209	10	was	be	AUX
commonwealth-152	209	11	trump	trump	VERB
commonwealth-152	209	12	’s	’s	X
commonwealth-152	209	13	,	,	PUNCT
commonwealth-152	209	14	although	although	SCONJ
commonwealth-152	209	15	there	there	PRON
commonwealth-152	209	16	can	can	AUX
commonwealth-152	209	17	be	be	AUX
commonwealth-152	209	18	little	little	ADJ
commonwealth-152	209	19	doubt	doubt	NOUN
commonwealth-152	209	20	that	that	SCONJ
commonwealth-152	209	21	the	the	DET
commonwealth-152	209	22	surge	surge	NOUN
commonwealth-152	209	23	in	in	ADP
commonwealth-152	209	24	republican	republican	ADJ
commonwealth-152	209	25	turnout	turnout	NOUN
commonwealth-152	209	26	driven	drive	VERB
commonwealth-152	209	27	by	by	ADP
commonwealth-152	209	28	trump	trump	NOUN
commonwealth-152	209	29	’s	’s	PART
commonwealth-152	209	30	candidacy	candidacy	NOUN
commonwealth-152	209	31	made	make	VERB
commonwealth-152	209	32	the	the	DET
commonwealth-152	209	33	difference	difference	NOUN
commonwealth-152	209	34	for	for	ADP
commonwealth-152	209	35	toomey	toomey	NOUN
commonwealth-152	209	36	.	.	PUNCT
commonwealth-152	210	1	high	high	ADJ
commonwealth-152	210	2	voter	voter	NOUN
commonwealth-152	210	3	turnout	turnout	NOUN
commonwealth-152	210	4	was	be	AUX
commonwealth-152	210	5	a	a	DET
commonwealth-152	210	6	determinative	determinative	ADJ
commonwealth-152	210	7	factor	factor	NOUN
commonwealth-152	210	8	in	in	ADP
commonwealth-152	210	9	the	the	DET
commonwealth-152	210	10	presidential	presidential	ADJ
commonwealth-152	210	11	and	and	CCONJ
commonwealth-152	210	12	senate	senate	PROPN
commonwealth-152	210	13	races	race	NOUN
commonwealth-152	210	14	.	.	PUNCT
commonwealth-152	211	1	more	more	ADJ
commonwealth-152	211	2	than	than	ADP
commonwealth-152	211	3	seven	seven	NUM
commonwealth-152	211	4	in	in	ADP
commonwealth-152	211	5	10	10	NUM
commonwealth-152	211	6	(	(	PUNCT
commonwealth-152	211	7	70.6	70.6	NUM
commonwealth-152	211	8	%	%	NOUN
commonwealth-152	211	9	)	)	PUNCT
commonwealth-152	211	10	registered	register	VERB
commonwealth-152	211	11	voters	voter	NOUN
commonwealth-152	211	12	cast	cast	VERB
commonwealth-152	211	13	a	a	DET
commonwealth-152	211	14	ballot	ballot	NOUN
commonwealth-152	211	15	in	in	ADP
commonwealth-152	211	16	the	the	DET
commonwealth-152	211	17	presidential	presidential	ADJ
commonwealth-152	211	18	election	election	NOUN
commonwealth-152	211	19	in	in	ADP
commonwealth-152	211	20	2016	2016	NUM
commonwealth-152	211	21	,	,	PUNCT
commonwealth-152	211	22	which	which	PRON
commonwealth-152	211	23	was	be	AUX
commonwealth-152	211	24	higher	high	ADJ
commonwealth-152	211	25	as	as	ADP
commonwealth-152	211	26	a	a	DET
commonwealth-152	211	27	proportion	proportion	NOUN
commonwealth-152	211	28	of	of	ADP
commonwealth-152	211	29	registered	register	VERB
commonwealth-152	211	30	voters	voter	NOUN
commonwealth-152	211	31	than	than	ADP
commonwealth-152	211	32	either	either	DET
commonwealth-152	211	33	2008	2008	NUM
commonwealth-152	211	34	or	or	CCONJ
commonwealth-152	211	35	2012	2012	NUM
commonwealth-152	211	36	.	.	PUNCT
commonwealth-152	212	1	since	since	SCONJ
commonwealth-152	212	2	2012	2012	NUM
commonwealth-152	212	3	,	,	PUNCT
commonwealth-152	212	4	republican	republican	ADJ
commonwealth-152	212	5	registration	registration	NOUN
commonwealth-152	212	6	increased	increase	VERB
commonwealth-152	212	7	markedly	markedly	ADV
commonwealth-152	212	8	in	in	ADP
commonwealth-152	212	9	western	western	ADJ
commonwealth-152	212	10	and	and	CCONJ
commonwealth-152	212	11	central	central	ADJ
commonwealth-152	212	12	pennsylvania	pennsylvania	PROPN
commonwealth-152	212	13	.	.	PUNCT
commonwealth-152	213	1	the	the	DET
commonwealth-152	213	2	republican	republican	PROPN
commonwealth-152	213	3	victory	victory	NOUN
commonwealth-152	213	4	was	be	AUX
commonwealth-152	213	5	made	make	VERB
commonwealth-152	213	6	possible	possible	ADJ
commonwealth-152	213	7	primarily	primarily	ADV
commonwealth-152	213	8	by	by	ADP
commonwealth-152	213	9	that	that	DET
commonwealth-152	213	10	surge	surge	NOUN
commonwealth-152	213	11	in	in	ADP
commonwealth-152	213	12	republican	republican	ADJ
commonwealth-152	213	13	performance	performance	NOUN
commonwealth-152	213	14	in	in	ADP
commonwealth-152	213	15	western	western	ADJ
commonwealth-152	213	16	pennsylvania	pennsylvania	PROPN
commonwealth-152	213	17	.	.	PUNCT
commonwealth-152	214	1	this	this	DET
commonwealth-152	214	2	dynamic	dynamic	ADJ
commonwealth-152	214	3	perfectly	perfectly	ADV
commonwealth-152	214	4	captures	capture	VERB
commonwealth-152	214	5	what	what	PRON
commonwealth-152	214	6	happened	happen	VERB
commonwealth-152	214	7	in	in	ADP
commonwealth-152	214	8	pennsylvania	pennsylvania	PROPN
commonwealth-152	214	9	in	in	ADP
commonwealth-152	214	10	2016	2016	NUM
commonwealth-152	214	11	:	:	PUNCT
commonwealth-152	214	12	counties	county	NOUN
commonwealth-152	214	13	with	with	ADP
commonwealth-152	214	14	more	more	ADJ
commonwealth-152	214	15	working	work	VERB
commonwealth-152	214	16	-	-	PUNCT
commonwealth-152	214	17	class	class	NOUN
commonwealth-152	214	18	voters	voter	NOUN
commonwealth-152	214	19	turned	turn	VERB
commonwealth-152	214	20	out	out	ADP
commonwealth-152	214	21	in	in	ADP
commonwealth-152	214	22	greater	great	ADJ
commonwealth-152	214	23	numbers	number	NOUN
commonwealth-152	214	24	and	and	CCONJ
commonwealth-152	214	25	gave	give	VERB
commonwealth-152	214	26	less	less	ADJ
commonwealth-152	214	27	support	support	NOUN
commonwealth-152	214	28	to	to	ADP
commonwealth-152	214	29	democratic	democratic	ADJ
commonwealth-152	214	30	candidates	candidate	NOUN
commonwealth-152	214	31	than	than	ADP
commonwealth-152	214	32	in	in	ADP
commonwealth-152	214	33	previous	previous	ADJ
commonwealth-152	214	34	elections	election	NOUN
commonwealth-152	214	35	,	,	PUNCT
commonwealth-152	214	36	while	while	SCONJ
commonwealth-152	214	37	areas	area	NOUN
commonwealth-152	214	38	that	that	PRON
commonwealth-152	214	39	should	should	AUX
commonwealth-152	214	40	have	have	AUX
commonwealth-152	214	41	been	be	AUX
commonwealth-152	214	42	supportive	supportive	ADJ
commonwealth-152	214	43	of	of	ADP
commonwealth-152	214	44	democrats	democrats	PROPN
commonwealth-152	214	45	had	have	VERB
commonwealth-152	214	46	lower	low	ADJ
commonwealth-152	214	47	turnout	turnout	NOUN
commonwealth-152	214	48	and	and	CCONJ
commonwealth-152	214	49	offered	offer	VERB
commonwealth-152	214	50	little	little	ADJ
commonwealth-152	214	51	change	change	NOUN
commonwealth-152	214	52	in	in	ADP
commonwealth-152	214	53	their	their	PRON
commonwealth-152	214	54	support	support	NOUN
commonwealth-152	214	55	for	for	ADP
commonwealth-152	214	56	democratic	democratic	ADJ
commonwealth-152	214	57	candidates	candidate	NOUN
commonwealth-152	214	58	.	.	PUNCT
commonwealth-152	215	1	trump	trump	VERB
commonwealth-152	215	2	’s	’s	PART
commonwealth-152	215	3	victory	victory	NOUN
commonwealth-152	215	4	in	in	ADP
commonwealth-152	215	5	pennsylvania	pennsylvania	PROPN
commonwealth-152	215	6	scrambles	scramble	NOUN
commonwealth-152	215	7	what	what	PRON
commonwealth-152	215	8	has	have	AUX
commonwealth-152	215	9	been	be	AUX
commonwealth-152	215	10	the	the	DET
commonwealth-152	215	11	state	state	NOUN
commonwealth-152	215	12	’s	’s	PART
commonwealth-152	215	13	traditional	traditional	ADJ
commonwealth-152	215	14	electoral	electoral	ADJ
commonwealth-152	215	15	habits	habit	NOUN
commonwealth-152	215	16	and	and	CCONJ
commonwealth-152	215	17	raises	raise	VERB
commonwealth-152	215	18	significant	significant	ADJ
commonwealth-152	215	19	and	and	CCONJ
commonwealth-152	215	20	important	important	ADJ
commonwealth-152	215	21	political	political	ADJ
commonwealth-152	215	22	questions	question	NOUN
commonwealth-152	215	23	about	about	ADP
commonwealth-152	215	24	future	future	ADJ
commonwealth-152	215	25	state	state	NOUN
commonwealth-152	215	26	elections	election	NOUN
commonwealth-152	215	27	.	.	PUNCT
commonwealth-152	216	1	the	the	DET
commonwealth-152	216	2	main	main	ADJ
commonwealth-152	216	3	questions	question	NOUN
commonwealth-152	216	4	include	include	VERB
commonwealth-152	216	5	the	the	DET
commonwealth-152	216	6	durability	durability	NOUN
commonwealth-152	216	7	the	the	DET
commonwealth-152	216	8	2016	2016	NUM
commonwealth-152	216	9	pennsylvania	pennsylvania	PROPN
commonwealth-152	216	10	presidential	presidential	PROPN
commonwealth-152	216	11	and	and	CCONJ
commonwealth-152	216	12	u.s	u.s	PROPN
commonwealth-152	216	13	.	.	PROPN
commonwealth-152	216	14	senate	senate	PROPN
commonwealth-152	216	15	elections	election	NOUN
commonwealth-152	216	16	25	25	NUM
commonwealth-152	216	17	of	of	ADP
commonwealth-152	216	18	trump	trump	NOUN
commonwealth-152	216	19	’s	’s	PART
commonwealth-152	216	20	electoral	electoral	ADJ
commonwealth-152	216	21	coalition	coalition	NOUN
commonwealth-152	216	22	,	,	PUNCT
commonwealth-152	216	23	his	his	PRON
commonwealth-152	216	24	ability	ability	NOUN
commonwealth-152	216	25	to	to	PART
commonwealth-152	216	26	transfer	transfer	VERB
commonwealth-152	216	27	his	his	PRON
commonwealth-152	216	28	voters	voter	NOUN
commonwealth-152	216	29	’	’	PART
commonwealth-152	216	30	energy	energy	NOUN
commonwealth-152	216	31	to	to	ADP
commonwealth-152	216	32	other	other	ADJ
commonwealth-152	216	33	republican	republican	ADJ
commonwealth-152	216	34	candidates	candidate	NOUN
commonwealth-152	216	35	in	in	ADP
commonwealth-152	216	36	future	future	ADJ
commonwealth-152	216	37	elections	election	NOUN
commonwealth-152	216	38	,	,	PUNCT
commonwealth-152	216	39	and	and	CCONJ
commonwealth-152	216	40	the	the	DET
commonwealth-152	216	41	calculus	calculus	NOUN
commonwealth-152	216	42	that	that	PRON
commonwealth-152	216	43	other	other	ADJ
commonwealth-152	216	44	elected	elect	VERB
commonwealth-152	216	45	and	and	CCONJ
commonwealth-152	216	46	aspiring	aspiring	ADJ
commonwealth-152	216	47	republicans	republican	NOUN
commonwealth-152	216	48	make	make	VERB
commonwealth-152	216	49	in	in	ADP
commonwealth-152	216	50	embracing	embrace	VERB
commonwealth-152	216	51	his	his	PRON
commonwealth-152	216	52	nontraditional	nontraditional	ADJ
commonwealth-152	216	53	positions	position	NOUN
commonwealth-152	216	54	.	.	PUNCT
commonwealth-152	217	1	the	the	DET
commonwealth-152	217	2	answers	answer	NOUN
commonwealth-152	217	3	to	to	ADP
commonwealth-152	217	4	these	these	DET
commonwealth-152	217	5	questions	question	NOUN
commonwealth-152	217	6	will	will	AUX
commonwealth-152	217	7	make	make	VERB
commonwealth-152	217	8	clear	clear	ADJ
commonwealth-152	217	9	the	the	DET
commonwealth-152	217	10	battle	battle	NOUN
commonwealth-152	217	11	lines	line	NOUN
commonwealth-152	217	12	for	for	ADP
commonwealth-152	217	13	future	future	ADJ
commonwealth-152	217	14	state	state	NOUN
commonwealth-152	217	15	races	race	NOUN
commonwealth-152	217	16	,	,	PUNCT
commonwealth-152	217	17	beginning	begin	VERB
commonwealth-152	217	18	with	with	ADP
commonwealth-152	217	19	the	the	DET
commonwealth-152	217	20	2018	2018	NUM
commonwealth-152	217	21	gubernatorial	gubernatorial	ADJ
commonwealth-152	217	22	race	race	NOUN
commonwealth-152	217	23	.	.	PUNCT
commonwealth-152	218	1	notes	note	VERB
commonwealth-152	218	2	1	1	NUM
commonwealth-152	218	3	.	.	PUNCT
commonwealth-152	219	1	most	most	ADJ
commonwealth-152	219	2	of	of	ADP
commonwealth-152	219	3	the	the	DET
commonwealth-152	219	4	interviewing	interviewing	NOUN
commonwealth-152	219	5	for	for	ADP
commonwealth-152	219	6	the	the	DET
commonwealth-152	219	7	october	october	PROPN
commonwealth-152	219	8	survey	survey	NOUN
commonwealth-152	219	9	(	(	PUNCT
commonwealth-152	219	10	625	625	NUM
commonwealth-152	219	11	of	of	ADP
commonwealth-152	219	12	the	the	DET
commonwealth-152	219	13	863	863	NUM
commonwealth-152	219	14	interviews	interview	NOUN
commonwealth-152	219	15	)	)	PUNCT
commonwealth-152	219	16	was	be	AUX
commonwealth-152	219	17	conducted	conduct	VERB
commonwealth-152	219	18	prior	prior	ADV
commonwealth-152	219	19	to	to	ADP
commonwealth-152	219	20	the	the	DET
commonwealth-152	219	21	fbi	fbi	PROPN
commonwealth-152	219	22	’s	’s	PART
commonwealth-152	219	23	statement	statement	NOUN
commonwealth-152	219	24	about	about	ADP
commonwealth-152	219	25	secretary	secretary	PROPN
commonwealth-152	219	26	clinton	clinton	PROPN
commonwealth-152	219	27	’s	’s	PART
commonwealth-152	219	28	emails	email	NOUN
commonwealth-152	219	29	on	on	ADP
commonwealth-152	219	30	october	october	PROPN
commonwealth-152	219	31	28	28	NUM
commonwealth-152	219	32	.	.	PUNCT
commonwealth-152	220	1	2	2	X
commonwealth-152	220	2	.	.	X
commonwealth-152	220	3	the	the	DET
commonwealth-152	220	4	center	center	NOUN
commonwealth-152	220	5	for	for	ADP
commonwealth-152	220	6	opinion	opinion	NOUN
commonwealth-152	220	7	research	research	NOUN
commonwealth-152	220	8	at	at	ADP
commonwealth-152	220	9	franklin	franklin	PROPN
commonwealth-152	220	10	&	&	CCONJ
commonwealth-152	220	11	marshall	marshall	PROPN
commonwealth-152	220	12	college	college	PROPN
commonwealth-152	220	13	completed	complete	VERB
commonwealth-152	220	14	postelection	postelection	NOUN
commonwealth-152	220	15	interviews	interview	NOUN
commonwealth-152	220	16	with	with	ADP
commonwealth-152	220	17	2,287	2,287	NUM
commonwealth-152	220	18	of	of	ADP
commonwealth-152	220	19	the	the	DET
commonwealth-152	220	20	3,077	3,077	NUM
commonwealth-152	220	21	individuals	individual	NOUN
commonwealth-152	220	22	(	(	PUNCT
commonwealth-152	220	23	74	74	NUM
commonwealth-152	220	24	%	%	NOUN
commonwealth-152	220	25	)	)	PUNCT
commonwealth-152	220	26	who	who	PRON
commonwealth-152	220	27	had	have	AUX
commonwealth-152	220	28	participated	participate	VERB
commonwealth-152	220	29	in	in	ADP
commonwealth-152	220	30	our	our	PRON
commonwealth-152	220	31	july	july	PROPN
commonwealth-152	220	32	,	,	PUNCT
commonwealth-152	220	33	august	august	PROPN
commonwealth-152	220	34	,	,	PUNCT
commonwealth-152	220	35	september	september	PROPN
commonwealth-152	220	36	,	,	PUNCT
commonwealth-152	220	37	and	and	CCONJ
commonwealth-152	220	38	october	october	PROPN
commonwealth-152	220	39	2016	2016	NUM
commonwealth-152	220	40	pre	pre	ADJ
commonwealth-152	220	41	-	-	ADJ
commonwealth-152	220	42	election	election	ADJ
commonwealth-152	220	43	polls	poll	NOUN
commonwealth-152	220	44	.	.	PUNCT
commonwealth-152	221	1	the	the	DET
commonwealth-152	221	2	post	post	ADJ
commonwealth-152	221	3	-	-	ADJ
commonwealth-152	221	4	election	election	ADJ
commonwealth-152	221	5	interviews	interview	NOUN
commonwealth-152	221	6	were	be	AUX
commonwealth-152	221	7	completed	complete	VERB
commonwealth-152	221	8	over	over	ADP
commonwealth-152	221	9	the	the	DET
commonwealth-152	221	10	telephone	telephone	NOUN
commonwealth-152	221	11	(	(	PUNCT
commonwealth-152	221	12	n	n	NOUN
commonwealth-152	221	13	=	=	SYM
commonwealth-152	221	14	1,202	1,202	NUM
commonwealth-152	221	15	)	)	PUNCT
commonwealth-152	221	16	or	or	CCONJ
commonwealth-152	221	17	using	use	VERB
commonwealth-152	221	18	a	a	DET
commonwealth-152	221	19	self	self	NOUN
commonwealth-152	221	20	-	-	PUNCT
commonwealth-152	221	21	administered	administer	VERB
commonwealth-152	221	22	online	online	NOUN
commonwealth-152	221	23	(	(	PUNCT
commonwealth-152	221	24	n	n	NOUN
commonwealth-152	221	25	=	=	SYM
commonwealth-152	221	26	974	974	NUM
commonwealth-152	221	27	)	)	PUNCT
commonwealth-152	221	28	or	or	CCONJ
commonwealth-152	221	29	paper	paper	NOUN
commonwealth-152	221	30	and	and	CCONJ
commonwealth-152	221	31	pencil	pencil	NOUN
commonwealth-152	221	32	(	(	PUNCT
commonwealth-152	221	33	n	n	NOUN
commonwealth-152	221	34	=	=	SYM
commonwealth-152	221	35	111	111	NUM
commonwealth-152	221	36	)	)	PUNCT
commonwealth-152	221	37	format	format	NOUN
commonwealth-152	221	38	.	.	PUNCT
commonwealth-152	222	1	post	post	ADJ
commonwealth-152	222	2	-	-	ADJ
commonwealth-152	222	3	election	election	ADJ
commonwealth-152	222	4	interviews	interview	NOUN
commonwealth-152	222	5	were	be	AUX
commonwealth-152	222	6	completed	complete	VERB
commonwealth-152	222	7	from	from	ADP
commonwealth-152	222	8	november	november	PROPN
commonwealth-152	222	9	16	16	NUM
commonwealth-152	222	10	,	,	PUNCT
commonwealth-152	222	11	2016	2016	NUM
commonwealth-152	222	12	to	to	ADP
commonwealth-152	222	13	january	january	PROPN
commonwealth-152	222	14	13	13	NUM
commonwealth-152	222	15	,	,	PUNCT
commonwealth-152	222	16	2017	2017	NUM
commonwealth-152	222	17	.	.	PUNCT
commonwealth-152	223	1	the	the	DET
commonwealth-152	223	2	response	response	NOUN
commonwealth-152	223	3	rates	rate	NOUN
commonwealth-152	223	4	for	for	ADP
commonwealth-152	223	5	the	the	DET
commonwealth-152	223	6	post	post	ADJ
commonwealth-152	223	7	-	-	ADJ
commonwealth-152	223	8	election	election	ADJ
commonwealth-152	223	9	survey	survey	NOUN
commonwealth-152	223	10	by	by	ADP
commonwealth-152	223	11	month	month	NOUN
commonwealth-152	223	12	of	of	ADP
commonwealth-152	223	13	pre	pre	ADJ
commonwealth-152	223	14	-	-	ADJ
commonwealth-152	223	15	election	election	ADJ
commonwealth-152	223	16	interview	interview	NOUN
commonwealth-152	223	17	were	be	AUX
commonwealth-152	223	18	as	as	SCONJ
commonwealth-152	223	19	follows	follow	VERB
commonwealth-152	223	20	:	:	PUNCT
commonwealth-152	223	21	july	july	PROPN
commonwealth-152	223	22	(	(	PUNCT
commonwealth-152	223	23	n	n	NOUN
commonwealth-152	223	24	=	=	SYM
commonwealth-152	223	25	487/661	487/661	NUM
commonwealth-152	223	26	)	)	PUNCT
commonwealth-152	223	27	=	=	SYM
commonwealth-152	224	1	74	74	NUM
commonwealth-152	224	2	%	%	NOUN
commonwealth-152	224	3	,	,	PUNCT
commonwealth-152	224	4	august	august	PROPN
commonwealth-152	224	5	(	(	PUNCT
commonwealth-152	224	6	n	n	NOUN
commonwealth-152	224	7	=	=	SYM
commonwealth-152	224	8	541/736	541/736	PROPN
commonwealth-152	224	9	)	)	PUNCT
commonwealth-152	224	10	=	=	PUNCT
commonwealth-152	225	1	73	73	NUM
commonwealth-152	225	2	%	%	NOUN
commonwealth-152	225	3	,	,	PUNCT
commonwealth-152	225	4	september	september	PROPN
commonwealth-152	225	5	(	(	PUNCT
commonwealth-152	225	6	n	n	NOUN
commonwealth-152	225	7	=	=	SYM
commonwealth-152	225	8	602/813	602/813	NUM
commonwealth-152	225	9	)	)	PUNCT
commonwealth-152	225	10	=	=	SYM
commonwealth-152	225	11	74	74	NUM
commonwealth-152	225	12	%	%	NOUN
commonwealth-152	225	13	,	,	PUNCT
commonwealth-152	225	14	and	and	CCONJ
commonwealth-152	225	15	october	october	PROPN
commonwealth-152	225	16	(	(	PUNCT
commonwealth-152	225	17	n	n	NOUN
commonwealth-152	225	18	=	=	SYM
commonwealth-152	225	19	657/863	657/863	PROPN
commonwealth-152	225	20	)	)	PUNCT
commonwealth-152	225	21	=	=	SYM
commonwealth-152	225	22	76	76	NUM
commonwealth-152	225	23	%	%	NOUN
commonwealth-152	225	24	.	.	PUNCT
commonwealth-152	226	1	the	the	DET
commonwealth-152	226	2	post	post	ADJ
commonwealth-152	226	3	-	-	ADJ
commonwealth-152	226	4	election	election	ADJ
commonwealth-152	226	5	survey	survey	NOUN
commonwealth-152	226	6	did	do	AUX
commonwealth-152	226	7	not	not	PART
commonwealth-152	226	8	verify	verify	VERB
commonwealth-152	226	9	whether	whether	SCONJ
commonwealth-152	226	10	respondents	respondent	NOUN
commonwealth-152	226	11	actually	actually	ADV
commonwealth-152	226	12	voted	vote	VERB
commonwealth-152	226	13	,	,	PUNCT
commonwealth-152	226	14	so	so	CCONJ
commonwealth-152	226	15	it	it	PRON
commonwealth-152	226	16	is	be	AUX
commonwealth-152	226	17	possible	possible	ADJ
commonwealth-152	226	18	that	that	SCONJ
commonwealth-152	226	19	some	some	PRON
commonwealth-152	226	20	of	of	ADP
commonwealth-152	226	21	those	those	PRON
commonwealth-152	226	22	interviewed	interview	VERB
commonwealth-152	226	23	did	do	AUX
commonwealth-152	226	24	not	not	PART
commonwealth-152	226	25	vote	vote	VERB
commonwealth-152	226	26	.	.	PUNCT
commonwealth-152	227	1	3	3	X
commonwealth-152	227	2	.	.	X
commonwealth-152	227	3	an	an	DET
commonwealth-152	227	4	excellent	excellent	ADJ
commonwealth-152	227	5	scholarly	scholarly	ADJ
commonwealth-152	227	6	description	description	NOUN
commonwealth-152	227	7	of	of	ADP
commonwealth-152	227	8	these	these	DET
commonwealth-152	227	9	voters	voter	NOUN
commonwealth-152	227	10	is	be	AUX
commonwealth-152	227	11	cramer	cramer	PROPN
commonwealth-152	227	12	2016	2016	NUM
commonwealth-152	227	13	.	.	PUNCT
commonwealth-152	228	1	examples	example	NOUN
commonwealth-152	228	2	of	of	ADP
commonwealth-152	228	3	contemporary	contemporary	ADJ
commonwealth-152	228	4	news	news	NOUN
commonwealth-152	228	5	accounts	account	NOUN
commonwealth-152	228	6	of	of	ADP
commonwealth-152	228	7	these	these	DET
commonwealth-152	228	8	voters	voter	NOUN
commonwealth-152	228	9	included	include	VERB
commonwealth-152	228	10	seib	seib	NOUN
commonwealth-152	228	11	and	and	CCONJ
commonwealth-152	228	12	o’connor	o’connor	ADV
commonwealth-152	228	13	,	,	PUNCT
commonwealth-152	228	14	“	"	PUNCT
commonwealth-152	228	15	republicans	republican	NOUN
commonwealth-152	228	16	rode	ride	VERB
commonwealth-152	228	17	waves	wave	NOUN
commonwealth-152	228	18	of	of	ADP
commonwealth-152	228	19	populism	populism	NOUN
commonwealth-152	228	20	until	until	SCONJ
commonwealth-152	228	21	they	they	PRON
commonwealth-152	228	22	crashed	crash	VERB
commonwealth-152	228	23	the	the	DET
commonwealth-152	228	24	party	party	NOUN
commonwealth-152	228	25	.	.	PUNCT
commonwealth-152	228	26	”	"	PUNCT
commonwealth-152	229	1	wall	wall	PROPN
commonwealth-152	229	2	street	street	PROPN
commonwealth-152	229	3	journal	journal	PROPN
commonwealth-152	229	4	,	,	PUNCT
commonwealth-152	229	5	october	october	PROPN
commonwealth-152	229	6	26	26	NUM
commonwealth-152	229	7	,	,	PUNCT
commonwealth-152	229	8	2016	2016	NUM
commonwealth-152	229	9	;	;	PUNCT
commonwealth-152	229	10	bob	bob	PROPN
commonwealth-152	229	11	davis	davis	PROPN
commonwealth-152	229	12	and	and	CCONJ
commonwealth-152	229	13	gary	gary	PROPN
commonwealth-152	229	14	fields	field	NOUN
commonwealth-152	229	15	,	,	PUNCT
commonwealth-152	229	16	“	"	PUNCT
commonwealth-152	229	17	the	the	DET
commonwealth-152	229	18	great	great	ADJ
commonwealth-152	229	19	unraveling	unraveling	NOUN
commonwealth-152	229	20	,	,	PUNCT
commonwealth-152	229	21	”	"	PUNCT
commonwealth-152	229	22	wall	wall	PROPN
commonwealth-152	229	23	street	street	PROPN
commonwealth-152	229	24	journal	journal	PROPN
commonwealth-152	229	25	,	,	PUNCT
commonwealth-152	229	26	september	september	PROPN
commonwealth-152	229	27	15	15	NUM
commonwealth-152	229	28	,	,	PUNCT
commonwealth-152	229	29	2016	2016	NUM
commonwealth-152	229	30	;	;	PUNCT
commonwealth-152	229	31	and	and	CCONJ
commonwealth-152	229	32	keith	keith	PROPN
commonwealth-152	229	33	o’brien	o’brien	PROPN
commonwealth-152	229	34	,	,	PUNCT
commonwealth-152	229	35	“	"	PUNCT
commonwealth-152	229	36	uprising	uprising	NOUN
commonwealth-152	229	37	in	in	ADP
commonwealth-152	229	38	the	the	DET
commonwealth-152	229	39	rust	rust	NOUN
commonwealth-152	229	40	belt	belt	NOUN
commonwealth-152	229	41	,	,	PUNCT
commonwealth-152	229	42	”	"	PUNCT
commonwealth-152	229	43	politico	politico	NOUN
commonwealth-152	229	44	magazine	magazine	NOUN
commonwealth-152	229	45	,	,	PUNCT
commonwealth-152	229	46	june	june	PROPN
commonwealth-152	229	47	24	24	NUM
commonwealth-152	229	48	,	,	PUNCT
commonwealth-152	229	49	2016	2016	NUM
commonwealth-152	229	50	.	.	PUNCT
commonwealth-152	230	1	4	4	X
commonwealth-152	230	2	.	.	X
commonwealth-152	230	3	this	this	DET
commonwealth-152	230	4	estimate	estimate	NOUN
commonwealth-152	230	5	is	be	AUX
commonwealth-152	230	6	confirmed	confirm	VERB
commonwealth-152	230	7	by	by	ADP
commonwealth-152	230	8	the	the	DET
commonwealth-152	230	9	2016	2016	NUM
commonwealth-152	230	10	pennsylvania	pennsylvania	PROPN
commonwealth-152	230	11	exit	exit	NOUN
commonwealth-152	230	12	poll	poll	PROPN
commonwealth-152	230	13	estimate	estimate	NOUN
commonwealth-152	230	14	:	:	PUNCT
commonwealth-152	230	15	edison	edison	PROPN
commonwealth-152	230	16	research	research	NOUN
commonwealth-152	230	17	exit	exit	NOUN
commonwealth-152	230	18	polls	poll	NOUN
commonwealth-152	230	19	showed	show	VERB
commonwealth-152	230	20	17	17	NUM
commonwealth-152	230	21	%	%	NOUN
commonwealth-152	230	22	of	of	ADP
commonwealth-152	230	23	pennsylvania	pennsylvania	PROPN
commonwealth-152	230	24	voters	voter	NOUN
commonwealth-152	230	25	had	have	VERB
commonwealth-152	230	26	an	an	DET
commonwealth-152	230	27	unfavorable	unfavorable	ADJ
commonwealth-152	230	28	opinion	opinion	NOUN
commonwealth-152	230	29	of	of	ADP
commonwealth-152	230	30	both	both	DET
commonwealth-152	230	31	candidates	candidate	NOUN
commonwealth-152	230	32	.	.	PUNCT
commonwealth-152	231	1	the	the	DET
commonwealth-152	231	2	exit	exit	NOUN
commonwealth-152	231	3	polling	polling	NOUN
commonwealth-152	231	4	showed	show	VERB
commonwealth-152	231	5	that	that	SCONJ
commonwealth-152	231	6	these	these	DET
commonwealth-152	231	7	voters	voter	NOUN
commonwealth-152	231	8	broke	break	VERB
commonwealth-152	231	9	for	for	ADP
commonwealth-152	231	10	trump	trump	NOUN
commonwealth-152	231	11	56	56	NUM
commonwealth-152	231	12	%	%	NOUN
commonwealth-152	231	13	to	to	PART
commonwealth-152	231	14	31	31	NUM
commonwealth-152	231	15	%	%	NOUN
commonwealth-152	231	16	.	.	PUNCT
commonwealth-152	232	1	5	5	NUM
commonwealth-152	232	2	these	these	DET
commonwealth-152	232	3	ratings	rating	NOUN
commonwealth-152	232	4	are	be	AUX
commonwealth-152	232	5	from	from	ADP
commonwealth-152	232	6	the	the	DET
commonwealth-152	232	7	october	october	PROPN
commonwealth-152	232	8	2012	2012	NUM
commonwealth-152	232	9	franklin	franklin	PROPN
commonwealth-152	232	10	&	&	CCONJ
commonwealth-152	232	11	marshall	marshall	PROPN
commonwealth-152	232	12	college	college	PROPN
commonwealth-152	232	13	poll	poll	NOUN
commonwealth-152	232	14	.	.	PUNCT
commonwealth-152	233	1	the	the	DET
commonwealth-152	233	2	poll	poll	NOUN
commonwealth-152	233	3	showed	show	VERB
commonwealth-152	233	4	that	that	SCONJ
commonwealth-152	233	5	mitt	mitt	PROPN
commonwealth-152	233	6	romney	romney	PROPN
commonwealth-152	233	7	’s	’s	PART
commonwealth-152	233	8	net	net	ADJ
commonwealth-152	233	9	favorability	favorability	NOUN
commonwealth-152	233	10	rating	rating	NOUN
commonwealth-152	233	11	was	be	AUX
commonwealth-152	233	12	minus	minus	CCONJ
commonwealth-152	233	13	four	four	NUM
commonwealth-152	233	14	and	and	CCONJ
commonwealth-152	233	15	barack	barack	PROPN
commonwealth-152	233	16	obama	obama	PROPN
commonwealth-152	233	17	’s	’s	PART
commonwealth-152	233	18	net	net	ADJ
commonwealth-152	233	19	favorability	favorability	NOUN
commonwealth-152	233	20	was	be	AUX
commonwealth-152	233	21	plus	plus	CCONJ
commonwealth-152	233	22	four	four	NUM
commonwealth-152	233	23	.	.	NOUN
commonwealth-152	234	1	6	6	NUM
commonwealth-152	234	2	.	.	NUM
commonwealth-152	234	3	huffpost	huffpost	NOUN
commonwealth-152	234	4	pollster	pollster	PROPN
commonwealth-152	234	5	2016a	2016a	NOUN
commonwealth-152	234	6	.	.	PUNCT
commonwealth-152	235	1	7	7	X
commonwealth-152	235	2	.	.	X
commonwealth-152	235	3	authors	author	NOUN
commonwealth-152	235	4	calculation	calculation	VERB
commonwealth-152	235	5	from	from	ADP
commonwealth-152	235	6	data	datum	NOUN
commonwealth-152	235	7	compiled	compile	VERB
commonwealth-152	235	8	:	:	PUNCT
commonwealth-152	235	9	yost	yost	PROPN
commonwealth-152	235	10	and	and	CCONJ
commonwealth-152	235	11	borick	borick	VERB
commonwealth-152	235	12	2013	2013	NUM
commonwealth-152	235	13	.	.	PUNCT
commonwealth-152	236	1	8	8	NUM
commonwealth-152	236	2	.	.	PUNCT
commonwealth-152	237	1	although	although	SCONJ
commonwealth-152	237	2	the	the	DET
commonwealth-152	237	3	survey	survey	NOUN
commonwealth-152	237	4	asked	ask	VERB
commonwealth-152	237	5	voters	voter	NOUN
commonwealth-152	237	6	in	in	ADP
commonwealth-152	237	7	our	our	PRON
commonwealth-152	237	8	post	post	ADJ
commonwealth-152	237	9	-	-	ADJ
commonwealth-152	237	10	election	election	ADJ
commonwealth-152	237	11	interviews	interview	NOUN
commonwealth-152	237	12	when	when	SCONJ
commonwealth-152	237	13	they	they	PRON
commonwealth-152	237	14	decided	decide	VERB
commonwealth-152	237	15	they	they	PRON
commonwealth-152	237	16	would	would	AUX
commonwealth-152	237	17	vote	vote	VERB
commonwealth-152	237	18	for	for	ADP
commonwealth-152	237	19	their	their	PRON
commonwealth-152	237	20	candidate	candidate	NOUN
commonwealth-152	237	21	,	,	PUNCT
commonwealth-152	237	22	it	it	PRON
commonwealth-152	237	23	did	do	AUX
commonwealth-152	237	24	not	not	PART
commonwealth-152	237	25	specifically	specifically	ADV
commonwealth-152	237	26	ask	ask	VERB
commonwealth-152	237	27	about	about	ADP
commonwealth-152	237	28	the	the	DET
commonwealth-152	237	29	effect	effect	NOUN
commonwealth-152	237	30	on	on	ADP
commonwealth-152	237	31	their	their	PRON
commonwealth-152	237	32	choice	choice	NOUN
commonwealth-152	237	33	of	of	ADP
commonwealth-152	237	34	the	the	DET
commonwealth-152	237	35	fbi	fbi	PROPN
commonwealth-152	237	36	director	director	NOUN
commonwealth-152	237	37	’s	’s	PART
commonwealth-152	237	38	october	october	PROPN
commonwealth-152	237	39	28	28	NUM
commonwealth-152	237	40	statement	statement	NOUN
commonwealth-152	237	41	about	about	ADP
commonwealth-152	237	42	reopening	reopen	VERB
commonwealth-152	237	43	the	the	DET
commonwealth-152	237	44	investigation	investigation	NOUN
commonwealth-152	237	45	into	into	ADP
commonwealth-152	237	46	secretary	secretary	PROPN
commonwealth-152	237	47	clinton	clinton	PROPN
commonwealth-152	237	48	’s	’s	PART
commonwealth-152	237	49	email	email	NOUN
commonwealth-152	237	50	server	server	NOUN
commonwealth-152	237	51	.	.	PROPN
commonwealth-152	238	1	9	9	NUM
commonwealth-152	238	2	.	.	X
commonwealth-152	238	3	during	during	ADP
commonwealth-152	238	4	the	the	DET
commonwealth-152	238	5	campaign	campaign	NOUN
commonwealth-152	238	6	,	,	PUNCT
commonwealth-152	238	7	many	many	ADJ
commonwealth-152	238	8	speculated	speculate	VERB
commonwealth-152	238	9	that	that	SCONJ
commonwealth-152	238	10	there	there	PRON
commonwealth-152	238	11	was	be	VERB
commonwealth-152	238	12	a	a	DET
commonwealth-152	238	13	“	"	PUNCT
commonwealth-152	238	14	hidden	hide	VERB
commonwealth-152	238	15	”	"	PUNCT
commonwealth-152	238	16	trump	trump	NOUN
commonwealth-152	238	17	vote	vote	NOUN
commonwealth-152	238	18	.	.	PUNCT
commonwealth-152	239	1	it	it	PRON
commonwealth-152	239	2	is	be	AUX
commonwealth-152	239	3	possible	possible	ADJ
commonwealth-152	239	4	that	that	SCONJ
commonwealth-152	239	5	those	those	PRON
commonwealth-152	239	6	who	who	PRON
commonwealth-152	239	7	made	make	VERB
commonwealth-152	239	8	their	their	PRON
commonwealth-152	239	9	decision	decision	NOUN
commonwealth-152	239	10	in	in	ADP
commonwealth-152	239	11	october	october	PROPN
commonwealth-152	239	12	or	or	CCONJ
commonwealth-152	239	13	before	before	ADP
commonwealth-152	239	14	while	while	SCONJ
commonwealth-152	239	15	claiming	claim	VERB
commonwealth-152	239	16	to	to	PART
commonwealth-152	239	17	be	be	AUX
commonwealth-152	239	18	undecided	undecided	ADJ
commonwealth-152	239	19	were	be	AUX
commonwealth-152	239	20	,	,	PUNCT
commonwealth-152	239	21	in	in	ADP
commonwealth-152	239	22	fact	fact	NOUN
commonwealth-152	239	23	,	,	PUNCT
commonwealth-152	239	24	hiding	hide	VERB
commonwealth-152	239	25	their	their	PRON
commonwealth-152	239	26	support	support	NOUN
commonwealth-152	239	27	for	for	ADP
commonwealth-152	239	28	trump	trump	NOUN
commonwealth-152	239	29	.	.	PUNCT
commonwealth-152	240	1	10	10	NUM
commonwealth-152	240	2	.	.	PUNCT
commonwealth-152	241	1	the	the	DET
commonwealth-152	241	2	regional	regional	ADJ
commonwealth-152	241	3	breakdowns	breakdown	NOUN
commonwealth-152	241	4	used	use	VERB
commonwealth-152	241	5	in	in	ADP
commonwealth-152	241	6	this	this	DET
commonwealth-152	241	7	article	article	NOUN
commonwealth-152	241	8	are	be	AUX
commonwealth-152	241	9	those	those	PRON
commonwealth-152	241	10	used	use	VERB
commonwealth-152	241	11	by	by	ADP
commonwealth-152	241	12	the	the	DET
commonwealth-152	241	13	franklin	franklin	PROPN
commonwealth-152	241	14	&	&	CCONJ
commonwealth-152	241	15	marshall	marshall	PROPN
commonwealth-152	241	16	college	college	PROPN
commonwealth-152	241	17	poll	poll	NOUN
commonwealth-152	241	18	.	.	PUNCT
commonwealth-152	242	1	for	for	ADP
commonwealth-152	242	2	the	the	DET
commonwealth-152	242	3	counties	county	NOUN
commonwealth-152	242	4	included	include	VERB
commonwealth-152	242	5	in	in	ADP
commonwealth-152	242	6	each	each	DET
commonwealth-152	242	7	region	region	NOUN
commonwealth-152	242	8	,	,	PUNCT
commonwealth-152	242	9	see	see	VERB
commonwealth-152	242	10	https://www.fandm	https://www.fandm	PROPN
commonwealth-152	242	11	.edu	.edu	PROPN
commonwealth-152	242	12	/	/	SYM
commonwealth-152	242	13	fandmpoll	fandmpoll	NOUN
commonwealth-152	242	14	/	/	SYM
commonwealth-152	242	15	survey	survey	NOUN
commonwealth-152	242	16	-	-	PUNCT
commonwealth-152	242	17	releases	release	NOUN
commonwealth-152	242	18	.	.	PUNCT
commonwealth-152	243	1	11	11	NUM
commonwealth-152	243	2	.	.	PUNCT
commonwealth-152	244	1	data	datum	NOUN
commonwealth-152	244	2	were	be	AUX
commonwealth-152	244	3	provided	provide	VERB
commonwealth-152	244	4	by	by	ADP
commonwealth-152	244	5	opensecrets.org	opensecrets.org	PROPN
commonwealth-152	244	6	,	,	PUNCT
commonwealth-152	244	7	accessed	access	VERB
commonwealth-152	244	8	january	january	PROPN
commonwealth-152	244	9	29	29	NUM
commonwealth-152	244	10	,	,	PUNCT
commonwealth-152	244	11	2017	2017	NUM
commonwealth-152	244	12	.	.	PUNCT
commonwealth-152	245	1	12	12	NUM
commonwealth-152	245	2	.	.	PUNCT
commonwealth-152	246	1	in	in	ADP
commonwealth-152	246	2	the	the	DET
commonwealth-152	246	3	2012	2012	NUM
commonwealth-152	246	4	senate	senate	PROPN
commonwealth-152	246	5	race	race	NOUN
commonwealth-152	246	6	,	,	PUNCT
commonwealth-152	246	7	republican	republican	PROPN
commonwealth-152	246	8	tom	tom	PROPN
commonwealth-152	246	9	smith	smith	PROPN
commonwealth-152	246	10	’s	’s	PART
commonwealth-152	246	11	net	net	ADJ
commonwealth-152	246	12	favorability	favorability	NOUN
commonwealth-152	246	13	was	be	AUX
commonwealth-152	246	14	even	even	ADV
commonwealth-152	246	15	,	,	PUNCT
commonwealth-152	246	16	although	although	SCONJ
commonwealth-152	246	17	only	only	ADV
commonwealth-152	246	18	about	about	ADV
commonwealth-152	246	19	half	half	NOUN
commonwealth-152	246	20	(	(	PUNCT
commonwealth-152	246	21	54	54	NUM
commonwealth-152	246	22	%	%	NOUN
commonwealth-152	246	23	)	)	PUNCT
commonwealth-152	246	24	of	of	ADP
commonwealth-152	246	25	voters	voter	NOUN
commonwealth-152	246	26	recognized	recognize	VERB
commonwealth-152	246	27	him	he	PRON
commonwealth-152	246	28	,	,	PUNCT
commonwealth-152	246	29	and	and	CCONJ
commonwealth-152	246	30	bob	bob	PROPN
commonwealth-152	246	31	casey	casey	PROPN
commonwealth-152	246	32	’s	’s	PART
commonwealth-152	246	33	net	net	ADJ
commonwealth-152	246	34	favorability	favorability	NOUN
commonwealth-152	246	35	was	be	AUX
commonwealth-152	246	36	plus	plus	CCONJ
commonwealth-152	246	37	five	five	NUM
commonwealth-152	246	38	,	,	PUNCT
commonwealth-152	246	39	according	accord	VERB
commonwealth-152	246	40	to	to	ADP
commonwealth-152	246	41	the	the	DET
commonwealth-152	246	42	october	october	PROPN
commonwealth-152	246	43	2012	2012	NUM
commonwealth-152	246	44	franklin	franklin	PROPN
commonwealth-152	246	45	&	&	CCONJ
commonwealth-152	246	46	marshall	marshall	PROPN
commonwealth-152	246	47	college	college	PROPN
commonwealth-152	246	48	poll	poll	PROPN
commonwealth-152	246	49	(	(	PUNCT
commonwealth-152	246	50	https://	https://	PROPN
commonwealth-152	246	51	www.fandm.edu/fandmpoll/survey-releases	www.fandm.edu/fandmpoll/survey-release	NOUN
commonwealth-152	246	52	)	)	PUNCT
commonwealth-152	246	53	.	.	PUNCT
commonwealth-152	247	1	26	26	NUM
commonwealth-152	247	2	berwood	berwood	NOUN
commonwealth-152	247	3	yost	yost	PROPN
commonwealth-152	247	4	,	,	PUNCT
commonwealth-152	247	5	jackie	jackie	PROPN
commonwealth-152	247	6	redman	redman	PROPN
commonwealth-152	247	7	,	,	PUNCT
commonwealth-152	247	8	and	and	CCONJ
commonwealth-152	247	9	scottie	scottie	PROPN
commonwealth-152	247	10	thompson	thompson	PROPN
commonwealth-152	247	11	13	13	NUM
commonwealth-152	247	12	.	.	PUNCT
commonwealth-152	248	1	huffpost	huffpost	PROPN
commonwealth-152	248	2	pollster	pollster	PROPN
commonwealth-152	248	3	2016b	2016b	NUM
commonwealth-152	248	4	.	.	PUNCT
commonwealth-152	249	1	14	14	NUM
commonwealth-152	249	2	.	.	PUNCT
commonwealth-152	250	1	the	the	DET
commonwealth-152	250	2	proportion	proportion	NOUN
commonwealth-152	250	3	of	of	ADP
commonwealth-152	250	4	voters	voter	NOUN
commonwealth-152	250	5	who	who	PRON
commonwealth-152	250	6	cast	cast	VERB
commonwealth-152	250	7	a	a	DET
commonwealth-152	250	8	vote	vote	NOUN
commonwealth-152	250	9	for	for	ADP
commonwealth-152	250	10	both	both	DET
commonwealth-152	250	11	parties	party	NOUN
commonwealth-152	250	12	in	in	ADP
commonwealth-152	250	13	this	this	DET
commonwealth-152	250	14	election	election	NOUN
commonwealth-152	250	15	cycle	cycle	NOUN
commonwealth-152	250	16	would	would	AUX
commonwealth-152	250	17	likely	likely	ADV
commonwealth-152	250	18	be	be	AUX
commonwealth-152	250	19	much	much	ADV
commonwealth-152	250	20	higher	high	ADJ
commonwealth-152	250	21	had	have	AUX
commonwealth-152	250	22	i	i	PRON
commonwealth-152	250	23	included	include	VERB
commonwealth-152	250	24	all	all	DET
commonwealth-152	250	25	the	the	DET
commonwealth-152	250	26	different	different	ADJ
commonwealth-152	250	27	races	race	NOUN
commonwealth-152	250	28	on	on	ADP
commonwealth-152	250	29	the	the	DET
commonwealth-152	250	30	ballot	ballot	NOUN
commonwealth-152	250	31	.	.	PUNCT
commonwealth-152	251	1	for	for	ADP
commonwealth-152	251	2	instance	instance	NOUN
commonwealth-152	251	3	,	,	PUNCT
commonwealth-152	251	4	democratic	democratic	ADJ
commonwealth-152	251	5	candidates	candidate	NOUN
commonwealth-152	251	6	won	win	VERB
commonwealth-152	251	7	all	all	PRON
commonwealth-152	251	8	of	of	ADP
commonwealth-152	251	9	the	the	DET
commonwealth-152	251	10	state	state	NOUN
commonwealth-152	251	11	’s	’s	PART
commonwealth-152	251	12	row	row	NOUN
commonwealth-152	251	13	offices	office	NOUN
commonwealth-152	251	14	in	in	ADP
commonwealth-152	251	15	november	november	PROPN
commonwealth-152	251	16	,	,	PUNCT
commonwealth-152	251	17	with	with	ADP
commonwealth-152	251	18	more	more	ADJ
commonwealth-152	251	19	than	than	ADP
commonwealth-152	251	20	50	50	NUM
commonwealth-152	251	21	%	%	NOUN
commonwealth-152	251	22	of	of	ADP
commonwealth-152	251	23	ballots	ballot	NOUN
commonwealth-152	251	24	cast	cast	VERB
commonwealth-152	251	25	.	.	PUNCT
commonwealth-152	252	1	15	15	NUM
commonwealth-152	252	2	.	.	PUNCT
commonwealth-152	253	1	although	although	SCONJ
commonwealth-152	253	2	there	there	PRON
commonwealth-152	253	3	were	be	VERB
commonwealth-152	253	4	sizable	sizable	ADJ
commonwealth-152	253	5	differences	difference	NOUN
commonwealth-152	253	6	in	in	ADP
commonwealth-152	253	7	votes	vote	NOUN
commonwealth-152	253	8	cast	cast	VERB
commonwealth-152	253	9	,	,	PUNCT
commonwealth-152	253	10	there	there	PRON
commonwealth-152	253	11	was	be	VERB
commonwealth-152	253	12	a	a	DET
commonwealth-152	253	13	significant	significant	ADJ
commonwealth-152	253	14	correlation	correlation	NOUN
commonwealth-152	253	15	in	in	ADP
commonwealth-152	253	16	vote	vote	NOUN
commonwealth-152	253	17	share	share	NOUN
commonwealth-152	253	18	.	.	PUNCT
commonwealth-152	254	1	the	the	DET
commonwealth-152	254	2	correlation	correlation	NOUN
commonwealth-152	254	3	in	in	ADP
commonwealth-152	254	4	county	county	NOUN
commonwealth-152	254	5	-	-	PUNCT
commonwealth-152	254	6	level	level	NOUN
commonwealth-152	254	7	vote	vote	NOUN
commonwealth-152	254	8	share	share	NOUN
commonwealth-152	254	9	for	for	ADP
commonwealth-152	254	10	toomey	toomey	NOUN
commonwealth-152	254	11	and	and	CCONJ
commonwealth-152	254	12	trump	trump	NOUN
commonwealth-152	254	13	is	be	AUX
commonwealth-152	254	14	r(65	r(65	ADJ
commonwealth-152	254	15	)	)	PUNCT
commonwealth-152	254	16	=	=	SYM
commonwealth-152	254	17	0.95	0.95	NUM
commonwealth-152	254	18	,	,	PUNCT
commonwealth-152	254	19	p	p	X
commonwealth-152	254	20	<	<	X
commonwealth-152	254	21	.001	.001	NUM
commonwealth-152	254	22	.	.	PUNCT
commonwealth-152	255	1	references	reference	NOUN
commonwealth-152	255	2	beck	beck	PROPN
commonwealth-152	255	3	,	,	PUNCT
commonwealth-152	255	4	paul	paul	PROPN
commonwealth-152	255	5	allen	allen	PROPN
commonwealth-152	255	6	,	,	PUNCT
commonwealth-152	255	7	lawrence	lawrence	PROPN
commonwealth-152	255	8	baum	baum	PROPN
commonwealth-152	255	9	,	,	PUNCT
commonwealth-152	255	10	aage	aage	PROPN
commonwealth-152	255	11	r.	r.	PROPN
commonwealth-152	255	12	clausen	clausen	PROPN
commonwealth-152	255	13	,	,	PUNCT
commonwealth-152	255	14	and	and	CCONJ
commonwealth-152	255	15	charles	charles	PROPN
commonwealth-152	255	16	e.	e.	PROPN
commonwealth-152	255	17	smith	smith	PROPN
commonwealth-152	255	18	,	,	PUNCT
commonwealth-152	255	19	jr	jr	PROPN
commonwealth-152	255	20	.	.	PROPN
commonwealth-152	255	21	1992	1992	NUM
commonwealth-152	255	22	.	.	PUNCT
commonwealth-152	256	1	“	"	PUNCT
commonwealth-152	256	2	patterns	pattern	NOUN
commonwealth-152	256	3	and	and	CCONJ
commonwealth-152	256	4	sources	source	NOUN
commonwealth-152	256	5	of	of	ADP
commonwealth-152	256	6	ticket	ticket	NOUN
commonwealth-152	256	7	splitting	splitting	NOUN
commonwealth-152	256	8	in	in	ADP
commonwealth-152	256	9	subpresidential	subpresidential	ADJ
commonwealth-152	256	10	voting	voting	NOUN
commonwealth-152	256	11	.	.	PUNCT
commonwealth-152	256	12	”	"	PUNCT
commonwealth-152	257	1	american	american	ADJ
commonwealth-152	257	2	political	political	ADJ
commonwealth-152	257	3	science	science	NOUN
commonwealth-152	257	4	review	review	NOUN
commonwealth-152	257	5	86	86	NUM
commonwealth-152	257	6	(	(	PUNCT
commonwealth-152	257	7	december	december	PROPN
commonwealth-152	257	8	):	):	PUNCT
commonwealth-152	257	9	916–928	916–928	NUM
commonwealth-152	257	10	.	.	PUNCT
commonwealth-152	258	1	campbell	campbell	PROPN
commonwealth-152	258	2	,	,	PUNCT
commonwealth-152	258	3	james	james	PROPN
commonwealth-152	258	4	e.	e.	PROPN
commonwealth-152	258	5	2016	2016	NUM
commonwealth-152	258	6	.	.	PUNCT
commonwealth-152	259	1	“	"	PUNCT
commonwealth-152	259	2	seeing	see	VERB
commonwealth-152	259	3	the	the	DET
commonwealth-152	259	4	forest	forest	NOUN
commonwealth-152	259	5	for	for	ADP
commonwealth-152	259	6	the	the	DET
commonwealth-152	259	7	trees	tree	NOUN
commonwealth-152	259	8	:	:	PUNCT
commonwealth-152	259	9	presidential	presidential	ADJ
commonwealth-152	259	10	election	election	NOUN
commonwealth-152	259	11	forecasts	forecast	NOUN
commonwealth-152	259	12	and	and	CCONJ
commonwealth-152	259	13	the	the	DET
commonwealth-152	259	14	fundamentals	fundamental	NOUN
commonwealth-152	259	15	.	.	PUNCT
commonwealth-152	259	16	”	"	PUNCT
commonwealth-152	260	1	sabato	sabato	PROPN
commonwealth-152	260	2	’s	’s	PART
commonwealth-152	260	3	crystal	crystal	NOUN
commonwealth-152	260	4	ball	ball	NOUN
commonwealth-152	260	5	14	14	NUM
commonwealth-152	260	6	(	(	PUNCT
commonwealth-152	260	7	september	september	PROPN
commonwealth-152	260	8	22	22	NUM
commonwealth-152	260	9	)	)	PUNCT
commonwealth-152	260	10	.	.	PUNCT
commonwealth-152	261	1	available	available	ADJ
commonwealth-152	261	2	at	at	ADP
commonwealth-152	261	3	http://www.centerforpolitics.org/crystalball/articles/seeing-the-forest-for-the-trees	http://www.centerforpolitics.org/crystalball/articles/seeing-the-forest-for-the-tree	NOUN
commonwealth-152	261	4	-presidential	-presidential	PROPN
commonwealth-152	261	5	-	-	PUNCT
commonwealth-152	261	6	election	election	NOUN
commonwealth-152	261	7	-	-	PUNCT
commonwealth-152	261	8	forecasts	forecast	NOUN
commonwealth-152	261	9	-	-	PUNCT
commonwealth-152	261	10	and	and	CCONJ
commonwealth-152	261	11	-	-	PUNCT
commonwealth-152	261	12	the	the	DET
commonwealth-152	261	13	-	-	PUNCT
commonwealth-152	261	14	fundamentals/.	fundamentals/.	NOUN
commonwealth-152	261	15	accessed	access	VERB
commonwealth-152	261	16	september	september	PROPN
commonwealth-152	261	17	23	23	NUM
commonwealth-152	261	18	,	,	PUNCT
commonwealth-152	261	19	2016	2016	NUM
commonwealth-152	261	20	.	.	PUNCT
commonwealth-152	262	1	center	center	NOUN
commonwealth-152	262	2	for	for	ADP
commonwealth-152	262	3	opinion	opinion	NOUN
commonwealth-152	262	4	research	research	NOUN
commonwealth-152	262	5	.	.	PUNCT
commonwealth-152	263	1	2012	2012	NUM
commonwealth-152	263	2	.	.	PUNCT
commonwealth-152	264	1	“	"	PUNCT
commonwealth-152	264	2	october	october	PROPN
commonwealth-152	264	3	2012	2012	NUM
commonwealth-152	264	4	franklin	franklin	PROPN
commonwealth-152	264	5	&	&	CCONJ
commonwealth-152	264	6	marshall	marshall	PROPN
commonwealth-152	264	7	college	college	PROPN
commonwealth-152	264	8	poll	poll	PROPN
commonwealth-152	264	9	—	—	PUNCT
commonwealth-152	264	10	statewide	statewide	ADV
commonwealth-152	264	11	.	.	PUNCT
commonwealth-152	264	12	”	"	PUNCT
commonwealth-152	264	13	available	available	ADJ
commonwealth-152	264	14	at	at	ADP
commonwealth-152	264	15	https://www.fandm.edu/uploads/files/427891958633141665	https://www.fandm.edu/uploads/files/427891958633141665	PROPN
commonwealth-152	264	16	-keyoct12	-keyoct12	NOUN
commonwealth-152	264	17	-	-	PUNCT
commonwealth-152	264	18	1.pdf	1.pdf	NOUN
commonwealth-152	264	19	.	.	PUNCT
commonwealth-152	265	1	accessed	access	VERB
commonwealth-152	265	2	january	january	PROPN
commonwealth-152	265	3	27	27	NUM
commonwealth-152	265	4	,	,	PUNCT
commonwealth-152	265	5	2017	2017	NUM
commonwealth-152	265	6	.	.	PUNCT
commonwealth-152	266	1	cramer	cramer	PROPN
commonwealth-152	266	2	,	,	PUNCT
commonwealth-152	266	3	katherine	katherine	PROPN
commonwealth-152	266	4	.	.	PUNCT
commonwealth-152	266	5	2016	2016	NUM
commonwealth-152	266	6	.	.	PUNCT
commonwealth-152	267	1	the	the	DET
commonwealth-152	267	2	politics	politic	NOUN
commonwealth-152	267	3	of	of	ADP
commonwealth-152	267	4	resentment	resentment	NOUN
commonwealth-152	267	5	:	:	PUNCT
commonwealth-152	267	6	rural	rural	ADJ
commonwealth-152	267	7	consciousness	consciousness	NOUN
commonwealth-152	267	8	in	in	ADP
commonwealth-152	267	9	wisconsin	wisconsin	PROPN
commonwealth-152	267	10	and	and	CCONJ
commonwealth-152	267	11	the	the	DET
commonwealth-152	267	12	rise	rise	NOUN
commonwealth-152	267	13	of	of	ADP
commonwealth-152	267	14	scott	scott	PROPN
commonwealth-152	267	15	walker	walker	PROPN
commonwealth-152	267	16	.	.	PUNCT
commonwealth-152	268	1	chicago	chicago	PROPN
commonwealth-152	268	2	:	:	PUNCT
commonwealth-152	269	1	university	university	NOUN
commonwealth-152	269	2	of	of	ADP
commonwealth-152	269	3	chicago	chicago	PROPN
commonwealth-152	269	4	press	press	PROPN
commonwealth-152	269	5	.	.	PUNCT
commonwealth-152	270	1	huffpost	huffpost	PROPN
commonwealth-152	270	2	pollster	pollster	NOUN
commonwealth-152	270	3	.	.	PUNCT
commonwealth-152	271	1	2016a	2016a	NOUN
commonwealth-152	271	2	.	.	PUNCT
commonwealth-152	272	1	“	"	PUNCT
commonwealth-152	272	2	2016	2016	NUM
commonwealth-152	272	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	272	4	president	president	NOUN
commonwealth-152	272	5	:	:	PUNCT
commonwealth-152	272	6	trump	trump	VERB
commonwealth-152	272	7	vs.	vs.	ADP
commonwealth-152	272	8	clinton	clinton	PROPN
commonwealth-152	272	9	.	.	PUNCT
commonwealth-152	272	10	”	"	PUNCT
commonwealth-152	272	11	available	available	ADJ
commonwealth-152	272	12	at	at	ADP
commonwealth-152	272	13	http://elections.huffingtonpost.com/pollster/2016-pennsylvania-president-trump-vs	http://elections.huffingtonpost.com/pollster/2016-pennsylvania-president-trump-vs	NOUN
commonwealth-152	272	14	-clinton	-clinton	PROPN
commonwealth-152	272	15	.	.	PUNCT
commonwealth-152	273	1	accessed	access	VERB
commonwealth-152	273	2	december	december	PROPN
commonwealth-152	273	3	6	6	NUM
commonwealth-152	273	4	,	,	PUNCT
commonwealth-152	273	5	2016	2016	NUM
commonwealth-152	273	6	.	.	PUNCT
commonwealth-152	274	1	—	—	PUNCT
commonwealth-152	274	2	—	—	PUNCT
commonwealth-152	274	3	—	—	PUNCT
commonwealth-152	274	4	.	.	NUM
commonwealth-152	275	1	2016b	2016b	NUM
commonwealth-152	275	2	.	.	PUNCT
commonwealth-152	276	1	“	"	PUNCT
commonwealth-152	276	2	2016	2016	NUM
commonwealth-152	276	3	pennsylvania	pennsylvania	PROPN
commonwealth-152	276	4	senate	senate	PROPN
commonwealth-152	276	5	:	:	PUNCT
commonwealth-152	276	6	toomey	toomey	PROPN
commonwealth-152	276	7	vs.	vs.	ADP
commonwealth-152	276	8	mcginty	mcginty	PROPN
commonwealth-152	276	9	.	.	PUNCT
commonwealth-152	276	10	”	"	PUNCT
commonwealth-152	276	11	available	available	ADJ
commonwealth-152	276	12	at	at	ADP
commonwealth-152	276	13	http://elec	http://elec	NUM
commonwealth-152	276	14	tions.huffingtonpost.com/pollster/2016-pennsylvania-senate-toomey-vs-mcginty	tions.huffingtonpost.com/pollster/2016-pennsylvania-senate-toomey-vs-mcginty	NOUN
commonwealth-152	276	15	.	.	PUNCT
commonwealth-152	276	16	accessed	access	VERB
commonwealth-152	276	17	december	december	PROPN
commonwealth-152	276	18	6	6	NUM
commonwealth-152	276	19	,	,	PUNCT
commonwealth-152	276	20	2016	2016	NUM
commonwealth-152	276	21	.	.	PUNCT
commonwealth-152	277	1	o’brien	o’brien	PROPN
commonwealth-152	277	2	,	,	PUNCT
commonwealth-152	277	3	keith	keith	PROPN
commonwealth-152	277	4	.	.	PROPN
commonwealth-152	277	5	2016	2016	NUM
commonwealth-152	277	6	.	.	PUNCT
commonwealth-152	278	1	“	"	PUNCT
commonwealth-152	278	2	uprising	uprise	VERB
commonwealth-152	278	3	in	in	ADP
commonwealth-152	278	4	the	the	DET
commonwealth-152	278	5	rust	rust	NOUN
commonwealth-152	278	6	belt	belt	NOUN
commonwealth-152	278	7	.	.	PUNCT
commonwealth-152	278	8	”	"	PUNCT
commonwealth-152	279	1	politico	politico	PROPN
commonwealth-152	279	2	magazine	magazine	NOUN
commonwealth-152	279	3	,	,	PUNCT
commonwealth-152	279	4	june	june	PROPN
commonwealth-152	279	5	24	24	NUM
commonwealth-152	279	6	.	.	PUNCT
commonwealth-152	280	1	stolberg	stolberg	PROPN
commonwealth-152	280	2	,	,	PUNCT
commonwealth-152	280	3	sheryl	sheryl	PROPN
commonwealth-152	280	4	gay	gay	PROPN
commonwealth-152	280	5	.	.	PROPN
commonwealth-152	280	6	2016	2016	NUM
commonwealth-152	280	7	.	.	PUNCT
commonwealth-152	281	1	“	"	PUNCT
commonwealth-152	281	2	patrick	patrick	PROPN
commonwealth-152	281	3	toomey	toomey	PROPN
commonwealth-152	281	4	wins	win	VERB
commonwealth-152	281	5	re	re	NOUN
commonwealth-152	281	6	-	-	NOUN
commonwealth-152	281	7	election	election	NOUN
commonwealth-152	281	8	in	in	ADP
commonwealth-152	281	9	pennsylvania	pennsylvania	PROPN
commonwealth-152	281	10	senate	senate	PROPN
commonwealth-152	281	11	race	race	PROPN
commonwealth-152	281	12	.	.	PUNCT
commonwealth-152	281	13	”	"	PUNCT
commonwealth-152	282	1	new	new	PROPN
commonwealth-152	282	2	york	york	PROPN
commonwealth-152	282	3	times	times	PROPN
commonwealth-152	282	4	,	,	PUNCT
commonwealth-152	282	5	november	november	PROPN
commonwealth-152	282	6	9	9	NUM
commonwealth-152	282	7	.	.	PUNCT
commonwealth-152	283	1	yost	yost	PROPN
commonwealth-152	283	2	,	,	PUNCT
commonwealth-152	283	3	berwood	berwood	NOUN
commonwealth-152	283	4	,	,	PUNCT
commonwealth-152	283	5	and	and	CCONJ
commonwealth-152	283	6	christopher	christopher	PROPN
commonwealth-152	283	7	borick	borick	PROPN
commonwealth-152	283	8	.	.	PUNCT
commonwealth-152	284	1	2013	2013	NUM
commonwealth-152	284	2	.	.	PUNCT
commonwealth-152	285	1	“	"	PUNCT
commonwealth-152	285	2	polling	polling	NOUN
commonwealth-152	285	3	accuracy	accuracy	NOUN
commonwealth-152	285	4	in	in	ADP
commonwealth-152	285	5	pennsylvania	pennsylvania	PROPN
commonwealth-152	285	6	:	:	PUNCT
commonwealth-152	285	7	the	the	DET
commonwealth-152	285	8	2012	2012	NUM
commonwealth-152	285	9	presidential	presidential	ADJ
commonwealth-152	285	10	election	election	NOUN
commonwealth-152	285	11	.	.	PUNCT
commonwealth-152	285	12	”	"	PUNCT
commonwealth-152	285	13	presented	present	VERB
commonwealth-152	285	14	at	at	ADP
commonwealth-152	285	15	the	the	DET
commonwealth-152	285	16	annual	annual	ADJ
commonwealth-152	285	17	meeting	meeting	NOUN
commonwealth-152	285	18	of	of	ADP
commonwealth-152	285	19	the	the	DET
commonwealth-152	285	20	pennsylvania	pennsylvania	PROPN
commonwealth-152	285	21	political	political	PROPN
commonwealth-152	285	22	science	science	PROPN
commonwealth-152	285	23	association	association	PROPN
commonwealth-152	285	24	,	,	PUNCT
commonwealth-152	285	25	harrisburg	harrisburg	PROPN
commonwealth-152	285	26	.	.	PUNCT
commonwealth-152	286	1	berwood	berwood	PROPN
commonwealth-152	286	2	yost	yost	PROPN
commonwealth-152	286	3	is	be	AUX
commonwealth-152	286	4	the	the	DET
commonwealth-152	286	5	director	director	NOUN
commonwealth-152	286	6	of	of	ADP
commonwealth-152	286	7	the	the	DET
commonwealth-152	286	8	center	center	NOUN
commonwealth-152	286	9	for	for	ADP
commonwealth-152	286	10	opinion	opinion	NOUN
commonwealth-152	286	11	research	research	NOUN
commonwealth-152	286	12	and	and	CCONJ
commonwealth-152	286	13	the	the	DET
commonwealth-152	286	14	floyd	floyd	PROPN
commonwealth-152	286	15	institute	institute	PROPN
commonwealth-152	286	16	for	for	ADP
commonwealth-152	286	17	public	public	ADJ
commonwealth-152	286	18	policy	policy	NOUN
commonwealth-152	286	19	at	at	ADP
commonwealth-152	286	20	franklin	franklin	PROPN
commonwealth-152	286	21	&	&	CCONJ
commonwealth-152	286	22	marshall	marshall	PROPN
commonwealth-152	286	23	college	college	PROPN
commonwealth-152	286	24	.	.	PUNCT
commonwealth-152	287	1	he	he	PRON
commonwealth-152	287	2	is	be	AUX
commonwealth-152	287	3	also	also	ADV
commonwealth-152	287	4	the	the	DET
commonwealth-152	287	5	head	head	NOUN
commonwealth-152	287	6	methodologist	methodologist	NOUN
commonwealth-152	287	7	for	for	ADP
commonwealth-152	287	8	the	the	DET
commonwealth-152	287	9	franklin	franklin	PROPN
commonwealth-152	287	10	&	&	CCONJ
commonwealth-152	287	11	marshall	marshall	PROPN
commonwealth-152	287	12	college	college	PROPN
commonwealth-152	287	13	poll	poll	NOUN
commonwealth-152	287	14	.	.	PUNCT
commonwealth-152	288	1	jackie	jackie	PROPN
commonwealth-152	288	2	redman	redman	PROPN
commonwealth-152	288	3	is	be	AUX
commonwealth-152	288	4	a	a	DET
commonwealth-152	288	5	project	project	NOUN
commonwealth-152	288	6	manager	manager	NOUN
commonwealth-152	288	7	at	at	ADP
commonwealth-152	288	8	the	the	DET
commonwealth-152	288	9	center	center	NOUN
commonwealth-152	288	10	for	for	ADP
commonwealth-152	288	11	opinion	opinion	NOUN
commonwealth-152	288	12	research	research	NOUN
commonwealth-152	288	13	at	at	ADP
commonwealth-152	288	14	franklin	franklin	PROPN
commonwealth-152	288	15	&	&	CCONJ
commonwealth-152	288	16	marshall	marshall	PROPN
commonwealth-152	288	17	college	college	PROPN
commonwealth-152	288	18	.	.	PUNCT
commonwealth-152	289	1	scottie	scottie	PROPN
commonwealth-152	289	2	thompson	thompson	PROPN
commonwealth-152	289	3	is	be	AUX
commonwealth-152	289	4	a	a	DET
commonwealth-152	289	5	project	project	NOUN
commonwealth-152	289	6	and	and	CCONJ
commonwealth-152	289	7	data	datum	NOUN
commonwealth-152	289	8	specialist	specialist	NOUN
commonwealth-152	289	9	at	at	ADP
commonwealth-152	289	10	the	the	DET
commonwealth-152	289	11	center	center	NOUN
commonwealth-152	289	12	for	for	ADP
commonwealth-152	289	13	opinion	opinion	NOUN
commonwealth-152	289	14	research	research	NOUN
commonwealth-152	289	15	at	at	ADP
commonwealth-152	289	16	franklin	franklin	PROPN
commonwealth-152	289	17	&	&	CCONJ
commonwealth-152	289	18	marshall	marshall	PROPN
commonwealth-152	289	19	college	college	PROPN
commonwealth-152	289	20	.	.	PUNCT
commonwealth-152	290	1	structure	structure	NOUN
commonwealth-152	290	2	bookmarks	bookmark	NOUN
commonwealth-152	290	3	data	datum	NOUN
commonwealth-152	290	4	sources	source	NOUN
commonwealth-152	290	5	the	the	DET
commonwealth-152	290	6	presidential	presidential	ADJ
commonwealth-152	290	7	race	race	NOUN
commonwealth-152	290	8	the	the	DET
commonwealth-152	290	9	u.s	u.s	PROPN
commonwealth-152	290	10	.	.	PROPN
commonwealth-152	290	11	senate	senate	PROPN
commonwealth-152	290	12	race	race	NOUN
commonwealth-152	290	13	split	split	NOUN
commonwealth-152	290	14	-	-	PUNCT
commonwealth-152	290	15	ticket	ticket	NOUN
commonwealth-152	290	16	voting	voting	NOUN
commonwealth-152	290	17	voter	voter	NOUN
commonwealth-152	290	18	turnout	turnout	NOUN
commonwealth-152	290	19	discussion	discussion	NOUN